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1. Signatures derived from increase in SHARPIN gene copy number are associated with poor prognosis in patients with breast cancer

Author

Maryam Seliman, Damu Tang, and Diane Ojo

Subjects
tumors, 0301 basic medicine, architecture, SIPL1/SHARPIN, carcinomas, comparative genomic hybridization, Bioinformatics, Pathology and Forensic Medicine, CDH1, Metastasis, subgroups, 03 medical and health sciences, Breast cancer, Text mining, Downregulation and upregulation, Physiology (medical), expression, medicine, metastasis, patterns, Overall survival, SHARPIN Gene, Cancer, biology, Proportional hazards model, business.industry, Regular Article, comprehensive molecular portraits, medicine.disease, 030104 developmental biology, biology.protein, Cancer research, Molecular Medicine, business, complex
Abstract

We report three signatures produced from SHARPIN gene copy number increase (GCN-Increase) and their effects on patients with breast cancer (BC). In the Metabric dataset (n = 2059, cBioPortal), SHARPIN GCN-Increase occurs preferentially or mutual exclusively with mutations in TP53, PIK3CA, and CDH1. These genomic alterations constitute a signature (SigMut) that significantly correlates with reductions in overall survival (OS) in BC patients (n = 1980; p = 1.081e − 6). Additionally, SHARPIN GCN-Increase is associated with 4220 differentially expressed genes (DEGs). These DEGs are enriched in activation of the pathways regulating cell cycle progression, RNA transport, ribosome biosynthesis, DNA replication, and in downregulation of the pathways related to extracellular matrix. These DEGs are thus likely to facilitate the proliferation and metastasis of BC cells. Additionally, through forward (FWD) and backward (BWD) stepwise variate selections among the top 160 downregulated and top 200 upregulated DEGs using the Cox regression model, a 6-gene (SigFWD) and a 50-gene (SigBWD) signature were derived. Both signatures robustly associate with decreases in OS in BC patients within the Curtis (n = 1980; p = 6.16e − 11 for SigFWD; p = 1.06e − 10, for SigBWD) and TCGA cohort (n = 817; p = 4.53e − 4 for SigFWD and p = 0.00525 for SigBWD). After adjusting for known clinical factors, SigMut (HR 1.21, p = 0.0297), SigBWD (HR 1.25, p = 0.0263), and likely SigFWD (HR 1.17, p = 0.062) remain independent risk factors of BC deaths. Furthermore, the proportion of patients positive for these signatures is significantly increased in ER −, Her2-enriched, basal-like, and claudin-low BCs compared to ER + and luminal BCs. Collectively, these SHARPIN GCN-Increase-derived signatures may have clinical applications in management of patients with BC., Highlights • SHARPIN genomic increase correlates with poor prognosis in breast cancer patients • SHARPIN genomic increase associates with enrichment of mutations in TP53 and others • SHARPIN genomic increases occur along with many differentially expressed genes (DEGs) • These DEGs enhance breast cancer cell proliferation and reduces extracellular matrix • Enriched mutations and DEGs strongly associate with reductions in overall survival

Published
2017
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2. Fine-mapping of 150 breast cancer risk regions identifies 191 likely target genes

Author

Fachal, L., Aschard, H., Beesley, J., Barnes, D.R., Allen, J., Kar, S., Pooley, K.A., Dennis, J., Michailidou, K., Turman, C., Soucy, P., Lemaçon, A., Lush, M., Tyrer, J.P., Ghoussaini, M., Marjaneh, M.M., Jiang, X., Agata, S., Aittomäki, K., Alonso, M.R., Andrulis, I.L., Anton-Culver, H., Antonenkova, N.N., Arason, A., Arndt, V., Aronson, K.J., Arun, B.K., Auber, B., Auer, P.L., Azzollini, J., Balmaña, J., Barkardottir, R.B., Barrowdale, D., Beeghly-Fadiel, A., Benitez, J., Bermisheva, M., Białkowska, K., Blanco, A.M., Blomqvist, C., Blot, W., Bogdanova, N.V., Bojesen, S.E., Bolla, M.K., Bonanni, B., Borg, A., Bosse, K., Brauch, H., Brenner, H., Briceno, I., Brock, I.W., Brooks-Wilson, A., Brüning, T., Burwinkel, B., Buys, S.S., Cai, Q., Caldés, T., Caligo, M.A., Camp, N.J., Campbell, I., Canzian, F., Carroll, J.S., Carter, B.D., Castelao, J.E., Chiquette, J., Christiansen, H., Chung, W.K., Claes, K.B.M., Clarke, C.L., Mari, V., Berthet, P., Castera, L., Vaur, D., Lallaoui, H., Bignon, Y.-J., Uhrhammer, N., Bonadona, V., Lasset, C., Révillion, F., Vennin, P., Muller, D., Gomes, D.M., Ingster, O., Coupier, I., Pujol, P., Collonge-Rame, M.-A., Mortemousque, I., Bera, O., Rose, M., Baurand, A., Bertolone, G., Faivre, L., Dreyfus, H., Leroux, D., Venat-Bouvet, L., Bézieau, S., Delnatte, C., Chiesa, J., Gilbert-Dussardier, B., Gesta, P., Prieur, F.P., Bronner, M., Sokolowska, J., Coulet, F., Boutry-Kryza, N., Calender, A., Giraud, S., Leone, M., Fert-Ferrer, S., Stoppa-Lyonnet, D., Jiao, Y., Lesueur, F.L., Mebirouk, N., Barouk-Simonet, E., Bubien, V., Longy, M., Sevenet, N., Gladieff, L., Toulas, C., Reimineras, A., Sobol, H., Paillerets, B.B.-D., Cabaret, O., Caron, O., Guillaud-Bataille, M., Rouleau, E., Belotti, M., Buecher, B., Caputo, S., Colas, C., Pauw, A.D., Fourme, E., Gauthier-Villars, M., Golmard, L., Moncoutier, V., Saule, C., Donaldson, A., Murray, A., Brady, A., Brewer, C., Pottinger, C., Miller, C., Gallagher, D., Gregory, H., Cook, J., Eason, J., Adlard, J., Barwell, J., Ong, K.-R., Snape, K., Walker, L., Izatt, L., Side, L., Tischkowitz, M., Rogers, M.T., Porteous, M.E., Ahmed, M., Morrison, P.J., Brennan, P., Eeles, R., Davidson, R., Collée, M., Cornelissen, S., Couch, F.J., Cox, A., Cross, S.S., Cybulski, C., Czene, K., Daly, M.B., de la Hoya, M., Devilee, P., Diez, O., Ding, Y.C., Dite, G.S., Domchek, S.M., Dörk, T., dos-Santos-Silva, I., Droit, A., Dubois, S., Dumont, M., Duran, M., Durcan, L., Dwek, M., Eccles, D.M., Engel, C., Eriksson, M., Evans, D.G., Fasching, P.A., Fletcher, O., Floris, G., Flyger, H., Foretova, L., Foulkes, W.D., Friedman, E., Fritschi, L., Frost, D., Gabrielson, M., Gago-Dominguez, M., Gambino, G., Ganz, P.A., Gapstur, S.M., Garber, J., García-Sáenz, J.A., Gaudet, M.M., Georgoulias, V., Giles, G., Glendon, G., Godwin, A.K., Goldberg, M.S., Goldgar, D.E., González-Neira, A., Tibiletti, M.G., Greene, M.H., Grip, M., Gronwald, J., Grundy, A., Guénel, P., Hahnen, E., Haiman, C.A., Håkansson, N., Hall, P., Hamann, U., Harrington, P.A., Hartikainen, J.M., Hartman, M., He, W., Healey, C.S., Heemskerk-Gerritsen, B.A.M., Heyworth, J., Hillemanns, P., Hogervorst, F.B.L., Hollestelle, A., Hooning, M., Hopper, J., Howell, A., Huang, G., Hulick, P.J., Imyanitov, E.N., Sexton, A., Christian, A., Trainer, A., Spigelman, A., Fellows, A., Shelling, A., Fazio, A.D., Blackburn, A., Crook, A., Meiser, B., Patterson, B., Clarke, C., Saunders, C., Hunt, C., Scott, C., Amor, D., Marsh, D., Edkins, E., Salisbury, E., Haan, E., Neidermayr, E., Macrea, F., Farshid, G., Lindeman, G., Chenevix-Trench, G., Mann, G., Gill, G., Thorne, H., Hickie, I., Winship, I., Flanagan, J., Kollias, J., Visvader, J., Stone, J., Taylor, J., Burke, J., Saunus, J., Forbes, J., Kirk, J., French, J., Tucker, K., Wu, K., Phillips, K., Lipton, L., Andrews, L., Lobb, L., Kentwell, M., Spurdle, M., Cummings, M., Gleeson, M., Harris, M., Jenkins, M., Young, M.A., Delatycki, M., Wallis, M., Burgess, M., Price, M., Brown, M., Southey, M., Bogwitz, M., Field, M., Friedlander, M., Gattas, M., Saleh, M., Hayward, N., Pachter, N., Cohen, P., Duijf, P., James, P., Simpson, P., Fong, P., Butow, P., Williams, R., Kefford, R., Scott, R., Milne, R.L., Balleine, R., Dawson, S.–J., Lok, S., O’Connell, S., Greening, S., Nightingale, S., Edwards, S., Fox, S., McLachlan, S.-A., Lakhani, S., Antill, Y., Aalfs, C., Meijers-Heijboer, H., van Engelen, K., Gille, H., Boere, I., van Deurzen, C., Obdeijn, I.-M., van den Ouweland, A., Seynaeve, C., Siesling, S., Verloop, J., van Asperen, C.J., van Cronenburg, T., Blok, R., de Boer, M., Garcia, E.G., Adank, M., Hogervorst, F., Jenner, D., van Leeuwen, F., Rookus, M., Russell, N., Schmidt, M., van den Belt-Dusebout, S., Kets, C., Mensenkamp, A., de Bock, T., van der Hout, A., Mourits, M., Oosterwijk, J., Ausems, M., Koudijs, M., Baxter, R., Yip, D., Carpenter, J., Davis, A., Pathmanathan, N., Graham, D., Sachchithananthan, M., Isaacs, C., Iwasaki, M., Jager, A., Jakimovska, M., Jakubowska, A., James, P.A., Janavicius, R., Jankowitz, R.C., John, E.M., Johnson, N., Jones, M.E., Jukkola-Vuorinen, A., Jung, A., Kaaks, R., Kang, D., Kapoor, P.M., Karlan, B.Y., Keeman, R., Kerin, M.J., Khusnutdinova, E., Kiiski, J.I., Kitahara, C.M., Ko, Y.-D., Konstantopoulou, I., Kosma, V.-M., Koutros, S., Kubelka-Sabit, K., Kwong, A., Kyriacou, K., Laitman, Y., Lambrechts, D., Lee, E., Leslie, G., Lester, J., Lesueur, F., Lindblom, A., Lo, W.-Y., Long, J., Lophatananon, A., Loud, J.T., Lubiński, J., MacInnis, R.J., Maishman, T., Makalic, E., Mannermaa, A., Manoochehri, M., Manoukian, S., Margolin, S., Martinez, M.E., Matsuo, K., Maurer, T., Mavroudis, D., Mayes, R., McGuffog, L., McLean, C., Meindl, A., Miller, A., Miller, N., Montagna, M., Moreno, F., Muir, K., Mulligan, A.M., Muñoz-Garzon, V.M., Muranen, T.A., Narod, S.A., Nassir, R., Nathanson, K.L., Neuhausen, S.L., Nevanlinna, H., Neven, P., Nielsen, F.C., Nikitina-Zake, L., Norman, A., Offit, K., Olah, E., Olopade, O.I., Olsson, H., Orr, N., Osorio, A., Pankratz, V.S., Papp, J., Park, S.K., Park-Simon, T.-W., Parsons, M.T., Paul, J., Pedersen, I.S., Peissel, B., Peshkin, B., Peterlongo, P., Peto, J., Plaseska-Karanfilska, D., Prajzendanc, K., Prentice, R., Presneau, N., Prokofyeva, D., Pujana, M.A., Pylkäs, K., Radice, P., Ramus, S.J., Rantala, J., Rau-Murthy, R., Rennert, G., Risch, H.A., Robson, M., Romero, A., Rossing, M., Saloustros, E., Sánchez-Herrero, E., Sandler, D.P., Santamariña, M., Sawyer, E.J., Scheuner, M.T., Schmidt, D.F., Schmutzler, R.K., Schneeweiss, A., Schoemaker, M.J., Schöttker, B., Schürmann, P., Scott, R.J., Senter, L., Seynaeve, C.M., Shah, M., Sharma, P., Shen, C.-Y., Shu, X.-O., Singer, C.F., Slavin, T.P., Smichkoska, S., Southey, M.C., Spinelli, J.J., Spurdle, A.B., Sutter, C., Swerdlow, A.J., Tamimi, R.M., Tan, Y.Y., Tapper, W.J., Taylor, J.A., Teixeira, M.R., Tengström, M., Teo, S.H., Terry, M.B., Teulé, A., Thomassen, M., Thull, D.L., Toland, A.E., Tollenaar, R.A.E.M., Tomlinson, I., Torres, D., Torres-Mejía, G., Troester, M.A., Truong, T., Tung, N., Tzardi, M., Ulmer, H.-U., Vachon, C.M., van der Kolk, L.E., van Rensburg, E.J., Vega, A., Viel, A., Vijai, J., Vogel, M.J., Wang, Q., Wappenschmidt, B., Weinberg, C.R., Weitzel, J.N., Wendt, C., Wildiers, H., Winqvist, R., Wolk, A., Wu, A.H., Yannoukakos, D., Zhang, Y., Zheng, W., Hunter, D., Pharoah, P.D.P., Chang-Claude, J., García-Closas, M., Schmidt, M.K., Kristensen, V.N., French, J.D., Edwards, S.L., Antoniou, A.C., Simard, J., Easton, D.F., Kraft, P., Dunning, A.M., Collaborators, GEMO Study, Collaborators, EMBRACE, Investigators, KConFab, Investigators, HEBON, Investigators, ABCTB, Fachal, Laura, Aschard, Hugues, Beesley, Jonathan, Barnes, Daniel R, Duijf, Pascal, Dunning, Alison M, GEMO Study Collaborators, EMBRACE Collaborators, KConFab Investigators, HEBON Investigators, ABCTB Investigators, MUMC+: MA Medische Oncologie (9), RS: GROW - R3 - Innovative Cancer Diagnostics & Therapy, Klinische Genetica, MUMC+: DA KG Polikliniek (9), RS: GROW - R4 - Reproductive and Perinatal Medicine, MUMC+: DA KG Lab Centraal Lab (9), European Commission, Government of Canada, Canadian Institutes of Health Research, National Institutes of Health (US), Cancer Research UK, Département de Biologie Computationnelle - Department of Computational Biology, Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), QIMR Berghofer Medical Research Institute, University of Cambridge [UK] (CAM), NSCAD, University of Cyprus [Nicosia], Harvard T.H. Chan School of Public Health, This work was supported by the European Union’s Horizon 2020 Research and Innovation Programme under Marie Sklodowska-Curie grant agreement number 656144. Genotyping of the OncoArray was principally funded from three sources: the PERSPECTIVE project (funded by the Government of Canada through Genome Canada and the Canadian Institutes of Health Research, the ‘Ministère de l’Économie de la Science et de l’Innovation du Québec’ (through Genome Québec) and the Quebec Breast Cancer Foundation), the NCI Genetic Associations and Mechanisms in Oncology (GAME-ON) initiative and the Discovery, Biology and Risk of Inherited Variants in Breast Cancer (DRIVE) project (NIH grants U19 CA148065 and X01HG007492), and Cancer Research UK (C1287/A10118, C8197/A16565 and C1287/A16563). BCAC is funded by Cancer Research UK (C1287/A16563), by the European Community’s Seventh Framework Programme under grant agreement 223175 (HEALTH-F2-2009-223175) (COGS) and by the European Union’s Horizon 2020 Research and Innovation Programme under grant agreements 633784 (B-CAST) and 634935 (BRIDGES). Genotyping of the iCOGS array was funded by the European Union (HEALTH-F2-2009-223175), Cancer Research UK (C1287/A10710), the Canadian Institutes of Health Research for the ‘CIHR Team in Familial Risks of Breast Cancer’ program, and the Ministry of Economic Development, Innovation and Export Trade of Quebec (grant PSR-SIIRI-701). Combining of the GWAS data was supported in part by NIH Cancer Post-Cancer GWAS initiative grant U19 CA 148065 (DRIVE, part of the GAME-ON initiative). For a full description of funding and acknowledgments, see the Supplementary Note., We thank all of the individuals who took part in these studies, as well as all of the researchers, clinicians, technicians and administrative staff who enabled this work to be carried out, European Project: 656144,H2020,H2020-MSCA-IF-2014,RADIOGENFF(2016), European Project: 223175,EC:FP7:HEALTH,FP7-HEALTH-2007-B,COGS(2009), European Project: 633784,H2020,H2020-PHC-2014-two-stage,B-CAST(2015), European Project: 634935,H2020,H2020-PHC-2014-two-stage,BRIDGES(2015), Clinical Genetics, Medical Oncology, Pathology, Radiology & Nuclear Medicine, Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS), University of Cyprus [Nicosia] (UCY), Centre de recherche en épidémiologie et santé des populations (CESP), Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Hôpital Paul Brousse-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Paris-Saclay, Damage and Repair in Cancer Development and Cancer Treatment (DARE), Life Course Epidemiology (LCE), Targeted Gynaecologic Oncology (TARGON), ​Basic and Translational Research and Imaging Methodology Development in Groningen (BRIDGE), Aschard, Hugues [0000-0002-7554-6783], Barnes, Daniel R [0000-0002-3781-7570], Dennis, Joe [0000-0003-4591-1214], Michailidou, Kyriaki [0000-0001-7065-1237], Lemaçon, Audrey [0000-0002-1817-7029], Andrulis, Irene L [0000-0002-4226-6435], Arason, Adalgeir [0000-0003-0480-886X], Arndt, Volker [0000-0001-9320-8684], Auber, Bernd [0000-0003-1880-291X], Azzollini, Jacopo [0000-0002-9364-9778], Bojesen, Stig E [0000-0002-4061-4133], Bonanni, Bernardo [0000-0003-3589-2128], Brauch, Hiltrud [0000-0001-7531-2736], Campbell, Ian [0000-0002-7773-4155], Carroll, Jason S [0000-0003-3643-0080], Claes, Kathleen BM [0000-0003-0841-7372], Collée, J Margriet [0000-0002-9272-9346], Devilee, Peter [0000-0002-8023-2009], Dörk, Thilo [0000-0002-9458-0282], Dwek, Miriam [0000-0001-7184-2932], Fletcher, Olivia [0000-0001-9387-7116], Floris, Giuseppe [0000-0003-2391-5425], Foulkes, William D [0000-0001-7427-4651], García-Sáenz, José A [0000-0001-6880-0301], Greene, Mark H [0000-0003-1852-9239], Guénel, Pascal [0000-0002-8359-518X], Heemskerk-Gerritsen, Bernadette AM [0000-0002-9724-6693], Hollestelle, Antoinette [0000-0003-1166-1966], Hulick, Peter J [0000-0001-8397-4078], Jakimovska, Milena [0000-0002-1506-0669], Jakubowska, Anna [0000-0002-5650-0501], James, Paul A [0000-0002-4361-4657], Jones, Michael E [0000-0001-7479-3451], Kapoor, Pooja Middha [0000-0001-5503-8215], Keeman, Renske [0000-0002-5452-9933], Konstantopoulou, Irene [0000-0002-0470-0309], Leslie, Goska [0000-0001-5756-6222], Lesueur, Fabienne [0000-0001-7404-4549], Matsuo, Keitaro [0000-0003-1761-6314], McLean, Catriona [0000-0002-0302-5727], Miller, Austin [0000-0001-9739-8462], Muir, Kenneth [0000-0001-6429-988X], Muranen, Taru A [0000-0002-5895-1808], Nathanson, Katherine L [0000-0002-6740-0901], Nevanlinna, Heli [0000-0002-0916-2976], Olopade, Olufunmilayo I [0000-0002-9936-1599], Orr, Nick [0000-0003-2866-942X], Pankratz, V Shane [0000-0002-3742-040X], Parsons, Michael T [0000-0003-3242-8477], Paul, James [0000-0001-7367-5816], Peshkin, Beth [0000-0002-2997-4701], Peterlongo, Paolo [0000-0001-6951-6855], Peto, Julian [0000-0002-1685-8912], Plaseska-Karanfilska, Dijana [0000-0001-8877-2416], Pylkäs, Katri [0000-0002-2449-0521], Radice, Paolo [0000-0001-6298-4111], Rennert, Gad [0000-0002-8512-068X], Robson, Mark [0000-0002-3109-1692], Romero, Atocha [0000-0002-1634-7397], Saloustros, Emmanouil [0000-0002-0485-0120], Scott, Christopher [0000-0003-1340-0647], Scott, Rodney J [0000-0001-7724-3404], Spurdle, Amanda B [0000-0003-1337-7897], Stone, Jennifer [0000-0001-5077-0124], Sutter, Christian [0000-0003-4051-5888], Tan, Yen Yen [0000-0003-1063-5352], Teixeira, Manuel R [0000-0002-4896-5982], Toland, Amanda E [0000-0002-0271-1792], Tomlinson, Ian [0000-0003-3037-1470], Viel, Alessandra [0000-0003-2804-0840], Vijai, Joseph [0000-0002-7933-151X], Wolk, Alicja [0000-0001-7387-6845], Yannoukakos, Drakoulis [0000-0001-7509-3510], Pharoah, Paul DP [0000-0001-8494-732X], Schmidt, Marjanka K [0000-0002-2228-429X], Milne, Roger L [0000-0001-5764-7268], Edwards, Stacey L [0000-0001-7428-4139], Simard, Jacques [0000-0001-6906-3390], Easton, Douglas F [0000-0003-2444-3247], Kraft, Peter [0000-0002-4472-8103], Dunning, Alison M [0000-0001-6651-7166], Apollo - University of Cambridge Repository, Academic Medical Center, ARD - Amsterdam Reproduction and Development, Human genetics, CCA - Cancer biology and immunology, Molecular cell biology and Immunology, Medicum, Kristiina Aittomäki / Principal Investigator, HUSLAB, Department of Medical and Clinical Genetics, University of Helsinki, HUS Comprehensive Cancer Center, Department of Oncology, Clinicum, Doctoral Programme in Clinical Research, Staff Services, INDIVIDRUG - Individualized Drug Therapy, HUS Gynecology and Obstetrics, and Department of Obstetrics and Gynecology

Subjects
CHROMATIN, Linkage disequilibrium, Genome-wide association study, Regulatory Sequences, Nucleic Acid, Genome-wide association studies, Linkage Disequilibrium, Basic medicine, 0302 clinical medicine, Breast cancer, MESH: Risk Factors, Risk Factors, COMPREHENSIVE MOLECULAR PORTRAITS, 11 Medical and Health Sciences, HEBON Investigators, Genetics & Heredity, 0303 health sciences, [STAT.AP]Statistics [stat]/Applications [stat.AP], PROTEIN FUNCTION, Tumor, breast tumor, MESH: Polymorphism, Single Nucleotide, 1184 Genetics, developmental biology, physiology, MESH: Genetic Predisposition to Disease, apoptosis, Chromosome Mapping, Single Nucleotide, 3. Good health, MESH: Linkage Disequilibrium, Female, MESH: Biomarkers, Tumor, Biomarkers, Tumor/genetics, [STAT.ME]Statistics [stat]/Methodology [stat.ME], Life Sciences & Biomedicine, SUSCEPTIBILITY LOCI, MESH: Bayes Theorem, Quantitative Trait Loci, ABCTB Investigators, INTEGRATIVE ANALYSIS, Breast Neoplasms, Computational biology, Biology, Quantitative trait locus, Breast Neoplasms/genetics, Polymorphism, Single Nucleotide, Article, ENHANCER, GEMO Study Collaborators, 03 medical and health sciences, breast cancer, SDG 3 - Good Health and Well-being, REVEALS, Genetics, Biomarkers, Tumor, MESH: Regulatory Sequences, Nucleic Acid, Humans, Genetic Predisposition to Disease, Polymorphism, GENOME-WIDE ASSOCIATION, FUNCTIONAL VARIANTS, EMBRACE Collaborators, Gene, 030304 developmental biology, Genetic association, Bayes Theorem, Genome-Wide Association Study, MESH: Humans, Science & Technology, Nucleic Acid, gene mapping, 06 Biological Sciences, MESH: Quantitative Trait Loci, DNA binding site, ESTROGEN-RECEPTOR, [SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics, Clinical medicine, Expression quantitative trait loci, MESH: Genome-Wide Association Study, Human genome, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, KConFab Investigators, [INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM], MESH: Chromosome Mapping, Chromosome Mapping/methods, Regulatory Sequences, MESH: Female, Biomarkers, 030217 neurology & neurosurgery, MESH: Breast Neoplasms, Developmental Biology
Abstract

Genome-wide association studies have identified breast cancer risk variants in over 150 genomic regions, but the mechanisms underlying risk remain largely unknown. These regions were explored by combining association analysis with in silico genomic feature annotations. We defined 205 independent risk-associated signals with the set of credible causal variants in each one. In parallel, we used a Bayesian approach (PAINTOR) that combines genetic association, linkage disequilibrium and enriched genomic features to determine variants with high posterior probabilities of being causal. Potentially causal variants were significantly over-represented in active gene regulatory regions and transcription factor binding sites. We applied our INQUSIT pipeline for prioritizing genes as targets of those potentially causal variants, using gene expression (expression quantitative trait loci), chromatin interaction and functional annotations. Known cancer drivers, transcription factors and genes in the developmental, apoptosis, immune system and DNA integrity checkpoint gene ontology pathways were over-represented among the highest-confidence target genes., This work was supported by the European Union’s Horizon 2020 Research and Innovation Programme under Marie Sklodowska-Curie grant agreement number 656144. Genotyping of the OncoArray was principally funded from three sources: the PERSPECTIVE project (funded by the Government of Canada through Genome Canada and the Canadian Institutes of Health Research, the ‘Ministère de l’Économie de la Science et de l’Innovation du Québec’ (through Genome Québec) and the Quebec Breast Cancer Foundation); the NCI Genetic Associations and Mechanisms in Oncology (GAME-ON) initiative and the Discovery, Biology and Risk of Inherited Variants in Breast Cancer (DRIVE) project (NIH grants U19 CA148065 and X01HG007492); and Cancer Research UK (C1287/A10118, C8197/A16565 and C1287/A16563). BCAC is funded by Cancer Research UK (C1287/A16563), by the European Community’s Seventh Framework Programme under grant agreement 223175 (HEALTH-F2-2009-223175) (COGS) and by the European Union’s Horizon 2020 Research and Innovation Programme under grant agreements 633784 (B-CAST) and 634935 (BRIDGES). Genotyping of the iCOGS array was funded by the European Union (HEALTH-F2-2009-223175), Cancer Research UK (C1287/A10710), the Canadian Institutes of Health Research for the ‘CIHR Team in Familial Risks of Breast Cancer’ program, and the Ministry of Economic Development, Innovation and Export Trade of Quebec (grant PSR-SIIRI-701). Combining of the GWAS data was supported in part by NIH Cancer Post-Cancer GWAS initiative grant U19 CA 148065 (DRIVE; part of the GAME-ON initiative).

Published
2020
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3. The landscape of chromosomal aberrations in breast cancer mouse models reveals driver-specific routes to tumorigenesis

Author

Todd R. Golub, Gavin Ha, Lude Franke, Xin Jin, Bang Wong, Uri Ben-David, Prasidda Khadka, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), and Stem Cell Aging Leukemia and Lymphoma (SALL)

Subjects
0301 basic medicine, Genome instability, Carcinogenesis, Receptor, ErbB-2, General Physics and Astronomy, medicine.disease_cause, TUMOR-SUPPRESSOR, COMPREHENSIVE MOLECULAR PORTRAITS, Genetics, Mutation, Multidisciplinary, Female, SENSITIVITY, Genetic Engineering, PLURIPOTENT STEM-CELLS, COPY-NUMBER ALTERATION, DNA Copy Number Variations, Science, MAMMARY-TUMORS, Down-Regulation, Mammary Neoplasms, Animal, Mice, Transgenic, 14-3-3 SIGMA, Biology, Genomic Instability, Article, General Biochemistry, Genetics and Molecular Biology, 03 medical and health sciences, Breast cancer, Species Specificity, Cell Line, Tumor, medicine, Animals, Humans, Synteny, Chromosome Aberrations, IDENTIFICATION, GROWTH-FACTOR-BETA, Gene Expression Profiling, Cancer, General Chemistry, Aneuploidy, medicine.disease, Gene expression profiling, Disease Models, Animal, 030104 developmental biology, 14-3-3 Proteins, Genetically Engineered Mouse, GENE-EXPRESSION PROFILES, Cancer research
Abstract

Aneuploidy and copy-number alterations (CNAs) are a hallmark of human cancer. Although genetically engineered mouse models (GEMMs) are commonly used to model human cancer, their chromosomal landscapes remain underexplored. Here we use gene expression profiles to infer CNAs in 3,108 samples from 45 mouse models, providing the first comprehensive catalogue of chromosomal aberrations in cancer GEMMs. Mining this resource, we find that most chromosomal aberrations accumulate late during breast tumorigenesis, and observe marked differences in CNA prevalence between mouse mammary tumours initiated with distinct drivers. Some aberrations are recurrent and unique to specific GEMMs, suggesting distinct driver-dependent routes to tumorigenesis. Synteny-based comparison of mouse and human tumours narrows critical regions in CNAs, thereby identifying candidate driver genes. We experimentally validate that loss of Stratifin (SFN) promotes HER2-induced tumorigenesis in human cells. These results demonstrate the power of GEMM CNA analysis to inform the pathogenesis of human cancer., Genetically engineered mouse models of cancer are useful in identifying oncogenes and tumour suppressors. Here, the authors use gene expression profiles to generate a catalogue of copy number aberrations in 45 mouse models, and compare mouse and human tumours to identify additional drivers of tumorigenesis.

Published
2016

4. Genomic Profiling of the Steroidogenic Acute Regulatory Protein in Breast Cancer: In Silico Assessments and a Mechanistic Perspective

Author

Shengping Yang, Ahsen U. Ahmed, Madhusudhanan Narasimhan, Pulak R. Manna, Andrzej Slominski, Joëlle Cohen-Tannoudji, Kevin Pruitt, Unité de Biologie Fonctionnelle et Adaptative (BFA (UMR_8251 / U1133)), and Université Paris Diderot - Paris 7 (UPD7)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)

Subjects
0301 basic medicine, Hormone Responsive, INVOLVEMENT, Cancer Research, endocrine system, medicine.drug_class, hormone sensitive cancers, AROMATASE EXPRESSION, steroidogenic enzymes, [SDV]Life Sciences [q-bio], CHOLESTEROL TRANSPORT, Biology, lcsh:RC254-282, Article, CLASSIFICATION, 03 medical and health sciences, 0302 clinical medicine, Breast cancer, breast cancer, MEDIATED REGULATION, medicine, COMPREHENSIVE MOLECULAR PORTRAITS, STAR, Steroidogenic acute regulatory protein, Cholesterol side-chain cleavage enzyme, ENDOMETRIAL, medicine.disease, lcsh:Neoplasms. Tumors. Oncology. Including cancer and carcinogens, GENE, 3. Good health, ESTROGEN, 030104 developmental biology, Oncology, CYP17A1, Hormone receptor, Estrogen, 030220 oncology & carcinogenesis, Cancer research, Hormone
Abstract

Cancer is a multifactorial condition with aberrant growth of cells. A substantial number of cancers, breast in particular, are hormone sensitive and evolve due to malfunction in the steroidogenic machinery. Breast cancer, one of the most prevalent form of cancers in women, is primarily stimulated by estrogens. Steroid hormones are made from cholesterol, and regulation of steroid/estrogen biosynthesis is essentially influenced by the steroidogenic acute regulatory (StAR) protein. Although the impact of StAR in breast cancer remains a mystery, we recently reported that StAR protein is abundantly expressed in hormone sensitive breast cancer, but not in its non-cancerous counterpart. Herein, we analyzed genomic profiles, hormone receptor expression, mutation, and survival for StAR and steroidogenic enzyme genes in a variety of hormone sensitive cancers. These profiles were specifically assessed in breast cancer, exploiting The Cancer Genome Atlas (TCGA) datasets. Whereas StAR and key steroidogenic enzyme genes evaluated (CYP11A1, HSD3B, CYP17A1, CYP19A1, and HSD17B) were altered to varying levels in these hormone responsive cancers, amplification of the StAR gene was correlated with poor overall survival of patients afflicted with breast cancer. Amplification of the StAR gene and its correlation to survival was also verified in a number of breast cancer studies. Additionally, TCGA breast cancer tumors associated with aberrant high expression of StAR mRNA were found to be an unfavorable risk factor for survival of patients with breast cancer. Further analyses of tumors, nodal status, and metastases of breast cancer tumors expressing StAR mRNA displayed cancer deaths in stage specific manners. The majority of these tumors were found to express estrogen and progesterone receptors, signifying a link between StAR and luminal subtype breast cancer. Collectively, analyses of genomic and molecular profiles of key steroidogenic factors provide novel insights that StAR plays an important role in the biologic behavior and/or pathogenesis of hormone sensitive breast cancer.

Published
2019
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5. Association analysis identifies 65 new breast cancer risk loci

Author

Michael Jones, Dong-Young Noh, Martha J. Shrubsole, Chen-Yang Shen, Xiaoqing Chen, Esther M. John, Patricia Harrington, Quinten Waisfisz, Sue K. Park, Miriam Dwek, Christa Stegmaier, Sibylle Loibl, Wing-Yee Lo, Suleeporn Sangrajrang, Susan L. Neuhausen, Marina Bermisheva, Alicja Wolk, Christof Sohn, Keun-Young Yoo, Arja Jukkola-Vuorinen, Kathrin Thöne, James McKay, John J. Spinelli, Brian D. Carter, Elza Khusnutdinova, Francois Bacot, Paul L. Auer, Anna H. Wu, Christopher I. Amos, Johanna I. Kiiski, Hans Wildiers, Manjeet K. Bolla, Soo Hwang Teo, Julie M. Cunningham, Zhaoming Wang, Dieter Flesch-Janys, Argyrios Ziogas, Ann Smeets, Min Hyuk Lee, Xiaohong R. Yang, Carl Blomqvist, Natalia Antonenkova, Vassilios Georgoulias, Siranoush Manoukian, Anne Lise Børresen-Dale, Montserrat Garcia-Closas, Priyanka Sharma, Michael J. Kerin, Loic Le Marchand, Yoshio Kasuga, Michael Untch, Thomas Brüning, Natalia Bogdanova, Juliet D. French, Mark E. Sherman, Diana Eccles, Don M. Conroy, Marcia Adams, Pascal Guénel, Jonine D. Figueroa, Somchai Thanasitthichai, Jonathan Beesley, Paolo Peterlongo, Angela Cox, Graham G. Giles, Hans Christiansen, Irene L. Andrulis, Caroline Baynes, V. Shane Pankratz, Kristine Jones, Wei Zheng, Motoki Iwasaki, Rita K. Schmutzler, Julian Peto, Sara Margolin, Hedy S. Rennert, Hidemi Ito, Caroline Seynaeve, Jirong Long, Rachel Lloyd, Mark S. Goldberg, Javier Benitez, Børge G. Nordestgaard, Kathleen E. Malone, A. Heather Eliassen, Valerie Rhenius, Kristan J. Aronson, Maartje J. Hooning, Ursula Eilber, Christopher A. Haiman, Ji Yeob Choi, Jaana M. Hartikainen, Ian W. Brock, Barbara Burwinkel, Brigitte Rack, Mitul Shah, Matthias W. Beckmann, Belynda Hicks, Bernardo Bonanni, Alexander Hein, Leslie Bernstein, Christine L. Clarke, Emilie Cordina-Duverger, Sabine Behrens, Hoda Anton-Culver, Angela Brooks-Wilson, Bin Zhu, Gord Glendon, Banu Arun, José A. García-Sáenz, Jose Ignacio Arias Perez, Anne Grundy, Ans M.W. van den Ouweland, Nadege Presneau, Volker Arndt, Mikael Eriksson, Simon S. Cross, Craig Luccarini, Anthony J. Swerdlow, Veli-Matti Kosma, Hui Miao, Ming-Feng Hou, Hiroji Iwata, Christi J. van Asperen, Henrik Flyger, Jennifer Stone, Qin Wang, Penny Soucy, Heli Nevanlinna, Jane Heyworth, Shoichiro Tsugane, Annika Lindblom, Curtis Olswold, Trinidad Caldés, Laura Fachal, Ed Dicks, Shirley Hui, Katja Butterbach, Alison M. Dunning, Peter Devilee, Qiuyin Cai, Antonis C. Antoniou, Diether Lambrechts, Katarzyna Kaczmarek, Katri Pylkäs, Fredrick R. Schumacher, Arif B. Ekici, Aaron D. Norman, Jolanta Lissowska, Daniel C. Tessier, N Hamel, Paolo Radice, Håkan Olsson, Vessela N. Kristensen, Ling Tong, Harald Surowy, Rulla M. Tamimi, Jonathan Tyrer, Michael P. Lux, Stacey L. Edwards, Kathryn J. Ruddy, Giske Ursin, Myrto Barrdahl, Xiao-Ou Shu, Primitiva Menéndez, Sara Y. Brucker, Elad Ziv, Kenneth Muir, Eric Hahnen, Andy C. H. Lee, Rodney J. Scott, Lothar Haeberle, Darya Prokofyeva, Isabel dos-Santos-Silva, Peter Kraft, David G. Cox, Jong Won Lee, Sunil R. Lakhani, Kelly-Anne Phillips, Douglas F. Easton, Melissa C. Southey, Jan Lubinski, Jose E. Castelao, Hanne Meijers-Heijboer, Ivana Maleva Kostovska, Siddhartha Kar, Renske Keeman, Celine M. Vachon, Diana Torres, Stephen J. Chanock, Jack A. Taylor, Emiel J. Th. Rutgers, Chuen Neng Lee, Jason Vollenweider, Gadi Rennert, Jane Romm, Amy E. McCart Reed, Kee Seng Chia, Thomas Rüdiger, Anja Rudolph, Catriona McLean, David Van Den Berg, Christopher G. Scott, Mervi Grip, Lucy Xia, Georgia Chenevix-Trench, Robert Winqvist, Mary Beth Terry, Jenny Chang-Claude, Hans-Ulrich Ulmer, Mikael Hartman, Dona N. Ho, Maria Kabisch, Christoph Engel, Claire Mulot, Grethe I. Grenaker Alnæs, Arto Mannermaa, Nazneen Rahman, Tjoung-Won Park-Simon, Atocha Romero, Lin Fritschi, Manuela Gago-Dominguez, Matthias Ruebner, Valerie Gaborieau, Keitaro Matsuo, Asha Rostamianfar, Emmanouil Saloustros, Dijana Plaseska-Karanfilska, J.-P. Meyer, Sara Lindström, Annegien Broeks, Audrey Lemaçon, Tsun Leung Chan, Tongguang Cheng, Robert J. MacInnis, Habibul Ahsan, Federico Canzian, Paul Brennan, Mia M. Gaudet, David E. Goldgar, Anna Jakubowska, Paul D.P. Pharoah, Jacek Gronwald, Sung-Won Kim, Daehee Kang, Daniel O. Stram, Nichola Johnson, Rob B. van der Luijt, Sten Cornelissen, Camilla Wendt, Dylan M. Glubb, Olufunmilayo I. Olopade, Usha Menon, David J. Hunter, Kristiina Aittomäki, Jamie Allen, Chiu-Chen Tseng, Keith Humphreys, Edmond S. K. Ma, Peter Hillemanns, Hiltrud Brauch, Chia-Ni Hsiung, Sheila Seal, Junko Ishiguro, Dale P. Sandler, Peter Schürmann, Gary D. Bader, Sarah Stewart-Brown, Flavio Lejbkowicz, Marike Gabrielson, Wolfgang Janni, Judith S. Brand, Jingmei Li, Ava Kwong, Stig E. Bojesen, Ying Zheng, Mila Pinchev, Yu Tang Gao, Susan E. Hankinson, Elinor J. Sawyer, Per Broberg, Sofia Khan, Grace Sheng, Alfons Meindl, Margriet Collée, Jyh-Cherng Yu, Ute Krüger, Louise A. Brinton, Elizabeth W. Pugh, Thilo Dörk, Hilary K. Finucane, Peter A. Fasching, Shan Wang-Gohrke, Jenna Lilyquist, Muriel A. Adank, Marjanka K. Schmidt, Susan M. Gapstur, Sune F. Nielsen, Maya Ghoussaini, Minouk J. Schoemaker, Roger L. Milne, Jacques Simard, Clarice R. Weinberg, Kyriaki Michailidou, Shivaani Mariapun, Rob A. E. M. Tollenaar, Lizet E. van der Kolk, Nicola Miller, Anna González-Neira, Ian Tomlinson, Thérèse Truong, Ross L. Prentice, Anna Marie Mulligan, Jason S. Carroll, Taiki Yamaji, Carolina Ellberg, Mingajeva Elvira, Olivia Fletcher, Arnaud Droit, Per Hall, Maria Elena Martinez, Maria Tengström, Hui Cai, Xia Jiang, Janet E. Olson, Julia A. Knight, Nick Orr, Angel Carracedo, Guanmengqian Huang, Martine Dumont, Cheng Har Yip, Tom Maishman, Mary B. Daly, Artitaya Lophatananon, Niclas Håkansson, Steven N. Hart, Nur Aishah Taib, Andreas Schneeweiss, Daniel F. Schmidt, Daniel Vincent, Antoinette Hollestelle, Dimitrios Mavroudis, JoAnn E. Manson, Joe Dennis, Walter C. Willett, Rudolf Kaaks, Karen McCue, Enes Makalic, Kimberly F. Doheny, Eunjung Lee, Robert N. Hoover, Fergus J. Couch, Ute Hamann, Alice S. Whittemore, Hermann Brenner, Lorraine Durcan, Kamila Czene, Patrick Neven, John L. Hopper, Clinical Genetics, Medical Oncology, Human Genetics, CCA - Cancer biology and immunology, Dennis, Joe [0000-0003-4591-1214], Wang, Jean [0000-0002-9139-0627], Tyrer, Jonathan [0000-0003-3724-4757], Dicks, Ed [0000-0002-0617-0401], Lee, Andrew [0000-0003-0677-0252], Allen, Jamie [0000-0002-8677-2225], Fachal Vilar, Laura [0000-0002-7256-9752], Carroll, Jason [0000-0003-3643-0080], Rhenius, Valerie [0000-0003-4215-3235], Antoniou, Antonis [0000-0001-9223-3116], Pharoah, Paul [0000-0001-8494-732X], Dunning, Alison [0000-0001-6651-7166], Easton, Douglas [0000-0003-2444-3247], Apollo - University of Cambridge Repository, Human genetics, Amsterdam Neuroscience - Complex Trait Genetics, and Amsterdam Reproduction & Development (AR&D)

Subjects
0301 basic medicine, Multifactorial Inheritance, Genome-wide association study, Regulatory Sequences, Nucleic Acid, skin and connective tissue diseases, Cancer genetics, Genetics, Multidisciplinary, medicine.diagnostic_test, 3. Good health, Europe, annotation, Medical genetics, Female, Asian Continental Ancestry Group, medicine.medical_specialty, Asia, architecture, European Continental Ancestry Group, ABCTB Investigators, Locus (genetics), Breast Neoplasms, Biology, Polymorphism, Single Nucleotide, Risk Assessment, Article, White People, NBCS Collaborators, 03 medical and health sciences, Breast cancer, Asian People, SDG 3 - Good Health and Well-being, Genetic variation, ConFab/AOCS Investigators, expression, medicine, Genetic predisposition, Journal Article, Humans, Computer Simulation, Genetic Predisposition to Disease, biological pathways, Genetic association, Genetic testing, Genetic association study, Binding Sites, interaction networks, medicine.disease, comprehensive molecular portraits, mutations, susceptibility loci, 030104 developmental biology, Genetic Loci, genome-wide association, protein, Transcription Factors, Genome-Wide Association Study
Abstract

Breast cancer risk is influenced by rare coding variants in susceptibility genes, such as BRCA1, and many common, mostly non-coding variants. However, much of the genetic contribution to breast cancer risk remains unknown. Here we report the results of a genome-wide association study of breast cancer in 122,977 cases and 105,974 controls of European ancestry and 14,068 cases and 13,104 controls of East Asian ancestry. We identified 65 new loci that are associated with overall breast cancer risk at P

Published
2017
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