Author: "Szallasi A" / Publication Type: Electronic Resources - Searchworks@Jio Institute Digital Library Search Results

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140 results on '"Szallasi A"'

1. Mixed responses to targeted therapy driven by chromosomal instability through p53 dysfunction and genome doubling

Author: Hobor, S, Al Bakir, M, Hiley, C, Skrzypski, M, Frankell, A, Bakker, B, Watkins, T, Markovets, A, Dry, J, Brown, A, van der Aart, J, van den Bos, H, Spierings, D, Oukrif, D, Novelli, M, Chakrabarti, T, Rabinowitz, A, Ait Hassou, L, Litiere, S, Kerr, D, Tan, L, Kelly, G, Moore, D, Renshaw, M, Venkatesan, S, Hill, W, Huebner, A, Martinez-Ruiz, C, Black, J, Wu, W, Angelova, M, Mcgranahan, N, Downward, J, Chmielecki, J, Barrett, C, Litchfield, K, Chew, S, Blakely, C, de Bruin, E, Foijer, F, Vousden, K, Bivona, T, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Tufail, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, French, J, Gilbert, K, Naidu, B, Patel, A, Osman, A, Enstone, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totton, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Paiva-Correia, A, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Brown, K, Carter, M, Chaturvedi, A, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Birkbak, N, Szallasi, Z, Kisistok, J, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Dwornik, A, Magness, A, Rowan, A, Karamani, A, Toncheva, A, Chain, B, Castignani, C, Bailey, C, Abbosh, C, Puttick, C, Weeden, C, Lee, C, Richard, C, Naceur-Lombardelli, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Larose Cadieux, E, Lim, E, Colliver, E, Nye, E, Galvez-Cancino, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Noorani, I, Goldman, J, Reading, J, Rane, J, Nicod, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Litovchenko, M, Jamal-Hanjani, M, Werner Sunderland, M, Huska, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Tanic, M, Sivakumar, M, Chervova, O, Lucas, O, Pich, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Vendramin, R, Saghafinia, S, Gamble, S, Veeriah, S, Ung, S, Quezada, S, Vanloo, S, Hessey, S, Ward, S, Harries, S, Boeing, S, Beck, S, Bola, S, Karasaki, T, Denner, T, Marafioti, T, Jones, T, Spanswick, V, Barbe, V, Lu, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Kaplar, Z, Bandula, S, Hackshaw, A, Hacker, A, Sharp, A, Smith, S, Kaur Dhanda, H, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Richards, J, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Kidd, A, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Hynds, R, Kanu, N, Zaccaria, S, Gronroos, E, Swanton, C, Hobor S., Al Bakir M., Hiley C. T., Skrzypski M., Frankell A. M., Bakker B., Watkins T. B. K., Markovets A., Dry J. R., Brown A. P., van der Aart J., van den Bos H., Spierings D., Oukrif D., Novelli M., Chakrabarti T., Rabinowitz A. H., Ait Hassou L., Litiere S., Kerr D. L., Tan L., Kelly G., Moore D. A., Renshaw M. J., Venkatesan S., Hill W., Huebner A., Martinez-Ruiz C., Black J. R. M., Wu W., Angelova M., McGranahan N., Downward J., Chmielecki J., Barrett C., Litchfield K., Chew S. K., Blakely C. M., de Bruin E. C., Foijer F., Vousden K. H., Bivona T. G., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Tufail M., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., French J., Gilbert K., Naidu B., Patel A. J., Osman A., Enstone C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totton N., Montero A., Smith E., Fontaine E., Granato F., Paiva-Correia A., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P. A. J., Brown K. D., Carter M., Chaturvedi A., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Birkbak N. J., Szallasi Z., Kisistok J., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Dwornik A., Magness A., Rowan A. J., Karamani A., Toncheva A., Chain B., Castignani C., Bailey C., Abbosh C., Puttick C., Weeden C. E., Lee C., Richard C., Naceur-Lombardelli C., Pearce D. R., Karagianni D., Biswas D., Levi D., Larose Cadieux E., Lim E. L., Colliver E., Nye E., Galvez-Cancino F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G. -T., Lowe H. L., Matos I. G., Noorani I., Goldman J., Reading J. L., Rane J. K., Nicod J., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Litovchenko M., Jamal-Hanjani M., Werner Sunderland M., Huska M. R., Hill M. S., Dietzen M., Leung M. M., Escudero M., Tanic M., Sivakumar M., Chervova O., Lucas O., Pich O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Vendramin R., Saghafinia S., Gamble S., Veeriah S., Ung S. K. A., Quezada S. A., Vanloo S., Hessey S., Ward S., Harries S., Boeing S., Beck S., Bola S. K., Karasaki T., Denner T., Marafioti T., Jones T. P., Spanswick V., Barbe V., Lu W. -T., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Kaplar Z., Bandula S., Hackshaw A., Hacker A. -M., Sharp A., Smith S., Kaur Dhanda H., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Richards J., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Kidd A., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Hynds R. E., Kanu N., Zaccaria S., Gronroos E., Swanton C., Hobor, S, Al Bakir, M, Hiley, C, Skrzypski, M, Frankell, A, Bakker, B, Watkins, T, Markovets, A, Dry, J, Brown, A, van der Aart, J, van den Bos, H, Spierings, D, Oukrif, D, Novelli, M, Chakrabarti, T, Rabinowitz, A, Ait Hassou, L, Litiere, S, Kerr, D, Tan, L, Kelly, G, Moore, D, Renshaw, M, Venkatesan, S, Hill, W, Huebner, A, Martinez-Ruiz, C, Black, J, Wu, W, Angelova, M, Mcgranahan, N, Downward, J, Chmielecki, J, Barrett, C, Litchfield, K, Chew, S, Blakely, C, de Bruin, E, Foijer, F, Vousden, K, Bivona, T, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Tufail, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, French, J, Gilbert, K, Naidu, B, Patel, A, Osman, A, Enstone, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totton, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Paiva-Correia, A, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Brown, K, Carter, M, Chaturvedi, A, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Birkbak, N, Szallasi, Z, Kisistok, J, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Dwornik, A, Magness, A, Rowan, A, Karamani, A, Toncheva, A, Chain, B, Castignani, C, Bailey, C, Abbosh, C, Puttick, C, Weeden, C, Lee, C, Richard, C, Naceur-Lombardelli, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Larose Cadieux, E, Lim, E, Colliver, E, Nye, E, Galvez-Cancino, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Noorani, I, Goldman, J, Reading, J, Rane, J, Nicod, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Litovchenko, M, Jamal-Hanjani, M, Werner Sunderland, M, Huska, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Tanic, M, Sivakumar, M, Chervova, O, Lucas, O, Pich, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Vendramin, R, Saghafinia, S, Gamble, S, Veeriah, S, Ung, S, Quezada, S, Vanloo, S, Hessey, S, Ward, S, Harries, S, Boeing, S, Beck, S, Bola, S, Karasaki, T, Denner, T, Marafioti, T, Jones, T, Spanswick, V, Barbe, V, Lu, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Kaplar, Z, Bandula, S, Hackshaw, A, Hacker, A, Sharp, A, Smith, S, Kaur Dhanda, H, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Richards, J, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Kidd, A, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Hynds, R, Kanu, N, Zaccaria, S, Gronroos, E, Swanton, C, Hobor S., Al Bakir M., Hiley C. T., Skrzypski M., Frankell A. M., Bakker B., Watkins T. B. K., Markovets A., Dry J. R., Brown A. P., van der Aart J., van den Bos H., Spierings D., Oukrif D., Novelli M., Chakrabarti T., Rabinowitz A. H., Ait Hassou L., Litiere S., Kerr D. L., Tan L., Kelly G., Moore D. A., Renshaw M. J., Venkatesan S., Hill W., Huebner A., Martinez-Ruiz C., Black J. R. M., Wu W., Angelova M., McGranahan N., Downward J., Chmielecki J., Barrett C., Litchfield K., Chew S. K., Blakely C. M., de Bruin E. C., Foijer F., Vousden K. H., Bivona T. G., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Tufail M., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., French J., Gilbert K., Naidu B., Patel A. J., Osman A., Enstone C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totton N., Montero A., Smith E., Fontaine E., Granato F., Paiva-Correia A., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P. A. J., Brown K. D., Carter M., Chaturvedi A., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Birkbak N. J., Szallasi Z., Kisistok J., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Dwornik A., Magness A., Rowan A. J., Karamani A., Toncheva A., Chain B., Castignani C., Bailey C., Abbosh C., Puttick C., Weeden C. E., Lee C., Richard C., Naceur-Lombardelli C., Pearce D. R., Karagianni D., Biswas D., Levi D., Larose Cadieux E., Lim E. L., Colliver E., Nye E., Galvez-Cancino F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G. -T., Lowe H. L., Matos I. G., Noorani I., Goldman J., Reading J. L., Rane J. K., Nicod J., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Litovchenko M., Jamal-Hanjani M., Werner Sunderland M., Huska M. R., Hill M. S., Dietzen M., Leung M. M., Escudero M., Tanic M., Sivakumar M., Chervova O., Lucas O., Pich O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Vendramin R., Saghafinia S., Gamble S., Veeriah S., Ung S. K. A., Quezada S. A., Vanloo S., Hessey S., Ward S., Harries S., Boeing S., Beck S., Bola S. K., Karasaki T., Denner T., Marafioti T., Jones T. P., Spanswick V., Barbe V., Lu W. -T., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Kaplar Z., Bandula S., Hackshaw A., Hacker A. -M., Sharp A., Smith S., Kaur Dhanda H., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Richards J., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Kidd A., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Hynds R. E., Kanu N., Zaccaria S., Gronroos E., and Swanton C.
Abstract: The phenomenon of mixed/heterogenous treatment responses to cancer therapies within an individual patient presents a challenging clinical scenario. Furthermore, the molecular basis of mixed intra-patient tumor responses remains unclear. Here, we show that patients with metastatic lung adenocarcinoma harbouring co-mutations of EGFR and TP53, are more likely to have mixed intra-patient tumor responses to EGFR tyrosine kinase inhibition (TKI), compared to those with an EGFR mutation alone. The combined presence of whole genome doubling (WGD) and TP53 co-mutations leads to increased genome instability and genomic copy number aberrations in genes implicated in EGFR TKI resistance. Using mouse models and an in vitro isogenic p53-mutant model system, we provide evidence that WGD provides diverse routes to drug resistance by increasing the probability of acquiring copy-number gains or losses relative to non-WGD cells. These data provide a molecular basis for mixed tumor responses to targeted therapy, within an individual patient, with implications for therapeutic strategies.
Published: 2024

2. The artificial intelligence-based model ANORAK improves histopathological grading of lung adenocarcinoma

Author: Pan, X, Abduljabbar, K, Coelho-Lima, J, Grapa, A, Zhang, H, Cheung, A, Baena, J, Karasaki, T, Wilson, C, Sereno, M, Veeriah, S, Aitken, S, Hackshaw, A, Nicholson, A, Jamal-Hanjani, M, Le Quesne, J, Janes, S, Hacker, A, Sharp, A, Smith, S, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Lim, E, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Kidd, A, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Dick, C, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Tufail, M, Scotland, M, Boyles, R, Rathinam, S, Fennell, D, Marrone, D, Dulloo, S, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Papadatos-Pastos, D, Wilson, J, Ahmad, T, French, J, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Paiva-Correia, A, Chaturvedi, A, Priest, L, Oliveira, P, Gomes, F, Brown, K, Carter, M, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Van Loo, P, Wilson, G, Rosenthal, R, Rowan, A, Bailey, C, Lee, C, Colliver, E, Enfield, K, Hill, M, Angelova, M, Pich, O, Leung, M, Frankell, A, Hiley, C, Zhai, H, Bakir, M, Birkbak, N, Lucas, O, Huebner, A, Puttick, C, Grigoriadis, K, Dietzen, M, Biswas, D, Athanasopoulou, F, Ward, S, Demeulemeester, J, Castignani, C, Cadieux, E, Kisistok, J, Sokac, M, Szallasi, Z, Diossy, M, Salgado, R, Stewart, A, Magness, A, Weeden, C, Levi, D, Gronroos, E, Noorani, I, Goldman, J, Escudero, M, Hobson, P, Vendramin, R, Boeing, S, Denner, T, Barbe, V, Lu, W, Hill, W, Naito, Y, Ramsden, Z, Kassiotis, G, Dwornik, A, Karamani, A, Chain, B, Pearce, D, Karagianni, D, Galvez-Cancino, F, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Reading, J, Hartley, J, Selvaraju, K, Chen, K, Ensell, L, Shah, M, Litovchenko, M, Chervova, O, Pawlik, P, Hynds, R, Gamble, S, Ung, S, Bola, S, Spanswick, V, Wu, Y, Al-Sawaf, O, Jones, T, Beck, S, Tanic, M, Marafioti, T, Borg, E, Falzon, M, Khiroya, R, Toncheva, A, Abbosh, C, Richard, C, Naceur-Lombardelli, C, Gimeno-Valiente, F, Thakkar, K, Sunderland, M, Sivakumar, M, Kanu, N, Prymas, P, Saghafinia, S, Vanloo, S, Lam, J, Liu, W, Bunkum, A, Hessey, S, Zaccaria, S, Martinez-Ruiz, C, Black, J, Thol, K, Bentham, R, Litchfield, K, Mcgranahan, N, Quezada, S, Forster, M, Lee, S, Herrero, J, Nye, E, Stone, R, Nicod, J, Rane, J, Peggs, K, Ng, K, Dijkstra, K, Huska, M, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Gorman, P, Stephens, R, Wong, Y, Kaplar, Z, Bandula, S, Watkins, T, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Swanton, C, Yuan, Y, Moore, D, Pan X., AbdulJabbar K., Coelho-Lima J., Grapa A. -I., Zhang H., Cheung A. H. K., Baena J., Karasaki T., Wilson C. R., Sereno M., Veeriah S., Aitken S. J., Hackshaw A., Nicholson A. G., Jamal-Hanjani M., Le Quesne J., Janes S. M., Hacker A. -M., Sharp A., Smith S., Dhanda H. K., Chan K., Pilotti C., Leslie R., Chuter D., MacKenzie M., Chee S., Alzetani A., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Kidd A., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Dick C., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Tufail M., Scotland M., Boyles R., Rathinam S., Fennell D. A., Wilson C., Marrone D., Dulloo S., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Papadatos-Pastos D., Wilson J., Ahmad T., French J., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Paiva-Correia A., Chaturvedi A., Priest L., Oliveira P., Gomes F., Brown K., Carter M., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Van Loo P., Wilson G. A., Rosenthal R., Rowan A., Bailey C., Lee C., Colliver E., Enfield K. S. S., Hill M. S., Angelova M., Pich O., Leung M., Frankell A. M., Hiley C. T., Lim E. L., Zhai H., Bakir M. A., Birkbak N. J., Lucas O., Huebner A., Puttick C., Grigoriadis K., Dietzen M., Biswas D., Athanasopoulou F., Ward S., Demeulemeester J., Castignani C., Cadieux E. L., Kisistok J., Sokac M., Szallasi Z., Diossy M., Salgado R., Stewart A., Magness A., Weeden C. E., Levi D., Gronroos E., Noorani I., Goldman J., Escudero M., Hobson P., Vendramin R., Boeing S., Denner T., Barbe V., Lu W. -T., Hill W., Naito Y., Ramsden Z., Kassiotis G., Dwornik A., Karamani A., Chain B., Pearce D. R., Karagianni D., Galvez-Cancino F., Stavrou G., Mastrokalos G., Lowe H. L., Matos I. G., Reading J. L., Hartley J. A., Selvaraju K., Chen K., Ensell L., Shah M., Litovchenko M., Chervova O., Pawlik P., Hynds R. E., Gamble S., Ung S. K. A., Bola S. K., Spanswick V., Wu Y., Al-Sawaf O., Jones T. P., Beck S., Tanic M., Marafioti T., Borg E., Falzon M., Khiroya R., Toncheva A., Abbosh C., Richard C., Naceur-Lombardelli C., Gimeno-Valiente F., Thakkar K., Sunderland M. W., Sivakumar M., Kanu N., Prymas P., Saghafinia S., Vanloo S., Lam J. M., Liu W. K., Bunkum A., Hessey S., Zaccaria S., Martinez-Ruiz C., Black J. R. M., Thol K., Bentham R., Litchfield K., McGranahan N., Quezada S. A., Forster M. D., Lee S. M., Herrero J., Nye E., Stone R. K., Nicod J., Rane J. K., Peggs K. S., Ng K. W., Dijkstra K., Huska M. R., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Gorman P., Stephens R. C. M., Wong Y. N. S., Kaplar Z., Bandula S., Watkins T. B. K., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Swanton C., Yuan Y., Moore D. A., Pan, X, Abduljabbar, K, Coelho-Lima, J, Grapa, A, Zhang, H, Cheung, A, Baena, J, Karasaki, T, Wilson, C, Sereno, M, Veeriah, S, Aitken, S, Hackshaw, A, Nicholson, A, Jamal-Hanjani, M, Le Quesne, J, Janes, S, Hacker, A, Sharp, A, Smith, S, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Lim, E, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Kidd, A, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Dick, C, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Tufail, M, Scotland, M, Boyles, R, Rathinam, S, Fennell, D, Marrone, D, Dulloo, S, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Papadatos-Pastos, D, Wilson, J, Ahmad, T, French, J, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Paiva-Correia, A, Chaturvedi, A, Priest, L, Oliveira, P, Gomes, F, Brown, K, Carter, M, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Van Loo, P, Wilson, G, Rosenthal, R, Rowan, A, Bailey, C, Lee, C, Colliver, E, Enfield, K, Hill, M, Angelova, M, Pich, O, Leung, M, Frankell, A, Hiley, C, Zhai, H, Bakir, M, Birkbak, N, Lucas, O, Huebner, A, Puttick, C, Grigoriadis, K, Dietzen, M, Biswas, D, Athanasopoulou, F, Ward, S, Demeulemeester, J, Castignani, C, Cadieux, E, Kisistok, J, Sokac, M, Szallasi, Z, Diossy, M, Salgado, R, Stewart, A, Magness, A, Weeden, C, Levi, D, Gronroos, E, Noorani, I, Goldman, J, Escudero, M, Hobson, P, Vendramin, R, Boeing, S, Denner, T, Barbe, V, Lu, W, Hill, W, Naito, Y, Ramsden, Z, Kassiotis, G, Dwornik, A, Karamani, A, Chain, B, Pearce, D, Karagianni, D, Galvez-Cancino, F, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Reading, J, Hartley, J, Selvaraju, K, Chen, K, Ensell, L, Shah, M, Litovchenko, M, Chervova, O, Pawlik, P, Hynds, R, Gamble, S, Ung, S, Bola, S, Spanswick, V, Wu, Y, Al-Sawaf, O, Jones, T, Beck, S, Tanic, M, Marafioti, T, Borg, E, Falzon, M, Khiroya, R, Toncheva, A, Abbosh, C, Richard, C, Naceur-Lombardelli, C, Gimeno-Valiente, F, Thakkar, K, Sunderland, M, Sivakumar, M, Kanu, N, Prymas, P, Saghafinia, S, Vanloo, S, Lam, J, Liu, W, Bunkum, A, Hessey, S, Zaccaria, S, Martinez-Ruiz, C, Black, J, Thol, K, Bentham, R, Litchfield, K, Mcgranahan, N, Quezada, S, Forster, M, Lee, S, Herrero, J, Nye, E, Stone, R, Nicod, J, Rane, J, Peggs, K, Ng, K, Dijkstra, K, Huska, M, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Gorman, P, Stephens, R, Wong, Y, Kaplar, Z, Bandula, S, Watkins, T, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Swanton, C, Yuan, Y, Moore, D, Pan X., AbdulJabbar K., Coelho-Lima J., Grapa A. -I., Zhang H., Cheung A. H. K., Baena J., Karasaki T., Wilson C. R., Sereno M., Veeriah S., Aitken S. J., Hackshaw A., Nicholson A. G., Jamal-Hanjani M., Le Quesne J., Janes S. M., Hacker A. -M., Sharp A., Smith S., Dhanda H. K., Chan K., Pilotti C., Leslie R., Chuter D., MacKenzie M., Chee S., Alzetani A., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Kidd A., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Dick C., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Tufail M., Scotland M., Boyles R., Rathinam S., Fennell D. A., Wilson C., Marrone D., Dulloo S., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Papadatos-Pastos D., Wilson J., Ahmad T., French J., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Paiva-Correia A., Chaturvedi A., Priest L., Oliveira P., Gomes F., Brown K., Carter M., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Van Loo P., Wilson G. A., Rosenthal R., Rowan A., Bailey C., Lee C., Colliver E., Enfield K. S. S., Hill M. S., Angelova M., Pich O., Leung M., Frankell A. M., Hiley C. T., Lim E. L., Zhai H., Bakir M. A., Birkbak N. J., Lucas O., Huebner A., Puttick C., Grigoriadis K., Dietzen M., Biswas D., Athanasopoulou F., Ward S., Demeulemeester J., Castignani C., Cadieux E. L., Kisistok J., Sokac M., Szallasi Z., Diossy M., Salgado R., Stewart A., Magness A., Weeden C. E., Levi D., Gronroos E., Noorani I., Goldman J., Escudero M., Hobson P., Vendramin R., Boeing S., Denner T., Barbe V., Lu W. -T., Hill W., Naito Y., Ramsden Z., Kassiotis G., Dwornik A., Karamani A., Chain B., Pearce D. R., Karagianni D., Galvez-Cancino F., Stavrou G., Mastrokalos G., Lowe H. L., Matos I. G., Reading J. L., Hartley J. A., Selvaraju K., Chen K., Ensell L., Shah M., Litovchenko M., Chervova O., Pawlik P., Hynds R. E., Gamble S., Ung S. K. A., Bola S. K., Spanswick V., Wu Y., Al-Sawaf O., Jones T. P., Beck S., Tanic M., Marafioti T., Borg E., Falzon M., Khiroya R., Toncheva A., Abbosh C., Richard C., Naceur-Lombardelli C., Gimeno-Valiente F., Thakkar K., Sunderland M. W., Sivakumar M., Kanu N., Prymas P., Saghafinia S., Vanloo S., Lam J. M., Liu W. K., Bunkum A., Hessey S., Zaccaria S., Martinez-Ruiz C., Black J. R. M., Thol K., Bentham R., Litchfield K., McGranahan N., Quezada S. A., Forster M. D., Lee S. M., Herrero J., Nye E., Stone R. K., Nicod J., Rane J. K., Peggs K. S., Ng K. W., Dijkstra K., Huska M. R., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Gorman P., Stephens R. C. M., Wong Y. N. S., Kaplar Z., Bandula S., Watkins T. B. K., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Swanton C., Yuan Y., and Moore D. A.
Abstract: The introduction of the International Association for the Study of Lung Cancer grading system has furthered interest in histopathological grading for risk stratification in lung adenocarcinoma. Complex morphology and high intratumoral heterogeneity present challenges to pathologists, prompting the development of artificial intelligence (AI) methods. Here we developed ANORAK (pyrAmid pooliNg crOss stReam Attention networK), encoding multiresolution inputs with an attention mechanism, to delineate growth patterns from hematoxylin and eosin-stained slides. In 1,372 lung adenocarcinomas across four independent cohorts, AI-based grading was prognostic of disease-free survival, and further assisted pathologists by consistently improving prognostication in stage I tumors. Tumors with discrepant patterns between AI and pathologists had notably higher intratumoral heterogeneity. Furthermore, ANORAK facilitates the morphological and spatial assessment of the acinar pattern, capturing acinus variations with pattern transition. Collectively, our AI method enabled the precision quantification and morphology investigation of growth patterns, reflecting intratumoral histological transitions in lung adenocarcinoma.
Published: 2024

3. Assessing expression patterns of PTGR1, a potential biomarker for acylfulven sensitivity in urothelial carcinoma

Author: Stormoen, Dag Rune, Lehn, Signe, Mouw, Kent W., Szallasi, Zoltan, Melchior, Linea Cecilie, Dohn, Line Hammer, Börcsok, Judit, Rossing, Maria, Toft, Birgitte Grønkaer, Pappot, Helle, Stormoen, Dag Rune, Lehn, Signe, Mouw, Kent W., Szallasi, Zoltan, Melchior, Linea Cecilie, Dohn, Line Hammer, Börcsok, Judit, Rossing, Maria, Toft, Birgitte Grønkaer, and Pappot, Helle
Abstract: Background Metastatic urothelial carcinoma (mUC) has a poor prognosis, despite recent therapeutic advancements. Prostaglandin Reductase 1 (PTGR1) is essential for activating acylfulvens, a promising class of drugs for treating a subset of urothelial carcinoma (UC) patients. The efficacy of acylfulvens depends on PTGR1 activity and defects in the nucleotide excision repair (NER) pathway, notably ERCC2 mutations present in 10–15% of bladder tumors. This study identifies patients eligible to be included in acylfulven clinical trials based on the presence of PTGR-1 by immunohistochemistry (IHC) staining, RNA expression level and mutations in the NER pathway. Additionally, it evaluates PTGR-1 expression as a prognostic biomarker. Methods Three PTGR-1 antibodies were tested in a kidney cancer cell line A498 and in tissues with known PTGR1 expression (liver, tonsils, pancreas, small intestine, etc.). Patients with untreated mUC receiving 1st line platinum from Dec. 2019 to Dec. 2021 in the Capital Region, Denmark, were included retrospectively. FFPE tumor samples were collected, and tissue microarrays (TMAs) were constructed. TMAs were stained with the best-performing PTGR1 antibody, RNA expression was analyzed using Nanostring nCounter PanCancer panel and gene mutations were assessed using a targeted genomic panel (TSO-500). Kaplan-Meier and multivariate Cox regression assessed overall survival and covariate impacts. Results The AB181131 PTGR1 antibody was the most reliable in validation tissues. Tumors from 71 mUC patients were used to construct the TMA, and 40% of tumors scored positive for PTGR1 by IHC staining. A normalized PTGR1 RNA cutoff at 2,550 normalized counts achieved an AUC of 0.9, defining 35 samples as positive with a sensitivity of 96% and specificity of 85% in relation to IHC-positivity. Differential expression showed a significant upregulation of PTGR1 RNA in PTGR1 IHC-positive cases. NER-deficiency and PTGR1 positivity (mut, Background: Metastatic urothelial carcinoma (mUC) has a poor prognosis, despite recent therapeutic advancements. Prostaglandin Reductase 1 (PTGR1) is essential for activating acylfulvens, a promising class of drugs for treating a subset of urothelial carcinoma (UC) patients. The efficacy of acylfulvens depends on PTGR1 activity and defects in the nucleotide excision repair (NER) pathway, notably ERCC2 mutations present in 10–15% of bladder tumors. This study identifies patients eligible to be included in acylfulven clinical trials based on the presence of PTGR-1 by immunohistochemistry (IHC) staining, RNA expression level and mutations in the NER pathway. Additionally, it evaluates PTGR-1 expression as a prognostic biomarker. Methods: Three PTGR-1 antibodies were tested in a kidney cancer cell line A498 and in tissues with known PTGR1 expression (liver, tonsils, pancreas, small intestine, etc.). Patients with untreated mUC receiving 1st line platinum from Dec. 2019 to Dec. 2021 in the Capital Region, Denmark, were included retrospectively. FFPE tumor samples were collected, and tissue microarrays (TMAs) were constructed. TMAs were stained with the best-performing PTGR1 antibody, RNA expression was analyzed using Nanostring nCounter PanCancer panel and gene mutations were assessed using a targeted genomic panel (TSO-500). Kaplan-Meier and multivariate Cox regression assessed overall survival and covariate impacts. Results: The AB181131 PTGR1 antibody was the most reliable in validation tissues. Tumors from 71 mUC patients were used to construct the TMA, and 40% of tumors scored positive for PTGR1 by IHC staining. A normalized PTGR1 RNA cutoff at 2,550 normalized counts achieved an AUC of 0.9, defining 35 samples as positive with a sensitivity of 96% and specificity of 85% in relation to IHC-positivity. Differential expression showed a significant upregulation of PTGR1 RNA in PTGR1 IHC-positive cases. NER-deficiency and PTGR1 positivity (mutations in ERCC1, ERCC2
Published: 2024

4. ADP-ribosylome analysis reveals homogeneous DNA-damage-induced serine ADP-ribosylation across wild-type and BRCA-mutant breast cancer cell lines

Author: Anagho, Holda Awah, Mullari, Meeli, Prósz, Aurél György, Buch-Larsen, Sara Charlotte, Cho, Hayoung, Locard-Paulet, Marie, Szallasi, Zoltan, Nielsen, Michael Lund, Anagho, Holda Awah, Mullari, Meeli, Prósz, Aurél György, Buch-Larsen, Sara Charlotte, Cho, Hayoung, Locard-Paulet, Marie, Szallasi, Zoltan, and Nielsen, Michael Lund
Abstract: ADP-ribosylation (ADPr) signaling plays a crucial role in DNA damage response. Inhibitors against the main enzyme catalyzing ADPr after DNA damage, poly(ADP-ribose) polymerase 1 (PARP1), are used to treat patients with breast cancer harboring BRCA1/2 mutations. However, resistance to PARP inhibitors (PARPi) is a major obstacle in treating patients. To understand the role of ADPr in PARPi sensitivity, we use liquid chromatography-tandem mass spectrometry (LC-MS/MS) to analyze ADPr in six breast cancer cell lines exhibiting different PARPi sensitivities. We identify 1,632 sites on 777 proteins across all cell lines, primarily on serine residues, with site-specific overlap of targeted residues across DNA-damage-related proteins across all cell lines, demonstrating high conservation of serine ADPr-signaling networks upon DNA damage. Furthermore, we observe site-specific differences in ADPr intensities in PARPi-sensitive BRCA mutants and unique ADPr sites in PARPi-resistant BRCA-mutant HCC1937 cells, which have low poly(ADP-ribose) glycohydrolase (PARG) levels and longer ADPr chains on PARP1.
Published: 2024

5. Similar genetic profile in early and late stage urothelial tract cancer

Author: Stormoen, Dag Rune, Rohrberg, Kristoffer Staal, Mouw, Kent William, Ørum, Katrine, Szallasi, Zoltan, Rossing, Maria, Bagger, Frederik Otzen, Pappot, Helle, Stormoen, Dag Rune, Rohrberg, Kristoffer Staal, Mouw, Kent William, Ørum, Katrine, Szallasi, Zoltan, Rossing, Maria, Bagger, Frederik Otzen, and Pappot, Helle
Abstract: Introduction Urothelial tract cancer (UTC) ranks as the tenth most prevalent cancer and holds the seventh position in terms of mortality worldwide. Despite its prevalence and mortality ranking, there are still gaps in the knowledge of the mutational landscape in patients with advanced disease who have limited therapeutic options after multiple lines of prior treatment. This study compares the genomic and transcriptomic landscape, and targeted treatment options between metastatic UTC (mUTC) patients treated with multiple lines of therapy compared to newly diagnosed, untreated Muscle Invasive Bladder Cancer (MIBC). Methods We compared genomic and clinical data from two cohorts: mUTC patients who received multiple lines of therapy and were referred to the Copenhagen Prospective Personalized Oncology (CoPPO) project at Rigshospitalet, University of Copenhagen. Data for MIBC UTC patients were acquired from the Cancer Genome Atlas Bladder Cancer (TCGA BLCA) cohort. Biopsies in CoPPO were performed at the time of enrollment. 523 highly important cancer-related genes (TrueSight Oncology-500 targeted sequencing panel) were used from both cohorts for comparative analysis. Analyses included RNA count data to compare predicted molecular subtypes in each cohort separately. Results Patients from the CoPPO cohort had a lower median age at first-line treatment than the TCGA BLCA cohort, with no significant gender disparity. The predominant histology was urothelial cell carcinoma in both cohorts. Genomic analysis revealed no significant difference between the top mutated genes in the two cohorts, specifically looking into DNA damage repair genes. Molecular subtyping indicated a higher frequency of neuroendocrine differentiation in the CoPPO cohort. 13% of patients in the CoPPO cohort received targeted therapy based on genomic findings, and 16% received non-targeted treatment, totaling 29% receiving CoPPO treatment (9 patients). The remaining 71% receive, Introduction: Urothelial tract cancer (UTC) ranks as the tenth most prevalent cancer and holds the seventh position in terms of mortality worldwide. Despite its prevalence and mortality ranking, there are still gaps in the knowledge of the mutational landscape in patients with advanced disease who have limited therapeutic options after multiple lines of prior treatment. This study compares the genomic and transcriptomic landscape, and targeted treatment options between metastatic UTC (mUTC) patients treated with multiple lines of therapy compared to newly diagnosed, untreated Muscle Invasive Bladder Cancer (MIBC). Methods: We compared genomic and clinical data from two cohorts: mUTC patients who received multiple lines of therapy and were referred to the Copenhagen Prospective Personalized Oncology (CoPPO) project at Rigshospitalet, University of Copenhagen. Data for MIBC UTC patients were acquired from the Cancer Genome Atlas Bladder Cancer (TCGA BLCA) cohort. Biopsies in CoPPO were performed at the time of enrollment. 523 highly important cancer-related genes (TrueSight Oncology-500 targeted sequencing panel) were used from both cohorts for comparative analysis. Analyses included RNA count data to compare predicted molecular subtypes in each cohort separately. Results: Patients from the CoPPO cohort had a lower median age at first-line treatment than the TCGA BLCA cohort, with no significant gender disparity. The predominant histology was urothelial cell carcinoma in both cohorts. Genomic analysis revealed no significant difference between the top mutated genes in the two cohorts, specifically looking into DNA damage repair genes. Molecular subtyping indicated a higher frequency of neuroendocrine differentiation in the CoPPO cohort. 13% of patients in the CoPPO cohort received targeted therapy based on genomic findings, and 16% received non-targeted treatment, totaling 29% receiving CoPPO treatment (9 patients). The remaining 71% received best supportive care.
Published: 2024

6. Assessing expression patterns of PTGR1, a potential biomarker for acylfulven sensitivity in urothelial carcinoma

Author: Stormoen, Dag Rune, Lehn, Signe, Mouw, Kent W., Szallasi, Zoltan, Melchior, Linea Cecilie, Dohn, Line Hammer, Börcsok, Judit, Rossing, Maria, Toft, Birgitte Grønkaer, Pappot, Helle, Stormoen, Dag Rune, Lehn, Signe, Mouw, Kent W., Szallasi, Zoltan, Melchior, Linea Cecilie, Dohn, Line Hammer, Börcsok, Judit, Rossing, Maria, Toft, Birgitte Grønkaer, and Pappot, Helle
Abstract: Background Metastatic urothelial carcinoma (mUC) has a poor prognosis, despite recent therapeutic advancements. Prostaglandin Reductase 1 (PTGR1) is essential for activating acylfulvens, a promising class of drugs for treating a subset of urothelial carcinoma (UC) patients. The efficacy of acylfulvens depends on PTGR1 activity and defects in the nucleotide excision repair (NER) pathway, notably ERCC2 mutations present in 10–15% of bladder tumors. This study identifies patients eligible to be included in acylfulven clinical trials based on the presence of PTGR-1 by immunohistochemistry (IHC) staining, RNA expression level and mutations in the NER pathway. Additionally, it evaluates PTGR-1 expression as a prognostic biomarker. Methods Three PTGR-1 antibodies were tested in a kidney cancer cell line A498 and in tissues with known PTGR1 expression (liver, tonsils, pancreas, small intestine, etc.). Patients with untreated mUC receiving 1st line platinum from Dec. 2019 to Dec. 2021 in the Capital Region, Denmark, were included retrospectively. FFPE tumor samples were collected, and tissue microarrays (TMAs) were constructed. TMAs were stained with the best-performing PTGR1 antibody, RNA expression was analyzed using Nanostring nCounter PanCancer panel and gene mutations were assessed using a targeted genomic panel (TSO-500). Kaplan-Meier and multivariate Cox regression assessed overall survival and covariate impacts. Results The AB181131 PTGR1 antibody was the most reliable in validation tissues. Tumors from 71 mUC patients were used to construct the TMA, and 40% of tumors scored positive for PTGR1 by IHC staining. A normalized PTGR1 RNA cutoff at 2,550 normalized counts achieved an AUC of 0.9, defining 35 samples as positive with a sensitivity of 96% and specificity of 85% in relation to IHC-positivity. Differential expression showed a significant upregulation of PTGR1 RNA in PTGR1 IHC-positive cases. NER-deficiency and PTGR1 positivity (mut, Background: Metastatic urothelial carcinoma (mUC) has a poor prognosis, despite recent therapeutic advancements. Prostaglandin Reductase 1 (PTGR1) is essential for activating acylfulvens, a promising class of drugs for treating a subset of urothelial carcinoma (UC) patients. The efficacy of acylfulvens depends on PTGR1 activity and defects in the nucleotide excision repair (NER) pathway, notably ERCC2 mutations present in 10–15% of bladder tumors. This study identifies patients eligible to be included in acylfulven clinical trials based on the presence of PTGR-1 by immunohistochemistry (IHC) staining, RNA expression level and mutations in the NER pathway. Additionally, it evaluates PTGR-1 expression as a prognostic biomarker. Methods: Three PTGR-1 antibodies were tested in a kidney cancer cell line A498 and in tissues with known PTGR1 expression (liver, tonsils, pancreas, small intestine, etc.). Patients with untreated mUC receiving 1st line platinum from Dec. 2019 to Dec. 2021 in the Capital Region, Denmark, were included retrospectively. FFPE tumor samples were collected, and tissue microarrays (TMAs) were constructed. TMAs were stained with the best-performing PTGR1 antibody, RNA expression was analyzed using Nanostring nCounter PanCancer panel and gene mutations were assessed using a targeted genomic panel (TSO-500). Kaplan-Meier and multivariate Cox regression assessed overall survival and covariate impacts. Results: The AB181131 PTGR1 antibody was the most reliable in validation tissues. Tumors from 71 mUC patients were used to construct the TMA, and 40% of tumors scored positive for PTGR1 by IHC staining. A normalized PTGR1 RNA cutoff at 2,550 normalized counts achieved an AUC of 0.9, defining 35 samples as positive with a sensitivity of 96% and specificity of 85% in relation to IHC-positivity. Differential expression showed a significant upregulation of PTGR1 RNA in PTGR1 IHC-positive cases. NER-deficiency and PTGR1 positivity (mutations in ERCC1, ERCC2
Published: 2024

7. ADP-ribosylome analysis reveals homogeneous DNA-damage-induced serine ADP-ribosylation across wild-type and BRCA-mutant breast cancer cell lines

Author: Anagho, Holda Awah, Mullari, Meeli, Prósz, Aurél György, Buch-Larsen, Sara Charlotte, Cho, Hayoung, Locard-Paulet, Marie, Szallasi, Zoltan, Nielsen, Michael Lund, Anagho, Holda Awah, Mullari, Meeli, Prósz, Aurél György, Buch-Larsen, Sara Charlotte, Cho, Hayoung, Locard-Paulet, Marie, Szallasi, Zoltan, and Nielsen, Michael Lund
Abstract: ADP-ribosylation (ADPr) signaling plays a crucial role in DNA damage response. Inhibitors against the main enzyme catalyzing ADPr after DNA damage, poly(ADP-ribose) polymerase 1 (PARP1), are used to treat patients with breast cancer harboring BRCA1/2 mutations. However, resistance to PARP inhibitors (PARPi) is a major obstacle in treating patients. To understand the role of ADPr in PARPi sensitivity, we use liquid chromatography-tandem mass spectrometry (LC-MS/MS) to analyze ADPr in six breast cancer cell lines exhibiting different PARPi sensitivities. We identify 1,632 sites on 777 proteins across all cell lines, primarily on serine residues, with site-specific overlap of targeted residues across DNA-damage-related proteins across all cell lines, demonstrating high conservation of serine ADPr-signaling networks upon DNA damage. Furthermore, we observe site-specific differences in ADPr intensities in PARPi-sensitive BRCA mutants and unique ADPr sites in PARPi-resistant BRCA-mutant HCC1937 cells, which have low poly(ADP-ribose) glycohydrolase (PARG) levels and longer ADPr chains on PARP1.
Published: 2024

8. Similar genetic profile in early and late stage urothelial tract cancer

Author: Stormoen, Dag Rune, Rohrberg, Kristoffer Staal, Mouw, Kent William, Ørum, Katrine, Szallasi, Zoltan, Rossing, Maria, Bagger, Frederik Otzen, Pappot, Helle, Stormoen, Dag Rune, Rohrberg, Kristoffer Staal, Mouw, Kent William, Ørum, Katrine, Szallasi, Zoltan, Rossing, Maria, Bagger, Frederik Otzen, and Pappot, Helle
Abstract: Introduction Urothelial tract cancer (UTC) ranks as the tenth most prevalent cancer and holds the seventh position in terms of mortality worldwide. Despite its prevalence and mortality ranking, there are still gaps in the knowledge of the mutational landscape in patients with advanced disease who have limited therapeutic options after multiple lines of prior treatment. This study compares the genomic and transcriptomic landscape, and targeted treatment options between metastatic UTC (mUTC) patients treated with multiple lines of therapy compared to newly diagnosed, untreated Muscle Invasive Bladder Cancer (MIBC). Methods We compared genomic and clinical data from two cohorts: mUTC patients who received multiple lines of therapy and were referred to the Copenhagen Prospective Personalized Oncology (CoPPO) project at Rigshospitalet, University of Copenhagen. Data for MIBC UTC patients were acquired from the Cancer Genome Atlas Bladder Cancer (TCGA BLCA) cohort. Biopsies in CoPPO were performed at the time of enrollment. 523 highly important cancer-related genes (TrueSight Oncology-500 targeted sequencing panel) were used from both cohorts for comparative analysis. Analyses included RNA count data to compare predicted molecular subtypes in each cohort separately. Results Patients from the CoPPO cohort had a lower median age at first-line treatment than the TCGA BLCA cohort, with no significant gender disparity. The predominant histology was urothelial cell carcinoma in both cohorts. Genomic analysis revealed no significant difference between the top mutated genes in the two cohorts, specifically looking into DNA damage repair genes. Molecular subtyping indicated a higher frequency of neuroendocrine differentiation in the CoPPO cohort. 13% of patients in the CoPPO cohort received targeted therapy based on genomic findings, and 16% received non-targeted treatment, totaling 29% receiving CoPPO treatment (9 patients). The remaining 71% receive, Introduction: Urothelial tract cancer (UTC) ranks as the tenth most prevalent cancer and holds the seventh position in terms of mortality worldwide. Despite its prevalence and mortality ranking, there are still gaps in the knowledge of the mutational landscape in patients with advanced disease who have limited therapeutic options after multiple lines of prior treatment. This study compares the genomic and transcriptomic landscape, and targeted treatment options between metastatic UTC (mUTC) patients treated with multiple lines of therapy compared to newly diagnosed, untreated Muscle Invasive Bladder Cancer (MIBC). Methods: We compared genomic and clinical data from two cohorts: mUTC patients who received multiple lines of therapy and were referred to the Copenhagen Prospective Personalized Oncology (CoPPO) project at Rigshospitalet, University of Copenhagen. Data for MIBC UTC patients were acquired from the Cancer Genome Atlas Bladder Cancer (TCGA BLCA) cohort. Biopsies in CoPPO were performed at the time of enrollment. 523 highly important cancer-related genes (TrueSight Oncology-500 targeted sequencing panel) were used from both cohorts for comparative analysis. Analyses included RNA count data to compare predicted molecular subtypes in each cohort separately. Results: Patients from the CoPPO cohort had a lower median age at first-line treatment than the TCGA BLCA cohort, with no significant gender disparity. The predominant histology was urothelial cell carcinoma in both cohorts. Genomic analysis revealed no significant difference between the top mutated genes in the two cohorts, specifically looking into DNA damage repair genes. Molecular subtyping indicated a higher frequency of neuroendocrine differentiation in the CoPPO cohort. 13% of patients in the CoPPO cohort received targeted therapy based on genomic findings, and 16% received non-targeted treatment, totaling 29% receiving CoPPO treatment (9 patients). The remaining 71% received best supportive care.
Published: 2024

9. Intraneural Ulnar Nerve Ganglion : A Surgical Case Report of a 10-cm-Long Recurring Ganglion Cyst in the Forearm

Author: Reiser, Daniel, Szallasi, Arpad, Sagerfors, Marcus, Reiser, Daniel, Szallasi, Arpad, and Sagerfors, Marcus
Abstract: Introduction: Intraneural ganglions are benign and rare mucinous cysts that originate within peripheral nerves and typically can lead to symptoms and signs of peripheral neuropathy. The most common location is the peroneal nerve, and the second most common location is the ulnar nerve. Case Presentation: We present a case of a 53-year-old man who presented with increasing numbness in the ulnar aspect of the left hand and decreasing hand strength. MRI showed an intraneural ganglion, and as the patient had clinically progressive symptoms, a decision was made for surgical excision. The patient was symptom-free after the procedure and had no neurological deficits. Eighteen months later, the patient contacted us again as his symptoms had returned. A new MRI showed ganglion recurrence. Due to progressive clinical symptoms, another attempt was made to remove the ganglion surgically. Paraffin immunostains excluded other diagnoses like synovial cyst, posttraumatic neuronal cyst, Tarlov cyst, mesothelial cyst, and cystic lymphangioma. At follow-up 3 months postoperatively, the patient was symptom-free and had normal neurological findings. Conclusion: Intraneural ganglion should be considered as a differential diagnosis of a cystic mass close to a nerve. For surgery, we favor less radical methods, such as simple decompression.
Published: 2024
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10. Biologically informed deep learning for explainable epigenetic clocks

Author: Prosz, Aurel, Pipek, Orsolya, Börcsök, Judit, Palla, Gergely, Szallasi, Zoltan, Spisak, Sandor, Csabai, István, Prosz, Aurel, Pipek, Orsolya, Börcsök, Judit, Palla, Gergely, Szallasi, Zoltan, Spisak, Sandor, and Csabai, István
Abstract: Ageing is often characterised by progressive accumulation of damage, and it is one of the most important risk factors for chronic disease development. Epigenetic mechanisms including DNA methylation could functionally contribute to organismal aging, however the key functions and biological processes may govern ageing are still not understood. Although age predictors called epigenetic clocks can accurately estimate the biological age of an individual based on cellular DNA methylation, their models have limited ability to explain the prediction algorithm behind and underlying key biological processes controlling ageing. Here we present XAI-AGE, a biologically informed, explainable deep neural network model for accurate biological age prediction across multiple tissue types. We show that XAI-AGE outperforms the first-generation age predictors and achieves similar results to deep learning-based models, while opening up the possibility to infer biologically meaningful insights of the activity of pathways and other abstract biological processes directly from the model.
Published: 2024

11. Lung adenocarcinoma promotion by air pollutants

Author: Hill, W, Lim, E, Weeden, C, Lee, C, Augustine, M, Chen, K, Kuan, F, Marongiu, F, Evans, E, Moore, D, Rodrigues, F, Pich, O, Bakker, B, Cha, H, Myers, R, van Maldegem, F, Boumelha, J, Veeriah, S, Rowan, A, Naceur-Lombardelli, C, Karasaki, T, Sivakumar, M, De, S, Caswell, D, Nagano, A, Black, J, Martinez-Ruiz, C, Ryu, M, Huff, R, Li, S, Fave, M, Magness, A, Suarez-Bonnet, A, Priestnall, S, Luchtenborg, M, Lavelle, K, Pethick, J, Hardy, S, Mcronald, F, Lin, M, Troccoli, C, Ghosh, M, Miller, Y, Merrick, D, Keith, R, Al Bakir, M, Bailey, C, Hill, M, Saal, L, Chen, Y, George, A, Abbosh, C, Kanu, N, Lee, S, Mcgranahan, N, Berg, C, Sasieni, P, Houlston, R, Turnbull, C, Lam, S, Awadalla, P, Gronroos, E, Downward, J, Jacks, T, Carlsten, C, Malanchi, I, Hackshaw, A, Litchfield, K, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Birkbak, N, Szallasi, Z, Kisistok, J, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Frankell, A, Karamani, A, Toncheva, A, Huebner, A, Chain, B, Campbell, B, Castignani, C, Puttick, C, Richard, C, Hiley, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Cadieux, E, Colliver, E, Nye, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Ward, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Watkins, T, Spanswick, V, Barbe, V, Lu, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Degregori, J, Jamal-Hanjani, M, Swanton, C, Hill W., Lim E. L., Weeden C. E., Lee C., Augustine M., Chen K., Kuan F. -C., Marongiu F., Evans E. J., Moore D. A., Rodrigues F. S., Pich O., Bakker B., Cha H., Myers R., van Maldegem F., Boumelha J., Veeriah S., Rowan A., Naceur-Lombardelli C., Karasaki T., Sivakumar M., De S., Caswell D. R., Nagano A., Black J. R. M., Martinez-Ruiz C., Ryu M. H., Huff R. D., Li S., Fave M. -J., Magness A., Suarez-Bonnet A., Priestnall S. L., Luchtenborg M., Lavelle K., Pethick J., Hardy S., McRonald F. E., Lin M. -H., Troccoli C. I., Ghosh M., Miller Y. E., Merrick D. T., Keith R. L., Al Bakir M., Bailey C., Hill M. S., Saal L. H., Chen Y., George A. M., Abbosh C., Kanu N., Lee S. -H., McGranahan N., Berg C. D., Sasieni P., Houlston R., Turnbull C., Lam S., Awadalla P., Gronroos E., Downward J., Jacks T., Carlsten C., Malanchi I., Hackshaw A., Litchfield K., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Birkbak N. J., Szallasi Z., Kisistok J., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Frankell A. M., Karamani A., Toncheva A., Huebner A., Chain B., Campbell B. B., Castignani C., Puttick C., Richard C., Hiley C. T., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Cadieux E. L., Colliver E., Nye E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Ward S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Watkins T. B. K., Spanswick V., Barbe V., Lu W. -T., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., DeGregori J., Jamal-Hanjani M., Swanton C., Hill, W, Lim, E, Weeden, C, Lee, C, Augustine, M, Chen, K, Kuan, F, Marongiu, F, Evans, E, Moore, D, Rodrigues, F, Pich, O, Bakker, B, Cha, H, Myers, R, van Maldegem, F, Boumelha, J, Veeriah, S, Rowan, A, Naceur-Lombardelli, C, Karasaki, T, Sivakumar, M, De, S, Caswell, D, Nagano, A, Black, J, Martinez-Ruiz, C, Ryu, M, Huff, R, Li, S, Fave, M, Magness, A, Suarez-Bonnet, A, Priestnall, S, Luchtenborg, M, Lavelle, K, Pethick, J, Hardy, S, Mcronald, F, Lin, M, Troccoli, C, Ghosh, M, Miller, Y, Merrick, D, Keith, R, Al Bakir, M, Bailey, C, Hill, M, Saal, L, Chen, Y, George, A, Abbosh, C, Kanu, N, Lee, S, Mcgranahan, N, Berg, C, Sasieni, P, Houlston, R, Turnbull, C, Lam, S, Awadalla, P, Gronroos, E, Downward, J, Jacks, T, Carlsten, C, Malanchi, I, Hackshaw, A, Litchfield, K, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Birkbak, N, Szallasi, Z, Kisistok, J, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Frankell, A, Karamani, A, Toncheva, A, Huebner, A, Chain, B, Campbell, B, Castignani, C, Puttick, C, Richard, C, Hiley, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Cadieux, E, Colliver, E, Nye, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Ward, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Watkins, T, Spanswick, V, Barbe, V, Lu, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Degregori, J, Jamal-Hanjani, M, Swanton, C, Hill W., Lim E. L., Weeden C. E., Lee C., Augustine M., Chen K., Kuan F. -C., Marongiu F., Evans E. J., Moore D. A., Rodrigues F. S., Pich O., Bakker B., Cha H., Myers R., van Maldegem F., Boumelha J., Veeriah S., Rowan A., Naceur-Lombardelli C., Karasaki T., Sivakumar M., De S., Caswell D. R., Nagano A., Black J. R. M., Martinez-Ruiz C., Ryu M. H., Huff R. D., Li S., Fave M. -J., Magness A., Suarez-Bonnet A., Priestnall S. L., Luchtenborg M., Lavelle K., Pethick J., Hardy S., McRonald F. E., Lin M. -H., Troccoli C. I., Ghosh M., Miller Y. E., Merrick D. T., Keith R. L., Al Bakir M., Bailey C., Hill M. S., Saal L. H., Chen Y., George A. M., Abbosh C., Kanu N., Lee S. -H., McGranahan N., Berg C. D., Sasieni P., Houlston R., Turnbull C., Lam S., Awadalla P., Gronroos E., Downward J., Jacks T., Carlsten C., Malanchi I., Hackshaw A., Litchfield K., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Birkbak N. J., Szallasi Z., Kisistok J., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Frankell A. M., Karamani A., Toncheva A., Huebner A., Chain B., Campbell B. B., Castignani C., Puttick C., Richard C., Hiley C. T., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Cadieux E. L., Colliver E., Nye E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Ward S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Watkins T. B. K., Spanswick V., Barbe V., Lu W. -T., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., DeGregori J., Jamal-Hanjani M., and Swanton C.
Published: 2023

12. Body composition and lung cancer-associated cachexia in TRACERx

Author: Al-Sawaf, O, Weiss, J, Skrzypski, M, Lam, J, Karasaki, T, Zambrana, F, Kidd, A, Frankell, A, Watkins, T, Martinez-Ruiz, C, Puttick, C, Black, J, Huebner, A, Bakir, M, Sokac, M, Collins, S, Veeriah, S, Magno, N, Naceur-Lombardelli, C, Prymas, P, Toncheva, A, Ward, S, Jayanth, N, Salgado, R, Bridge, C, Christiani, D, Mak, R, Bay, C, Rosenthal, M, Sattar, N, Welsh, P, Liu, Y, Perrimon, N, Popuri, K, Beg, M, Mcgranahan, N, Hackshaw, A, Breen, D, O'Rahilly, S, Birkbak, N, Aerts, H, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Szallasi, Z, Kisistok, J, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Campbell, B, Castignani, C, Bailey, C, Abbosh, C, Weeden, C, Lee, C, Richard, C, Hiley, C, Moore, D, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Cadieux, E, Lim, E, Colliver, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Litchfield, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Pich, O, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Jamal-Hanjani, M, Swanton, C, Al-Sawaf O., Weiss J., Skrzypski M., Lam J. M., Karasaki T., Zambrana F., Kidd A. C., Frankell A. M., Watkins T. B. K., Martinez-Ruiz C., Puttick C., Black J. R. M., Huebner A., Bakir M. A., Sokac M., Collins S., Veeriah S., Magno N., Naceur-Lombardelli C., Prymas P., Toncheva A., Ward S., Jayanth N., Salgado R., Bridge C. P., Christiani D. C., Mak R. H., Bay C., Rosenthal M., Sattar N., Welsh P., Liu Y., Perrimon N., Popuri K., Beg M. F., McGranahan N., Hackshaw A., Breen D. M., O'Rahilly S., Birkbak N. J., Aerts H. J. W. L., Aerts H. J., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Szallasi Z., Kisistok J., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Campbell B. B., Castignani C., Bailey C., Abbosh C., Weeden C. E., Lee C., Richard C., Hiley C. T., Moore D. A., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Cadieux E. L., Lim E. L., Colliver E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Litchfield K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Hill M. S., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Pich O., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Jamal-Hanjani M., Swanton C., Al-Sawaf, O, Weiss, J, Skrzypski, M, Lam, J, Karasaki, T, Zambrana, F, Kidd, A, Frankell, A, Watkins, T, Martinez-Ruiz, C, Puttick, C, Black, J, Huebner, A, Bakir, M, Sokac, M, Collins, S, Veeriah, S, Magno, N, Naceur-Lombardelli, C, Prymas, P, Toncheva, A, Ward, S, Jayanth, N, Salgado, R, Bridge, C, Christiani, D, Mak, R, Bay, C, Rosenthal, M, Sattar, N, Welsh, P, Liu, Y, Perrimon, N, Popuri, K, Beg, M, Mcgranahan, N, Hackshaw, A, Breen, D, O'Rahilly, S, Birkbak, N, Aerts, H, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Szallasi, Z, Kisistok, J, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Campbell, B, Castignani, C, Bailey, C, Abbosh, C, Weeden, C, Lee, C, Richard, C, Hiley, C, Moore, D, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Cadieux, E, Lim, E, Colliver, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Litchfield, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Pich, O, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Jamal-Hanjani, M, Swanton, C, Al-Sawaf O., Weiss J., Skrzypski M., Lam J. M., Karasaki T., Zambrana F., Kidd A. C., Frankell A. M., Watkins T. B. K., Martinez-Ruiz C., Puttick C., Black J. R. M., Huebner A., Bakir M. A., Sokac M., Collins S., Veeriah S., Magno N., Naceur-Lombardelli C., Prymas P., Toncheva A., Ward S., Jayanth N., Salgado R., Bridge C. P., Christiani D. C., Mak R. H., Bay C., Rosenthal M., Sattar N., Welsh P., Liu Y., Perrimon N., Popuri K., Beg M. F., McGranahan N., Hackshaw A., Breen D. M., O'Rahilly S., Birkbak N. J., Aerts H. J. W. L., Aerts H. J., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Szallasi Z., Kisistok J., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Campbell B. B., Castignani C., Bailey C., Abbosh C., Weeden C. E., Lee C., Richard C., Hiley C. T., Moore D. A., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Cadieux E. L., Lim E. L., Colliver E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Litchfield K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Hill M. S., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Pich O., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Jamal-Hanjani M., and Swanton C.
Abstract: Cancer-associated cachexia (CAC) is a major contributor to morbidity and mortality in individuals with non-small cell lung cancer. Key features of CAC include alterations in body composition and body weight. Here, we explore the association between body composition and body weight with survival and delineate potential biological processes and mediators that contribute to the development of CAC. Computed tomography-based body composition analysis of 651 individuals in the TRACERx (TRAcking non-small cell lung Cancer Evolution through therapy (Rx)) study suggested that individuals in the bottom 20th percentile of the distribution of skeletal muscle or adipose tissue area at the time of lung cancer diagnosis, had significantly shorter lung cancer-specific survival and overall survival. This finding was validated in 420 individuals in the independent Boston Lung Cancer Study. Individuals classified as having developed CAC according to one or more features at relapse encompassing loss of adipose or muscle tissue, or body mass index-adjusted weight loss were found to have distinct tumor genomic and transcriptomic profiles compared with individuals who did not develop such features. Primary non-small cell lung cancers from individuals who developed CAC were characterized by enrichment of inflammatory signaling and epithelial–mesenchymal transitional pathways, and differentially expressed genes upregulated in these tumors included cancer-testis antigen MAGEA6 and matrix metalloproteinases, such as ADAMTS3. In an exploratory proteomic analysis of circulating putative mediators of cachexia performed in a subset of 110 individuals from TRACERx, a significant association between circulating GDF15 and loss of body weight, skeletal muscle and adipose tissue was identified at relapse, supporting the potential therapeutic relevance of targeting GDF15 in the management of CAC.
Published: 2023

13. Evolutionary characterization of lung adenocarcinoma morphology in TRACERx

Author: Karasaki, T, Moore, D, Veeriah, S, Naceur-Lombardelli, C, Toncheva, A, Magno, N, Ward, S, Bakir, M, Watkins, T, Grigoriadis, K, Huebner, A, Hill, M, Frankell, A, Abbosh, C, Puttick, C, Zhai, H, Gimeno-Valiente, F, Saghafinia, S, Kanu, N, Dietzen, M, Pich, O, Lim, E, Martinez-Ruiz, C, Black, J, Biswas, D, Campbell, B, Lee, C, Colliver, E, Enfield, K, Hessey, S, Hiley, C, Zaccaria, S, Litchfield, K, Birkbak, N, Cadieux, E, Demeulemeester, J, Van Loo, P, Adusumilli, P, Tan, K, Cheema, W, Sanchez-Vega, F, Jones, D, Rekhtman, N, Travis, W, Hackshaw, A, Marafioti, T, Salgado, R, Le Quesne, J, Nicholson, A, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Castignani, C, Bailey, C, Weeden, C, Richard, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Boeing, S, Beck, S, Bola, S, Denner, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Mcgranahan, N, Swanton, C, Jamal-Hanjani, M, Karasaki T., Moore D. A., Veeriah S., Naceur-Lombardelli C., Toncheva A., Magno N., Ward S., Bakir M. A., Watkins T. B. K., Grigoriadis K., Huebner A., Hill M. S., Frankell A. M., Abbosh C., Puttick C., Zhai H., Gimeno-Valiente F., Saghafinia S., Kanu N., Dietzen M., Pich O., Lim E. L., Martinez-Ruiz C., Black J. R. M., Biswas D., Campbell B. B., Lee C., Colliver E., Enfield K. S. S., Hessey S., Hiley C. T., Zaccaria S., Litchfield K., Birkbak N. J., Cadieux E. L., Demeulemeester J., Van Loo P., Adusumilli P. S., Tan K. S., Cheema W., Sanchez-Vega F., Jones D. R., Rekhtman N., Travis W. D., Hackshaw A., Marafioti T., Salgado R., Le Quesne J., Nicholson A. G., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Szallasi Z., Kisistok J., Sokac M., Diossy M., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Castignani C., Bailey C., Weeden C. E., Richard C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Kassiotis G., Stavrou G., Mastrokalos G., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Boeing S., Beck S., Bola S. K., Denner T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., McGranahan N., Swanton C., Jamal-Hanjani M., Karasaki, T, Moore, D, Veeriah, S, Naceur-Lombardelli, C, Toncheva, A, Magno, N, Ward, S, Bakir, M, Watkins, T, Grigoriadis, K, Huebner, A, Hill, M, Frankell, A, Abbosh, C, Puttick, C, Zhai, H, Gimeno-Valiente, F, Saghafinia, S, Kanu, N, Dietzen, M, Pich, O, Lim, E, Martinez-Ruiz, C, Black, J, Biswas, D, Campbell, B, Lee, C, Colliver, E, Enfield, K, Hessey, S, Hiley, C, Zaccaria, S, Litchfield, K, Birkbak, N, Cadieux, E, Demeulemeester, J, Van Loo, P, Adusumilli, P, Tan, K, Cheema, W, Sanchez-Vega, F, Jones, D, Rekhtman, N, Travis, W, Hackshaw, A, Marafioti, T, Salgado, R, Le Quesne, J, Nicholson, A, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Castignani, C, Bailey, C, Weeden, C, Richard, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Boeing, S, Beck, S, Bola, S, Denner, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Mcgranahan, N, Swanton, C, Jamal-Hanjani, M, Karasaki T., Moore D. A., Veeriah S., Naceur-Lombardelli C., Toncheva A., Magno N., Ward S., Bakir M. A., Watkins T. B. K., Grigoriadis K., Huebner A., Hill M. S., Frankell A. M., Abbosh C., Puttick C., Zhai H., Gimeno-Valiente F., Saghafinia S., Kanu N., Dietzen M., Pich O., Lim E. L., Martinez-Ruiz C., Black J. R. M., Biswas D., Campbell B. B., Lee C., Colliver E., Enfield K. S. S., Hessey S., Hiley C. T., Zaccaria S., Litchfield K., Birkbak N. J., Cadieux E. L., Demeulemeester J., Van Loo P., Adusumilli P. S., Tan K. S., Cheema W., Sanchez-Vega F., Jones D. R., Rekhtman N., Travis W. D., Hackshaw A., Marafioti T., Salgado R., Le Quesne J., Nicholson A. G., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Szallasi Z., Kisistok J., Sokac M., Diossy M., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Castignani C., Bailey C., Weeden C. E., Richard C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Kassiotis G., Stavrou G., Mastrokalos G., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Boeing S., Beck S., Bola S. K., Denner T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., McGranahan N., Swanton C., and Jamal-Hanjani M.
Abstract: Lung adenocarcinomas (LUADs) display a broad histological spectrum from low-grade lepidic tumors through to mid-grade acinar and papillary and high-grade solid, cribriform and micropapillary tumors. How morphology reflects tumor evolution and disease progression is poorly understood. Whole-exome sequencing data generated from 805 primary tumor regions and 121 paired metastatic samples across 248 LUADs from the TRACERx 421 cohort, together with RNA-sequencing data from 463 primary tumor regions, were integrated with detailed whole-tumor and regional histopathological analysis. Tumors with predominantly high-grade patterns showed increased chromosomal complexity, with higher burden of loss of heterozygosity and subclonal somatic copy number alterations. Individual regions in predominantly high-grade pattern tumors exhibited higher proliferation and lower clonal diversity, potentially reflecting large recent subclonal expansions. Co-occurrence of truncal loss of chromosomes 3p and 3q was enriched in predominantly low-/mid-grade tumors, while purely undifferentiated solid-pattern tumors had a higher frequency of truncal arm or focal 3q gains and SMARCA4 gene alterations compared with mixed-pattern tumors with a solid component, suggesting distinct evolutionary trajectories. Clonal evolution analysis revealed that tumors tend to evolve toward higher-grade patterns. The presence of micropapillary pattern and ‘tumor spread through air spaces’ were associated with intrathoracic recurrence, in contrast to the presence of solid/cribriform patterns, necrosis and preoperative circulating tumor DNA detection, which were associated with extra-thoracic recurrence. These data provide insights into the relationship between LUAD morphology, the underlying evolutionary genomic landscape, and clinical and anatomical relapse risk.
Published: 2023

14. Genomic–transcriptomic evolution in lung cancer and metastasis

Author: Martinez-Ruiz, C, Black, J, Puttick, C, Hill, M, Demeulemeester, J, Larose Cadieux, E, Thol, K, Jones, T, Veeriah, S, Naceur-Lombardelli, C, Toncheva, A, Prymas, P, Rowan, A, Ward, S, Cubitt, L, Athanasopoulou, F, Pich, O, Karasaki, T, Moore, D, Salgado, R, Colliver, E, Castignani, C, Dietzen, M, Huebner, A, Al Bakir, M, Tanic, M, Watkins, T, Lim, E, Al-Rashed, A, Lang, D, Clements, J, Cook, D, Rosenthal, R, Wilson, G, Frankell, A, de Carne Trecesson, S, East, P, Kanu, N, Litchfield, K, Birkbak, N, Hackshaw, A, Beck, S, Van Loo, P, Jamal-Hanjani, M, Mcgranahan, N, Swanton, C, Bakir, M, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Bunkum, A, Stewart, A, Magness, A, Karamani, A, Chain, B, Campbell, B, Bailey, C, Abbosh, C, Weeden, C, Lee, C, Richard, C, Hiley, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Leung, M, Escudero, M, Angelova, M, Sivakumar, M, Chervova, O, Lucas, O, Al-Sawaf, O, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Martinez-Ruiz C., Black J. R. M., Puttick C., Hill M. S., Demeulemeester J., Larose Cadieux E., Thol K., Jones T. P., Veeriah S., Naceur-Lombardelli C., Toncheva A., Prymas P., Rowan A., Ward S., Cubitt L., Athanasopoulou F., Pich O., Karasaki T., Moore D. A., Salgado R., Colliver E., Castignani C., Dietzen M., Huebner A., Al Bakir M., Tanic M., Watkins T. B. K., Lim E. L., Al-Rashed A. M., Lang D., Clements J., Cook D. E., Rosenthal R., Wilson G. A., Frankell A. M., de Carne Trecesson S., East P., Kanu N., Litchfield K., Birkbak N. J., Hackshaw A., Beck S., Van Loo P., Jamal-Hanjani M., McGranahan N., Swanton C., Bakir M. A., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Szallasi Z., Kisistok J., Sokac M., Diossy M., Bunkum A., Stewart A., Magness A., Karamani A., Chain B., Campbell B. B., Bailey C., Abbosh C., Weeden C. E., Lee C., Richard C., Hiley C. T., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Nye E., Gronroos E., Galvez-Cancino F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Leung M., Escudero M., Angelova M., Sivakumar M., Chervova O., Lucas O., Al-Sawaf O., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Martinez-Ruiz, C, Black, J, Puttick, C, Hill, M, Demeulemeester, J, Larose Cadieux, E, Thol, K, Jones, T, Veeriah, S, Naceur-Lombardelli, C, Toncheva, A, Prymas, P, Rowan, A, Ward, S, Cubitt, L, Athanasopoulou, F, Pich, O, Karasaki, T, Moore, D, Salgado, R, Colliver, E, Castignani, C, Dietzen, M, Huebner, A, Al Bakir, M, Tanic, M, Watkins, T, Lim, E, Al-Rashed, A, Lang, D, Clements, J, Cook, D, Rosenthal, R, Wilson, G, Frankell, A, de Carne Trecesson, S, East, P, Kanu, N, Litchfield, K, Birkbak, N, Hackshaw, A, Beck, S, Van Loo, P, Jamal-Hanjani, M, Mcgranahan, N, Swanton, C, Bakir, M, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Bunkum, A, Stewart, A, Magness, A, Karamani, A, Chain, B, Campbell, B, Bailey, C, Abbosh, C, Weeden, C, Lee, C, Richard, C, Hiley, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Leung, M, Escudero, M, Angelova, M, Sivakumar, M, Chervova, O, Lucas, O, Al-Sawaf, O, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Martinez-Ruiz C., Black J. R. M., Puttick C., Hill M. S., Demeulemeester J., Larose Cadieux E., Thol K., Jones T. P., Veeriah S., Naceur-Lombardelli C., Toncheva A., Prymas P., Rowan A., Ward S., Cubitt L., Athanasopoulou F., Pich O., Karasaki T., Moore D. A., Salgado R., Colliver E., Castignani C., Dietzen M., Huebner A., Al Bakir M., Tanic M., Watkins T. B. K., Lim E. L., Al-Rashed A. M., Lang D., Clements J., Cook D. E., Rosenthal R., Wilson G. A., Frankell A. M., de Carne Trecesson S., East P., Kanu N., Litchfield K., Birkbak N. J., Hackshaw A., Beck S., Van Loo P., Jamal-Hanjani M., McGranahan N., Swanton C., Bakir M. A., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Szallasi Z., Kisistok J., Sokac M., Diossy M., Bunkum A., Stewart A., Magness A., Karamani A., Chain B., Campbell B. B., Bailey C., Abbosh C., Weeden C. E., Lee C., Richard C., Hiley C. T., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Nye E., Gronroos E., Galvez-Cancino F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Leung M., Escudero M., Angelova M., Sivakumar M., Chervova O., Lucas O., Al-Sawaf O., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., and Thomas M.
Abstract: Intratumour heterogeneity (ITH) fuels lung cancer evolution, which leads to immune evasion and resistance to therapy1. Here, using paired whole-exome and RNA sequencing data, we investigate intratumour transcriptomic diversity in 354 non-small cell lung cancer tumours from 347 out of the first 421 patients prospectively recruited into the TRACERx study2,3. Analyses of 947 tumour regions, representing both primary and metastatic disease, alongside 96 tumour-adjacent normal tissue samples implicate the transcriptome as a major source of phenotypic variation. Gene expression levels and ITH relate to patterns of positive and negative selection during tumour evolution. We observe frequent copy number-independent allele-specific expression that is linked to epigenomic dysfunction. Allele-specific expression can also result in genomic–transcriptomic parallel evolution, which converges on cancer gene disruption. We extract signatures of RNA single-base substitutions and link their aetiology to the activity of the RNA-editing enzymes ADAR and APOBEC3A, thereby revealing otherwise undetected ongoing APOBEC activity in tumours. Characterizing the transcriptomes of primary–metastatic tumour pairs, we combine multiple machine-learning approaches that leverage genomic and transcriptomic variables to link metastasis-seeding potential to the evolutionary context of mutations and increased proliferation within primary tumour regions. These results highlight the interplay between the genome and transcriptome in influencing ITH, lung cancer evolution and metastasis.
Published: 2023

15. Tracking early lung cancer metastatic dissemination in TRACERx using ctDNA

Author: Abbosh, C, Frankell, A, Harrison, T, Kisistok, J, Garnett, A, Johnson, L, Veeriah, S, Moreau, M, Chesh, A, Chaunzwa, T, Weiss, J, Schroeder, M, Ward, S, Grigoriadis, K, Shahpurwalla, A, Litchfield, K, Puttick, C, Biswas, D, Karasaki, T, Black, J, Martinez-Ruiz, C, Bakir, M, Pich, O, Watkins, T, Lim, E, Huebner, A, Moore, D, Godin-Heymann, N, L'Hernault, A, Bye, H, Odell, A, Roberts, P, Gomes, F, Patel, A, Manzano, E, Hiley, C, Carey, N, Riley, J, Cook, D, Hodgson, D, Stetson, D, Barrett, J, Kortlever, R, Evan, G, Hackshaw, A, Daber, R, Shaw, J, Aerts, H, Licon, A, Stahl, J, Jamal-Hanjani, M, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Szallasi, Z, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Toncheva, A, Chain, B, Campbell, B, Castignani, C, Bailey, C, Weeden, C, Lee, C, Richard, C, Naceur-Lombardelli, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Larose Cadieux, E, Colliver, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Werner Sunderland, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Birkbak, N, Mcgranahan, N, Swanton, C, Abbosh C., Frankell A. M., Harrison T., Kisistok J., Garnett A., Johnson L., Veeriah S., Moreau M., Chesh A., Chaunzwa T. L., Weiss J., Schroeder M. R., Ward S., Grigoriadis K., Shahpurwalla A., Litchfield K., Puttick C., Biswas D., Karasaki T., Black J. R. M., Martinez-Ruiz C., Bakir M. A., Pich O., Watkins T. B. K., Lim E. L., Huebner A., Moore D. A., Godin-Heymann N., L'Hernault A., Bye H., Odell A., Roberts P., Gomes F., Patel A. J., Manzano E., Hiley C. T., Carey N., Riley J., Cook D. E., Hodgson D., Stetson D., Barrett J. C., Kortlever R. M., Evan G. I., Hackshaw A., Daber R. D., Shaw J. A., Aerts H. J. W. L., Licon A., Stahl J., Jamal-Hanjani M., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Szallasi Z., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Toncheva A., Chain B., Campbell B. B., Castignani C., Bailey C., Weeden C. E., Lee C., Richard C., Naceur-Lombardelli C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Larose Cadieux E., Colliver E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Vasquez M., Litovchenko M., Werner Sunderland M., Hill M. S., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Birkbak N. J., McGranahan N., Swanton C., Abbosh, C, Frankell, A, Harrison, T, Kisistok, J, Garnett, A, Johnson, L, Veeriah, S, Moreau, M, Chesh, A, Chaunzwa, T, Weiss, J, Schroeder, M, Ward, S, Grigoriadis, K, Shahpurwalla, A, Litchfield, K, Puttick, C, Biswas, D, Karasaki, T, Black, J, Martinez-Ruiz, C, Bakir, M, Pich, O, Watkins, T, Lim, E, Huebner, A, Moore, D, Godin-Heymann, N, L'Hernault, A, Bye, H, Odell, A, Roberts, P, Gomes, F, Patel, A, Manzano, E, Hiley, C, Carey, N, Riley, J, Cook, D, Hodgson, D, Stetson, D, Barrett, J, Kortlever, R, Evan, G, Hackshaw, A, Daber, R, Shaw, J, Aerts, H, Licon, A, Stahl, J, Jamal-Hanjani, M, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Szallasi, Z, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Toncheva, A, Chain, B, Campbell, B, Castignani, C, Bailey, C, Weeden, C, Lee, C, Richard, C, Naceur-Lombardelli, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Larose Cadieux, E, Colliver, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Werner Sunderland, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Birkbak, N, Mcgranahan, N, Swanton, C, Abbosh C., Frankell A. M., Harrison T., Kisistok J., Garnett A., Johnson L., Veeriah S., Moreau M., Chesh A., Chaunzwa T. L., Weiss J., Schroeder M. R., Ward S., Grigoriadis K., Shahpurwalla A., Litchfield K., Puttick C., Biswas D., Karasaki T., Black J. R. M., Martinez-Ruiz C., Bakir M. A., Pich O., Watkins T. B. K., Lim E. L., Huebner A., Moore D. A., Godin-Heymann N., L'Hernault A., Bye H., Odell A., Roberts P., Gomes F., Patel A. J., Manzano E., Hiley C. T., Carey N., Riley J., Cook D. E., Hodgson D., Stetson D., Barrett J. C., Kortlever R. M., Evan G. I., Hackshaw A., Daber R. D., Shaw J. A., Aerts H. J. W. L., Licon A., Stahl J., Jamal-Hanjani M., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Szallasi Z., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Toncheva A., Chain B., Campbell B. B., Castignani C., Bailey C., Weeden C. E., Lee C., Richard C., Naceur-Lombardelli C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Larose Cadieux E., Colliver E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Vasquez M., Litovchenko M., Werner Sunderland M., Hill M. S., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Birkbak N. J., McGranahan N., and Swanton C.
Abstract: Circulating tumour DNA (ctDNA) can be used to detect and profile residual tumour cells persisting after curative intent therapy1. The study of large patient cohorts incorporating longitudinal plasma sampling and extended follow-up is required to determine the role of ctDNA as a phylogenetic biomarker of relapse in early-stage non-small-cell lung cancer (NSCLC). Here we developed ctDNA methods tracking a median of 200 mutations identified in resected NSCLC tissue across 1,069 plasma samples collected from 197 patients enrolled in the TRACERx study2. A lack of preoperative ctDNA detection distinguished biologically indolent lung adenocarcinoma with good clinical outcome. Postoperative plasma analyses were interpreted within the context of standard-of-care radiological surveillance and administration of cytotoxic adjuvant therapy. Landmark analyses of plasma samples collected within 120 days after surgery revealed ctDNA detection in 25% of patients, including 49% of all patients who experienced clinical relapse; 3 to 6 monthly ctDNA surveillance identified impending disease relapse in an additional 20% of landmark-negative patients. We developed a bioinformatic tool (ECLIPSE) for non-invasive tracking of subclonal architecture at low ctDNA levels. ECLIPSE identified patients with polyclonal metastatic dissemination, which was associated with a poor clinical outcome. By measuring subclone cancer cell fractions in preoperative plasma, we found that subclones seeding future metastases were significantly more expanded compared with non-metastatic subclones. Our findings will support (neo)adjuvant trial advances and provide insights into the process of metastatic dissemination using low-ctDNA-level liquid biopsy.
Published: 2023

16. Antibodies against endogenous retroviruses promote lung cancer immunotherapy

Author: Ng, K, Boumelha, J, Enfield, K, Almagro, J, Cha, H, Pich, O, Karasaki, T, Moore, D, Salgado, R, Sivakumar, M, Young, G, Molina-Arcas, M, de Carne Trecesson, S, Anastasiou, P, Fendler, A, Au, L, Shepherd, S, Martinez-Ruiz, C, Puttick, C, Black, J, Watkins, T, Kim, H, Shim, S, Faulkner, N, Attig, J, Veeriah, S, Magno, N, Ward, S, Frankell, A, Al Bakir, M, Lim, E, Hill, M, Wilson, G, Cook, D, Birkbak, N, Behrens, A, Yousaf, N, Popat, S, Hackshaw, A, Rowan, A, Huebner, A, Campbell, B, Bailey, C, Lee, C, Biswas, D, Colliver, E, Athanasopoulou, F, Zhai, H, Rane, J, Grigoriadis, K, Dietzen, M, Leung, M, Angelova, M, Lucas, O, Al-Sawaf, O, Rosenthal, R, Nicod, J, Bunkum, A, Toncheva, A, Abbosh, C, Richard, C, Naceur-Lombardelli, C, Gimeno-Valiente, F, Lam, J, Thol, K, Thakkar, K, Werner Sunderland, M, Forster, M, Kanu, N, Prymas, P, Bentham, R, Saghafinia, S, Quezada, S, Vanloo, S, Zaccaria, S, Lee, S, Hessey, S, Liu, W, Papadatos-Pastos, D, Wilson, J, Benafif, S, Ahmad, T, Borg, E, Falzon, M, Khiroya, R, Marafioti, T, Sharp, A, Pilotti, C, Dhanda, H, Chan, K, Gower, N, Leslie, R, Smith, S, Nicholson, A, Herrero, J, Castignani, C, Larose Cadieux, E, Demeulemeester, J, Van Loo, P, Peggs, K, Veiga, C, Royle, G, Collins-Fekete, C, Procter, A, Nair, A, Ahmed, A, Taylor, M, Navani, N, Thakrar, R, Lawrence, D, Patrini, D, Nye, E, Stone, R, Chuter, D, Mackenzie, M, Fraioli, F, Ashford, P, Janes, S, Tanic, M, Beck, S, Rice, A, Devaraj, A, Proli, C, Kaniu, D, Bhayani, H, Chavan, H, Raubenheimer, H, Ambrose, L, Malima, M, Fernandes, N, De Sousa, P, Shah, P, Booth, S, Buderi, S, Jordan, S, Begum, S, Boleti, E, Stewart, A, Magness, A, Weeden, C, Levi, D, Gronroos, E, Goldman, J, Escudero, M, Hobson, P, Vendramin, R, Boeing, S, Denner, T, Barbe, V, Lu, W, Hill, W, Naito, Y, Ramsden, Z, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Gilbert, K, Karamani, A, Chain, B, Pearce, D, Karagianni, D, Hoxha, E, Galvez-Cancino, F, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Reading, J, Hartley, J, Selvaraju, K, Chen, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Chervova, O, Pawlik, P, Hynds, R, Lopez, S, Gamble, S, Ung, S, Bola, S, Mourikis, T, Spanswick, V, Wu, Y, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Stephens, R, Bandula, S, Wong, Y, Clark, T, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Naidu, B, Matharu, G, Shaw, J, Riley, J, Primrose, L, Le Quesne, J, Blyth, K, Kerr, A, Clipson, A, Chaturvedi, A, Dive, C, Rothwell, D, Kilgour, E, Tugwood, J, Priest, L, Oliveira, P, Crosbie, P, Price, G, Cave, J, Kerr, K, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Kirk, A, Thomas, M, Asif, M, Kostoulas, N, Bilancia, R, Middleton, G, Shackcloth, M, Leek, A, Hodgkinson, J, Totten, N, Dick, C, Robinson, L, Russell, P, Hewish, M, Danson, S, Lester, J, Gomes, F, Brown, K, Carter, M, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Alzetani, A, Richards, J, Scarlett, L, Ingram, P, Chee, S, Austin, S, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Fennell, D, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Aerts, H, Kaufmann, T, Schwarz, R, Kisistok, J, Sokac, M, Diossy, M, Szallasi, Z, Dijkstra, K, Yuan, Y, Byrne, F, Boos, L, Shum, B, Gerard, C, Schmitt, A, Messiou, C, Cunningham, D, Chau, I, Starling, N, Turner, N, Welsh, L, Jones, R, Droney, J, Banerjee, S, Tatham, K, Jhanji, S, Harrington, K, Okines, A, Reid, A, Young, K, Furness, A, Pickering, L, Nicholson, E, Kumar, S, Wilkinson, K, Swerdlow, A, Wilkinson, R, Hiley, C, Litchfield, K, Mcgranahan, N, Jamal-Hanjani, M, Larkin, J, Turajlic, S, Swanton, C, Downward, J, Kassiotis, G, Ng K. W., Boumelha J., Enfield K. S. S., Almagro J., Cha H., Pich O., Karasaki T., Moore D. A., Salgado R., Sivakumar M., Young G., Molina-Arcas M., de Carne Trecesson S., Anastasiou P., Fendler A., Au L., Shepherd S. T. C., Martinez-Ruiz C., Puttick C., Black J. R. M., Watkins T. B. K., Kim H., Shim S., Faulkner N., Attig J., Veeriah S., Magno N., Ward S., Frankell A. M., Al Bakir M., Lim E. L., Hill M. S., Wilson G. A., Cook D. E., Birkbak N. J., Behrens A., Yousaf N., Popat S., Hackshaw A., Rowan A., Huebner A., Campbell B. B., Bailey C., Lee C., Biswas D., Colliver E., Athanasopoulou F., Zhai H., Rane J. K., Grigoriadis K., Dietzen M., Leung M., Angelova M., Lucas O., Al-Sawaf O., Rosenthal R., Nicod J., Bunkum A., Toncheva A., Abbosh C., Richard C., Naceur-Lombardelli C., Gimeno-Valiente F., Lam J. M., Thol K., Thakkar K., Werner Sunderland M., Forster M. D., Kanu N., Prymas P., Bentham R., Saghafinia S., Quezada S. A., Vanloo S., Zaccaria S., Lee S. M., Hessey S., Liu W. K., Papadatos-Pastos D., Wilson J., Benafif S., Ahmad T., Borg E., Falzon M., Khiroya R., Marafioti T., Sharp A., Pilotti C., Dhanda H. K., Chan K., Gower N., Leslie R., Smith S., Nicholson A. G., Lim E., Herrero J., Castignani C., Larose Cadieux E., Demeulemeester J., Van Loo P., Peggs K. S., Veiga C., Royle G., Collins-Fekete C. -A., Procter A. J., Nair A., Ahmed A., Taylor M. N., Navani N., Thakrar R. M., Lawrence D., Patrini D., Nye E., Stone R. K., Chuter D., MacKenzie M., Fraioli F., Ashford P., Janes S. M., Tanic M., Beck S., Rice A., Devaraj A., Proli C., Kaniu D., Bhayani H., Chavan H., Raubenheimer H., Ambrose L., Malima M., Fernandes N., De Sousa P., Shah P., Booth S., Buderi S. I., Jordan S., Begum S., Boleti E., Stewart A., Magness A., Weeden C. E., Levi D., Gronroos E., Goldman J., Escudero M., Hobson P., Vendramin R., Boeing S., Denner T., Barbe V., Lu W. -T., Hill W., Naito Y., Ramsden Z., Grapa A., Zhang H., AbdulJabbar K., Pan X., Gilbert K., Karamani A., Chain B., Pearce D. R., Karagianni D., Hoxha E., Galvez-Cancino F., Stavrou G., Mastrokalos G., Lowe H. L., Matos I., Reading J. L., Hartley J. A., Selvaraju K., Chen K., Ensell L., Shah M., Vasquez M., Litovchenko M., Chervova O., Pawlik P., Hynds R. E., Lopez S., Gamble S., Ung S. K. A., Bola S. K., Mourikis T. P., Spanswick V., Wu Y., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Stephens R. C. M., Bandula S., Wong Y. N. S., Clark T., Cheyne H., Khalil M., Richardson S., Cruickshank T., Naidu B., Matharu G., Shaw J. A., Riley J., Primrose L., Le Quesne J., Blyth K. G., Kerr A., Clipson A., Chaturvedi A., Dive C., Rothwell D. G., Kilgour E., Tugwood J., Priest L., Oliveira P., Crosbie P., Price G., Cave J., Kerr K. M., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Kirk A., Thomas M., Asif M., Kostoulas N., Bilancia R., Middleton G., Shackcloth M. J., Leek A., Hodgkinson J. D., Totten N., Dick C., Robinson L., Russell P., Hewish M., Danson S., Lester J. F., Gomes F., Brown K., Carter M., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Alzetani A., Richards J., Scarlett L., Ingram P., Chee S., Austin S., Bajaj A., Nakas A., Sodha-Ramdeen A., Fennell D. A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Aerts H. J. W. L., Kaufmann T. L., Schwarz R. F., Kisistok J., Sokac M., Diossy M., Szallasi Z., Dijkstra K., Yuan Y., Byrne F., Boos L. A., Shum B., Gerard C. L., Schmitt A. M., Messiou C., Cunningham D., Chau I., Starling N., Turner N., Welsh L., Jones R. L., Droney J., Banerjee S., Tatham K. C., Jhanji S., Harrington K., Okines A., Reid A., Young K., Furness A. J. S., Pickering L., Nicholson E., Kumar S., Wilkinson K. A., Swerdlow A., Wilkinson R. J., Hiley C. T., Litchfield K., McGranahan N., Jamal-Hanjani M., Larkin J., Lee S. -H., Turajlic S., Swanton C., Downward J., Kassiotis G., Ng, K, Boumelha, J, Enfield, K, Almagro, J, Cha, H, Pich, O, Karasaki, T, Moore, D, Salgado, R, Sivakumar, M, Young, G, Molina-Arcas, M, de Carne Trecesson, S, Anastasiou, P, Fendler, A, Au, L, Shepherd, S, Martinez-Ruiz, C, Puttick, C, Black, J, Watkins, T, Kim, H, Shim, S, Faulkner, N, Attig, J, Veeriah, S, Magno, N, Ward, S, Frankell, A, Al Bakir, M, Lim, E, Hill, M, Wilson, G, Cook, D, Birkbak, N, Behrens, A, Yousaf, N, Popat, S, Hackshaw, A, Rowan, A, Huebner, A, Campbell, B, Bailey, C, Lee, C, Biswas, D, Colliver, E, Athanasopoulou, F, Zhai, H, Rane, J, Grigoriadis, K, Dietzen, M, Leung, M, Angelova, M, Lucas, O, Al-Sawaf, O, Rosenthal, R, Nicod, J, Bunkum, A, Toncheva, A, Abbosh, C, Richard, C, Naceur-Lombardelli, C, Gimeno-Valiente, F, Lam, J, Thol, K, Thakkar, K, Werner Sunderland, M, Forster, M, Kanu, N, Prymas, P, Bentham, R, Saghafinia, S, Quezada, S, Vanloo, S, Zaccaria, S, Lee, S, Hessey, S, Liu, W, Papadatos-Pastos, D, Wilson, J, Benafif, S, Ahmad, T, Borg, E, Falzon, M, Khiroya, R, Marafioti, T, Sharp, A, Pilotti, C, Dhanda, H, Chan, K, Gower, N, Leslie, R, Smith, S, Nicholson, A, Herrero, J, Castignani, C, Larose Cadieux, E, Demeulemeester, J, Van Loo, P, Peggs, K, Veiga, C, Royle, G, Collins-Fekete, C, Procter, A, Nair, A, Ahmed, A, Taylor, M, Navani, N, Thakrar, R, Lawrence, D, Patrini, D, Nye, E, Stone, R, Chuter, D, Mackenzie, M, Fraioli, F, Ashford, P, Janes, S, Tanic, M, Beck, S, Rice, A, Devaraj, A, Proli, C, Kaniu, D, Bhayani, H, Chavan, H, Raubenheimer, H, Ambrose, L, Malima, M, Fernandes, N, De Sousa, P, Shah, P, Booth, S, Buderi, S, Jordan, S, Begum, S, Boleti, E, Stewart, A, Magness, A, Weeden, C, Levi, D, Gronroos, E, Goldman, J, Escudero, M, Hobson, P, Vendramin, R, Boeing, S, Denner, T, Barbe, V, Lu, W, Hill, W, Naito, Y, Ramsden, Z, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Gilbert, K, Karamani, A, Chain, B, Pearce, D, Karagianni, D, Hoxha, E, Galvez-Cancino, F, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Reading, J, Hartley, J, Selvaraju, K, Chen, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Chervova, O, Pawlik, P, Hynds, R, Lopez, S, Gamble, S, Ung, S, Bola, S, Mourikis, T, Spanswick, V, Wu, Y, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Stephens, R, Bandula, S, Wong, Y, Clark, T, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Naidu, B, Matharu, G, Shaw, J, Riley, J, Primrose, L, Le Quesne, J, Blyth, K, Kerr, A, Clipson, A, Chaturvedi, A, Dive, C, Rothwell, D, Kilgour, E, Tugwood, J, Priest, L, Oliveira, P, Crosbie, P, Price, G, Cave, J, Kerr, K, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Kirk, A, Thomas, M, Asif, M, Kostoulas, N, Bilancia, R, Middleton, G, Shackcloth, M, Leek, A, Hodgkinson, J, Totten, N, Dick, C, Robinson, L, Russell, P, Hewish, M, Danson, S, Lester, J, Gomes, F, Brown, K, Carter, M, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Alzetani, A, Richards, J, Scarlett, L, Ingram, P, Chee, S, Austin, S, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Fennell, D, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Aerts, H, Kaufmann, T, Schwarz, R, Kisistok, J, Sokac, M, Diossy, M, Szallasi, Z, Dijkstra, K, Yuan, Y, Byrne, F, Boos, L, Shum, B, Gerard, C, Schmitt, A, Messiou, C, Cunningham, D, Chau, I, Starling, N, Turner, N, Welsh, L, Jones, R, Droney, J, Banerjee, S, Tatham, K, Jhanji, S, Harrington, K, Okines, A, Reid, A, Young, K, Furness, A, Pickering, L, Nicholson, E, Kumar, S, Wilkinson, K, Swerdlow, A, Wilkinson, R, Hiley, C, Litchfield, K, Mcgranahan, N, Jamal-Hanjani, M, Larkin, J, Turajlic, S, Swanton, C, Downward, J, Kassiotis, G, Ng K. W., Boumelha J., Enfield K. S. S., Almagro J., Cha H., Pich O., Karasaki T., Moore D. A., Salgado R., Sivakumar M., Young G., Molina-Arcas M., de Carne Trecesson S., Anastasiou P., Fendler A., Au L., Shepherd S. T. C., Martinez-Ruiz C., Puttick C., Black J. R. M., Watkins T. B. K., Kim H., Shim S., Faulkner N., Attig J., Veeriah S., Magno N., Ward S., Frankell A. M., Al Bakir M., Lim E. L., Hill M. S., Wilson G. A., Cook D. E., Birkbak N. J., Behrens A., Yousaf N., Popat S., Hackshaw A., Rowan A., Huebner A., Campbell B. B., Bailey C., Lee C., Biswas D., Colliver E., Athanasopoulou F., Zhai H., Rane J. K., Grigoriadis K., Dietzen M., Leung M., Angelova M., Lucas O., Al-Sawaf O., Rosenthal R., Nicod J., Bunkum A., Toncheva A., Abbosh C., Richard C., Naceur-Lombardelli C., Gimeno-Valiente F., Lam J. M., Thol K., Thakkar K., Werner Sunderland M., Forster M. D., Kanu N., Prymas P., Bentham R., Saghafinia S., Quezada S. A., Vanloo S., Zaccaria S., Lee S. M., Hessey S., Liu W. K., Papadatos-Pastos D., Wilson J., Benafif S., Ahmad T., Borg E., Falzon M., Khiroya R., Marafioti T., Sharp A., Pilotti C., Dhanda H. K., Chan K., Gower N., Leslie R., Smith S., Nicholson A. G., Lim E., Herrero J., Castignani C., Larose Cadieux E., Demeulemeester J., Van Loo P., Peggs K. S., Veiga C., Royle G., Collins-Fekete C. -A., Procter A. J., Nair A., Ahmed A., Taylor M. N., Navani N., Thakrar R. M., Lawrence D., Patrini D., Nye E., Stone R. K., Chuter D., MacKenzie M., Fraioli F., Ashford P., Janes S. M., Tanic M., Beck S., Rice A., Devaraj A., Proli C., Kaniu D., Bhayani H., Chavan H., Raubenheimer H., Ambrose L., Malima M., Fernandes N., De Sousa P., Shah P., Booth S., Buderi S. I., Jordan S., Begum S., Boleti E., Stewart A., Magness A., Weeden C. E., Levi D., Gronroos E., Goldman J., Escudero M., Hobson P., Vendramin R., Boeing S., Denner T., Barbe V., Lu W. -T., Hill W., Naito Y., Ramsden Z., Grapa A., Zhang H., AbdulJabbar K., Pan X., Gilbert K., Karamani A., Chain B., Pearce D. R., Karagianni D., Hoxha E., Galvez-Cancino F., Stavrou G., Mastrokalos G., Lowe H. L., Matos I., Reading J. L., Hartley J. A., Selvaraju K., Chen K., Ensell L., Shah M., Vasquez M., Litovchenko M., Chervova O., Pawlik P., Hynds R. E., Lopez S., Gamble S., Ung S. K. A., Bola S. K., Mourikis T. P., Spanswick V., Wu Y., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Stephens R. C. M., Bandula S., Wong Y. N. S., Clark T., Cheyne H., Khalil M., Richardson S., Cruickshank T., Naidu B., Matharu G., Shaw J. A., Riley J., Primrose L., Le Quesne J., Blyth K. G., Kerr A., Clipson A., Chaturvedi A., Dive C., Rothwell D. G., Kilgour E., Tugwood J., Priest L., Oliveira P., Crosbie P., Price G., Cave J., Kerr K. M., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Kirk A., Thomas M., Asif M., Kostoulas N., Bilancia R., Middleton G., Shackcloth M. J., Leek A., Hodgkinson J. D., Totten N., Dick C., Robinson L., Russell P., Hewish M., Danson S., Lester J. F., Gomes F., Brown K., Carter M., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Alzetani A., Richards J., Scarlett L., Ingram P., Chee S., Austin S., Bajaj A., Nakas A., Sodha-Ramdeen A., Fennell D. A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Aerts H. J. W. L., Kaufmann T. L., Schwarz R. F., Kisistok J., Sokac M., Diossy M., Szallasi Z., Dijkstra K., Yuan Y., Byrne F., Boos L. A., Shum B., Gerard C. L., Schmitt A. M., Messiou C., Cunningham D., Chau I., Starling N., Turner N., Welsh L., Jones R. L., Droney J., Banerjee S., Tatham K. C., Jhanji S., Harrington K., Okines A., Reid A., Young K., Furness A. J. S., Pickering L., Nicholson E., Kumar S., Wilkinson K. A., Swerdlow A., Wilkinson R. J., Hiley C. T., Litchfield K., McGranahan N., Jamal-Hanjani M., Larkin J., Lee S. -H., Turajlic S., Swanton C., Downward J., and Kassiotis G.
Abstract: B cells are frequently found in the margins of solid tumours as organized follicles in ectopic lymphoid organs called tertiary lymphoid structures (TLS)1,2. Although TLS have been found to correlate with improved patient survival and response to immune checkpoint blockade (ICB), the underlying mechanisms of this association remain elusive1,2. Here we investigate lung-resident B cell responses in patients from the TRACERx 421 (Tracking Non-Small-Cell Lung Cancer Evolution Through Therapy) and other lung cancer cohorts, and in a recently established immunogenic mouse model for lung adenocarcinoma3. We find that both human and mouse lung adenocarcinomas elicit local germinal centre responses and tumour-binding antibodies, and further identify endogenous retrovirus (ERV) envelope glycoproteins as a dominant anti-tumour antibody target. ERV-targeting B cell responses are amplified by ICB in both humans and mice, and by targeted inhibition of KRAS(G12C) in the mouse model. ERV-reactive antibodies exert anti-tumour activity that extends survival in the mouse model, and ERV expression predicts the outcome of ICB in human lung adenocarcinoma. Finally, we find that effective immunotherapy in the mouse model requires CXCL13-dependent TLS formation. Conversely, therapeutic CXCL13 treatment potentiates anti-tumour immunity and synergizes with ICB. Our findings provide a possible mechanistic basis for the association of TLS with immunotherapy response.
Published: 2023

17. The evolution of lung cancer and impact of subclonal selection in TRACERx

Author: Frankell, A, Dietzen, M, Al Bakir, M, Lim, E, Karasaki, T, Ward, S, Veeriah, S, Colliver, E, Huebner, A, Bunkum, A, Hill, M, Grigoriadis, K, Moore, D, Black, J, Liu, W, Thol, K, Pich, O, Watkins, T, Naceur-Lombardelli, C, Cook, D, Salgado, R, Wilson, G, Bailey, C, Angelova, M, Bentham, R, Martinez-Ruiz, C, Abbosh, C, Nicholson, A, Le Quesne, J, Biswas, D, Rosenthal, R, Puttick, C, Hessey, S, Lee, C, Prymas, P, Toncheva, A, Smith, J, Xing, W, Nicod, J, Price, G, Kerr, K, Naidu, B, Middleton, G, Blyth, K, Fennell, D, Forster, M, Lee, S, Falzon, M, Hewish, M, Shackcloth, M, Benafif, S, Russell, P, Boleti, E, Krebs, M, Lester, J, Papadatos-Pastos, D, Ahmad, T, Thakrar, R, Lawrence, D, Navani, N, Janes, S, Dive, C, Blackhall, F, Summers, Y, Cave, J, Marafioti, T, Herrero, J, Quezada, S, Peggs, K, Schwarz, R, Van Loo, P, Miedema, D, Birkbak, N, Hiley, C, Hackshaw, A, Zaccaria, S, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Matharu, G, Shaw, J, Riley, J, Primrose, L, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Gilbert, K, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Aerts, H, Kaufmann, T, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Demeulemeester, J, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Campbell, B, Castignani, C, Weeden, C, Richard, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Larose Cadieux, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Rane, J, Lam, J, Hartley, J, Enfield, K, Selvaraju, K, Litchfield, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Werner Sunderland, M, Leung, M, Escudero, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Al-Sawaf, O, Hobson, P, Pawlik, P, Stone, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Vanloo, S, Boeing, S, Beck, S, Bola, S, Denner, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Borg, E, Wilson, J, Procter, A, Ahmed, A, Taylor, M, Nair, A, Patrini, D, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Danson, S, Robinson, L, Dick, C, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Jamal-Hanjani, M, Mcgranahan, N, Swanton, C, Frankell A. M., Dietzen M., Al Bakir M., Lim E. L., Karasaki T., Ward S., Veeriah S., Colliver E., Huebner A., Bunkum A., Hill M. S., Grigoriadis K., Moore D. A., Black J. R. M., Liu W. K., Thol K., Pich O., Watkins T. B. K., Naceur-Lombardelli C., Cook D. E., Salgado R., Wilson G. A., Bailey C., Angelova M., Bentham R., Martinez-Ruiz C., Abbosh C., Nicholson A. G., Le Quesne J., Biswas D., Rosenthal R., Puttick C., Hessey S., Lee C., Prymas P., Toncheva A., Smith J., Xing W., Nicod J., Price G., Kerr K. M., Naidu B., Middleton G., Blyth K. G., Fennell D. A., Forster M. D., Lee S. M., Falzon M., Hewish M., Shackcloth M. J., Lim E., Benafif S., Russell P., Boleti E., Krebs M. G., Lester J. F., Papadatos-Pastos D., Ahmad T., Thakrar R. M., Lawrence D., Navani N., Janes S. M., Dive C., Blackhall F. H., Summers Y., Cave J., Marafioti T., Herrero J., Quezada S. A., Peggs K. S., Schwarz R. F., Van Loo P., Miedema D. M., Birkbak N. J., Hiley C. T., Hackshaw A., Zaccaria S., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Matharu G., Shaw J. A., Riley J., Primrose L., Cheyne H., Khalil M., Richardson S., Cruickshank T., Gilbert K., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Aerts H. J. W. L., Kaufmann T. L., Szallasi Z., Kisistok J., Sokac M., Diossy M., Demeulemeester J., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Campbell B. B., Castignani C., Weeden C. E., Richard C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Larose Cadieux E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I., Goldman J., Reading J. L., Rane J. K., Lam J. M., Hartley J. A., Enfield K. S. S., Selvaraju K., Litchfield K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Vasquez M., Litovchenko M., Werner Sunderland M., Leung M., Escudero M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Al-Sawaf O., Hobson P., Pawlik P., Stone R. K., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Vanloo S., Boeing S., Beck S., Bola S. K., Denner T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Borg E., Wilson J., Procter A. J., Ahmed A., Taylor M. N., Nair A., Patrini D., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Scarlett L., Richards J., Ingram P., Austin S., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Danson S., Robinson L., Dick C., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Jamal-Hanjani M., McGranahan N., Swanton C., Frankell, A, Dietzen, M, Al Bakir, M, Lim, E, Karasaki, T, Ward, S, Veeriah, S, Colliver, E, Huebner, A, Bunkum, A, Hill, M, Grigoriadis, K, Moore, D, Black, J, Liu, W, Thol, K, Pich, O, Watkins, T, Naceur-Lombardelli, C, Cook, D, Salgado, R, Wilson, G, Bailey, C, Angelova, M, Bentham, R, Martinez-Ruiz, C, Abbosh, C, Nicholson, A, Le Quesne, J, Biswas, D, Rosenthal, R, Puttick, C, Hessey, S, Lee, C, Prymas, P, Toncheva, A, Smith, J, Xing, W, Nicod, J, Price, G, Kerr, K, Naidu, B, Middleton, G, Blyth, K, Fennell, D, Forster, M, Lee, S, Falzon, M, Hewish, M, Shackcloth, M, Benafif, S, Russell, P, Boleti, E, Krebs, M, Lester, J, Papadatos-Pastos, D, Ahmad, T, Thakrar, R, Lawrence, D, Navani, N, Janes, S, Dive, C, Blackhall, F, Summers, Y, Cave, J, Marafioti, T, Herrero, J, Quezada, S, Peggs, K, Schwarz, R, Van Loo, P, Miedema, D, Birkbak, N, Hiley, C, Hackshaw, A, Zaccaria, S, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Matharu, G, Shaw, J, Riley, J, Primrose, L, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Gilbert, K, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Aerts, H, Kaufmann, T, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Demeulemeester, J, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Campbell, B, Castignani, C, Weeden, C, Richard, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Larose Cadieux, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Rane, J, Lam, J, Hartley, J, Enfield, K, Selvaraju, K, Litchfield, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Werner Sunderland, M, Leung, M, Escudero, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Al-Sawaf, O, Hobson, P, Pawlik, P, Stone, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Vanloo, S, Boeing, S, Beck, S, Bola, S, Denner, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Borg, E, Wilson, J, Procter, A, Ahmed, A, Taylor, M, Nair, A, Patrini, D, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Danson, S, Robinson, L, Dick, C, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Jamal-Hanjani, M, Mcgranahan, N, Swanton, C, Frankell A. M., Dietzen M., Al Bakir M., Lim E. L., Karasaki T., Ward S., Veeriah S., Colliver E., Huebner A., Bunkum A., Hill M. S., Grigoriadis K., Moore D. A., Black J. R. M., Liu W. K., Thol K., Pich O., Watkins T. B. K., Naceur-Lombardelli C., Cook D. E., Salgado R., Wilson G. A., Bailey C., Angelova M., Bentham R., Martinez-Ruiz C., Abbosh C., Nicholson A. G., Le Quesne J., Biswas D., Rosenthal R., Puttick C., Hessey S., Lee C., Prymas P., Toncheva A., Smith J., Xing W., Nicod J., Price G., Kerr K. M., Naidu B., Middleton G., Blyth K. G., Fennell D. A., Forster M. D., Lee S. M., Falzon M., Hewish M., Shackcloth M. J., Lim E., Benafif S., Russell P., Boleti E., Krebs M. G., Lester J. F., Papadatos-Pastos D., Ahmad T., Thakrar R. M., Lawrence D., Navani N., Janes S. M., Dive C., Blackhall F. H., Summers Y., Cave J., Marafioti T., Herrero J., Quezada S. A., Peggs K. S., Schwarz R. F., Van Loo P., Miedema D. M., Birkbak N. J., Hiley C. T., Hackshaw A., Zaccaria S., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Matharu G., Shaw J. A., Riley J., Primrose L., Cheyne H., Khalil M., Richardson S., Cruickshank T., Gilbert K., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Aerts H. J. W. L., Kaufmann T. L., Szallasi Z., Kisistok J., Sokac M., Diossy M., Demeulemeester J., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Campbell B. B., Castignani C., Weeden C. E., Richard C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Larose Cadieux E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I., Goldman J., Reading J. L., Rane J. K., Lam J. M., Hartley J. A., Enfield K. S. S., Selvaraju K., Litchfield K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Vasquez M., Litovchenko M., Werner Sunderland M., Leung M., Escudero M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Al-Sawaf O., Hobson P., Pawlik P., Stone R. K., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Vanloo S., Boeing S., Beck S., Bola S. K., Denner T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Borg E., Wilson J., Procter A. J., Ahmed A., Taylor M. N., Nair A., Patrini D., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Scarlett L., Richards J., Ingram P., Austin S., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Danson S., Robinson L., Dick C., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Jamal-Hanjani M., McGranahan N., and Swanton C.
Abstract: Lung cancer is the leading cause of cancer-associated mortality worldwide1. Here we analysed 1,644 tumour regions sampled at surgery or during follow-up from the first 421 patients with non-small cell lung cancer prospectively enrolled into the TRACERx study. This project aims to decipher lung cancer evolution and address the primary study endpoint: determining the relationship between intratumour heterogeneity and clinical outcome. In lung adenocarcinoma, mutations in 22 out of 40 common cancer genes were under significant subclonal selection, including classical tumour initiators such as TP53 and KRAS. We defined evolutionary dependencies between drivers, mutational processes and whole genome doubling (WGD) events. Despite patients having a history of smoking, 8% of lung adenocarcinomas lacked evidence of tobacco-induced mutagenesis. These tumours also had similar detection rates for EGFR mutations and for RET, ROS1, ALK and MET oncogenic isoforms compared with tumours in never-smokers, which suggests that they have a similar aetiology and pathogenesis. Large subclonal expansions were associated with positive subclonal selection. Patients with tumours harbouring recent subclonal expansions, on the terminus of a phylogenetic branch, had significantly shorter disease-free survival. Subclonal WGD was detected in 19% of tumours, and 10% of tumours harboured multiple subclonal WGDs in parallel. Subclonal, but not truncal, WGD was associated with shorter disease-free survival. Copy number heterogeneity was associated with extrathoracic relapse within 1 year after surgery. These data demonstrate the importance of clonal expansion, WGD and copy number instability in determining the timing and patterns of relapse in non-small cell lung cancer and provide a comprehensive clinical cancer evolutionary data resource.
Published: 2023

18. European experts consensus: BRCA/homologous recombination deficiency testing in first-line ovarian cancer

Author: Vergote, I, Gonzalez-Martin, A, Ray-Coquard, I, Harter, P, Colombo, N, Pujol, P, Lorusso, D, Mirza, M, Brasiuniene, B, Madry, R, Brenton, J, Ausems, M, Buttner, R, Lambrechts, D, Abreu, M, Balboni, S, Banerjee, S, Barberis, M, Barretina Ginesta, M, Baurain, J, Bignami, M, Bjorge, L, Blecharz, P, Bruchim, I, Capilna, M, Cerana, N, Cicchetti, A, Collins, D, Concin, N, D'Incalci, M, Davidson, B, de la Motte Rouge, T, De Iaco, P, Demirkiran, F, Denys, H, Doerk, T, Dorum, A, Ferrero, A, Fidalgo, A, Genuardi, M, Gladieff, L, Glasspool, R, Grimm, C, Gultekin, M, Hahnen, E, Hasenburg, A, Hegmane, A, Heinzelmann, V, Hogdall, E, Janavicius, R, Jarmalaite, S, Kalachand, R, Kaneva, R, Kilickap, S, Kocian, R, Kolencik, D, Kristeleit, R, Kryzhanivska, A, Leary, A, Lemley, B, Ligtenberg, M, Lopez-Guerrero, J, Lord, C, Avall-Lundqvist, E, Maenpaa, J, Mahner, S, Marme, F, Marth, C, Mcneish, I, Merkelbach-Bruse, S, Mourits, M, Normanno, N, Oaknin, A, Ojamaa, K, Papdimitriou, C, Penault-Llorca, F, Perrone, A, Pignata, S, Pikarsky, E, Rouleau, E, Rubio, M, Sapino, A, Schmalfeldt, B, Sehouli, J, Shapira, R, Steffensen, K, Sukhin, V, Syrios, J, Szallasi, Z, Taskiran, C, Terzic, M, Tischkowitz, M, Toth, I, Van de Vijver, K, Vardar, M, Wasag, B, Wimberger, P, Witteveen, E, Vergote I., Gonzalez-Martin A., Ray-Coquard I., Harter P., Colombo N., Pujol P., Lorusso D., Mirza M. R., Brasiuniene B., Madry R., Brenton J. D., Ausems M. G. E. M., Buttner R., Lambrechts D., Ausems M., Brenton J., Abreu M., Balboni S., Banerjee S., Barberis M., Barretina Ginesta M. P., Baurain J. -F., Bignami M., Bjorge L., Blecharz P., Bruchim I., Capilna M., Cerana N., Cicchetti A., Collins D., Concin N., D'Incalci M., Davidson B., de la Motte Rouge T., De Iaco P., Demirkiran F., Denys H., Doerk T., Dorum A., Ferrero A., Fidalgo A. P., Genuardi M., Gladieff L., Glasspool R., Grimm C., Gultekin M., Hahnen E., Hasenburg A., Hegmane A., Heinzelmann V., Hogdall E., Janavicius R., Jarmalaite S., Kalachand R., Kaneva R., Kilickap S., Kocian R., Kolencik D., Kristeleit R., Kryzhanivska A., Leary A., Lemley B., Ligtenberg M., Lopez-Guerrero J. A., Lord C. J., Avall-Lundqvist E., Maenpaa J., Mahner S., Marme F., Marth C., McNeish I., Merkelbach-Bruse S., Mourits M., Normanno N., Oaknin A., Ojamaa K., Papdimitriou C., Penault-Llorca F., Perrone A. M., Pignata S., Pikarsky E., Rouleau E., Rubio M., Sapino A., Schmalfeldt B., Sehouli J., Shapira R., Steffensen K. D., Sukhin V., Syrios J., Szallasi Z., Taskiran C., Terzic M., Tischkowitz M., Toth I., Van de Vijver K., Vardar M. A., Wasag B., Wimberger P., Witteveen E., Vergote, I, Gonzalez-Martin, A, Ray-Coquard, I, Harter, P, Colombo, N, Pujol, P, Lorusso, D, Mirza, M, Brasiuniene, B, Madry, R, Brenton, J, Ausems, M, Buttner, R, Lambrechts, D, Abreu, M, Balboni, S, Banerjee, S, Barberis, M, Barretina Ginesta, M, Baurain, J, Bignami, M, Bjorge, L, Blecharz, P, Bruchim, I, Capilna, M, Cerana, N, Cicchetti, A, Collins, D, Concin, N, D'Incalci, M, Davidson, B, de la Motte Rouge, T, De Iaco, P, Demirkiran, F, Denys, H, Doerk, T, Dorum, A, Ferrero, A, Fidalgo, A, Genuardi, M, Gladieff, L, Glasspool, R, Grimm, C, Gultekin, M, Hahnen, E, Hasenburg, A, Hegmane, A, Heinzelmann, V, Hogdall, E, Janavicius, R, Jarmalaite, S, Kalachand, R, Kaneva, R, Kilickap, S, Kocian, R, Kolencik, D, Kristeleit, R, Kryzhanivska, A, Leary, A, Lemley, B, Ligtenberg, M, Lopez-Guerrero, J, Lord, C, Avall-Lundqvist, E, Maenpaa, J, Mahner, S, Marme, F, Marth, C, Mcneish, I, Merkelbach-Bruse, S, Mourits, M, Normanno, N, Oaknin, A, Ojamaa, K, Papdimitriou, C, Penault-Llorca, F, Perrone, A, Pignata, S, Pikarsky, E, Rouleau, E, Rubio, M, Sapino, A, Schmalfeldt, B, Sehouli, J, Shapira, R, Steffensen, K, Sukhin, V, Syrios, J, Szallasi, Z, Taskiran, C, Terzic, M, Tischkowitz, M, Toth, I, Van de Vijver, K, Vardar, M, Wasag, B, Wimberger, P, Witteveen, E, Vergote I., Gonzalez-Martin A., Ray-Coquard I., Harter P., Colombo N., Pujol P., Lorusso D., Mirza M. R., Brasiuniene B., Madry R., Brenton J. D., Ausems M. G. E. M., Buttner R., Lambrechts D., Ausems M., Brenton J., Abreu M., Balboni S., Banerjee S., Barberis M., Barretina Ginesta M. P., Baurain J. -F., Bignami M., Bjorge L., Blecharz P., Bruchim I., Capilna M., Cerana N., Cicchetti A., Collins D., Concin N., D'Incalci M., Davidson B., de la Motte Rouge T., De Iaco P., Demirkiran F., Denys H., Doerk T., Dorum A., Ferrero A., Fidalgo A. P., Genuardi M., Gladieff L., Glasspool R., Grimm C., Gultekin M., Hahnen E., Hasenburg A., Hegmane A., Heinzelmann V., Hogdall E., Janavicius R., Jarmalaite S., Kalachand R., Kaneva R., Kilickap S., Kocian R., Kolencik D., Kristeleit R., Kryzhanivska A., Leary A., Lemley B., Ligtenberg M., Lopez-Guerrero J. A., Lord C. J., Avall-Lundqvist E., Maenpaa J., Mahner S., Marme F., Marth C., McNeish I., Merkelbach-Bruse S., Mourits M., Normanno N., Oaknin A., Ojamaa K., Papdimitriou C., Penault-Llorca F., Perrone A. M., Pignata S., Pikarsky E., Rouleau E., Rubio M., Sapino A., Schmalfeldt B., Sehouli J., Shapira R., Steffensen K. D., Sukhin V., Syrios J., Szallasi Z., Taskiran C., Terzic M., Tischkowitz M., Toth I., Van de Vijver K., Vardar M. A., Wasag B., Wimberger P., and Witteveen E.
Abstract: Background: Homologous recombination repair (HRR) enables fault-free repair of double-stranded DNA breaks. HRR deficiency is predicted to occur in around half of high-grade serous ovarian carcinomas. Ovarian cancers harbouring HRR deficiency typically exhibit sensitivity to poly-ADP ribose polymerase inhibitors (PARPi). Current guidelines recommend a range of approaches for genetic testing to identify predictors of sensitivity to PARPi in ovarian cancer and to identify genetic predisposition. Design: To establish a European-wide consensus for genetic testing (including the genetic care pathway), decision making and clinical management of patients with recently diagnosed advanced ovarian cancer, and the validity of biomarkers to predict the effectiveness of PARPi in the first-line setting. The collaborative European experts’ consensus group consisted of a steering committee (n = 14) and contributors (n = 84). A (modified) Delphi process was used to establish consensus statements based on a systematic literature search, conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-analyses guidelines. Results: A consensus was reached on 34 statements amongst 98 caregivers (including oncologists, pathologists, clinical geneticists, genetic researchers, and patient advocates). The statements concentrated on (i) the value of testing for BRCA1/2 mutations and HRR deficiency testing, including when and whom to test; (ii) the importance of developing new and better HRR deficiency tests; (iii) the importance of germline non-BRCA HRR and mismatch repair gene mutations for predicting familial risk, but not for predicting sensitivity to PARPi, in the first-line setting; (iv) who should be able to inform patients about genetic testing, and what training and education should these caregivers receive. Conclusion: These consensus recommendations, from a multidisciplinary panel of experts from across Europe, provide clear guidance on the use of BRCA and HRR de
Published: 2022

19. Intratumoral T-cell and B-cell receptor architecture associates with distinct immune tumor microenvironment features and clinical outcomes of anti-PD-1/L1 immunotherapy

Author: Schina, Aimilia, Sztupinszki, Zsofia, Marie Svane, Inge, Szallasi, Zoltan, Jönsson, Göran, Donia, Marco, Schina, Aimilia, Sztupinszki, Zsofia, Marie Svane, Inge, Szallasi, Zoltan, Jönsson, Göran, and Donia, Marco
Abstract: Background Effective cooperation between B-cells and T-cells within the tumor microenvironment may lead to the regression of established tumors. B-cells and T-cells can recognize tumor antigens with exquisite specificity via their receptor complexes. Nevertheless, whether a diverse intratumoral B-cells and T-cell receptor (BCR, TCR) repertoire affects the tumor immune microenvironment (TIME) and clinical outcomes in patients treated with immunotherapy is unclear. Methods We extracted information on BCR and TCR repertoire diversity from large clinical datasets and measured the association between immune receptor diversity features, the TIME, and clinical outcomes of patients treated with anti-PD-1/PD-L1 immunotherapy. Results In multiple tumor types, an increasingly diverse TCR repertoire was strongly associated with a highly activated TIME, while BCR diversity was more associated with antibody responses but not with the overall B-cell infiltration nor with measures related to intratumoral CD8+T cell activity. Neither TCR nor BCR diversity was independent prognostic biomarkers of survival across multiple cancer types. However, both TCR and BCR diversity improved the performance of predictive models combined with established biomarkers of response to immunotherapy. Conclusion Overall, these data indicate a currently unexplored immunological role of intratumoral B-cells associated with BCR diversity and antibody responses but independent of classical anticancer T-cells intratumoral activities.
Published: 2023

20. ALK1-negative primary cutaneous anaplastic large cell lymphoma of the hand and wrist

Author: Reiser, Daniel, Szallasi, Arpad, Sagerfors, Marcus, Reiser, Daniel, Szallasi, Arpad, and Sagerfors, Marcus
Published: 2023
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21. Nucleotide excision repair deficiency is a targetable therapeutic vulnerability in clear cell renal cell carcinoma

Author: Prosz, Aurel, Duan, Haohui, Tisza, Viktoria, Sahgal, Pranshu, Topka, Sabine, Klus, Gregory T., Börcsök, Judit, Sztupinszki, Zsofia, Hanlon, Timothy, Diossy, Miklos, Vizkeleti, Laura, Stormoen, Dag Rune, Csabai, Istvan, Pappot, Helle, Vijai, Joseph, Offit, Kenneth, Ried, Thomas, Sethi, Nilay, Mouw, Kent W., Spisak, Sandor, Pathania, Shailja, Szallasi, Zoltan, Prosz, Aurel, Duan, Haohui, Tisza, Viktoria, Sahgal, Pranshu, Topka, Sabine, Klus, Gregory T., Börcsök, Judit, Sztupinszki, Zsofia, Hanlon, Timothy, Diossy, Miklos, Vizkeleti, Laura, Stormoen, Dag Rune, Csabai, Istvan, Pappot, Helle, Vijai, Joseph, Offit, Kenneth, Ried, Thomas, Sethi, Nilay, Mouw, Kent W., Spisak, Sandor, Pathania, Shailja, and Szallasi, Zoltan
Abstract: Due to a demonstrated lack of DNA repair deficiencies, clear cell renal cell carcinoma (ccRCC) has not benefitted from targeted synthetic lethality-based therapies. We investigated whether nucleotide excision repair (NER) deficiency is present in an identifiable subset of ccRCC cases that would render those tumors sensitive to therapy targeting this specific DNA repair pathway aberration. We used functional assays that detect UV-induced 6–4 pyrimidine-pyrimidone photoproducts to quantify NER deficiency in ccRCC cell lines. We also measured sensitivity to irofulven, an experimental cancer therapeutic agent that specifically targets cells with inactivated transcription-coupled nucleotide excision repair (TC-NER). In order to detect NER deficiency in clinical biopsies, we assessed whole exome sequencing data for the presence of an NER deficiency associated mutational signature previously identified in ERCC2 mutant bladder cancer. Functional assays showed NER deficiency in ccRCC cells. Some cell lines showed irofulven sensitivity at a concentration that is well tolerated by patients. Prostaglandin reductase 1 (PTGR1), which activates irofulven, was also associated with this sensitivity. Next generation sequencing data of the cell lines showed NER deficiency-associated mutational signatures. A significant subset of ccRCC patients had the same signature and high PTGR1 expression. ccRCC cell line-based analysis showed that NER deficiency is likely present in this cancer type. Approximately 10% of ccRCC patients in the TCGA cohort showed mutational signatures consistent with ERCC2 inactivation associated NER deficiency and also substantial levels of PTGR1 expression. These patients may be responsive to irofulven, a previously abandoned anticancer agent that has minimal activity in NER-proficient cells.
Published: 2023

22. ATM deficiency confers specific therapeutic vulnerabilities in bladder cancer

Author: Zhou, Yuzhen, Börcsök, Judit, Adib, Elio, Kamran, Sophia C., Neil, Alexander J., Stawiski, Konrad, Freeman, Dory, Stormoen, Dag Rune, Sztupinszki, Zsofia, Samant, Amruta, Nassar, Amin, Bekele, Raie T., Hanlon, Timothy, Valentine, Henkel, Epstein, Ilana, Sharma, Bijaya, Felt, Kristen, Abbosh, Philip, Wu, Chin Lee, Efstathiou, Jason A., Miyamoto, David T., Anderson, William, Szallasi, Zoltan, Mouw, Kent W., Zhou, Yuzhen, Börcsök, Judit, Adib, Elio, Kamran, Sophia C., Neil, Alexander J., Stawiski, Konrad, Freeman, Dory, Stormoen, Dag Rune, Sztupinszki, Zsofia, Samant, Amruta, Nassar, Amin, Bekele, Raie T., Hanlon, Timothy, Valentine, Henkel, Epstein, Ilana, Sharma, Bijaya, Felt, Kristen, Abbosh, Philip, Wu, Chin Lee, Efstathiou, Jason A., Miyamoto, David T., Anderson, William, Szallasi, Zoltan, and Mouw, Kent W.
Abstract: Ataxia-telangiectasia mutated (ATM) plays a central role in the cellular response to DNA damage and ATM alterations are common in several tumor types including bladder cancer. However, the specific impact of ATM alterations on therapy response in bladder cancer is uncertain. Here, we combine preclinical modeling and clinical analyses to comprehensively define the impact of ATM alterations on bladder cancer. We show that ATM loss is sufficient to increase sensitivity to DNA-damaging agents including cisplatin and radiation. Furthermore, ATM loss drives sensitivity to DNA repair–targeted agents including poly(ADP-ribose) polymerase (PARP) and Ataxia telangiectasia and Rad3 related (ATR) inhibitors. ATM loss alters the immune microenvironment and improves anti-PD1 response in preclinical bladder models but is not associated with improved anti-PD1/PD-L1 response in clinical cohorts. Last, we show that ATM expression by immunohistochemistry is strongly correlated with response to chemoradiotherapy. Together, these data define a potential role for ATM as a predictive biomarker in bladder cancer.
Published: 2023

23. Intratumoral T-cell and B-cell receptor architecture associates with distinct immune tumor microenvironment features and clinical outcomes of anti-PD-1/L1 immunotherapy

Author: Schina, Aimilia, Sztupinszki, Zsofia, Marie Svane, Inge, Szallasi, Zoltan, Jönsson, Göran, Donia, Marco, Schina, Aimilia, Sztupinszki, Zsofia, Marie Svane, Inge, Szallasi, Zoltan, Jönsson, Göran, and Donia, Marco
Abstract: Background Effective cooperation between B-cells and T-cells within the tumor microenvironment may lead to the regression of established tumors. B-cells and T-cells can recognize tumor antigens with exquisite specificity via their receptor complexes. Nevertheless, whether a diverse intratumoral B-cells and T-cell receptor (BCR, TCR) repertoire affects the tumor immune microenvironment (TIME) and clinical outcomes in patients treated with immunotherapy is unclear. Methods We extracted information on BCR and TCR repertoire diversity from large clinical datasets and measured the association between immune receptor diversity features, the TIME, and clinical outcomes of patients treated with anti-PD-1/PD-L1 immunotherapy. Results In multiple tumor types, an increasingly diverse TCR repertoire was strongly associated with a highly activated TIME, while BCR diversity was more associated with antibody responses but not with the overall B-cell infiltration nor with measures related to intratumoral CD8+T cell activity. Neither TCR nor BCR diversity was independent prognostic biomarkers of survival across multiple cancer types. However, both TCR and BCR diversity improved the performance of predictive models combined with established biomarkers of response to immunotherapy. Conclusion Overall, these data indicate a currently unexplored immunological role of intratumoral B-cells associated with BCR diversity and antibody responses but independent of classical anticancer T-cells intratumoral activities.
Published: 2023

24. Nucleotide excision repair deficiency is a targetable therapeutic vulnerability in clear cell renal cell carcinoma

Author: Prosz, Aurel, Duan, Haohui, Tisza, Viktoria, Sahgal, Pranshu, Topka, Sabine, Klus, Gregory T., Börcsök, Judit, Sztupinszki, Zsofia, Hanlon, Timothy, Diossy, Miklos, Vizkeleti, Laura, Stormoen, Dag Rune, Csabai, Istvan, Pappot, Helle, Vijai, Joseph, Offit, Kenneth, Ried, Thomas, Sethi, Nilay, Mouw, Kent W., Spisak, Sandor, Pathania, Shailja, Szallasi, Zoltan, Prosz, Aurel, Duan, Haohui, Tisza, Viktoria, Sahgal, Pranshu, Topka, Sabine, Klus, Gregory T., Börcsök, Judit, Sztupinszki, Zsofia, Hanlon, Timothy, Diossy, Miklos, Vizkeleti, Laura, Stormoen, Dag Rune, Csabai, Istvan, Pappot, Helle, Vijai, Joseph, Offit, Kenneth, Ried, Thomas, Sethi, Nilay, Mouw, Kent W., Spisak, Sandor, Pathania, Shailja, and Szallasi, Zoltan
Abstract: Due to a demonstrated lack of DNA repair deficiencies, clear cell renal cell carcinoma (ccRCC) has not benefitted from targeted synthetic lethality-based therapies. We investigated whether nucleotide excision repair (NER) deficiency is present in an identifiable subset of ccRCC cases that would render those tumors sensitive to therapy targeting this specific DNA repair pathway aberration. We used functional assays that detect UV-induced 6–4 pyrimidine-pyrimidone photoproducts to quantify NER deficiency in ccRCC cell lines. We also measured sensitivity to irofulven, an experimental cancer therapeutic agent that specifically targets cells with inactivated transcription-coupled nucleotide excision repair (TC-NER). In order to detect NER deficiency in clinical biopsies, we assessed whole exome sequencing data for the presence of an NER deficiency associated mutational signature previously identified in ERCC2 mutant bladder cancer. Functional assays showed NER deficiency in ccRCC cells. Some cell lines showed irofulven sensitivity at a concentration that is well tolerated by patients. Prostaglandin reductase 1 (PTGR1), which activates irofulven, was also associated with this sensitivity. Next generation sequencing data of the cell lines showed NER deficiency-associated mutational signatures. A significant subset of ccRCC patients had the same signature and high PTGR1 expression. ccRCC cell line-based analysis showed that NER deficiency is likely present in this cancer type. Approximately 10% of ccRCC patients in the TCGA cohort showed mutational signatures consistent with ERCC2 inactivation associated NER deficiency and also substantial levels of PTGR1 expression. These patients may be responsive to irofulven, a previously abandoned anticancer agent that has minimal activity in NER-proficient cells.
Published: 2023

25. ATM deficiency confers specific therapeutic vulnerabilities in bladder cancer

Author: Zhou, Yuzhen, Börcsök, Judit, Adib, Elio, Kamran, Sophia C., Neil, Alexander J., Stawiski, Konrad, Freeman, Dory, Stormoen, Dag Rune, Sztupinszki, Zsofia, Samant, Amruta, Nassar, Amin, Bekele, Raie T., Hanlon, Timothy, Valentine, Henkel, Epstein, Ilana, Sharma, Bijaya, Felt, Kristen, Abbosh, Philip, Wu, Chin Lee, Efstathiou, Jason A., Miyamoto, David T., Anderson, William, Szallasi, Zoltan, Mouw, Kent W., Zhou, Yuzhen, Börcsök, Judit, Adib, Elio, Kamran, Sophia C., Neil, Alexander J., Stawiski, Konrad, Freeman, Dory, Stormoen, Dag Rune, Sztupinszki, Zsofia, Samant, Amruta, Nassar, Amin, Bekele, Raie T., Hanlon, Timothy, Valentine, Henkel, Epstein, Ilana, Sharma, Bijaya, Felt, Kristen, Abbosh, Philip, Wu, Chin Lee, Efstathiou, Jason A., Miyamoto, David T., Anderson, William, Szallasi, Zoltan, and Mouw, Kent W.
Abstract: Ataxia-telangiectasia mutated (ATM) plays a central role in the cellular response to DNA damage and ATM alterations are common in several tumor types including bladder cancer. However, the specific impact of ATM alterations on therapy response in bladder cancer is uncertain. Here, we combine preclinical modeling and clinical analyses to comprehensively define the impact of ATM alterations on bladder cancer. We show that ATM loss is sufficient to increase sensitivity to DNA-damaging agents including cisplatin and radiation. Furthermore, ATM loss drives sensitivity to DNA repair–targeted agents including poly(ADP-ribose) polymerase (PARP) and Ataxia telangiectasia and Rad3 related (ATR) inhibitors. ATM loss alters the immune microenvironment and improves anti-PD1 response in preclinical bladder models but is not associated with improved anti-PD1/PD-L1 response in clinical cohorts. Last, we show that ATM expression by immunohistochemistry is strongly correlated with response to chemoradiotherapy. Together, these data define a potential role for ATM as a predictive biomarker in bladder cancer.
Published: 2023

26. Using DNA sequencing data to quantify T cell fraction and therapy response

Author: Bentham, R, Litchfield, K, Watkins, T, Lim, E, Rosenthal, R, Martinez-Ruiz, C, Hiley, C, Bakir, M, Salgado, R, Moore, D, Jamal-Hanjani, M, Birkbak, N, Escudero, M, Stewart, A, Rowan, A, Goldman, J, Van Loo, P, Stone, R, Denner, T, Nye, E, Ward, S, Boeing, S, Greco, M, Nicod, J, Puttick, C, Enfield, K, Colliver, E, Campbell, B, Frankell, A, Cook, D, Angelova, M, Magness, A, Bailey, C, Toncheva, A, Dijkstra, K, Kisistok, J, Sokac, M, Pich, O, Demeulemeester, J, Cadieux, E, Castignani, C, Thakkar, K, Fu, H, Karasaki, T, Al-Sawaf, O, Hill, M, Abbosh, C, Wu, Y, Veeriah, S, Hynds, R, Georgiou, A, Werner Sunderland, M, Reading, J, Quezada, S, Peggs, K, Marafioti, T, Hartley, J, Lowe, H, Ensell, L, Spanswick, V, Karamani, A, Biswas, D, Beck, S, Chervova, O, Tanic, M, Huebner, A, Dietzen, M, Black, J, Naceur-Lombardelli, C, Akther, M, Zhai, H, Kanu, N, Summan, S, Gimeno-Valiente, F, Chen, K, Manzano, E, Kaur Bola, S, Ghorani, E, de Massy, M, Hoxha, E, Hatipoglu, E, Chain, B, Pearce, D, Herrero, J, Zaccaria, S, Lester, J, Morgan, F, Kornaszewska, M, Attanoos, R, Adams, H, Davies, H, Shaw, J, Riley, J, Primrose, L, Fennell, D, Nakas, A, Rathinam, S, Plummer, R, Boyles, R, Tufail, M, Bajaj, A, Brozik, J, Ang, K, Chowdhry, M, Monteiro, W, Marshall, H, Dawson, A, Busacca, S, Marrone, D, Smith, C, Anand, G, Khan, S, Price, G, Khalil, M, Kerr, K, Richardson, S, Cheyne, H, Miller, J, Buchan, K, Chetty, M, Dubois-Marshall, S, Lock, S, Gilbert, K, Naidu, B, Langman, G, Bancroft, H, Kadiri, S, Middleton, G, Djearaman, M, Osman, A, Shackleford, H, Patel, A, Leek, A, Totten, N, Hodgkinson, J, Rogan, J, Moore, K, Waddington, R, Califano, R, Shah, R, Krysiak, P, Rammohan, K, Fontaine, E, Booton, R, Evison, M, Moss, S, Novasio, J, Joseph, L, Bishop, P, Chaturvedi, A, Doran, H, Granato, F, Joshi, V, Smith, E, Montero, A, Crosbie, P, Blackhall, F, Priest, L, Krebs, M, Dive, C, Rothwell, D, Kerr, A, Kilgour, E, Baker, K, Carter, M, Lindsay, C, Gomes, F, Tugwood, J, Pierce, J, Clipson, A, Schwarz, R, Kaufmann, T, Huska, M, Szallasi, Z, Csabai, I, Diossy, M, Aerts, H, Fekete, C, Royle, G, Veiga, C, Skrzypski, M, Lawrence, D, Hayward, M, Panagiotopoulos, N, George, R, Patrini, D, Falzon, M, Borg, E, Khiroya, R, Ahmed, A, Taylor, M, Choudhary, J, Janes, S, Forster, M, Ahmad, T, Lee, S, Navani, N, Papadatos-Pastos, D, Scarci, M, Gorman, P, Bertoja, E, Stephens, R, Hoogenboom, E, Holding, J, Bandula, S, Thakrar, R, Anand, R, Selvaraju, K, Wilson, J, Hessey, S, Ashford, P, Shah, M, Duran, M, Mackenzie, M, Wilcox, M, Hackshaw, A, Ngai, Y, Sharp, A, Rodrigues, C, Pressey, O, Smith, S, Gower, N, Dhanda, H, Chan, K, Chakraborty, S, Ottensmeier, C, Chee, S, Johnson, B, Alzetani, A, Cave, J, Scarlett, L, Shaw, E, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Hamilton, M, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Deeley, C, Shah, P, Proli, C, Lau, K, Sheaff, M, Schmid, P, Lim, L, Conibear, J, Hewish, M, Danson, S, Bury, J, Edwards, J, Hill, J, Matthews, S, Kitsanta, Y, Rao, J, Tenconi, S, Socci, L, Suvarna, K, Kibutu, F, Fisher, P, Young, R, Barker, J, Taylor, F, Lloyd, K, Shackcloth, M, Asante-Siaw, J, Gosney, J, Light, T, Horey, T, Russell, P, Blyth, K, Dick, C, Kidd, A, Kirk, A, Asif, M, Butler, J, Bilancia, R, Kostoulas, N, Thomas, M, Wilson, G, Swanton, C, Mcgranahan, N, Bentham R., Litchfield K., Watkins T. B. K., Lim E. L., Rosenthal R., Martinez-Ruiz C., Hiley C. T., Bakir M. A., Salgado R., Moore D. A., Jamal-Hanjani M., Birkbak N. J., Escudero M., Stewart A., Rowan A., Goldman J., Van Loo P., Stone R. K., Denner T., Nye E., Ward S., Boeing S., Greco M., Nicod J., Puttick C., Enfield K., Colliver E., Campbell B., Frankell A. M., Cook D., Angelova M., Magness A., Bailey C., Toncheva A., Dijkstra K., Kisistok J., Sokac M., Pich O., Demeulemeester J., Cadieux E. L., Castignani C., Thakkar K., Fu H., Karasaki T., Al-Sawaf O., Hill M. S., Abbosh C., Wu Y., Veeriah S., Hynds R. E., Georgiou A., Werner Sunderland M., Reading J. L., Quezada S. A., Peggs K. S., Marafioti T., Hartley J. A., Lowe H. L., Ensell L., Spanswick V., Karamani A., Biswas D., Beck S., Chervova O., Tanic M., Huebner A., Dietzen M., Black J. R. M., Naceur-Lombardelli C., Akther M. A., Zhai H., Kanu N., Summan S., Gimeno-Valiente F., Chen K., Manzano E., Kaur Bola S., Ghorani E., de Massy M. R., Hoxha E., Hatipoglu E., Chain B., Pearce D. R., Herrero J., Zaccaria S., Lester J., Morgan F., Kornaszewska M., Attanoos R., Adams H., Davies H., Shaw J. A., Riley J., Primrose L., Fennell D., Nakas A., Rathinam S., Plummer R., Boyles R., Tufail M., Bajaj A., Brozik J., Ang K., Chowdhry M. F., Monteiro W., Marshall H., Dawson A., Busacca S., Marrone D., Smith C., Anand G., Khan S., Price G., Khalil M., Kerr K., Richardson S., Cheyne H., Miller J., Buchan K., Chetty M., Dubois-Marshall S., Lock S., Gilbert K., Naidu B., Langman G., Bancroft H., Kadiri S., Middleton G., Djearaman M., Osman A., Shackleford H., Patel A., Leek A., Totten N., Hodgkinson J. D., Rogan J., Moore K., Waddington R., Califano R., Shah R., Krysiak P., Rammohan K., Fontaine E., Booton R., Evison M., Moss S., Novasio J., Joseph L., Bishop P., Chaturvedi A., Doran H., Granato F., Joshi V., Smith E., Montero A., Crosbie P., Blackhall F., Priest L., Krebs M. G., Dive C., Rothwell D. G., Kerr A., Kilgour E., Baker K., Carter M., Lindsay C. R., Gomes F., Tugwood J., Pierce J., Clipson A., Schwarz R., Kaufmann T. L., Huska M., Szallasi Z., Csabai I., Diossy M., Aerts H., Fekete C., Royle G., Veiga C., Skrzypski M., Lawrence D., Hayward M., Panagiotopoulos N., George R., Patrini D., Falzon M., Borg E., Khiroya R., Ahmed A., Taylor M., Choudhary J., Janes S. M., Forster M., Ahmad T., Lee S. M., Navani N., Papadatos-Pastos D., Scarci M., Gorman P., Bertoja E., Stephens R. C. M., Hoogenboom E. M., Holding J. W., Bandula S., Thakrar R., Anand R., Selvaraju K., Wilson J., Hessey S., Ashford P., Shah M., Duran M. V., MacKenzie M., Wilcox M., Hackshaw A., Ngai Y., Sharp A., Rodrigues C., Pressey O., Smith S., Gower N., Dhanda H. K., Chan K., Chakraborty S., Ottensmeier C., Chee S., Johnson B., Alzetani A., Cave J., Scarlett L., Shaw E., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Hamilton M., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Deeley C., Shah P., Proli C., Lau K., Sheaff M., Schmid P., Lim L., Conibear J., Hewish M., Danson S., Bury J., Edwards J., Hill J., Matthews S., Kitsanta Y., Rao J., Tenconi S., Socci L., Suvarna K., Kibutu F., Fisher P., Young R., Barker J., Taylor F., Lloyd K., Shackcloth M., Asante-Siaw J., Gosney J., Light T., Horey T., Russell P., Blyth K. G., Dick C., Kidd A., Kirk A., Asif M., Butler J., Bilancia R., Kostoulas N., Thomas M., Wilson G. A., Swanton C., McGranahan N., Bentham, R, Litchfield, K, Watkins, T, Lim, E, Rosenthal, R, Martinez-Ruiz, C, Hiley, C, Bakir, M, Salgado, R, Moore, D, Jamal-Hanjani, M, Birkbak, N, Escudero, M, Stewart, A, Rowan, A, Goldman, J, Van Loo, P, Stone, R, Denner, T, Nye, E, Ward, S, Boeing, S, Greco, M, Nicod, J, Puttick, C, Enfield, K, Colliver, E, Campbell, B, Frankell, A, Cook, D, Angelova, M, Magness, A, Bailey, C, Toncheva, A, Dijkstra, K, Kisistok, J, Sokac, M, Pich, O, Demeulemeester, J, Cadieux, E, Castignani, C, Thakkar, K, Fu, H, Karasaki, T, Al-Sawaf, O, Hill, M, Abbosh, C, Wu, Y, Veeriah, S, Hynds, R, Georgiou, A, Werner Sunderland, M, Reading, J, Quezada, S, Peggs, K, Marafioti, T, Hartley, J, Lowe, H, Ensell, L, Spanswick, V, Karamani, A, Biswas, D, Beck, S, Chervova, O, Tanic, M, Huebner, A, Dietzen, M, Black, J, Naceur-Lombardelli, C, Akther, M, Zhai, H, Kanu, N, Summan, S, Gimeno-Valiente, F, Chen, K, Manzano, E, Kaur Bola, S, Ghorani, E, de Massy, M, Hoxha, E, Hatipoglu, E, Chain, B, Pearce, D, Herrero, J, Zaccaria, S, Lester, J, Morgan, F, Kornaszewska, M, Attanoos, R, Adams, H, Davies, H, Shaw, J, Riley, J, Primrose, L, Fennell, D, Nakas, A, Rathinam, S, Plummer, R, Boyles, R, Tufail, M, Bajaj, A, Brozik, J, Ang, K, Chowdhry, M, Monteiro, W, Marshall, H, Dawson, A, Busacca, S, Marrone, D, Smith, C, Anand, G, Khan, S, Price, G, Khalil, M, Kerr, K, Richardson, S, Cheyne, H, Miller, J, Buchan, K, Chetty, M, Dubois-Marshall, S, Lock, S, Gilbert, K, Naidu, B, Langman, G, Bancroft, H, Kadiri, S, Middleton, G, Djearaman, M, Osman, A, Shackleford, H, Patel, A, Leek, A, Totten, N, Hodgkinson, J, Rogan, J, Moore, K, Waddington, R, Califano, R, Shah, R, Krysiak, P, Rammohan, K, Fontaine, E, Booton, R, Evison, M, Moss, S, Novasio, J, Joseph, L, Bishop, P, Chaturvedi, A, Doran, H, Granato, F, Joshi, V, Smith, E, Montero, A, Crosbie, P, Blackhall, F, Priest, L, Krebs, M, Dive, C, Rothwell, D, Kerr, A, Kilgour, E, Baker, K, Carter, M, Lindsay, C, Gomes, F, Tugwood, J, Pierce, J, Clipson, A, Schwarz, R, Kaufmann, T, Huska, M, Szallasi, Z, Csabai, I, Diossy, M, Aerts, H, Fekete, C, Royle, G, Veiga, C, Skrzypski, M, Lawrence, D, Hayward, M, Panagiotopoulos, N, George, R, Patrini, D, Falzon, M, Borg, E, Khiroya, R, Ahmed, A, Taylor, M, Choudhary, J, Janes, S, Forster, M, Ahmad, T, Lee, S, Navani, N, Papadatos-Pastos, D, Scarci, M, Gorman, P, Bertoja, E, Stephens, R, Hoogenboom, E, Holding, J, Bandula, S, Thakrar, R, Anand, R, Selvaraju, K, Wilson, J, Hessey, S, Ashford, P, Shah, M, Duran, M, Mackenzie, M, Wilcox, M, Hackshaw, A, Ngai, Y, Sharp, A, Rodrigues, C, Pressey, O, Smith, S, Gower, N, Dhanda, H, Chan, K, Chakraborty, S, Ottensmeier, C, Chee, S, Johnson, B, Alzetani, A, Cave, J, Scarlett, L, Shaw, E, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Hamilton, M, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Deeley, C, Shah, P, Proli, C, Lau, K, Sheaff, M, Schmid, P, Lim, L, Conibear, J, Hewish, M, Danson, S, Bury, J, Edwards, J, Hill, J, Matthews, S, Kitsanta, Y, Rao, J, Tenconi, S, Socci, L, Suvarna, K, Kibutu, F, Fisher, P, Young, R, Barker, J, Taylor, F, Lloyd, K, Shackcloth, M, Asante-Siaw, J, Gosney, J, Light, T, Horey, T, Russell, P, Blyth, K, Dick, C, Kidd, A, Kirk, A, Asif, M, Butler, J, Bilancia, R, Kostoulas, N, Thomas, M, Wilson, G, Swanton, C, Mcgranahan, N, Bentham R., Litchfield K., Watkins T. B. K., Lim E. L., Rosenthal R., Martinez-Ruiz C., Hiley C. T., Bakir M. A., Salgado R., Moore D. A., Jamal-Hanjani M., Birkbak N. J., Escudero M., Stewart A., Rowan A., Goldman J., Van Loo P., Stone R. K., Denner T., Nye E., Ward S., Boeing S., Greco M., Nicod J., Puttick C., Enfield K., Colliver E., Campbell B., Frankell A. M., Cook D., Angelova M., Magness A., Bailey C., Toncheva A., Dijkstra K., Kisistok J., Sokac M., Pich O., Demeulemeester J., Cadieux E. L., Castignani C., Thakkar K., Fu H., Karasaki T., Al-Sawaf O., Hill M. S., Abbosh C., Wu Y., Veeriah S., Hynds R. E., Georgiou A., Werner Sunderland M., Reading J. L., Quezada S. A., Peggs K. S., Marafioti T., Hartley J. A., Lowe H. L., Ensell L., Spanswick V., Karamani A., Biswas D., Beck S., Chervova O., Tanic M., Huebner A., Dietzen M., Black J. R. M., Naceur-Lombardelli C., Akther M. A., Zhai H., Kanu N., Summan S., Gimeno-Valiente F., Chen K., Manzano E., Kaur Bola S., Ghorani E., de Massy M. R., Hoxha E., Hatipoglu E., Chain B., Pearce D. R., Herrero J., Zaccaria S., Lester J., Morgan F., Kornaszewska M., Attanoos R., Adams H., Davies H., Shaw J. A., Riley J., Primrose L., Fennell D., Nakas A., Rathinam S., Plummer R., Boyles R., Tufail M., Bajaj A., Brozik J., Ang K., Chowdhry M. F., Monteiro W., Marshall H., Dawson A., Busacca S., Marrone D., Smith C., Anand G., Khan S., Price G., Khalil M., Kerr K., Richardson S., Cheyne H., Miller J., Buchan K., Chetty M., Dubois-Marshall S., Lock S., Gilbert K., Naidu B., Langman G., Bancroft H., Kadiri S., Middleton G., Djearaman M., Osman A., Shackleford H., Patel A., Leek A., Totten N., Hodgkinson J. D., Rogan J., Moore K., Waddington R., Califano R., Shah R., Krysiak P., Rammohan K., Fontaine E., Booton R., Evison M., Moss S., Novasio J., Joseph L., Bishop P., Chaturvedi A., Doran H., Granato F., Joshi V., Smith E., Montero A., Crosbie P., Blackhall F., Priest L., Krebs M. G., Dive C., Rothwell D. G., Kerr A., Kilgour E., Baker K., Carter M., Lindsay C. R., Gomes F., Tugwood J., Pierce J., Clipson A., Schwarz R., Kaufmann T. L., Huska M., Szallasi Z., Csabai I., Diossy M., Aerts H., Fekete C., Royle G., Veiga C., Skrzypski M., Lawrence D., Hayward M., Panagiotopoulos N., George R., Patrini D., Falzon M., Borg E., Khiroya R., Ahmed A., Taylor M., Choudhary J., Janes S. M., Forster M., Ahmad T., Lee S. M., Navani N., Papadatos-Pastos D., Scarci M., Gorman P., Bertoja E., Stephens R. C. M., Hoogenboom E. M., Holding J. W., Bandula S., Thakrar R., Anand R., Selvaraju K., Wilson J., Hessey S., Ashford P., Shah M., Duran M. V., MacKenzie M., Wilcox M., Hackshaw A., Ngai Y., Sharp A., Rodrigues C., Pressey O., Smith S., Gower N., Dhanda H. K., Chan K., Chakraborty S., Ottensmeier C., Chee S., Johnson B., Alzetani A., Cave J., Scarlett L., Shaw E., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Hamilton M., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Deeley C., Shah P., Proli C., Lau K., Sheaff M., Schmid P., Lim L., Conibear J., Hewish M., Danson S., Bury J., Edwards J., Hill J., Matthews S., Kitsanta Y., Rao J., Tenconi S., Socci L., Suvarna K., Kibutu F., Fisher P., Young R., Barker J., Taylor F., Lloyd K., Shackcloth M., Asante-Siaw J., Gosney J., Light T., Horey T., Russell P., Blyth K. G., Dick C., Kidd A., Kirk A., Asif M., Butler J., Bilancia R., Kostoulas N., Thomas M., Wilson G. A., Swanton C., and McGranahan N.
Published: 2021

27. Transcriptomic signatures of tumors undergoing T cell attack

Author: Gokuldass, Aishwarya, Schina, Aimilia, Lauss, Martin, Harbst, Katja, Chamberlain, Christopher Aled, Draghi, Arianna, Westergaard, Marie Christine Wulff, Nielsen, Morten, Papp, Krisztian, Sztupinszki, Zsofia, Csabai, Istvan, Svane, Inge Marie, Szallasi, Zoltan, Jönsson, Göran, Donia, Marco, Gokuldass, Aishwarya, Schina, Aimilia, Lauss, Martin, Harbst, Katja, Chamberlain, Christopher Aled, Draghi, Arianna, Westergaard, Marie Christine Wulff, Nielsen, Morten, Papp, Krisztian, Sztupinszki, Zsofia, Csabai, Istvan, Svane, Inge Marie, Szallasi, Zoltan, Jönsson, Göran, and Donia, Marco
Published: 2022

28. Coexisting Alterations of MHC Class I Antigen Presentation and IFNg Signaling Mediate Acquired Resistance of Melanoma to Post-PD-1 Immunotherapy

Author: Nielsen, Morten, Presti, Mario, Sztupinszki, Zsofia, Jensen, Agnete Witness Præst, Draghi, Arianna, Chamberlain, Christopher Aled, Schina, Aimilia, Yde, Christina Westmose, Wojcik, John, Szallasi, Zoltan, Crowther, Michael Douglas, Svane, Inge Marie, Donia, Marco, Nielsen, Morten, Presti, Mario, Sztupinszki, Zsofia, Jensen, Agnete Witness Præst, Draghi, Arianna, Chamberlain, Christopher Aled, Schina, Aimilia, Yde, Christina Westmose, Wojcik, John, Szallasi, Zoltan, Crowther, Michael Douglas, Svane, Inge Marie, and Donia, Marco
Abstract: Responses to immunotherapy can be very durable but acquired resistance leading to tumor progression often occurs. We investigated a patient with melanoma resistant to anti-programmed death 1 (anti-PD-1) who participated in the CA224-020 clinical trial (NCT01968109) and had further progression after an initial objective response to anti-PD-1 plus anti-lymphocyte activation gene 3. We found consecutive acquisition of beta-2 microglobulin (B2M) loss and impaired Janus kinase 1 (JAK1) signaling that coexisted in progressing tumor cells. Functional analyses revealed a pan T-cell immune escape phenotype, where distinct alterations mediated independent immune resistance to tumor killing by autologous CD8+ tumor-infiltrating lymphocytes (TIL; B2M loss) and CD4+ TILs (impaired JAK1 signaling). These findings shed light on the complexity of acquired resistance to immunotherapy in the post anti-PD-1 setting, indicating that coexisting altered pathways can lead to pan T-cell immune escape.
Published: 2022

29. Circulating Protein Biomarkers for Prognostic Use in Patients with Advanced Pancreatic Ductal Adenocarcinoma Undergoing Chemotherapy

Author: Lindgaard, Sidsel C., Maag, Emil, Sztupinszki, Zsófia, Chen, Inna M., Johansen, Astrid Z., Jensen, Benny V., Bojesen, Stig E., Nielsen, Dorte L., Szallasi, Zoltan, Johansen, Julia S., Lindgaard, Sidsel C., Maag, Emil, Sztupinszki, Zsófia, Chen, Inna M., Johansen, Astrid Z., Jensen, Benny V., Bojesen, Stig E., Nielsen, Dorte L., Szallasi, Zoltan, and Johansen, Julia S.
Abstract: Patients with advanced pancreatic ductal adenocarcinoma (PDAC) have a dismal prognosis. We aimed to find a prognostic protein signature for overall survival (OS) in patients with advanced PDAC, and to explore whether early changes in circulating-protein levels could predict survival. We investigated 92 proteins using the Olink Immuno-Oncology panel in serum samples from 363 patients with advanced PDAC. Protein panels for several survival cut-offs were developed independently by two bioinformaticians using LASSO and Ridge regression models. Two panels of proteins discriminated patients with OS < 90 days from those with OS > 2 years. Index I (CSF-1, IL-6, PDCD1, TNFRSF12A, TRAIL, TWEAK, and CA19-9) had AUCs of 0.99 (95% CI: 0.98–1) (discovery cohort) and 0.89 (0.74–1) (replication cohort). For Index II (CXCL13, IL-6, PDCD1, and TNFRSF12A), the corresponding AUCs were 0.97 (0.93–1) and 0.82 (0.68–0.96). Four proteins (ANGPT2, IL-6, IL10, and TNFRSF12A) were associated with survival across all treatment groups. Longitudinal samples revealed several changes, including four proteins that were also part of the prognostic signatures (CSF-1, CXCL13, IL-6, TNFRSF12A). This study identified two circulating-protein indices with the potential to identify patients with advanced PDAC with very short OS and with long OS.
Published: 2022

30. Neoantigen-reactive CD8+ T cells affect clinical outcome of adoptive cell therapy with tumor-infiltrating lymphocytes in melanoma

Author: Kristensen, Nikolaj Pagh, Heeke, Christina, Tvingsholm, Siri A., Borch, Annie, Draghi, Arianna, Crowther, Michael D., Carri, Ibel, Munk, Kamilla K., Holm, Jeppe Sejerø, Bjerregaard, Anne Mette, Bentzen, Amalie Kai, Marquard, Andrea M., Szallasi, Zoltan, McGranahan, Nicholas, Andersen, Rikke, Nielsen, Morten, Jönsson, Göran B., Donia, Marco, Svane, Inge Marie, Hadrup, Sine Reker, Kristensen, Nikolaj Pagh, Heeke, Christina, Tvingsholm, Siri A., Borch, Annie, Draghi, Arianna, Crowther, Michael D., Carri, Ibel, Munk, Kamilla K., Holm, Jeppe Sejerø, Bjerregaard, Anne Mette, Bentzen, Amalie Kai, Marquard, Andrea M., Szallasi, Zoltan, McGranahan, Nicholas, Andersen, Rikke, Nielsen, Morten, Jönsson, Göran B., Donia, Marco, Svane, Inge Marie, and Hadrup, Sine Reker
Abstract: BACKGROUND. Neoantigen-driven recognition and T cell–mediated killing contribute to tumor clearance following adoptive cell therapy (ACT) with tumor-infiltrating lymphocytes (TILs). Yet how diversity, frequency, and persistence of expanded neoepitope-specific CD8+ T cells derived from TIL infusion products affect patient outcome is not fully determined. METHODS. Using barcoded pMHC multimers, we provide a comprehensive mapping of CD8+ T cells recognizing neoepitopes in TIL infusion products and blood samples from 26 metastatic melanoma patients who received ACT. RESULTS. We identified 106 neoepitopes within TIL infusion products corresponding to 1.8% of all predicted neoepitopes. We observed neoepitope-specific recognition to be virtually devoid in TIL infusion products given to patients with progressive disease outcome. Moreover, we found that the frequency of neoepitope-specific CD8+ T cells in TIL infusion products correlated with increased survival and that neoepitope-specific CD8+ T cells shared with the infusion product in posttreatment blood samples were unique to responders of TIL-ACT. Finally, we found that a transcriptional signature for lymphocyte activity within the tumor microenvironment was associated with a higher frequency of neoepitope-specific CD8+ T cells in the infusion product. CONCLUSIONS. These data support previous case studies of neoepitope-specific CD8+ T cells in melanoma and indicate that successful TIL-ACT is associated with an expansion of neoepitope-specific CD8+ T cells. FUNDING. NEYE Foundation; European Research Council; Lundbeck Foundation Fellowship; Carlsberg Foundation.
Published: 2022

31. Circulating Protein Biomarkers for Prognostic Use in Patients with Advanced Pancreatic Ductal Adenocarcinoma Undergoing Chemotherapy

Author: Lindgaard, Sidsel C., Maag, Emil, Sztupinszki, Zsófia, Chen, Inna M., Johansen, Astrid Z., Jensen, Benny V., Bojesen, Stig E., Nielsen, Dorte L., Szallasi, Zoltan, Johansen, Julia S., Lindgaard, Sidsel C., Maag, Emil, Sztupinszki, Zsófia, Chen, Inna M., Johansen, Astrid Z., Jensen, Benny V., Bojesen, Stig E., Nielsen, Dorte L., Szallasi, Zoltan, and Johansen, Julia S.
Abstract: Patients with advanced pancreatic ductal adenocarcinoma (PDAC) have a dismal prognosis. We aimed to find a prognostic protein signature for overall survival (OS) in patients with advanced PDAC, and to explore whether early changes in circulating-protein levels could predict survival. We investigated 92 proteins using the Olink Immuno-Oncology panel in serum samples from 363 patients with advanced PDAC. Protein panels for several survival cut-offs were developed independently by two bioinformaticians using LASSO and Ridge regression models. Two panels of proteins discriminated patients with OS < 90 days from those with OS > 2 years. Index I (CSF-1, IL-6, PDCD1, TNFRSF12A, TRAIL, TWEAK, and CA19-9) had AUCs of 0.99 (95% CI: 0.98–1) (discovery cohort) and 0.89 (0.74–1) (replication cohort). For Index II (CXCL13, IL-6, PDCD1, and TNFRSF12A), the corresponding AUCs were 0.97 (0.93–1) and 0.82 (0.68–0.96). Four proteins (ANGPT2, IL-6, IL10, and TNFRSF12A) were associated with survival across all treatment groups. Longitudinal samples revealed several changes, including four proteins that were also part of the prognostic signatures (CSF-1, CXCL13, IL-6, TNFRSF12A). This study identified two circulating-protein indices with the potential to identify patients with advanced PDAC with very short OS and with long OS.
Published: 2022

32. Neoantigen-reactive CD8+ T cells affect clinical outcome of adoptive cell therapy with tumor-infiltrating lymphocytes in melanoma

Author: Kristensen, Nikolaj Pagh, Heeke, Christina, Tvingsholm, Siri A., Borch, Annie, Draghi, Arianna, Crowther, Michael D., Carri, Ibel, Munk, Kamilla K., Holm, Jeppe Sejerø, Bjerregaard, Anne Mette, Bentzen, Amalie Kai, Marquard, Andrea M., Szallasi, Zoltan, McGranahan, Nicholas, Andersen, Rikke, Nielsen, Morten, Jönsson, Göran B., Donia, Marco, Svane, Inge Marie, Hadrup, Sine Reker, Kristensen, Nikolaj Pagh, Heeke, Christina, Tvingsholm, Siri A., Borch, Annie, Draghi, Arianna, Crowther, Michael D., Carri, Ibel, Munk, Kamilla K., Holm, Jeppe Sejerø, Bjerregaard, Anne Mette, Bentzen, Amalie Kai, Marquard, Andrea M., Szallasi, Zoltan, McGranahan, Nicholas, Andersen, Rikke, Nielsen, Morten, Jönsson, Göran B., Donia, Marco, Svane, Inge Marie, and Hadrup, Sine Reker
Abstract: BACKGROUND. Neoantigen-driven recognition and T cell–mediated killing contribute to tumor clearance following adoptive cell therapy (ACT) with tumor-infiltrating lymphocytes (TILs). Yet how diversity, frequency, and persistence of expanded neoepitope-specific CD8+ T cells derived from TIL infusion products affect patient outcome is not fully determined. METHODS. Using barcoded pMHC multimers, we provide a comprehensive mapping of CD8+ T cells recognizing neoepitopes in TIL infusion products and blood samples from 26 metastatic melanoma patients who received ACT. RESULTS. We identified 106 neoepitopes within TIL infusion products corresponding to 1.8% of all predicted neoepitopes. We observed neoepitope-specific recognition to be virtually devoid in TIL infusion products given to patients with progressive disease outcome. Moreover, we found that the frequency of neoepitope-specific CD8+ T cells in TIL infusion products correlated with increased survival and that neoepitope-specific CD8+ T cells shared with the infusion product in posttreatment blood samples were unique to responders of TIL-ACT. Finally, we found that a transcriptional signature for lymphocyte activity within the tumor microenvironment was associated with a higher frequency of neoepitope-specific CD8+ T cells in the infusion product. CONCLUSIONS. These data support previous case studies of neoepitope-specific CD8+ T cells in melanoma and indicate that successful TIL-ACT is associated with an expansion of neoepitope-specific CD8+ T cells. FUNDING. NEYE Foundation; European Research Council; Lundbeck Foundation Fellowship; Carlsberg Foundation.
Published: 2022

33. Neoantigen-reactive CD8+ T cells affect clinical outcome of adoptive transfer with tumor-infiltrating lymphocytes in melanoma

Author: Kristensen, Nikolaj Pagh, Heeke, Christina, Tvingsholm, Siri A., Borch, Annie, Draghi, Arianna, Crowther, Michael D., Carri, Ibel, Munk, Kamilla K., Holm, Jeppe Sejerø, Bjerregaard, Anne-Mette, Bentzen, Amalie Kai, Marquard, Andrea M., Szallasi, Zoltan, McGranahan, Nicholas, Andersen, Rikke, Nielsen, Morten, Jönsson, Göran B, Donia, Marco, Svane, Inge Marie, Hadrup, Sine Reker, Kristensen, Nikolaj Pagh, Heeke, Christina, Tvingsholm, Siri A., Borch, Annie, Draghi, Arianna, Crowther, Michael D., Carri, Ibel, Munk, Kamilla K., Holm, Jeppe Sejerø, Bjerregaard, Anne-Mette, Bentzen, Amalie Kai, Marquard, Andrea M., Szallasi, Zoltan, McGranahan, Nicholas, Andersen, Rikke, Nielsen, Morten, Jönsson, Göran B, Donia, Marco, Svane, Inge Marie, and Hadrup, Sine Reker
Abstract: BACKGROUND. Neoantigen-driven recognition and T cell-mediated killing contribute to tumor clearance following adoptive cell therapy (ACT) with Tumor-Infiltrating Lymphocytes (TILs). Yet, how diversity, frequency, and persistence of expanded neoepitope-specific CD8+ T cells derived from TIL infusion products affect patient outcome is not fully determined. METHODS. Using barcoded pMHC multimers, we provide a comprehensive mapping of CD8+ T cells recognizing neoepitopes in TIL infusion products and blood samples from 26 metastatic melanoma patients who received ACT. RESULTS. We identified 106 neoepitopes within TIL infusion products corresponding to 1.8% of all predicted neoepitopes. We observed neoepitope-specific recognition to be virtually devoid in TIL infusion products given to patients with progressive disease outcome. Moreover, we found that the frequency of neoepitope-specific CD8+ T cells in TIL infusion products correlated with in-creased survival, and that detection of engrafted CD8+ T cells in post-treatment (i.e. originating from the TIL infusion product) were unique to responders of TIL-ACT. Finally, we found that a transcriptional signature for lymphocyte activity within the tumor microenvironment was associated with a higher frequency of neoepitope-specific CD8+ T cells in the infusion product. CONCLUTIONS. These data support previous case studies of neoepitope-specific CD8+ T cells in melanoma, and indicate that successful TIL-ACT is associated with an expansion of neoepitope-specific CD8+ T cells.
Published: 2022

34. Circulating protein biomarkers for use in pancreatic ductal adenocarcinoma identification

Author: Lindgaard, Sidsel C., Sztupinszki, Zsófia, Maag, Emil, Chen, Inna M., Johansen, Astrid Z., Jensen, Benny V., Bojesen, Stig E., Nielsen, Dorte L., Hansen, Carsten P., Hasselby, Jane P., Nielsen, Kaspar R., Szallasi, Zoltan, Johansen, Julia S., Lindgaard, Sidsel C., Sztupinszki, Zsófia, Maag, Emil, Chen, Inna M., Johansen, Astrid Z., Jensen, Benny V., Bojesen, Stig E., Nielsen, Dorte L., Hansen, Carsten P., Hasselby, Jane P., Nielsen, Kaspar R., Szallasi, Zoltan, and Johansen, Julia S.
Abstract: Purpose: Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal solid tumors. Most patients are diagnosed at an advanced stage where curative surgery is not an option. The aim of this study was to identify a panel of circulating proteins that could distinguish patients with PDAC from non-PDAC individuals. Experimental Design: We investigated 92 proteins known to be involved in inflammation, development, and progression of PDAC using the Olink immuno-oncology panel in serum samples from 701 patients with PDAC (stage I-IV), 102 patients with nonmalignant pancreatic diseases, and 180 healthy blood donors. Patients were included prospectively between 2008 and 2018. Plasma carbohydrate antigen 19-9 (CA19-9) was measured in all samples. The protein panels with the best diagnostic performances were developed by two bioinformaticians working independently, using LASSO and Ridge regression models. Results: Two panels of proteins (index I, containing 9 proteins+ CA19-9, and index II, containing 23 proteins + CA19-9) were identified. Index I was able to discriminate patients with PDAC from all patients with non-PDAC, with a ROC AUC value of 0.92 [95% confidence interval (CI), 0.89-0.96] in the discovery cohort and 0.92 (95% CI, 0.87-0.97) in the replication cohort. For index II, the AUC value was 0.96 (95% CI, 0.95-0.98) in the discovery cohort and 0.93 (95% CI, 0.90-0.96) in the replication cohort. All nine serum proteins of index I were found in index II. Conclusions: This study identified two circulating protein indices with the potential to discriminate between individuals with and without PDAC.
Published: 2021

35. Detection of Molecular Signatures of Homologous Recombination Deficiency in Bladder Cancer

Author: Börcsök, Judit, Diossy, Miklos, Sztupinszki, Zsofia, Prosz, Aurel, Tisza, Viktoria, Spisak, Sandor, Rusz, Orsolya, Stormoen, Dag Rune, Pappot, Helle, Csabai, Istvan, Brunak, Søren, Mouw, Kent W, Szallasi, Zoltan, Börcsök, Judit, Diossy, Miklos, Sztupinszki, Zsofia, Prosz, Aurel, Tisza, Viktoria, Spisak, Sandor, Rusz, Orsolya, Stormoen, Dag Rune, Pappot, Helle, Csabai, Istvan, Brunak, Søren, Mouw, Kent W, and Szallasi, Zoltan
Abstract: PURPOSE: PARP inhibitors are approved for use in breast, ovarian, prostate and pancreatic cancer, which are the solid tumor types that most frequently have alterations in key homologous recombination (HR) genes, such as BRCA1/2 However, the frequency of HR deficiency in other solid tumor types, including bladder cancer, is less well characterized.EXPERIMENTAL DESIGN: Specific DNA aberration profiles (mutational signatures) are induced by homologous recombination deficiency (HRD) and the presence of these "genomic scars" can be used to assess the presence or absence of HR deficiency in a given tumor biopsy even in the absence of an observed alteration of an HR gene. Using whole exome and whole genome data, we measured various HR deficiency-associated mutational signatures in bladder cancer.RESULTS: We found that a subset of bladder tumors have evidence of HR deficiency. In addition to a small number of tumors with bi-allelic BRCA1/2 events, approximately 10% of bladder tumors had significant evidence of HR deficiency associated mutational signatures. Increased levels of HRD signatures were associated with promoter methylation of RBBP8 which encodes CtIP, a key protein involved in HR.CONCLUSION: A subset of bladder tumors have genomic features suggestive of HR deficiency and therefore may be more likely to benefit from therapies such as platinum agents and PARP inhibitors that target tumor HR deficiency.
Published: 2021

36. Identification of a Synthetic Lethal Relationship between Nucleotide Excision Repair Deficiency and Irofulven Sensitivity in Urothelial Cancer

Author: Börcsök, Judit, Sztupinszki, Zsofia, Bekele, Raie, Gao, Sizhi P, Diossy, Miklos, Samant, Amruta S, Dillon, Kasia M, Tisza, Viktoria, Spisák, Sándor, Rusz, Orsolya, Csabai, Istvan, Pappot, Helle, Frazier, Zoë J, Konieczkowski, David J, Liu, David, Vasani, Naresh, Rodrigues, James A, Solit, David B, Hoffman-Censits, Jean H, Plimack, Elizabeth R, Rosenberg, Jonathan E, Lazaro, Jean-Bernard, Taplin, Mary-Ellen, Iyer, Gopa, Brunak, Søren, Lozsa, Rita, Van Allen, Eliezer M, Szüts, Dávid, Mouw, Kent W, Szallasi, Zoltan, Börcsök, Judit, Sztupinszki, Zsofia, Bekele, Raie, Gao, Sizhi P, Diossy, Miklos, Samant, Amruta S, Dillon, Kasia M, Tisza, Viktoria, Spisák, Sándor, Rusz, Orsolya, Csabai, Istvan, Pappot, Helle, Frazier, Zoë J, Konieczkowski, David J, Liu, David, Vasani, Naresh, Rodrigues, James A, Solit, David B, Hoffman-Censits, Jean H, Plimack, Elizabeth R, Rosenberg, Jonathan E, Lazaro, Jean-Bernard, Taplin, Mary-Ellen, Iyer, Gopa, Brunak, Søren, Lozsa, Rita, Van Allen, Eliezer M, Szüts, Dávid, Mouw, Kent W, and Szallasi, Zoltan
Abstract: PURPOSE: Cisplatin-based chemotherapy is a first-line treatment for muscle-invasive and metastatic urothelial cancer. Approximately 10% of bladder urothelial tumors have a somatic missense mutation in the nucleotide excision repair (NER) gene, ERCC2, which confers increased sensitivity to cisplatin-based chemotherapy. However, a significant subset of patients is ineligible to receive cisplatin-based therapy due to medical contraindications, and no NER-targeted approaches are available for platinum-ineligible or platinum-refractory ERCC2-mutant cases.EXPERIMENTAL DESIGN: We used a series of NER-proficient and NER-deficient preclinical tumor models to test sensitivity to irofulven, an abandoned anticancer agent. In addition, we used available clinical and sequencing data from multiple urothelial tumor cohorts to develop and validate a composite mutational signature of ERCC2 deficiency and cisplatin sensitivity.RESULTS: We identified a novel synthetic lethal relationship between tumor NER deficiency and sensitivity to irofulven. Irofulven specifically targets cells with inactivation of the transcription-coupled NER (TC-NER) pathway and leads to robust responses in vitro and in vivo, including in models with acquired cisplatin resistance, while having minimal effect on cells with intact NER. We also found that a composite mutational signature of ERCC2 deficiency was strongly associated with cisplatin response in patients and was also associated with cisplatin and irofulven sensitivity in preclinical models.CONCLUSIONS: Tumor NER deficiency confers sensitivity to irofulven, a previously abandoned anticancer agent, with minimal activity in NER-proficient cells. A composite mutational signature of NER deficiency may be useful in identifying patients likely to respond to NER-targeting agents, including cisplatin and irofulven.See related commentary by Jiang and Greenberg, p. 1833.
Published: 2021

37. A subset of lung cancer cases shows robust signs of homologous recombination deficiency associated genomic mutational signatures

Author: Diossy, Miklos, Sztupinszki, Zsofia, Borcsok, Judit, Krzystanek, Marcin, Tisza, Viktoria, Spisak, Sandor, Rusz, Orsolya, Timar, Jozsef, Csabai, István, Fillinger, Janos, Moldvay, Judit, Pedersen, Anders Gorm, Szuts, David, Szallasi, Zoltan, Diossy, Miklos, Sztupinszki, Zsofia, Borcsok, Judit, Krzystanek, Marcin, Tisza, Viktoria, Spisak, Sandor, Rusz, Orsolya, Timar, Jozsef, Csabai, István, Fillinger, Janos, Moldvay, Judit, Pedersen, Anders Gorm, Szuts, David, and Szallasi, Zoltan
Abstract: PARP inhibitors are approved for the treatment of solid tumor types that frequently harbor alterations in the key homologous recombination (HR) genes, BRCA1/2. Other tumor types, such as lung cancer, may also be HR deficient, but the frequency of such cases is less well characterized. Specific DNA aberration profiles (mutational signatures) are induced by homologous recombination deficiency (HRD) and their presence can be used to assess the presence or absence of HR deficiency in a given tumor biopsy even in the absence of an observed alteration of an HR gene. We derived various HRD-associated mutational signatures from whole-genome and whole-exome sequencing data in the lung adenocarcinoma and lung squamous carcinoma cases from TCGA, and in a patient of ours with stage IVA lung cancer with exceptionally good response to platinum-based therapy, and in lung cancer cell lines. We found that a subset of the investigated cases, both with and without biallelic loss of BRCA1 or BRCA2, showed robust signs of HR deficiency. The extreme platinum responder case also showed a robust HRD-associated genomic mutational profile. HRD-associated mutational signatures were also associated with PARP inhibitor sensitivity in lung cancer cell lines. Consequently, lung cancer cases with HRD, as identified by diagnostic mutational signatures, may benefit from PARP inhibitor therapy.
Published: 2021

38. Human endogenous retroviruses form a reservoir of T cell targets in hematological cancers

Author: Saini, SK, Ørskov, AD, Bjerregaard, AM, Unnikrishnan, A ; https://orcid.org/0000-0001-5168-8755, Holmberg-Thydén, S, Borch, A, Jensen, KV, Anande, G, Bentzen, AK, Marquard, AM, Tamhane, T, Treppendahl, MB, Gang, AO, Dufva, IH, Szallasi, Z, Ternette, N, Pedersen, AG, Eklund, AC, Pimanda, J ; https://orcid.org/0000-0002-0509-8962, Grønbæk, K, Hadrup, SR, Saini, SK, Ørskov, AD, Bjerregaard, AM, Unnikrishnan, A ; https://orcid.org/0000-0001-5168-8755, Holmberg-Thydén, S, Borch, A, Jensen, KV, Anande, G, Bentzen, AK, Marquard, AM, Tamhane, T, Treppendahl, MB, Gang, AO, Dufva, IH, Szallasi, Z, Ternette, N, Pedersen, AG, Eklund, AC, Pimanda, J ; https://orcid.org/0000-0002-0509-8962, Grønbæk, K, and Hadrup, SR
Abstract: Human endogenous retroviruses (HERV) form a substantial part of the human genome, but mostly remain transcriptionally silent under strict epigenetic regulation, yet can potentially be reactivated by malignant transformation or epigenetic therapies. Here, we evaluate the potential for T cell recognition of HERV elements in myeloid malignancies by mapping transcribed HERV genes and generating a library of 1169 potential antigenic HERV-derived peptides predicted for presentation by 4 HLA class I molecules. Using DNA barcode-labeled MHC-I multimers, we find CD8+ T cell populations recognizing 29 HERV-derived peptides representing 18 different HERV loci, of which HERVH-5, HERVW-1, and HERVE-3 have more profound responses; such HERV-specific T cells are present in 17 of the 34 patients, but less frequently in healthy donors. Transcriptomic analyses reveal enhanced transcription of the HERVs in patients; meanwhile DNA-demethylating therapy causes a small and heterogeneous enhancement in HERV transcription without altering T cell recognition. Our study thus uncovers T cell recognition of HERVs in myeloid malignancies, thereby implicating HERVs as potential targets for immunotherapeutic therapies.
Published: 2020

39. Cross-reactivity between tumor MHC class I-restricted antigens and an enterococcal bacteriophage

Author: Fluckiger, Aurelie, Daillere, Romain, Sassi, Mohamed, Sixt, Barbara Susanne, Liu, Peng, Loos, Friedemann, Richard, Corentin, Rabu, Catherine, Alou, Maryam Tidjani, Goubet, Anne-Gaelle, Lemaitre, Fabien, Ferrere, Gladys, Derosa, Lisa, Duong, Connie P. M., Messaoudene, Meriem, Gagne, Andreanne, Joubert, Philippe, De Sordi, Luisa, Debarbieux, Laurent, Simon, Sylvain, Scarlata, Clara-Maria, Ayyoub, Maha, Palermo, Belinda, Facciolo, Francesco, Boidot, Romain, Wheeler, Richard, Boneca, Ivo Gomperts, Sztupinszki, Zsofia, Papp, Krisztian, Csabai, Istvan, Pasolli, Edoardo, Segata, Nicola, Lopez-Otin, Carlos, Szallasi, Zoltan, Andre, Fabrice, Iebba, Valerio, Quiniou, Valentin, Klatzmann, David, Boukhalil, Jacques, Khelaifia, Saber, Raoult, Didier, Albiges, Laurence, Escudier, Bernard, Eggermont, Alexander, Mami-Chouaib, Fathia, Nistico, Paola, Ghiringhelli, Francois, Routy, Bertrand, Labarriere, Nathalie, Cattoir, Vincent, Kroemer, Guido, Zitvogel, Laurence, Fluckiger, Aurelie, Daillere, Romain, Sassi, Mohamed, Sixt, Barbara Susanne, Liu, Peng, Loos, Friedemann, Richard, Corentin, Rabu, Catherine, Alou, Maryam Tidjani, Goubet, Anne-Gaelle, Lemaitre, Fabien, Ferrere, Gladys, Derosa, Lisa, Duong, Connie P. M., Messaoudene, Meriem, Gagne, Andreanne, Joubert, Philippe, De Sordi, Luisa, Debarbieux, Laurent, Simon, Sylvain, Scarlata, Clara-Maria, Ayyoub, Maha, Palermo, Belinda, Facciolo, Francesco, Boidot, Romain, Wheeler, Richard, Boneca, Ivo Gomperts, Sztupinszki, Zsofia, Papp, Krisztian, Csabai, Istvan, Pasolli, Edoardo, Segata, Nicola, Lopez-Otin, Carlos, Szallasi, Zoltan, Andre, Fabrice, Iebba, Valerio, Quiniou, Valentin, Klatzmann, David, Boukhalil, Jacques, Khelaifia, Saber, Raoult, Didier, Albiges, Laurence, Escudier, Bernard, Eggermont, Alexander, Mami-Chouaib, Fathia, Nistico, Paola, Ghiringhelli, Francois, Routy, Bertrand, Labarriere, Nathalie, Cattoir, Vincent, Kroemer, Guido, and Zitvogel, Laurence
Abstract: Intestinal microbiota have been proposed to induce commensal-specific memory T cells that cross-react with tumor-associated antigens. We identified major histocompatibility complex (MHC) class I-binding epitopes in the tail length tape measure protein (TMP) of a prophage found in the genome of the bacteriophage Enterococcus hirae. Mice bearing E. hirae harboring this prophage mounted a TMP-specific H-2K(b)-restricted CD8(+) T lymphocyte response upon immunotherapy with cyclophosphamide or anti-PD-1 antibodies. Administration of bacterial strains engineered to express the TMP epitope improved immunotherapy in mice. In renal and lung cancer patients, the presence of the enterococcal prophage in stools and expression of a TMP-cross-reactive antigen by tumors correlated with long-term benefit of PD-1 blockade therapy. In melanoma patients, T cell clones recognizing naturally processed cancer antigens that are cross-reactive with microbial peptides were detected.
Published: 2020
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40. Pervasive chromosomal instability and karyotype order in tumour evolution.

Author: Watkins, Thomas BK, Watkins, Thomas BK, Lim, Emilia L, Petkovic, Marina, Elizalde, Sergi, Birkbak, Nicolai J, Wilson, Gareth A, Moore, David A, Grönroos, Eva, Rowan, Andrew, Dewhurst, Sally M, Demeulemeester, Jonas, Dentro, Stefan C, Horswell, Stuart, Au, Lewis, Haase, Kerstin, Escudero, Mickael, Rosenthal, Rachel, Bakir, Maise Al, Xu, Hang, Litchfield, Kevin, Lu, Wei Ting, Mourikis, Thanos P, Dietzen, Michelle, Spain, Lavinia, Cresswell, George D, Biswas, Dhruva, Lamy, Philippe, Nordentoft, Iver, Harbst, Katja, Castro-Giner, Francesc, Yates, Lucy R, Caramia, Franco, Jaulin, Fanny, Vicier, Cécile, Tomlinson, Ian PM, Brastianos, Priscilla K, Cho, Raymond J, Bastian, Boris C, Dyrskjøt, Lars, Jönsson, Göran B, Savas, Peter, Loi, Sherene, Campbell, Peter J, Andre, Fabrice, Luscombe, Nicholas M, Steeghs, Neeltje, Tjan-Heijnen, Vivianne CG, Szallasi, Zoltan, Turajlic, Samra, Jamal-Hanjani, Mariam, Van Loo, Peter, Bakhoum, Samuel F, Schwarz, Roland F, McGranahan, Nicholas, Swanton, Charles, Watkins, Thomas BK, Watkins, Thomas BK, Lim, Emilia L, Petkovic, Marina, Elizalde, Sergi, Birkbak, Nicolai J, Wilson, Gareth A, Moore, David A, Grönroos, Eva, Rowan, Andrew, Dewhurst, Sally M, Demeulemeester, Jonas, Dentro, Stefan C, Horswell, Stuart, Au, Lewis, Haase, Kerstin, Escudero, Mickael, Rosenthal, Rachel, Bakir, Maise Al, Xu, Hang, Litchfield, Kevin, Lu, Wei Ting, Mourikis, Thanos P, Dietzen, Michelle, Spain, Lavinia, Cresswell, George D, Biswas, Dhruva, Lamy, Philippe, Nordentoft, Iver, Harbst, Katja, Castro-Giner, Francesc, Yates, Lucy R, Caramia, Franco, Jaulin, Fanny, Vicier, Cécile, Tomlinson, Ian PM, Brastianos, Priscilla K, Cho, Raymond J, Bastian, Boris C, Dyrskjøt, Lars, Jönsson, Göran B, Savas, Peter, Loi, Sherene, Campbell, Peter J, Andre, Fabrice, Luscombe, Nicholas M, Steeghs, Neeltje, Tjan-Heijnen, Vivianne CG, Szallasi, Zoltan, Turajlic, Samra, Jamal-Hanjani, Mariam, Van Loo, Peter, Bakhoum, Samuel F, Schwarz, Roland F, McGranahan, Nicholas, and Swanton, Charles
Abstract: Chromosomal instability in cancer consists of dynamic changes to the number and structure of chromosomes1,2. The resulting diversity in somatic copy number alterations (SCNAs) may provide the variation necessary for tumour evolution1,3,4. Here we use multi-sample phasing and SCNA analysis of 1,421 samples from 394 tumours across 22 tumour types to show that continuous chromosomal instability results in pervasive SCNA heterogeneity. Parallel evolutionary events, which cause disruption in the same genes (such as BCL9, MCL1, ARNT (also known as HIF1B), TERT and MYC) within separate subclones, were present in 37% of tumours. Most recurrent losses probably occurred before whole-genome doubling, that was found as a clonal event in 49% of tumours. However, loss of heterozygosity at the human leukocyte antigen (HLA) locus and loss of chromosome 8p to a single haploid copy recurred at substantial subclonal frequencies, even in tumours with whole-genome doubling, indicating ongoing karyotype remodelling. Focal amplifications that affected chromosomes 1q21 (which encompasses BCL9, MCL1 and ARNT), 5p15.33 (TERT), 11q13.3 (CCND1), 19q12 (CCNE1) and 8q24.1 (MYC) were frequently subclonal yet appeared to be clonal within single samples. Analysis of an independent series of 1,024 metastatic samples revealed that 13 focal SCNAs were enriched in metastatic samples, including gains in chromosome 8q24.1 (encompassing MYC) in clear cell renal cell carcinoma and chromosome 11q13.3 (encompassing CCND1) in HER2+ breast cancer. Chromosomal instability may enable the continuous selection of SCNAs, which are established as ordered events that often occur in parallel, throughout tumour evolution.
Published: 2020

41. Human endogenous retroviruses form a reservoir of T cell targets in hematological cancers

Author: Saini, Sunil Kumar, Ørskov, Andreas Due, Bjerregaard, Anne Mette, Unnikrishnan, Ashwin, Holmberg-Thydén, Staffan, Borch, Annie, Jensen, Kathrine Valentini, Anande, Govardhan, Bentzen, Amalie Kai, Marquard, Andrea Marion, Tamhane, Tripti, Treppendahl, Marianne Bach, Gang, Anne Ortved, Dufva, Inge Høgh, Szallasi, Zoltan, Ternette, Nicola, Pedersen, Anders Gorm, Eklund, Aron Charles, Pimanda, John, Grønbæk, Kirsten, Hadrup, Sine Reker, Saini, Sunil Kumar, Ørskov, Andreas Due, Bjerregaard, Anne Mette, Unnikrishnan, Ashwin, Holmberg-Thydén, Staffan, Borch, Annie, Jensen, Kathrine Valentini, Anande, Govardhan, Bentzen, Amalie Kai, Marquard, Andrea Marion, Tamhane, Tripti, Treppendahl, Marianne Bach, Gang, Anne Ortved, Dufva, Inge Høgh, Szallasi, Zoltan, Ternette, Nicola, Pedersen, Anders Gorm, Eklund, Aron Charles, Pimanda, John, Grønbæk, Kirsten, and Hadrup, Sine Reker
Abstract: Human endogenous retroviruses (HERV) form a substantial part of the human genome, but mostly remain transcriptionally silent under strict epigenetic regulation, yet can potentially be reactivated by malignant transformation or epigenetic therapies. Here, we evaluate the potential for T cell recognition of HERV elements in myeloid malignancies by mapping transcribed HERV genes and generating a library of 1169 potential antigenic HERV-derived peptides predicted for presentation by 4 HLA class I molecules. Using DNA barcode-labeled MHC-I multimers, we find CD8+ T cell populations recognizing 29 HERV-derived peptides representing 18 different HERV loci, of which HERVH-5, HERVW-1, and HERVE-3 have more profound responses; such HERV-specific T cells are present in 17 of the 34 patients, but less frequently in healthy donors. Transcriptomic analyses reveal enhanced transcription of the HERVs in patients; meanwhile DNA-demethylating therapy causes a small and heterogeneous enhancement in HERV transcription without altering T cell recognition. Our study thus uncovers T cell recognition of HERVs in myeloid malignancies, thereby implicating HERVs as potential targets for immunotherapeutic therapies.
Published: 2020

42. Human endogenous retroviruses form a reservoir of T cell targets in hematological cancers with low mutational burden

Author: Saini, Sunil Kumar, Orskov, Andreas, Bjerregaard, Anne-Mette, Unnikrishnam, Ashwin, Holmberg-Thyden, Staffan, Borch, Annie, Anande, Govardhan, Bentzen, Amalie, Marquard, Andrea, Tamhane, Tripti, Gang, Anne, Defva, Inge, Szallasi, Zoltan, Eklund, Aron, Pimanda, John, Gronbaek, Kirsten, Hadrup, Sine, Saini, Sunil Kumar, Orskov, Andreas, Bjerregaard, Anne-Mette, Unnikrishnam, Ashwin, Holmberg-Thyden, Staffan, Borch, Annie, Anande, Govardhan, Bentzen, Amalie, Marquard, Andrea, Tamhane, Tripti, Gang, Anne, Defva, Inge, Szallasi, Zoltan, Eklund, Aron, Pimanda, John, Gronbaek, Kirsten, and Hadrup, Sine
Abstract: Human endogenous retroviruses (HERVs) form a substantial part of the human genome. However, most elements remain transcriptionally silent. Malignant transformation and epigenetic therapies may induce transcription of HERV elements. Such HERV elements could potentially trigger adaptive immune responses and provide targets for immunotherapy applications. Here, we evaluate the potential for T cell recognition of HERV elements in myeloid malignancies. We studied 66 HERV genes reported to retain transcriptional activity and generated a library of 1,169 potential antigenic HERV-derived peptides predicted for presentation by 4 HLA class I molecules. Through the use of DNA barcode-labeled MHC-I multimers, we identified CD8+ T cell populations recognizing 29 HERV-derived peptides, represented by 18 different HERVs. T cell recognition of HERVs was detected in half of the 34 patients analyzed and was significantly enhanced in patients compared to healthy donors. Patients with HERV-derived T cell reactivity demonstrated improved viral-antigen recognition following treatment, indicating that HERV-derived T cell recognition may contribute to the therapy-induced clinical improvement and immune reconstitution. In line with the T cell data, transcriptomic analyses revealed a significantly enhanced transcription of the HERVs in patients compared to healthy donors. DNA-demethylating therapy did not result in additional transcriptional enhancement of the HERVs evaluated for T cell recognition. Our study demonstrates substantial T cell recognition of HERVs in myeloid malignancies. These HERVs could serve as a reservoir of antigens potentially exploited as immunotherapeutic targets in malignancies with low mutational burden.
Published: 2020

43. Tumor-Infiltrating T Cells From Clear Cell Renal Cell Carcinoma Patients Recognize Neoepitopes Derived From Point and Frameshift Mutations

Author: Hansen, Ulla Kring, Ramskov, Sofie, Bjerregaard, Anne Mette, Borch, Annie, Andersen, Rikke, Draghi, Arianna, Donia, Marco, Bentzen, Amalie Kai, Marquard, Andrea Marion, Szallasi, Zoltan, Eklund, Aron Charles, Svane, Inge Marie, Hadrup, Sine Reker, Hansen, Ulla Kring, Ramskov, Sofie, Bjerregaard, Anne Mette, Borch, Annie, Andersen, Rikke, Draghi, Arianna, Donia, Marco, Bentzen, Amalie Kai, Marquard, Andrea Marion, Szallasi, Zoltan, Eklund, Aron Charles, Svane, Inge Marie, and Hadrup, Sine Reker
Abstract: Mutation-derived neoantigens are important targets for T cell-mediated reactivity toward tumors and, due to their unique tumor expression, an attractive target for immunotherapy. Neoepitope-specific T cells have been detected across a number of solid cancers with high mutational burden tumors, but neoepitopes have been mostly selected from single nucleotide variations (SNVs), and little focus has been given to neoepitopes derived from in-frame and frameshift indels, which might be equally important and potentially highly immunogenic. Clear cell renal cell carcinomas (ccRCCs) are medium-range mutational burden tumors with a high pan-cancer proportion of frameshift mutations. In this study, the mutational landscape of tumors from six RCC patients was analyzed by whole-exome sequencing (WES) of DNA from tumor fragments (TFs), autologous tumor cell lines (TCLs), and tumor-infiltrating lymphocytes (TILs, germline reference). Neopeptides were predicted using MuPeXI, and patient-specific peptide–MHC (pMHC) libraries were created for all neopeptides with a rank score < 2 for binding to the patient's HLAs. T cell recognition toward neoepitopes in TILs was evaluated using the high-throughput technology of DNA barcode-labeled pMHC multimers. The patient-specific libraries consisted of, on average, 258 putative neopeptides (range, 103–397, n = 6). In four patients, WES was performed on two different sources (TF and TCL), whereas in two patients, WES was performed only on TF. Most of the peptides were predicted from both sources. However, a fraction was predicted from one source only. Among the total predicted neopeptides, 16% were derived from frameshift indels. T cell recognition of 52 neoepitopes was detected across all patients (range, 4–18, n = 6) and spanning two to five HLA restrictions per patient. On average, 21% of the recognized neoepitopes were derived from frameshift indels (range, 0–43%, n = 6). Thus, frameshift indels are equally represented in the pool of i
Published: 2020

44. Human endogenous retroviruses form a reservoir of T cell targets in hematological cancers

Author: Saini, Sunil Kumar, Ørskov, Andreas Due, Bjerregaard, Anne Mette, Unnikrishnan, Ashwin, Holmberg-Thydén, Staffan, Borch, Annie, Jensen, Kathrine Valentini, Anande, Govardhan, Bentzen, Amalie Kai, Marquard, Andrea Marion, Tamhane, Tripti, Treppendahl, Marianne Bach, Gang, Anne Ortved, Dufva, Inge Høgh, Szallasi, Zoltan, Ternette, Nicola, Pedersen, Anders Gorm, Eklund, Aron Charles, Pimanda, John, Grønbæk, Kirsten, Hadrup, Sine Reker, Saini, Sunil Kumar, Ørskov, Andreas Due, Bjerregaard, Anne Mette, Unnikrishnan, Ashwin, Holmberg-Thydén, Staffan, Borch, Annie, Jensen, Kathrine Valentini, Anande, Govardhan, Bentzen, Amalie Kai, Marquard, Andrea Marion, Tamhane, Tripti, Treppendahl, Marianne Bach, Gang, Anne Ortved, Dufva, Inge Høgh, Szallasi, Zoltan, Ternette, Nicola, Pedersen, Anders Gorm, Eklund, Aron Charles, Pimanda, John, Grønbæk, Kirsten, and Hadrup, Sine Reker
Abstract: Human endogenous retroviruses (HERV) form a substantial part of the human genome, but mostly remain transcriptionally silent under strict epigenetic regulation, yet can potentially be reactivated by malignant transformation or epigenetic therapies. Here, we evaluate the potential for T cell recognition of HERV elements in myeloid malignancies by mapping transcribed HERV genes and generating a library of 1169 potential antigenic HERV-derived peptides predicted for presentation by 4 HLA class I molecules. Using DNA barcode-labeled MHC-I multimers, we find CD8+ T cell populations recognizing 29 HERV-derived peptides representing 18 different HERV loci, of which HERVH-5, HERVW-1, and HERVE-3 have more profound responses; such HERV-specific T cells are present in 17 of the 34 patients, but less frequently in healthy donors. Transcriptomic analyses reveal enhanced transcription of the HERVs in patients; meanwhile DNA-demethylating therapy causes a small and heterogeneous enhancement in HERV transcription without altering T cell recognition. Our study thus uncovers T cell recognition of HERVs in myeloid malignancies, thereby implicating HERVs as potential targets for immunotherapeutic therapies.
Published: 2020

45. Tumor-Infiltrating T Cells From Clear Cell Renal Cell Carcinoma Patients Recognize Neoepitopes Derived From Point and Frameshift Mutations

Author: Hansen, Ulla Kring, Ramskov, Sofie, Bjerregaard, Anne Mette, Borch, Annie, Andersen, Rikke, Draghi, Arianna, Donia, Marco, Bentzen, Amalie Kai, Marquard, Andrea Marion, Szallasi, Zoltan, Eklund, Aron Charles, Svane, Inge Marie, Hadrup, Sine Reker, Hansen, Ulla Kring, Ramskov, Sofie, Bjerregaard, Anne Mette, Borch, Annie, Andersen, Rikke, Draghi, Arianna, Donia, Marco, Bentzen, Amalie Kai, Marquard, Andrea Marion, Szallasi, Zoltan, Eklund, Aron Charles, Svane, Inge Marie, and Hadrup, Sine Reker
Abstract: Mutation-derived neoantigens are important targets for T cell-mediated reactivity toward tumors and, due to their unique tumor expression, an attractive target for immunotherapy. Neoepitope-specific T cells have been detected across a number of solid cancers with high mutational burden tumors, but neoepitopes have been mostly selected from single nucleotide variations (SNVs), and little focus has been given to neoepitopes derived from in-frame and frameshift indels, which might be equally important and potentially highly immunogenic. Clear cell renal cell carcinomas (ccRCCs) are medium-range mutational burden tumors with a high pan-cancer proportion of frameshift mutations. In this study, the mutational landscape of tumors from six RCC patients was analyzed by whole-exome sequencing (WES) of DNA from tumor fragments (TFs), autologous tumor cell lines (TCLs), and tumor-infiltrating lymphocytes (TILs, germline reference). Neopeptides were predicted using MuPeXI, and patient-specific peptide–MHC (pMHC) libraries were created for all neopeptides with a rank score < 2 for binding to the patient's HLAs. T cell recognition toward neoepitopes in TILs was evaluated using the high-throughput technology of DNA barcode-labeled pMHC multimers. The patient-specific libraries consisted of, on average, 258 putative neopeptides (range, 103–397, n = 6). In four patients, WES was performed on two different sources (TF and TCL), whereas in two patients, WES was performed only on TF. Most of the peptides were predicted from both sources. However, a fraction was predicted from one source only. Among the total predicted neopeptides, 16% were derived from frameshift indels. T cell recognition of 52 neoepitopes was detected across all patients (range, 4–18, n = 6) and spanning two to five HLA restrictions per patient. On average, 21% of the recognized neoepitopes were derived from frameshift indels (range, 0–43%, n = 6). Thus, frameshift indels are equally represented in the pool of i
Published: 2020

46. Human endogenous retroviruses form a reservoir of T cell targets in hematological cancers

Author: Saini, Sunil Kumar, Ørskov, Andreas Due, Bjerregaard, Anne Mette, Unnikrishnan, Ashwin, Holmberg-Thydén, Staffan, Borch, Annie, Jensen, Kathrine Valentini, Anande, Govardhan, Bentzen, Amalie Kai, Marquard, Andrea Marion, Tamhane, Tripti, Treppendahl, Marianne Bach, Gang, Anne Ortved, Dufva, Inge Høgh, Szallasi, Zoltan, Ternette, Nicola, Pedersen, Anders Gorm, Eklund, Aron Charles, Pimanda, John, Grønbæk, Kirsten, Hadrup, Sine Reker, Saini, Sunil Kumar, Ørskov, Andreas Due, Bjerregaard, Anne Mette, Unnikrishnan, Ashwin, Holmberg-Thydén, Staffan, Borch, Annie, Jensen, Kathrine Valentini, Anande, Govardhan, Bentzen, Amalie Kai, Marquard, Andrea Marion, Tamhane, Tripti, Treppendahl, Marianne Bach, Gang, Anne Ortved, Dufva, Inge Høgh, Szallasi, Zoltan, Ternette, Nicola, Pedersen, Anders Gorm, Eklund, Aron Charles, Pimanda, John, Grønbæk, Kirsten, and Hadrup, Sine Reker
Abstract: Human endogenous retroviruses (HERV) form a substantial part of the human genome, but mostly remain transcriptionally silent under strict epigenetic regulation, yet can potentially be reactivated by malignant transformation or epigenetic therapies. Here, we evaluate the potential for T cell recognition of HERV elements in myeloid malignancies by mapping transcribed HERV genes and generating a library of 1169 potential antigenic HERV-derived peptides predicted for presentation by 4 HLA class I molecules. Using DNA barcode-labeled MHC-I multimers, we find CD8+ T cell populations recognizing 29 HERV-derived peptides representing 18 different HERV loci, of which HERVH-5, HERVW-1, and HERVE-3 have more profound responses; such HERV-specific T cells are present in 17 of the 34 patients, but less frequently in healthy donors. Transcriptomic analyses reveal enhanced transcription of the HERVs in patients; meanwhile DNA-demethylating therapy causes a small and heterogeneous enhancement in HERV transcription without altering T cell recognition. Our study thus uncovers T cell recognition of HERVs in myeloid malignancies, thereby implicating HERVs as potential targets for immunotherapeutic therapies.
Published: 2020

47. Tumor-Infiltrating T Cells From Clear Cell Renal Cell Carcinoma Patients Recognize Neoepitopes Derived From Point and Frameshift Mutations

Author: Hansen, Ulla Kring, Ramskov, Sofie, Bjerregaard, Anne-Mette, Borch, Annie, Andersen, Rikke, Draghi, Arianna, Donia, Marco, Bentzen, Amalie Kai, Marquard, Andrea Marion, Szallasi, Zoltan Imre, Eklund, Aron Charles, Svane, Inge Marie, Hadrup, Sine Reker, Hansen, Ulla Kring, Ramskov, Sofie, Bjerregaard, Anne-Mette, Borch, Annie, Andersen, Rikke, Draghi, Arianna, Donia, Marco, Bentzen, Amalie Kai, Marquard, Andrea Marion, Szallasi, Zoltan Imre, Eklund, Aron Charles, Svane, Inge Marie, and Hadrup, Sine Reker
Abstract: Mutation-derived neoantigens are important targets for T cell-mediated reactivity toward tumors and, due to their unique tumor expression, an attractive target for immunotherapy. Neoepitope-specific T cells have been detected across a number of solid cancers with high mutational burden tumors, but neoepitopes have been mostly selected from single nucleotide variations (SNVs), and little focus has been given to neoepitopes derived from in-frame and frameshift indels, which might be equally important and potentially highly immunogenic. Clear cell renal cell carcinomas (ccRCCs) are medium-range mutational burden tumors with a high pan-cancer proportion of frameshift mutations. In this study, the mutational landscape of tumors from six RCC patients was analyzed by whole-exome sequencing (WES) of DNA from tumor fragments (TFs), autologous tumor cell lines (TCLs), and tumor-infiltrating lymphocytes (TILs, germline reference). Neopeptides were predicted using MuPeXI, and patient-specific peptide–MHC (pMHC) libraries were created for all neopeptides with a rank score <2 for binding to the patient's HLAs. T cell recognition toward neoepitopes in TILs was evaluated using the high-throughput technology of DNA barcode-labeled pMHC multimers. The patient-specific libraries consisted of, on average, 258 putative neopeptides (range, 103–397, n = 6). In four patients, WES was performed on two different sources (TF and TCL), whereas in two patients, WES was performed only on TF. Most of the peptides were predicted from both sources. However, a fraction was predicted from one source only. Among the total predicted neopeptides, 16% were derived from frameshift indels. T cell recognition of 52 neoepitopes was detected across all patients (range, 4–18, n = 6) and spanning two to five HLA restrictions per patient. On average, 21% of the recognized neoepitopes were derived from frameshift indels (range, 0–43%, n = 6). Thus, frameshift indels are equally represented in the pool of immun
Published: 2020

48. Influence of mutagenic versus non-mutagenic pre-operative chemotherapy on the immune infiltration of residual breast cancer

Author: Tőkés, Anna-Mária, Rusz, Orsolya, Cserni, Gábor, Tóth, Erika, Rubovszky, Gábor, Tőkés, Tímea, Vízkeleti, Laura, Reiniger, Lilla, Kószó, Renáta, Kahán, Zsuzsanna, Kulka, Janina, Donia, Marco, Vörös, András, Szallasi, Zoltan, Tőkés, Anna-Mária, Rusz, Orsolya, Cserni, Gábor, Tóth, Erika, Rubovszky, Gábor, Tőkés, Tímea, Vízkeleti, Laura, Reiniger, Lilla, Kószó, Renáta, Kahán, Zsuzsanna, Kulka, Janina, Donia, Marco, Vörös, András, and Szallasi, Zoltan
Published: 2019

49. A clonal expression biomarker associates with lung cancer mortality

Author: Biswas, Dhruva, Birkbak, Nicolai J., Rosenthal, Rachel, Hiley, Crispin T., Lim, Emilia L., Papp, Krisztian, Boeing, Stefan, Krzystanek, Marcin, Djureinovic, Dijana, La Fleur, Linnea, Greco, Maria, Doeme, Balazs, Fillinger, Janos, Brunnstrom, Hans, Wu, Yin, Moore, David A., Skrzypski, Marcin, Abbosh, Christopher, Litchfield, Kevin, Al Bakir, Maise, Watkins, Thomas B. K., Veeriah, Selvaraju, Wilson, Gareth A., Jamal-Hanjani, Mariam, Moldvay, Judit, Botling, Johan, Chinnaiyan, Arul M., Micke, Patrick, Hackshaw, Allan, Bartek, Jiri, Csabai, Istvan, Szallasi, Zoltan, Herrero, Javier, McGranahan, Nicholas, Swanton, Charles, Biswas, Dhruva, Birkbak, Nicolai J., Rosenthal, Rachel, Hiley, Crispin T., Lim, Emilia L., Papp, Krisztian, Boeing, Stefan, Krzystanek, Marcin, Djureinovic, Dijana, La Fleur, Linnea, Greco, Maria, Doeme, Balazs, Fillinger, Janos, Brunnstrom, Hans, Wu, Yin, Moore, David A., Skrzypski, Marcin, Abbosh, Christopher, Litchfield, Kevin, Al Bakir, Maise, Watkins, Thomas B. K., Veeriah, Selvaraju, Wilson, Gareth A., Jamal-Hanjani, Mariam, Moldvay, Judit, Botling, Johan, Chinnaiyan, Arul M., Micke, Patrick, Hackshaw, Allan, Bartek, Jiri, Csabai, Istvan, Szallasi, Zoltan, Herrero, Javier, McGranahan, Nicholas, and Swanton, Charles
Abstract: An aim of molecular biomarkers is to stratify patients with cancer into disease subtypes predictive of outcome, improving diagnostic precision beyond clinical descriptors such as tumor stage(1). Transcriptomic intratumor heterogeneity (RNA-ITH) has been shown to confound existing expression-based biomarkers across multiple cancer types(2-6). Here, we analyze multi-region whole-exome and RNA sequencing data for 156 tumor regions from 48 patients enrolled in the TRACERx study to explore and control for RNA-ITH in non-small cell lung cancer. We find that chromosomal instability is a major driver of RNA-ITH, and existing prognostic gene expression signatures are vulnerable to tumor sampling bias. To address this, we identify genes expressed homogeneously within individual tumors that encode expression modules of cancer cell proliferation and are often driven by DNA copy-number gains selected early in tumor evolution. Clonal transcriptomic biomarkers overcome tumor sampling bias, associate with survival independent of clinicopathological risk factors, and may provide a general strategy to refine biomarker design across cancer types.
Published: 2019
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50. Migrating the SNP array-based homologous recombination deficiency measures to next generation sequencing data of breast cancer

Author: Sztupinszki, Zsofia, Diossy, Miklos, Krzystanek, Marcin, Reiniger, Lilla, Csabai, István, Favero, Francesco, Birkbak, Nicolai J., Eklund, Aron C., Syed, Ali, Szallasi, Zoltan, Sztupinszki, Zsofia, Diossy, Miklos, Krzystanek, Marcin, Reiniger, Lilla, Csabai, István, Favero, Francesco, Birkbak, Nicolai J., Eklund, Aron C., Syed, Ali, and Szallasi, Zoltan
Abstract: The first genomic scar-based homologous recombination deficiency (HRD) measures were produced using SNP arrays. As array-based technology has been largely replaced by next generation sequencing approaches, it has become important to develop algorithms that derive the same type of genomic scar scores from next generation sequencing (whole exome “WXS”, whole genome “WGS”) data. In order to perform this analysis, we introduce here the scarHRD R package and show that using this method the SNP array-based and next generation sequencing-based derivation of HRD scores show good correlation (Pearson correlation between 0.73 and 0.87 depending on the actual HRD measure) and that the NGS-based HRD scores distinguish similarly well between BRCA mutant and BRCA wild-type cases in a cohort of triple-negative breast cancer patients of the TCGA data set.
Published: 2018

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