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1. Pushing the boundaries of rare disease diagnostics with the help of the first Undiagnosed Hackathon

Author: Delgado-Vega, Angelica Maria, Cederroth, Helene, Taylan, Fulya, Ekholm, Katja, Ek, Marlene, Thonberg, Håkan, Jemt, Anders, Nilsson, Daniel, Eisfeldt, Jesper, Bilgrav Saether, Kristine, Höijer, Ida, Akgun-Dogan, Ozlem, Asano, Yui, Barakat, Tahsin Stefan, Batkovskyte, Dominyka, Baynam, Gareth, Bodamer, Olaf, Chetruengchai, Wanna, Corcoran, Pádraic, Couse, Madeline, Danis, Daniel, Demidov, German, Dohi, Eisuke, Erhardsson, Mattias, Fernandez-Luna, Luis, Fujiwara, Toyofumi, Garg, Neha, Giugliani, Roberto, Gonzaga-Jauregui, Claudia, Grigelioniene, Giedre, Groza, Tudor, Gunnarsson, Cecilia, Hammarsjö, Anna, Hammond, Charles Kumi, Hatirnaz Ng, Özden, Hesketh, Sirisha, Hettiarachchi, Dineshani, Johansson Soller, Maria, Kirmani, Umn Ahmed, Kjellberg, Martin, Kvarnung, Malin, Kvlividze, Oleg, Lagerstedt-Robinson, Kristina, Lasko, Paul, Lassmann, Timo, Lau, Lynette Y.S., Laurie, Steven, Lim, Weng Khong, Liu, Zhandong, Lysenkova Wiklander, Mariya, Makay, Prince, Maiga, Alassane Baneye, Maya-González, Carolina, Meyn, M. Stephen, Neethiraj, Ramprasad, Nigro, Vincenzo, Nordgren, Felix, Nordlund, Jessica, Orrsjö, Sara, Ottosson, Jesper, Ozbek, Ugur, Özdemir, Özkan, Partin, Clyde, Pearce, David A., Peck, Raquel, Pedersen, Annie, Pettersson, Maria, Pongpanich, Monnat, Posada de la Paz, Manuel, Ramani, Arun, Romero, Juan Andres, Romero, Vanessa I., Rosenquist, Richard, Saw, Aung Min, Spencer, Matthew, Stattin, Eva Lena, Srichomthong, Chalurmpon, Tapia-Paez, Isabel, Taruscio, Domenica, Taylor, Julie P., Tkemaladze, Tinatin, Tully, Ian, Tümer, Zeynep, van Zelst-Stams, Wendy A.G., Verloes, Alain, Västerviga, Emma, Wang, Sailan, Yang, Rachel, Yamamoto, Shinya, Yépez, Vicente A., Zhang, Qing, Shotelersuk, Vorasuk, Wiafe, Samuel Agyei, Alanay, Yasemin, Botto, Lorenzo D., Kirmani, Salman, Lumaka, Aimé, Palmer, Elizabeth Emma, Puri, Ratna Dua, Wirta, Valtteri, Lindstrand, Anna, Buske, Orion J., Cederroth, Mikk, Nordgren, Ann, Delgado-Vega, Angelica Maria, Cederroth, Helene, Taylan, Fulya, Ekholm, Katja, Ek, Marlene, Thonberg, Håkan, Jemt, Anders, Nilsson, Daniel, Eisfeldt, Jesper, Bilgrav Saether, Kristine, Höijer, Ida, Akgun-Dogan, Ozlem, Asano, Yui, Barakat, Tahsin Stefan, Batkovskyte, Dominyka, Baynam, Gareth, Bodamer, Olaf, Chetruengchai, Wanna, Corcoran, Pádraic, Couse, Madeline, Danis, Daniel, Demidov, German, Dohi, Eisuke, Erhardsson, Mattias, Fernandez-Luna, Luis, Fujiwara, Toyofumi, Garg, Neha, Giugliani, Roberto, Gonzaga-Jauregui, Claudia, Grigelioniene, Giedre, Groza, Tudor, Gunnarsson, Cecilia, Hammarsjö, Anna, Hammond, Charles Kumi, Hatirnaz Ng, Özden, Hesketh, Sirisha, Hettiarachchi, Dineshani, Johansson Soller, Maria, Kirmani, Umn Ahmed, Kjellberg, Martin, Kvarnung, Malin, Kvlividze, Oleg, Lagerstedt-Robinson, Kristina, Lasko, Paul, Lassmann, Timo, Lau, Lynette Y.S., Laurie, Steven, Lim, Weng Khong, Liu, Zhandong, Lysenkova Wiklander, Mariya, Makay, Prince, Maiga, Alassane Baneye, Maya-González, Carolina, Meyn, M. Stephen, Neethiraj, Ramprasad, Nigro, Vincenzo, Nordgren, Felix, Nordlund, Jessica, Orrsjö, Sara, Ottosson, Jesper, Ozbek, Ugur, Özdemir, Özkan, Partin, Clyde, Pearce, David A., Peck, Raquel, Pedersen, Annie, Pettersson, Maria, Pongpanich, Monnat, Posada de la Paz, Manuel, Ramani, Arun, Romero, Juan Andres, Romero, Vanessa I., Rosenquist, Richard, Saw, Aung Min, Spencer, Matthew, Stattin, Eva Lena, Srichomthong, Chalurmpon, Tapia-Paez, Isabel, Taruscio, Domenica, Taylor, Julie P., Tkemaladze, Tinatin, Tully, Ian, Tümer, Zeynep, van Zelst-Stams, Wendy A.G., Verloes, Alain, Västerviga, Emma, Wang, Sailan, Yang, Rachel, Yamamoto, Shinya, Yépez, Vicente A., Zhang, Qing, Shotelersuk, Vorasuk, Wiafe, Samuel Agyei, Alanay, Yasemin, Botto, Lorenzo D., Kirmani, Salman, Lumaka, Aimé, Palmer, Elizabeth Emma, Puri, Ratna Dua, Wirta, Valtteri, Lindstrand, Anna, Buske, Orion J., Cederroth, Mikk, and Nordgren, Ann
Abstract: In the first-ever Undiagnosed Hackathon, nearly 100 experts from 28 countries combined advanced phenotyping and genomic techniques for 48 hours, ultimately providing diagnoses to 40% of the previously undiagnosed families. This inspiring model demonstrates the power of multidisciplinary collaboration and patient partnership in precision diagnostics., In the first-ever Undiagnosed Hackathon, nearly 100 experts from 28 countries combined advanced phenotyping and genomic techniques for 48 hours, ultimately providing diagnoses to 40% of the previously undiagnosed families. This inspiring model demonstrates the power of multidisciplinary collaboration and patient partnership in precision diagnostics.
Published: 2024

2. Identification of constrained sequence elements across 239 primate genomes

Author: Natural Environment Research Council (UK), UK Research and Innovation, National Human Genome Research Institute (US), Fundación la Caixa, Vienna Science and Technology Fund, European Commission, Conselho Nacional de Desenvolvimento Científico e Tecnológico (Brasil), Fonds de la Recherche Scientifique (Fédération Wallonie-Bruxelles), Fundação de Amparo à Pesquisa do Estado do Amazonas, Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Brasil), German Research Foundation, Ministry of Science and Technology of Vietnam, Agencia Estatal de Investigación (España), Generalitat de Catalunya, Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Wenner-Gren Foundation, Leakey Foundation, National Science Foundation (US), National Geographic Society, National Institute on Aging (US), Swedish Research Council, National Research Foundation Singapore, European Research Council, Ministerio de Ciencia e Innovación (España), Ministerio de Ciencia, Innovación y Universidades (España), Kuderna, Lukas F. K. [0000-0002-9992-9295], Kuhlwilm, Martin [0000-0002-0115-1797], Valenzuela, Alejandro [0000-0001-6120-6246], Juan, David [0000-0003-1912-9667], Lizano, Esther [0000-0003-3304-9807], Navarro, Arcadi [0000-0003-2162-8246], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Kuderna, Lukas F. K., Ulirsch, Jacob C., Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew J., Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, Vries, Dorien de, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., Melo, Fabiano R. de, Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, Silva, Maria N. F. da, Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Farh, Kyle Kai-How, Natural Environment Research Council (UK), UK Research and Innovation, National Human Genome Research Institute (US), Fundación la Caixa, Vienna Science and Technology Fund, European Commission, Conselho Nacional de Desenvolvimento Científico e Tecnológico (Brasil), Fonds de la Recherche Scientifique (Fédération Wallonie-Bruxelles), Fundação de Amparo à Pesquisa do Estado do Amazonas, Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Brasil), German Research Foundation, Ministry of Science and Technology of Vietnam, Agencia Estatal de Investigación (España), Generalitat de Catalunya, Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Wenner-Gren Foundation, Leakey Foundation, National Science Foundation (US), National Geographic Society, National Institute on Aging (US), Swedish Research Council, National Research Foundation Singapore, European Research Council, Ministerio de Ciencia e Innovación (España), Ministerio de Ciencia, Innovación y Universidades (España), Kuderna, Lukas F. K. [0000-0002-9992-9295], Kuhlwilm, Martin [0000-0002-0115-1797], Valenzuela, Alejandro [0000-0001-6120-6246], Juan, David [0000-0003-1912-9667], Lizano, Esther [0000-0003-3304-9807], Navarro, Arcadi [0000-0003-2162-8246], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Kuderna, Lukas F. K., Ulirsch, Jacob C., Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew J., Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, Vries, Dorien de, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., Melo, Fabiano R. de, Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, Silva, Maria N. F. da, Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marqués-Bonet, Tomàs, and Farh, Kyle Kai-How
Abstract: Noncoding DNA is central to our understanding of human gene regulation and complex diseases1,2, and measuring the evolutionary sequence constraint can establish the functional relevance of putative regulatory elements in the human genome3,4,5,6,7,8,9. Identifying the genomic elements that have become constrained specifically in primates has been hampered by the faster evolution of noncoding DNA compared to protein-coding DNA10, the relatively short timescales separating primate species11, and the previously limited availability of whole-genome sequences12. Here we construct a whole-genome alignment of 239 species, representing nearly half of all extant species in the primate order. Using this resource, we identified human regulatory elements that are under selective constraint across primates and other mammals at a 5% false discovery rate. We detected 111,318 DNase I hypersensitivity sites and 267,410 transcription factor binding sites that are constrained specifically in primates but not across other placental mammals and validate their cis-regulatory effects on gene expression. These regulatory elements are enriched for human genetic variants that affect gene expression and complex traits and diseases. Our results highlight the important role of recent evolution in regulatory sequence elements differentiating primates, including humans, from other placental mammals.
Published: 2024

3. Identification of constrained sequence elements across 239 primate genomes

Author: Kuderna, Lukas F.K., Ulirsch, Jacob C., Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew J., Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rouselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marques Bonet, Tomas, Farh, Kyle Kai How, Kuderna, Lukas F.K., Ulirsch, Jacob C., Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew J., Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rouselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marques Bonet, Tomas, and Farh, Kyle Kai How
Abstract: Noncoding DNA is central to our understanding of human gene regulation and complex diseases1,2, and measuring the evolutionary sequence constraint can establish the functional relevance of putative regulatory elements in the human genome3,4,5,6,7,8,9. Identifying the genomic elements that have become constrained specifically in primates has been hampered by the faster evolution of noncoding DNA compared to protein-coding DNA10, the relatively short timescales separating primate species11, and the previously limited availability of whole-genome sequences12. Here we construct a whole-genome alignment of 239 species, representing nearly half of all extant species in the primate order. Using this resource, we identified human regulatory elements that are under selective constraint across primates and other mammals at a 5% false discovery rate. We detected 111,318 DNase I hypersensitivity sites and 267,410 transcription factor binding sites that are constrained specifically in primates but not across other placental mammals and validate their cis-regulatory effects on gene expression. These regulatory elements are enriched for human genetic variants that affect gene expression and complex traits and diseases. Our results highlight the important role of recent evolution in regulatory sequence elements differentiating primates, including humans, from other placental mammals., Noncoding DNA is central to our understanding of human gene regulation and complex diseases1,2, and measuring the evolutionary sequence constraint can establish the functional relevance of putative regulatory elements in the human genome3–9. Identifying the genomic elements that have become constrained specifically in primates has been hampered by the faster evolution of noncoding DNA compared to protein-coding DNA10, the relatively short timescales separating primate species11, and the previously limited availability of whole-genome sequences12. Here we construct a whole-genome alignment of 239 species, representing nearly half of all extant species in the primate order. Using this resource, we identified human regulatory elements that are under selective constraint across primates and other mammals at a 5% false discovery rate. We detected 111,318 DNase I hypersensitivity sites and 267,410 transcription factor binding sites that are constrained specifically in primates but not across other placental mammals and validate their cis-regulatory effects on gene expression. These regulatory elements are enriched for human genetic variants that affect gene expression and complex traits and diseases. Our results highlight the important role of recent evolution in regulatory sequence elements differentiating primates, including humans, from other placental mammals.
Published: 2024

4. Identification of constrained sequence elements across 239 primate genomes

Author: Kuderna, Lukas F.K., Ulirsch, Jacob C., Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew J., Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rouselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marques Bonet, Tomas, Farh, Kyle Kai How, Kuderna, Lukas F.K., Ulirsch, Jacob C., Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew J., Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rouselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marques Bonet, Tomas, and Farh, Kyle Kai How
Abstract: Noncoding DNA is central to our understanding of human gene regulation and complex diseases1,2, and measuring the evolutionary sequence constraint can establish the functional relevance of putative regulatory elements in the human genome3,4,5,6,7,8,9. Identifying the genomic elements that have become constrained specifically in primates has been hampered by the faster evolution of noncoding DNA compared to protein-coding DNA10, the relatively short timescales separating primate species11, and the previously limited availability of whole-genome sequences12. Here we construct a whole-genome alignment of 239 species, representing nearly half of all extant species in the primate order. Using this resource, we identified human regulatory elements that are under selective constraint across primates and other mammals at a 5% false discovery rate. We detected 111,318 DNase I hypersensitivity sites and 267,410 transcription factor binding sites that are constrained specifically in primates but not across other placental mammals and validate their cis-regulatory effects on gene expression. These regulatory elements are enriched for human genetic variants that affect gene expression and complex traits and diseases. Our results highlight the important role of recent evolution in regulatory sequence elements differentiating primates, including humans, from other placental mammals., Noncoding DNA is central to our understanding of human gene regulation and complex diseases1,2, and measuring the evolutionary sequence constraint can establish the functional relevance of putative regulatory elements in the human genome3–9. Identifying the genomic elements that have become constrained specifically in primates has been hampered by the faster evolution of noncoding DNA compared to protein-coding DNA10, the relatively short timescales separating primate species11, and the previously limited availability of whole-genome sequences12. Here we construct a whole-genome alignment of 239 species, representing nearly half of all extant species in the primate order. Using this resource, we identified human regulatory elements that are under selective constraint across primates and other mammals at a 5% false discovery rate. We detected 111,318 DNase I hypersensitivity sites and 267,410 transcription factor binding sites that are constrained specifically in primates but not across other placental mammals and validate their cis-regulatory effects on gene expression. These regulatory elements are enriched for human genetic variants that affect gene expression and complex traits and diseases. Our results highlight the important role of recent evolution in regulatory sequence elements differentiating primates, including humans, from other placental mammals.
Published: 2024

5. Identification of constrained sequence elements across 239 primate genomes

Author: Kuderna, Lukas F. K., Ulirsch, Jacob, Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew, Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph, Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rouselle, Marjolaine, Ennes Silva, Felipe, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua, de Melo, Fabiano Rodrigues de F.R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria Nazareth Ferreira, Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément, Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe, Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius, Knauf, Sascha, Le, Vinh Dat-minh, Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean Philippe, Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marques Bonet, Tomas, Farh, Kyle Kai-How, Kuderna, Lukas F. K., Ulirsch, Jacob, Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew, Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph, Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rouselle, Marjolaine, Ennes Silva, Felipe, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua, de Melo, Fabiano Rodrigues de F.R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria Nazareth Ferreira, Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément, Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe, Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius, Knauf, Sascha, Le, Vinh Dat-minh, Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean Philippe, Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marques Bonet, Tomas, and Farh, Kyle Kai-How
Abstract: Noncoding DNA is central to our understanding of human gene regulation and complex diseases 1,2 ,and measuring the evolutionary sequence constraint can establish the functional relevance of putative regulatory elements in the human genome 3–9 .Identifying the genomic elements that have become constrained specifically in primates has been hampered by the faster evolution of noncoding DNA compared to protein-coding DNA 10 ,the relatively short timescales separating primate species 11 ,and the previously limited availability of whole-genome sequences 12 .Here we construct a whole-genome alignment of 239 species, representing nearly half of all extant species in the primate order. Using this resource, we identified human regulatory elements that are under selective constraint across primates and other mammals at a 5% false discovery rate. We detected 111,318 DNase I hypersensitivity sites and 267,410 transcription factor binding sites that are constrained specifically in primates but not across other placental mammals and validate their cis -regulatory effects on gene expression. These regulatory elements are enriched for human genetic variants that affect gene expression and complex traits and diseases. Our results highlight the important role of recent evolution in regulatory sequence elements differentiating primates, including humans, from other placental mammals., SCOPUS: ar.j, info:eu-repo/semantics/published
Published: 2024

6. A global catalog of whole-genome diversity from 233 primate species

Author: Kuderna, Lukas F.K., Gao, Hong, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idrissa S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Rogers, Jeffrey, Farh, Kyle Kai How, Marques Bonet, Tomas, Kuderna, Lukas F.K., Gao, Hong, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idrissa S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Rogers, Jeffrey, Farh, Kyle Kai How, and Marques Bonet, Tomas
Abstract: The rich diversity of morphology and behavior displayed across primate species provides an informative context in which to study the impact of genomic diversity on fundamental biological processes. Analysis of that diversity provides insight into long-standing questions in evolutionary and conservation biology and is urgent given severe threats these species are facing. Here, we present high-coverage whole-genome data from 233 primate species representing 86% of genera and all 16 families. This dataset was used, together with fossil calibration, to create a nuclear DNA phylogeny and to reassess evolutionary divergence times among primate clades. We found within-species genetic diversity across families and geographic regions to be associated with climate and sociality, but not with extinction risk. Furthermore, mutation rates differ across species, potentially influenced by effective population sizes. Lastly, we identified extensive recurrence of missense mutations previously thought to be human specific. This study will open a wide range of research avenues for future primate genomic research., The rich diversity of morphology and behavior displayed across primate species provides an informative context in which to study the impact of genomic diversity on fundamental biological processes. Analysis of that diversity provides insight into long-standing questions in evolutionary and conservation biology and is urgent given severe threats these species are facing. Here, we present high-coverage whole-genome data from 233 primate species representing 86% of genera and all 16 families. This dataset was used, together with fossil calibration, to create a nuclear DNA phylogeny and to reassess evolutionary divergence times among primate clades. We found within-species genetic diversity across families and geographic regions to be associated with climate and sociality, but not with extinction risk. Furthermore, mutation rates differ across species, potentially influenced by effective population sizes. Lastly, we identified extensive recurrence of missense mutations previously thought to be human specific. This study will open a wide range of research avenues for future primate genomic research.
Published: 2023

7. A global catalog of whole-genome diversity from 233 primate species

Author: Kuderna, Lukas F. K., Gao, Hong, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idrissa S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabricio, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, Joao, Messias, Malu, da Silva, Maria N. F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clement J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dong-dong, Zhou, Long, Shao, Yong, Zhang, Guoji, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Rogers, Jeffrey, Farh, Kyle Kai-How, Bonet, Tomas Marques, Kuderna, Lukas F. K., Gao, Hong, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idrissa S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabricio, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, Joao, Messias, Malu, da Silva, Maria N. F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clement J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dong-dong, Zhou, Long, Shao, Yong, Zhang, Guoji, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Rogers, Jeffrey, Farh, Kyle Kai-How, and Bonet, Tomas Marques
Abstract: The rich diversity of morphology and behavior displayed across primate species provides an informative context in which to study the impact of genomic diversity on fundamental biological processes. Analysis of that diversity provides insight into long-standing questions in evolutionary and conservation biology and is urgent given severe threats these species are facing. Here, we present high-coverage wholegenome data from 233 primate species representing 86% of genera and all 16 families. This dataset was used, together with fossil calibration, to create a nuclear DNA phylogeny and to reassess evolutionary divergence times among primate clades. We found within-species genetic diversity across families and geographic regions to be associated with climate and sociality, but not with extinction risk. Furthermore, mutation rates differ across species, potentially influenced by effective population sizes. Lastly, we identified extensive recurrence of missense mutations previously thought to be human specific. This study will open a wide range of research avenues for future primate genomic research.
Published: 2023
Full Text: View/download PDF

8. The landscape of tolerated genetic variation in humans and primates

Author: Gao, Hong, Hamp, Tobias, Ede, Jeffrey, Schraiber, Joshua G., McRae, Jeremy, Singer-Berk, Moriel, Yang, Yanshen, Dietrich, Anastasia S. D., Fiziev, Petko P., Kuderna, Lukas F. K., Sundaram, Laksshman, Wu, Yibing, Adhikari, Aashish, Field, Yair, Chen, Chen, Batzoglou, Serafim, Aguet, Francois, Lemire, Gabrielle, Reimers, Rebecca, Balick, Daniel, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, de Melo, Fabiano R., Bertuol, Fabricio, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, do Amaral, Joao Valsecchi, Messias, Mariluce, da Silva, Maria N. F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clement J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Bataillon, Thomas, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda, Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Lek, Monkol, Sunyaev, Shamil, O'Donnell-Luria, Anne, Rehm, Heidi L., Xu, Jinbo, Rogers, Jeffrey, Marques-Bonet, Tomas, Farh, Kyle Kai-How, Gao, Hong, Hamp, Tobias, Ede, Jeffrey, Schraiber, Joshua G., McRae, Jeremy, Singer-Berk, Moriel, Yang, Yanshen, Dietrich, Anastasia S. D., Fiziev, Petko P., Kuderna, Lukas F. K., Sundaram, Laksshman, Wu, Yibing, Adhikari, Aashish, Field, Yair, Chen, Chen, Batzoglou, Serafim, Aguet, Francois, Lemire, Gabrielle, Reimers, Rebecca, Balick, Daniel, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, de Melo, Fabiano R., Bertuol, Fabricio, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, do Amaral, Joao Valsecchi, Messias, Mariluce, da Silva, Maria N. F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clement J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Bataillon, Thomas, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda, Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Lek, Monkol, Sunyaev, Shamil, O'Donnell-Luria, Anne, Rehm, Heidi L., Xu, Jinbo, Rogers, Jeffrey, Marques-Bonet, Tomas, and Farh, Kyle Kai-How
Abstract: Personalized genome sequencing has revealed millions of genetic differences between individuals, but our understanding of their clinical relevance remains largely incomplete. To systematically decipher the effects of human genetic variants, we obtained whole-genome sequencing data for 809 individuals from 233 primate species and identified 4.3 million common protein-altering variants with orthologs in humans. We show that these variants can be inferred to have nondeleterious effects in humans based on their presence at high allele frequencies in other primate populations. We use this resource to classify 6% of all possible human protein-altering variants as likely benign and impute the pathogenicity of the remaining 94% of variants with deep learning, achieving state-of-the-art accuracy for diagnosing pathogenic variants in patients with genetic diseases., INTRODUCTION: Millions of people have received genome and exome sequencing to date, a collective effort that has illuminated for the first time the vast catalog of small genetic differences that distinguish us as individuals within our species. However, the effects of most of these genetic variants remain unknown, limiting their clinical utility and actionability. New approaches that can accurately discern disease-causing from benign mutations and interpret genetic variants on a genome-wide scale would constitute a meaningful initial step towards realizing the potential of personalized genomic medicine. RATIONALE: As a result of the short evolutionary distance between humans and nonhuman primates, our proteins share near-perfect amino acid sequence identity. Hence, the effects of a protein-altering mutation found in one species are likely to be concordant in the other species. By systematically cataloging common variants of nonhuman primates, we aimed to annotate these variants as being unlikely to cause human disease as they are tolerated by natural selection in a closely related species. Once collected, the resulting resource may be applied to infer the effects of unobserved variants across the genome using machine learning. RESULTS: Following the strategy outlined above we obtained whole-genome sequencing data for 809 individuals from 233 primate species and cataloged 4.3 million common missense variants. We confirmed that human missense variants seen in at least one nonhuman primate species were annotated as benign in the ClinVar clinical variant database in 99% of cases. By contrast, common variants from mammals and vertebrates outside the primate lineage were substantially less likely to be benign in the ClinVar database (71 to 87% benign), restricting this strategy to nonhuman primates. Overall, we reclassified more than 4 million human missense variants of previously unknown consequence as likely benign, resulting in a greater than 50-fold increase in the nu
Published: 2023
Full Text: View/download PDF

9. The landscape of tolerated genetic variation in humans and primates

Author: Gao, Hong, Hamp, Tobias, Ede, Jeffrey, Schraiber, Joshua G., McRae, Jeremy, Singer-Berk, Moriel, Yang, Yanshen, Dietrich, Anastasia S.D., Fiziev, Petko P., Kuderna, Lukas F.K., Sundaram, Laksshman, Wu, Yibing, Adhikari, Aashish, Field, Yair, Chen, Chen, Batzoglou, Serafim, Aguet, Francois, Lemire, Gabrielle, Reimers, Rebecca, Balick, Daniel, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, do Amaral, João Valsecchi, Messias, Mariluce, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Bataillon, Thomas, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda, Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Lek, Monkol, Sunyaev, Shamil, O'Donnell-Luria, Anne, Rehm, Heidi L., Xu, Jinbo, Rogers, Jeffrey, Marques-Bonet, Tomas, Farh, Kyle Kai How, Gao, Hong, Hamp, Tobias, Ede, Jeffrey, Schraiber, Joshua G., McRae, Jeremy, Singer-Berk, Moriel, Yang, Yanshen, Dietrich, Anastasia S.D., Fiziev, Petko P., Kuderna, Lukas F.K., Sundaram, Laksshman, Wu, Yibing, Adhikari, Aashish, Field, Yair, Chen, Chen, Batzoglou, Serafim, Aguet, Francois, Lemire, Gabrielle, Reimers, Rebecca, Balick, Daniel, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, do Amaral, João Valsecchi, Messias, Mariluce, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Bataillon, Thomas, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda, Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Lek, Monkol, Sunyaev, Shamil, O'Donnell-Luria, Anne, Rehm, Heidi L., Xu, Jinbo, Rogers, Jeffrey, Marques-Bonet, Tomas, and Farh, Kyle Kai How
Abstract: INTRODUCTION Millions of people have received genome and exome sequencing to date, a collective effort that has illuminated for the first time the vast catalog of small genetic differences that distinguish us as individuals within our species. However, the effects of most of these genetic variants remain unknown, limiting their clinical utility and actionability. New approaches that can accurately discern disease-causing from benign mutations and interpret genetic variants on a genome-wide scale would constitute a meaningful initial step towards realizing the potential of personalized genomic medicine. RATIONALE As a result of the short evolutionary distance between humans and nonhuman primates, our proteins share near-perfect amino acid sequence identity. Hence, the effects of a protein-altering mutation found in one species are likely to be concordant in the other species. By systematically cataloging common variants of nonhuman primates, we aimed to annotate these variants as being unlikely to cause human disease as they are tolerated by natural selection in a closely related species. Once collected, the resulting resource may be applied to infer the effects of unobserved variants across the genome using machine learning. RESULTS Following the strategy outlined above we obtained whole-genome sequencing data for 809 individuals from 233 primate species and cataloged 4.3 million common missense variants. We confirmed that human missense variants seen in at least one nonhuman primate species were annotated as benign in the ClinVar clinical variant database in 99% of cases. By contrast, common variants from mammals and vertebrates outside the primate lineage were substantially less likely to be benign in the ClinVar database (71 to 87% benign), restricting this strategy to nonhuman primates. Overall, we reclassified more than 4 million human missense variants of previously unknown consequence as likely benign, resulting in a greater than 50-fold i, Personalized genome sequencing has revealed millions of genetic differences between individuals, but our understanding of their clinical relevance remains largely incomplete. To systematically decipher the effects of human genetic variants, we obtained whole-genome sequencing data for 809 individuals from 233 primate species and identified 4.3 million common protein-altering variants with orthologs in humans. We show that these variants can be inferred to have nondeleterious effects in humans based on their presence at high allele frequencies in other primate populations. We use this resource to classify 6% of all possible human protein-altering variants as likely benign and impute the pathogenicity of the remaining 94% of variants with deep learning, achieving state-of-the-art accuracy for diagnosing pathogenic variants in patients with genetic diseases.
Published: 2023

10. The landscape of tolerated genetic variation in humans and primates

Author: EMBO, National Institutes of Health (US), Fundación la Caixa, Vienna Science and Technology Fund, European Commission, Conselho Nacional de Desenvolvimento Científico e Tecnológico (Brasil), International Primatological Society, Rufford Foundation, Margot Marsh Biodiversity Foundation, Primate Conservation, Mamirauá Institute for Sustainable Development, Gordon and Betty Moore Foundation, Fundação de Amparo à Pesquisa do Estado do Amazonas, Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Brasil), German Research Foundation, National Science Foundation (US), Ministry of Science and Technology of Vietnam, Ministerio de Ciencia e Innovación (España), Agencia Estatal de Investigación (España), Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Illumina, Natural Environment Research Council (UK), San Diego Zoo Wildlife Alliance, Wenner-Gren Foundation, Leakey Foundation, National Geographic Society, National Institute on Aging (US), National Research Foundation Singapore, Swedish Research Council, Instituto de Salud Carlos III, Ministerio de Economía y Competitividad (España), Juan, David [0000-0003-1912-9667], Valenzuela, Alejandro [0000-0001-6120-6246], Lizano, Esther [0000-0003-3304-9807], Navarro, Arcadi [0000-0003-2162-8246], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Gao, Hong, Hamp, Tobias, Ede, Jeffrey, Schraiber, Joshua G., McRae, Jeremy, Singer-Berk, Moriel, Yang, Yanshen, Dietrich, Anastasia S. D., Fiziev, Petko P., Kuderna, Lukas F. K., Sundaram, Laksshman, Wu, Yibing, Adhikari, Aashish, Field, Yair, Chen, Chen, Batzoglou, Serafim, Aguet, Francois, Lemire, Gabrielle, Reimers, Rebecca, Balick, Daniel, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, Vries, Dorien de, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Melo, Fabiano R. de, Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Amaral, João Valsecchi do, Messias, Mariluce, Silva, Maria N. F. da, Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Bataillon, Thomas, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda, Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Lek, Monkol, Sunyaev, Shamil, O’Donnell-Luria, Anne, Rehm, Heidi L., Xu, Jinbo, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Farh, Kyle Kai-How, EMBO, National Institutes of Health (US), Fundación la Caixa, Vienna Science and Technology Fund, European Commission, Conselho Nacional de Desenvolvimento Científico e Tecnológico (Brasil), International Primatological Society, Rufford Foundation, Margot Marsh Biodiversity Foundation, Primate Conservation, Mamirauá Institute for Sustainable Development, Gordon and Betty Moore Foundation, Fundação de Amparo à Pesquisa do Estado do Amazonas, Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Brasil), German Research Foundation, National Science Foundation (US), Ministry of Science and Technology of Vietnam, Ministerio de Ciencia e Innovación (España), Agencia Estatal de Investigación (España), Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Illumina, Natural Environment Research Council (UK), San Diego Zoo Wildlife Alliance, Wenner-Gren Foundation, Leakey Foundation, National Geographic Society, National Institute on Aging (US), National Research Foundation Singapore, Swedish Research Council, Instituto de Salud Carlos III, Ministerio de Economía y Competitividad (España), Juan, David [0000-0003-1912-9667], Valenzuela, Alejandro [0000-0001-6120-6246], Lizano, Esther [0000-0003-3304-9807], Navarro, Arcadi [0000-0003-2162-8246], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Gao, Hong, Hamp, Tobias, Ede, Jeffrey, Schraiber, Joshua G., McRae, Jeremy, Singer-Berk, Moriel, Yang, Yanshen, Dietrich, Anastasia S. D., Fiziev, Petko P., Kuderna, Lukas F. K., Sundaram, Laksshman, Wu, Yibing, Adhikari, Aashish, Field, Yair, Chen, Chen, Batzoglou, Serafim, Aguet, Francois, Lemire, Gabrielle, Reimers, Rebecca, Balick, Daniel, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, Vries, Dorien de, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Melo, Fabiano R. de, Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Amaral, João Valsecchi do, Messias, Mariluce, Silva, Maria N. F. da, Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Bataillon, Thomas, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda, Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Lek, Monkol, Sunyaev, Shamil, O’Donnell-Luria, Anne, Rehm, Heidi L., Xu, Jinbo, Rogers, Jeffrey, Marqués-Bonet, Tomàs, and Farh, Kyle Kai-How
Abstract: [INTRODUCTION] Millions of people have received genome and exome sequencing to date, a collective effort that has illuminated for the first time the vast catalog of small genetic differences that distinguish us as individuals within our species. However, the effects of most of these genetic variants remain unknown, limiting their clinical utility and actionability. New approaches that can accurately discern disease-causing from benign mutations and interpret genetic variants on a genome-wide scale would constitute a meaningful initial step towards realizing the potential of personalized genomic medicine., [RATIONALE] As a result of the short evolutionary distance between humans and nonhuman primates, our proteins share near-perfect amino acid sequence identity. Hence, the effects of a protein-altering mutation found in one species are likely to be concordant in the other species. By systematically cataloging common variants of nonhuman primates, we aimed to annotate these variants as being unlikely to cause human disease as they are tolerated by natural selection in a closely related species. Once collected, the resulting resource may be applied to infer the effects of unobserved variants across the genome using machine learning., [RESULTS] Following the strategy outlined above we obtained whole-genome sequencing data for 809 individuals from 233 primate species and cataloged 4.3 million common missense variants. We confirmed that human missense variants seen in at least one nonhuman primate species were annotated as benign in the ClinVar clinical variant database in 99% of cases. By contrast, common variants from mammals and vertebrates outside the primate lineage were substantially less likely to be benign in the ClinVar database (71 to 87% benign), restricting this strategy to nonhuman primates. Overall, we reclassified more than 4 million human missense variants of previously unknown consequence as likely benign, resulting in a greater than 50-fold increase in the number of annotated missense variants compared to existing clinical databases. To infer the pathogenicity of the remaining missense variants in the human genome, we constructed PrimateAI-3D, a semisupervised 3D-convolutional neural network that operates on voxelized protein structures. We trained PrimateAI-3D to separate common primate variants from matched control variants in 3D space as a semisupervised learning task. We evaluated the trained PrimateAI-3D model alongside 15 other published machine learning methods on their ability to distinguish between benign and pathogenic variants in six different clinical benchmarks and demonstrated that PrimateAI-3D outperformed all other classifiers in each of the tasks., [CONCLUSION] Our study addresses one of the key challenges in the variant interpretation field, namely, the lack of sufficient labeled data to effectively train large machine learning models. By generating the most comprehensive primate sequencing dataset to date and pairing this resource with a deep learning architecture that leverages 3D protein structures, we were able to achieve meaningful improvements in variant effect prediction across multiple clinical benchmarks.
Published: 2023

11. A global catalog of whole-genome diversity from 233 primate species

Author: Fundación la Caixa, Vienna Science and Technology Fund, European Commission, Conselho Nacional de Desenvolvimento Científico e Tecnológico (Brasil), International Primatological Society, Rufford Foundation, Margot Marsh Biodiversity Foundation, Primate Conservation, Fundação de Amparo à Pesquisa do Estado do Amazonas, Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Brasil), German Research Foundation, National Science Foundation (US), Ministry of Science and Technology of Vietnam, Ministerio de Ciencia e Innovación (España), Agencia Estatal de Investigación (España), Generalitat de Catalunya, Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, European Research Council, Natural Environment Research Council (UK), UK Research and Innovation, Department of Biotechnology (India), San Diego Zoo Wildlife Alliance, Wenner-Gren Foundation, Leakey Foundation, National Geographic Society, National Institute on Aging (US), National Institutes of Health (US), Swedish Research Council, National Research Foundation Singapore, Government of Singapore, Kuderna, Lukas F. K. [0000-0002-9992-9295], Kuhlwilm, Martin [0000-0002-0115-1797], Orkin, Joseph D. [0000-0001-6922-2072], Valenzuela, Alejandro [0000-0001-6120-6246], Juan, David [0000-0003-1912-9667], Lizano, Esther [0000-0003-3304-9807], Navarro, Arcadi [0000-0003-2162-8246], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Kuderna, Lukas F. K., Gao, Hong, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, Vries, Dorien de, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idrissa S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., Melo, Fabiano R. de, Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, Silva, Maria N. F. da, Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Rogers, Jeffrey, Farh, Kyle Kai-How, Marqués-Bonet, Tomàs, Fundación la Caixa, Vienna Science and Technology Fund, European Commission, Conselho Nacional de Desenvolvimento Científico e Tecnológico (Brasil), International Primatological Society, Rufford Foundation, Margot Marsh Biodiversity Foundation, Primate Conservation, Fundação de Amparo à Pesquisa do Estado do Amazonas, Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Brasil), German Research Foundation, National Science Foundation (US), Ministry of Science and Technology of Vietnam, Ministerio de Ciencia e Innovación (España), Agencia Estatal de Investigación (España), Generalitat de Catalunya, Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, European Research Council, Natural Environment Research Council (UK), UK Research and Innovation, Department of Biotechnology (India), San Diego Zoo Wildlife Alliance, Wenner-Gren Foundation, Leakey Foundation, National Geographic Society, National Institute on Aging (US), National Institutes of Health (US), Swedish Research Council, National Research Foundation Singapore, Government of Singapore, Kuderna, Lukas F. K. [0000-0002-9992-9295], Kuhlwilm, Martin [0000-0002-0115-1797], Orkin, Joseph D. [0000-0001-6922-2072], Valenzuela, Alejandro [0000-0001-6120-6246], Juan, David [0000-0003-1912-9667], Lizano, Esther [0000-0003-3304-9807], Navarro, Arcadi [0000-0003-2162-8246], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Kuderna, Lukas F. K., Gao, Hong, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, Vries, Dorien de, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idrissa S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., Melo, Fabiano R. de, Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, Silva, Maria N. F. da, Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M. D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Rogers, Jeffrey, Farh, Kyle Kai-How, and Marqués-Bonet, Tomàs
Abstract: The rich diversity of morphology and behavior displayed across primate species provides an informative context in which to study the impact of genomic diversity on fundamental biological processes. Analysis of that diversity provides insight into long-standing questions in evolutionary and conservation biology and is urgent given severe threats these species are facing. Here, we present high-coverage whole-genome data from 233 primate species representing 86% of genera and all 16 families. This dataset was used, together with fossil calibration, to create a nuclear DNA phylogeny and to reassess evolutionary divergence times among primate clades. We found within-species genetic diversity across families and geographic regions to be associated with climate and sociality, but not with extinction risk. Furthermore, mutation rates differ across species, potentially influenced by effective population sizes. Lastly, we identified extensive recurrence of missense mutations previously thought to be human specific. This study will open a wide range of research avenues for future primate genomic research.
Published: 2023

12. ENIGMA CHEK2gether Project:A Comprehensive Study Identifies Functionally Impaired CHEK2 Germline Missense Variants Associated with Increased Breast Cancer Risk

Author: Stolarova, Lenka, Kleiblova, Petra, Zemankova, Petra, Stastna, Barbora, Janatova, Marketa, Soukupova, Jana, Achatz, Maria Isabel, Ambrosone, Christine, Apostolou, Paraskevi, Arun, Banu K., Auer, Paul, Barnard, Mollie, Bertelsen, Birgitte, Japan, Biobank, Blok, Marinus J., Boddicker, Nicholas, Brunet, Joan, Burnside, Elizabeth S., Calvello, Mariarosaria, Campbell, Ian, Chan, Sock Hoai, Chen, Fei, Chiang, Jian Bang, Coppa, Anna, Cortesi, Laura, Crujeiras-González, Ana, Czecanca, Consortium, De Leeneer, Kim, De Putter, Robin, DePersia, Allison, Devereux, Lisa, Domchek, Susan, Efremidis, Anna, Engel, Christoph, Ernst, Corinna, Evans, Gareth D.R., Feliubadaló, Lidia, Fostira, Florentia, Fuentes-Ríos, Olivia, Gómez-García, Encarna B., González, Sara, Haiman, Christopher, van Overeem Hansen, Thomas, Hauke, Jan, Hodge, James, Hu, Chunling, Huang, Hongyan, Binte Ishak, Nur Diana, Iwasaki, Yusuke, Konstantopoulou, Irene, Kraft, Peter, Lacey, James, Lázaro, Conxi, Li, Na, Lim, Weng Khong, Lindstrom, Sara, Lori, Adriana, Martinez, Elana, Martins, Alexandra, Matsuda, Koichi, Matullo, Giuseppe, McInerny, Simone, Michailidou, Kyriaki, Montagna, Marco, Monteiro, Alvaro N.A., Mori, Luigi, Nathanson, Katherine, Neuhausen, Susan L., Nevanlinna, Heli, Olson, Janet E., Palmer, Julie, Pasini, Barbara, Patel, Alpa, Piane, Maria, Poppe, Bruce, Radice, Paolo, Renieri, Alessandra, Resta, Nicoletta, Richardson, Marcy E., Rosseel, Toon, Ruddy, Kathryn J., Santamariña, Marta, Dos Santos, Elizabeth Santana, Teras, Lauren, Toland, Amanda E., Trentham-Dietz, Amy, Vachon, Celine M., Volk, Alexander E., Weber-Lassalle, Nana, Weitzel, Jeffrey N., Wiesmuller, Lisa, Winham, Stacey, Yadav, Siddhartha, Yannoukakos, Drakoulis, Yao, Song, Zampiga, Valentina, Zethoven, Magnus, Zhang, Ze Wen, Zima, Tomas, Spurdle, Amanda B., Vega, Ana, Rossing, Maria, Valle, Jesús Del, De Nicolo, Arcangela, Hahnen, Eric, Claes, Kathleen B.M., Ngeow, Joanne, Momozawa, Yukihide, James, Paul A., Couch, Fergus J., Macurek, Libor, Kleibl, Zdenek, Stolarova, Lenka, Kleiblova, Petra, Zemankova, Petra, Stastna, Barbora, Janatova, Marketa, Soukupova, Jana, Achatz, Maria Isabel, Ambrosone, Christine, Apostolou, Paraskevi, Arun, Banu K., Auer, Paul, Barnard, Mollie, Bertelsen, Birgitte, Japan, Biobank, Blok, Marinus J., Boddicker, Nicholas, Brunet, Joan, Burnside, Elizabeth S., Calvello, Mariarosaria, Campbell, Ian, Chan, Sock Hoai, Chen, Fei, Chiang, Jian Bang, Coppa, Anna, Cortesi, Laura, Crujeiras-González, Ana, Czecanca, Consortium, De Leeneer, Kim, De Putter, Robin, DePersia, Allison, Devereux, Lisa, Domchek, Susan, Efremidis, Anna, Engel, Christoph, Ernst, Corinna, Evans, Gareth D.R., Feliubadaló, Lidia, Fostira, Florentia, Fuentes-Ríos, Olivia, Gómez-García, Encarna B., González, Sara, Haiman, Christopher, van Overeem Hansen, Thomas, Hauke, Jan, Hodge, James, Hu, Chunling, Huang, Hongyan, Binte Ishak, Nur Diana, Iwasaki, Yusuke, Konstantopoulou, Irene, Kraft, Peter, Lacey, James, Lázaro, Conxi, Li, Na, Lim, Weng Khong, Lindstrom, Sara, Lori, Adriana, Martinez, Elana, Martins, Alexandra, Matsuda, Koichi, Matullo, Giuseppe, McInerny, Simone, Michailidou, Kyriaki, Montagna, Marco, Monteiro, Alvaro N.A., Mori, Luigi, Nathanson, Katherine, Neuhausen, Susan L., Nevanlinna, Heli, Olson, Janet E., Palmer, Julie, Pasini, Barbara, Patel, Alpa, Piane, Maria, Poppe, Bruce, Radice, Paolo, Renieri, Alessandra, Resta, Nicoletta, Richardson, Marcy E., Rosseel, Toon, Ruddy, Kathryn J., Santamariña, Marta, Dos Santos, Elizabeth Santana, Teras, Lauren, Toland, Amanda E., Trentham-Dietz, Amy, Vachon, Celine M., Volk, Alexander E., Weber-Lassalle, Nana, Weitzel, Jeffrey N., Wiesmuller, Lisa, Winham, Stacey, Yadav, Siddhartha, Yannoukakos, Drakoulis, Yao, Song, Zampiga, Valentina, Zethoven, Magnus, Zhang, Ze Wen, Zima, Tomas, Spurdle, Amanda B., Vega, Ana, Rossing, Maria, Valle, Jesús Del, De Nicolo, Arcangela, Hahnen, Eric, Claes, Kathleen B.M., Ngeow, Joanne, Momozawa, Yukihide, James, Paul A., Couch, Fergus J., Macurek, Libor, and Kleibl, Zdenek
Abstract: Purpose: Germline pathogenic variants in CHEK2 confer moderately elevated breast cancer risk (odds ratio, OR ∼ 2.5), qualifying carriers for enhanced breast cancer screening. Besides pathogenic variants, dozens of missense CHEK2 variants of uncertain significance (VUS) have been identified, hampering the clinical utility of germline genetic testing (GGT). Experimental Design: We collected 460 CHEK2 missense VUS identified by the ENIGMA consortium in 15 countries. Their functional characterization was performed using CHEK2-complementation assays quantifying KAP1 phosphorylation and CHK2 autophosphorylation in human RPE1–CHEK2-knockout cells. Concordant results in both functional assays were used to categorize CHEK2 VUS from 12 ENIGMA case–control datasets, including 73,048 female patients with breast cancer and 88,658 ethnicity-matched controls. Results: A total of 430/460 VUS were successfully analyzed, of which 340 (79.1%) were concordant in both functional assays and categorized as functionally impaired (N = 102), functionally intermediate (N = 12), or functionally wild-type (WT)–like (N = 226). We then examined their association with breast cancer risk in the case–control analysis. The OR and 95% CI (confidence intervals) for carriers of functionally impaired, intermediate, and WT-like variants were 2.83 (95% CI, 2.35–3.41), 1.57 (95% CI, 1.41–1.75), and 1.19 (95% CI, 1.08–1.31), respectively. The meta-analysis of population-specific datasets showed similar results. Conclusions: We determined the functional consequences for the majority of CHEK2 missense VUS found in patients with breast cancer (3,660/4,436; 82.5%). Carriers of functionally impaired missense variants accounted for 0.5% of patients with breast cancer and were associated with a moderate risk similar to that of truncating CHEK2 variants. In contrast, 2.2% of all patients with breast cancer carried functionally wild-type/intermediate missense variants with n, Purpose: Germline pathogenic variants in CHEK2 confer moderately elevated breast cancer risk (odds ratio, OR ~ 2.5), qualifying carriers for enhanced breast cancer screening. Besides pathogenic variants, dozens of missense CHEK2 variants of uncertain significance (VUS) have been identified, hampering the clinical utility of germline genetic testing (GGT). Experimental Design: We collected 460 CHEK2 missense VUS identified by the ENIGMA consortium in 15 countries. Their functional characterization was performed using CHEK2-complementation assays quantifying KAP1 phosphorylation and CHK2 autophosphorylation in human RPE1–CHEK2-knockout cells. Concordant results in both functional assays were used to categorize CHEK2 VUS from 12 ENIGMA case–control datasets, including 73,048 female patients with breast cancer and 88,658 ethnicity-matched controls. Results: A total of 430/460 VUS were successfully analyzed, of which 340 (79.1%) were concordant in both functional assays and categorized as functionally impaired (N ¼ 102), functionally intermediate (N ¼ 12), or functionally wild-type (WT)–like (N ¼ 226). We then examined their association with breast cancer risk in the case–control analysis. The OR and 95% CI (confidence intervals) for carriers of functionally impaired, intermediate, and WT-like variants were 2.83 (95% CI, 2.35–3.41), 1.57 (95% CI, 1.41–1.75), and 1.19 (95% CI, 1.08–1.31), respectively. The meta-analysis of population-specific datasets showed similar results. Conclusions: We determined the functional consequences for the majority of CHEK2 missense VUS found in patients with breast cancer (3,660/4,436; 82.5%). Carriers of functionally impaired missense variants accounted for 0.5% of patients with breast cancer and were associated with a moderate risk similar to that of truncating CHEK2 variants. In contrast, 2.2% of all patients with breast cancer carried functionally wild-type/intermediate missense variants with no clinically relevant breast cancer risk
Published: 2023

13. A global catalog of whole-genome diversity from 233 primate species

Author: Kuderna, Lukas F.K., Gao, Hong, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idrissa S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Rogers, Jeffrey, Farh, Kyle Kai How, Marques Bonet, Tomas, Kuderna, Lukas F.K., Gao, Hong, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idrissa S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Rogers, Jeffrey, Farh, Kyle Kai How, and Marques Bonet, Tomas
Abstract: The rich diversity of morphology and behavior displayed across primate species provides an informative context in which to study the impact of genomic diversity on fundamental biological processes. Analysis of that diversity provides insight into long-standing questions in evolutionary and conservation biology and is urgent given severe threats these species are facing. Here, we present high-coverage whole-genome data from 233 primate species representing 86% of genera and all 16 families. This dataset was used, together with fossil calibration, to create a nuclear DNA phylogeny and to reassess evolutionary divergence times among primate clades. We found within-species genetic diversity across families and geographic regions to be associated with climate and sociality, but not with extinction risk. Furthermore, mutation rates differ across species, potentially influenced by effective population sizes. Lastly, we identified extensive recurrence of missense mutations previously thought to be human specific. This study will open a wide range of research avenues for future primate genomic research., The rich diversity of morphology and behavior displayed across primate species provides an informative context in which to study the impact of genomic diversity on fundamental biological processes. Analysis of that diversity provides insight into long-standing questions in evolutionary and conservation biology and is urgent given severe threats these species are facing. Here, we present high-coverage whole-genome data from 233 primate species representing 86% of genera and all 16 families. This dataset was used, together with fossil calibration, to create a nuclear DNA phylogeny and to reassess evolutionary divergence times among primate clades. We found within-species genetic diversity across families and geographic regions to be associated with climate and sociality, but not with extinction risk. Furthermore, mutation rates differ across species, potentially influenced by effective population sizes. Lastly, we identified extensive recurrence of missense mutations previously thought to be human specific. This study will open a wide range of research avenues for future primate genomic research.
Published: 2023

14. The landscape of tolerated genetic variation in humans and primates

Author: Gao, Hong, Hamp, Tobias, Ede, Jeffrey, Schraiber, Joshua G., McRae, Jeremy, Singer-Berk, Moriel, Yang, Yanshen, Dietrich, Anastasia S.D., Fiziev, Petko P., Kuderna, Lukas F.K., Sundaram, Laksshman, Wu, Yibing, Adhikari, Aashish, Field, Yair, Chen, Chen, Batzoglou, Serafim, Aguet, Francois, Lemire, Gabrielle, Reimers, Rebecca, Balick, Daniel, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, do Amaral, João Valsecchi, Messias, Mariluce, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Bataillon, Thomas, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda, Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Lek, Monkol, Sunyaev, Shamil, O'Donnell-Luria, Anne, Rehm, Heidi L., Xu, Jinbo, Rogers, Jeffrey, Marques-Bonet, Tomas, Farh, Kyle Kai How, Gao, Hong, Hamp, Tobias, Ede, Jeffrey, Schraiber, Joshua G., McRae, Jeremy, Singer-Berk, Moriel, Yang, Yanshen, Dietrich, Anastasia S.D., Fiziev, Petko P., Kuderna, Lukas F.K., Sundaram, Laksshman, Wu, Yibing, Adhikari, Aashish, Field, Yair, Chen, Chen, Batzoglou, Serafim, Aguet, Francois, Lemire, Gabrielle, Reimers, Rebecca, Balick, Daniel, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rousselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, do Amaral, João Valsecchi, Messias, Mariluce, da Silva, Maria N.F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Bataillon, Thomas, Nadler, Tilo, Khor, Chiea Chuen, Lee, Jessica, Tan, Patrick, Lim, Weng Khong, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda, Guschanski, Katerina, Schierup, Mikkel Heide, Beck, Robin M.D., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Lek, Monkol, Sunyaev, Shamil, O'Donnell-Luria, Anne, Rehm, Heidi L., Xu, Jinbo, Rogers, Jeffrey, Marques-Bonet, Tomas, and Farh, Kyle Kai How
Abstract: INTRODUCTION Millions of people have received genome and exome sequencing to date, a collective effort that has illuminated for the first time the vast catalog of small genetic differences that distinguish us as individuals within our species. However, the effects of most of these genetic variants remain unknown, limiting their clinical utility and actionability. New approaches that can accurately discern disease-causing from benign mutations and interpret genetic variants on a genome-wide scale would constitute a meaningful initial step towards realizing the potential of personalized genomic medicine. RATIONALE As a result of the short evolutionary distance between humans and nonhuman primates, our proteins share near-perfect amino acid sequence identity. Hence, the effects of a protein-altering mutation found in one species are likely to be concordant in the other species. By systematically cataloging common variants of nonhuman primates, we aimed to annotate these variants as being unlikely to cause human disease as they are tolerated by natural selection in a closely related species. Once collected, the resulting resource may be applied to infer the effects of unobserved variants across the genome using machine learning. RESULTS Following the strategy outlined above we obtained whole-genome sequencing data for 809 individuals from 233 primate species and cataloged 4.3 million common missense variants. We confirmed that human missense variants seen in at least one nonhuman primate species were annotated as benign in the ClinVar clinical variant database in 99% of cases. By contrast, common variants from mammals and vertebrates outside the primate lineage were substantially less likely to be benign in the ClinVar database (71 to 87% benign), restricting this strategy to nonhuman primates. Overall, we reclassified more than 4 million human missense variants of previously unknown consequence as likely benign, resulting in a greater than 50-fold i, Personalized genome sequencing has revealed millions of genetic differences between individuals, but our understanding of their clinical relevance remains largely incomplete. To systematically decipher the effects of human genetic variants, we obtained whole-genome sequencing data for 809 individuals from 233 primate species and identified 4.3 million common protein-altering variants with orthologs in humans. We show that these variants can be inferred to have nondeleterious effects in humans based on their presence at high allele frequencies in other primate populations. We use this resource to classify 6% of all possible human protein-altering variants as likely benign and impute the pathogenicity of the remaining 94% of variants with deep learning, achieving state-of-the-art accuracy for diagnosing pathogenic variants in patients with genetic diseases.
Published: 2023

15. ENIGMA CHEK2gether Project:A Comprehensive Study Identifies Functionally Impaired CHEK2 Germline Missense Variants Associated with Increased Breast Cancer Risk

Author: Stolarova, Lenka, Kleiblova, Petra, Zemankova, Petra, Stastna, Barbora, Janatova, Marketa, Soukupova, Jana, Achatz, Maria Isabel, Ambrosone, Christine, Apostolou, Paraskevi, Arun, Banu K., Auer, Paul, Barnard, Mollie, Bertelsen, Birgitte, Japan, Biobank, Blok, Marinus J., Boddicker, Nicholas, Brunet, Joan, Burnside, Elizabeth S., Calvello, Mariarosaria, Campbell, Ian, Chan, Sock Hoai, Chen, Fei, Chiang, Jian Bang, Coppa, Anna, Cortesi, Laura, Crujeiras-González, Ana, Czecanca, Consortium, De Leeneer, Kim, De Putter, Robin, DePersia, Allison, Devereux, Lisa, Domchek, Susan, Efremidis, Anna, Engel, Christoph, Ernst, Corinna, Evans, Gareth D.R., Feliubadaló, Lidia, Fostira, Florentia, Fuentes-Ríos, Olivia, Gómez-García, Encarna B., González, Sara, Haiman, Christopher, van Overeem Hansen, Thomas, Hauke, Jan, Hodge, James, Hu, Chunling, Huang, Hongyan, Binte Ishak, Nur Diana, Iwasaki, Yusuke, Konstantopoulou, Irene, Kraft, Peter, Lacey, James, Lázaro, Conxi, Li, Na, Lim, Weng Khong, Lindstrom, Sara, Lori, Adriana, Martinez, Elana, Martins, Alexandra, Matsuda, Koichi, Matullo, Giuseppe, McInerny, Simone, Michailidou, Kyriaki, Montagna, Marco, Monteiro, Alvaro N.A., Mori, Luigi, Nathanson, Katherine, Neuhausen, Susan L., Nevanlinna, Heli, Olson, Janet E., Palmer, Julie, Pasini, Barbara, Patel, Alpa, Piane, Maria, Poppe, Bruce, Radice, Paolo, Renieri, Alessandra, Resta, Nicoletta, Richardson, Marcy E., Rosseel, Toon, Ruddy, Kathryn J., Santamariña, Marta, Dos Santos, Elizabeth Santana, Teras, Lauren, Toland, Amanda E., Trentham-Dietz, Amy, Vachon, Celine M., Volk, Alexander E., Weber-Lassalle, Nana, Weitzel, Jeffrey N., Wiesmuller, Lisa, Winham, Stacey, Yadav, Siddhartha, Yannoukakos, Drakoulis, Yao, Song, Zampiga, Valentina, Zethoven, Magnus, Zhang, Ze Wen, Zima, Tomas, Spurdle, Amanda B., Vega, Ana, Rossing, Maria, Valle, Jesús Del, De Nicolo, Arcangela, Hahnen, Eric, Claes, Kathleen B.M., Ngeow, Joanne, Momozawa, Yukihide, James, Paul A., Couch, Fergus J., Macurek, Libor, Kleibl, Zdenek, Stolarova, Lenka, Kleiblova, Petra, Zemankova, Petra, Stastna, Barbora, Janatova, Marketa, Soukupova, Jana, Achatz, Maria Isabel, Ambrosone, Christine, Apostolou, Paraskevi, Arun, Banu K., Auer, Paul, Barnard, Mollie, Bertelsen, Birgitte, Japan, Biobank, Blok, Marinus J., Boddicker, Nicholas, Brunet, Joan, Burnside, Elizabeth S., Calvello, Mariarosaria, Campbell, Ian, Chan, Sock Hoai, Chen, Fei, Chiang, Jian Bang, Coppa, Anna, Cortesi, Laura, Crujeiras-González, Ana, Czecanca, Consortium, De Leeneer, Kim, De Putter, Robin, DePersia, Allison, Devereux, Lisa, Domchek, Susan, Efremidis, Anna, Engel, Christoph, Ernst, Corinna, Evans, Gareth D.R., Feliubadaló, Lidia, Fostira, Florentia, Fuentes-Ríos, Olivia, Gómez-García, Encarna B., González, Sara, Haiman, Christopher, van Overeem Hansen, Thomas, Hauke, Jan, Hodge, James, Hu, Chunling, Huang, Hongyan, Binte Ishak, Nur Diana, Iwasaki, Yusuke, Konstantopoulou, Irene, Kraft, Peter, Lacey, James, Lázaro, Conxi, Li, Na, Lim, Weng Khong, Lindstrom, Sara, Lori, Adriana, Martinez, Elana, Martins, Alexandra, Matsuda, Koichi, Matullo, Giuseppe, McInerny, Simone, Michailidou, Kyriaki, Montagna, Marco, Monteiro, Alvaro N.A., Mori, Luigi, Nathanson, Katherine, Neuhausen, Susan L., Nevanlinna, Heli, Olson, Janet E., Palmer, Julie, Pasini, Barbara, Patel, Alpa, Piane, Maria, Poppe, Bruce, Radice, Paolo, Renieri, Alessandra, Resta, Nicoletta, Richardson, Marcy E., Rosseel, Toon, Ruddy, Kathryn J., Santamariña, Marta, Dos Santos, Elizabeth Santana, Teras, Lauren, Toland, Amanda E., Trentham-Dietz, Amy, Vachon, Celine M., Volk, Alexander E., Weber-Lassalle, Nana, Weitzel, Jeffrey N., Wiesmuller, Lisa, Winham, Stacey, Yadav, Siddhartha, Yannoukakos, Drakoulis, Yao, Song, Zampiga, Valentina, Zethoven, Magnus, Zhang, Ze Wen, Zima, Tomas, Spurdle, Amanda B., Vega, Ana, Rossing, Maria, Valle, Jesús Del, De Nicolo, Arcangela, Hahnen, Eric, Claes, Kathleen B.M., Ngeow, Joanne, Momozawa, Yukihide, James, Paul A., Couch, Fergus J., Macurek, Libor, and Kleibl, Zdenek
Abstract: Purpose: Germline pathogenic variants in CHEK2 confer moderately elevated breast cancer risk (odds ratio, OR ∼ 2.5), qualifying carriers for enhanced breast cancer screening. Besides pathogenic variants, dozens of missense CHEK2 variants of uncertain significance (VUS) have been identified, hampering the clinical utility of germline genetic testing (GGT). Experimental Design: We collected 460 CHEK2 missense VUS identified by the ENIGMA consortium in 15 countries. Their functional characterization was performed using CHEK2-complementation assays quantifying KAP1 phosphorylation and CHK2 autophosphorylation in human RPE1–CHEK2-knockout cells. Concordant results in both functional assays were used to categorize CHEK2 VUS from 12 ENIGMA case–control datasets, including 73,048 female patients with breast cancer and 88,658 ethnicity-matched controls. Results: A total of 430/460 VUS were successfully analyzed, of which 340 (79.1%) were concordant in both functional assays and categorized as functionally impaired (N = 102), functionally intermediate (N = 12), or functionally wild-type (WT)–like (N = 226). We then examined their association with breast cancer risk in the case–control analysis. The OR and 95% CI (confidence intervals) for carriers of functionally impaired, intermediate, and WT-like variants were 2.83 (95% CI, 2.35–3.41), 1.57 (95% CI, 1.41–1.75), and 1.19 (95% CI, 1.08–1.31), respectively. The meta-analysis of population-specific datasets showed similar results. Conclusions: We determined the functional consequences for the majority of CHEK2 missense VUS found in patients with breast cancer (3,660/4,436; 82.5%). Carriers of functionally impaired missense variants accounted for 0.5% of patients with breast cancer and were associated with a moderate risk similar to that of truncating CHEK2 variants. In contrast, 2.2% of all patients with breast cancer carried functionally wild-type/intermediate missense variants with n, Purpose: Germline pathogenic variants in CHEK2 confer moderately elevated breast cancer risk (odds ratio, OR ~ 2.5), qualifying carriers for enhanced breast cancer screening. Besides pathogenic variants, dozens of missense CHEK2 variants of uncertain significance (VUS) have been identified, hampering the clinical utility of germline genetic testing (GGT). Experimental Design: We collected 460 CHEK2 missense VUS identified by the ENIGMA consortium in 15 countries. Their functional characterization was performed using CHEK2-complementation assays quantifying KAP1 phosphorylation and CHK2 autophosphorylation in human RPE1–CHEK2-knockout cells. Concordant results in both functional assays were used to categorize CHEK2 VUS from 12 ENIGMA case–control datasets, including 73,048 female patients with breast cancer and 88,658 ethnicity-matched controls. Results: A total of 430/460 VUS were successfully analyzed, of which 340 (79.1%) were concordant in both functional assays and categorized as functionally impaired (N ¼ 102), functionally intermediate (N ¼ 12), or functionally wild-type (WT)–like (N ¼ 226). We then examined their association with breast cancer risk in the case–control analysis. The OR and 95% CI (confidence intervals) for carriers of functionally impaired, intermediate, and WT-like variants were 2.83 (95% CI, 2.35–3.41), 1.57 (95% CI, 1.41–1.75), and 1.19 (95% CI, 1.08–1.31), respectively. The meta-analysis of population-specific datasets showed similar results. Conclusions: We determined the functional consequences for the majority of CHEK2 missense VUS found in patients with breast cancer (3,660/4,436; 82.5%). Carriers of functionally impaired missense variants accounted for 0.5% of patients with breast cancer and were associated with a moderate risk similar to that of truncating CHEK2 variants. In contrast, 2.2% of all patients with breast cancer carried functionally wild-type/intermediate missense variants with no clinically relevant breast cancer risk
Published: 2023

16. Variation in predicted COVID‐19 risk among lemurs and lorises

Author: Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Natural Environment Research Council (UK), Ministerio de Ciencia, Innovación y Universidades (España), Instituto de Salud Carlos III, Agencia Estatal de Investigación (España), Ministerio de Economía y Competitividad (España), European Commission, Generalitat de Catalunya, Fundación la Caixa, Howard Hughes Medical Institute, National Institutes of Health (US), Rockefeller University, Melin, Amanda D. [0000-0002-0612-2514], Orkin, Joseph D. [0000-0001-6922-2072], Janiak, Mareike C. [0000-0002-7759-2556], Valenzuela, Alejandro [0000-0002-2252-3887], Kuderna, Lukas F. K. [0000-0002-9992-9295], Marrone, Frank [0000-0002-1735-0723], Ramangason, Hasinala [0000-0003-4222-7476], Horvath, Julie E. [0000-0002-6426-035X], Roos, Christian [0000-0003-0190-4266], Kitchener, Andrew C. [0000-0003-2594-0827], Khor, Chiea Chuen [0000-0002-1128-4729], Lim, Weng Khong [0000-0003-4391-1130], Umapathy, Govindhaswamy [0000-0003-4086-7445], Raveendran, Muthuswamy [0000-0001-6185-4059], Harris, R. Alan [0000-0002-7333-4752], Gut, Ivo [0000-0001-7219-632X], Gut, Marta [0000-0002-4063-7159], Lizano, Esther 0000-0003-3304-9807], Zinner, Dietmar [0000-0003-3967-8014], Manu, Sivakumara [0000-0002-9114-8793], Johnson, Steig E. [0000-0003-2257-8949], Fedrigo, Olivier [0000-0002-6450-7551], Farh, Kyle Kai-How [0000-0001-6947-8537], Rogers, Jeffrey [0000-0002-7374-6490], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Navarro, Arcadi [0000-0003-2162-8246], Juan, David [0000-0003-1912-9667], Arora, Paramjit S. [0000-0001-5315-401X], Higham, James P. [0000-0002-1133-2030], Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas F. K., Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Harris, R. Alan, Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Le, Minh D., Manu, Sivakumara, Rabarivola, Clément J., Zaramody, Alphonse, Andriaholinirina, Nicole, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Navarro, Arcadi, Juan, David, Arora, Paramjit S., Higham, James P., Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Natural Environment Research Council (UK), Ministerio de Ciencia, Innovación y Universidades (España), Instituto de Salud Carlos III, Agencia Estatal de Investigación (España), Ministerio de Economía y Competitividad (España), European Commission, Generalitat de Catalunya, Fundación la Caixa, Howard Hughes Medical Institute, National Institutes of Health (US), Rockefeller University, Melin, Amanda D. [0000-0002-0612-2514], Orkin, Joseph D. [0000-0001-6922-2072], Janiak, Mareike C. [0000-0002-7759-2556], Valenzuela, Alejandro [0000-0002-2252-3887], Kuderna, Lukas F. K. [0000-0002-9992-9295], Marrone, Frank [0000-0002-1735-0723], Ramangason, Hasinala [0000-0003-4222-7476], Horvath, Julie E. [0000-0002-6426-035X], Roos, Christian [0000-0003-0190-4266], Kitchener, Andrew C. [0000-0003-2594-0827], Khor, Chiea Chuen [0000-0002-1128-4729], Lim, Weng Khong [0000-0003-4391-1130], Umapathy, Govindhaswamy [0000-0003-4086-7445], Raveendran, Muthuswamy [0000-0001-6185-4059], Harris, R. Alan [0000-0002-7333-4752], Gut, Ivo [0000-0001-7219-632X], Gut, Marta [0000-0002-4063-7159], Lizano, Esther 0000-0003-3304-9807], Zinner, Dietmar [0000-0003-3967-8014], Manu, Sivakumara [0000-0002-9114-8793], Johnson, Steig E. [0000-0003-2257-8949], Fedrigo, Olivier [0000-0002-6450-7551], Farh, Kyle Kai-How [0000-0001-6947-8537], Rogers, Jeffrey [0000-0002-7374-6490], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Navarro, Arcadi [0000-0003-2162-8246], Juan, David [0000-0003-1912-9667], Arora, Paramjit S. [0000-0001-5315-401X], Higham, James P. [0000-0002-1133-2030], Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas F. K., Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Harris, R. Alan, Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Le, Minh D., Manu, Sivakumara, Rabarivola, Clément J., Zaramody, Alphonse, Andriaholinirina, Nicole, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Navarro, Arcadi, Juan, David, Arora, Paramjit S., and Higham, James P.
Abstract: The novel coronavirus SARS‐CoV‐2, which in humans leads to the disease COVID‐19, has caused global disruption and more than 2 million fatalities since it first emerged in late 2019. As we write, infection rates are at their highest point globally and are rising extremely rapidly in some areas due to more infectious variants. The primary target of SARS‐CoV‐2 is the cellular receptor angiotensin‐converting enzyme‐2 (ACE2). Recent sequence analyses of the ACE2 gene predict that many nonhuman primates are also likely to be highly susceptible to infection. However, the anticipated risk is not equal across the Order. Furthermore, some taxonomic groups show high ACE2 amino acid conservation, while others exhibit high variability at this locus. As an example of the latter, analyses of strepsirrhine primate ACE2 sequences to date indicate large variation among lemurs and lorises compared to other primate clades despite low sampling effort. Here, we report ACE2 gene and protein sequences for 71 individual strepsirrhines, spanning 51 species and 19 genera. Our study reinforces previous results while finding additional variability in other strepsirrhine species, and suggests several clades of lemurs have high potential susceptibility to SARS‐CoV‐2 infection. Troublingly, some species, including the rare and endangered aye‐aye (Daubentonia madagascariensis), as well as those in the genera Avahi and Propithecus, may be at high risk. Given that lemurs are endemic to Madagascar and among the primates at highest risk of extinction globally, further understanding of the potential threat of COVID‐19 to their health should be a conservation priority. All feasible actions should be taken to limit their exposure to SARS‐CoV‐2.
Published: 2021

17. Variation in predicted COVID-19 risk among lemurs and lorises

Author: Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Natural Environment Research Council (UK), Ministerio de Economía y Competitividad (España), Instituto de Salud Carlos III, European Commission, Generalitat de Catalunya, European Research Council, Ministerio de Ciencia, Innovación y Universidades (España), Agencia Estatal de Investigación (España), Howard Hughes Medical Institute, Obra Social la Caixa, Melin, Amanda D. [0000-0002-0612-2514], Orkin, Joseph D. [0000-0001-6922-2072], Janiak, Mareike C. [0000-0002-7759-2556], Kuderna, Lukas F. K. [0000-0002-9992-9295], Marrone, Frank [0000-0002-1735-0723], Arora, Paramjit S. [0000-0001-5315-401X], Higham, James P. [0000-0002-1133-2030], Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas F. K., Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Harris, R. Alan, Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Navarro, Arcadi, Juan, David, Arora, Paramjit S., Higham, James P., Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Natural Environment Research Council (UK), Ministerio de Economía y Competitividad (España), Instituto de Salud Carlos III, European Commission, Generalitat de Catalunya, European Research Council, Ministerio de Ciencia, Innovación y Universidades (España), Agencia Estatal de Investigación (España), Howard Hughes Medical Institute, Obra Social la Caixa, Melin, Amanda D. [0000-0002-0612-2514], Orkin, Joseph D. [0000-0001-6922-2072], Janiak, Mareike C. [0000-0002-7759-2556], Kuderna, Lukas F. K. [0000-0002-9992-9295], Marrone, Frank [0000-0002-1735-0723], Arora, Paramjit S. [0000-0001-5315-401X], Higham, James P. [0000-0002-1133-2030], Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas F. K., Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Harris, R. Alan, Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Navarro, Arcadi, Juan, David, Arora, Paramjit S., and Higham, James P.
Abstract: The novel coronavirus SARS-CoV-2, which in humans leads to the disease COVID-19, has caused global disruption and more than 1.5 million fatalities since it first emerged in late 2019. As we write, infection rates are currently at their highest point globally and are rising extremely rapidly in some areas due to more infectious variants. The primary viral target is the cellular receptor angiotensin-converting enzyme2 (ACE2). Recent sequence analyses of the ACE2 gene predicts that many nonhuman primates are also likely to be highly susceptible to infection. However, the anticipated risk is not equal across the Order. Furthermore, some taxonomic groups show high ACE2 amino acid conservation, while others exhibit high variability at this locus. As an example of the latter, analyses of strepsirrhine primate ACE2 sequences to date indicate large variation among lemurs and lorises compared to other primate clades despite low sampling effort. Here, we report ACE2 gene and protein sequences for 71 individual strepsirrhines, spanning 51 species and 19 genera. Our study reinforces previous results and finds additional variability in other strepsirrhine species, and suggests several clades of lemurs have high potential susceptibility to SARS-CoV-2 infection. Troublingly, some species, including the rare and Endangered aye-aye (Daubentonia madagascariensis), as well as those in the genera Avahi and Propithecus, may be at high risk. Given that lemurs are endemic to Madagascar and among the primates at highest risk of extinction globally, further understanding of the potential threat of COVID-19 to their health should be a conservation priority. All feasible actions should be taken to limit their exposure to SARS-CoV-2.
Published: 2021

18. Variation in predicted COVID-19 risk among lemurs and lorises

Author: Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas, Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Alan Harris, R., Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Le, Minh D., Manu, Sivakumara, Rabarivola, Clément J., Zaramody, Alphonse, Andriaholinirina, Nicole, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marques-Bonet, Tomas, Navarro, Arcadi, Juan, David, Arora, Paramjit S., Higham, James P., Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas, Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Alan Harris, R., Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Le, Minh D., Manu, Sivakumara, Rabarivola, Clément J., Zaramody, Alphonse, Andriaholinirina, Nicole, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marques-Bonet, Tomas, Navarro, Arcadi, Juan, David, Arora, Paramjit S., and Higham, James P.
Abstract: The novel coronavirus SARS-CoV-2, which in humans leads to the disease COVID-19, has caused global disruption and more than 2 million fatalities since it first emerged in late 2019. As we write, infection rates are at their highest point globally and are rising extremely rapidly in some areas due to more infectious variants. The primary target of SARS-CoV-2 is the cellular receptor angiotensin-converting enzyme-2 (ACE2). Recent sequence analyses of the ACE2 gene predict that many nonhuman primates are also likely to be highly susceptible to infection. However, the anticipated risk is not equal across the Order. Furthermore, some taxonomic groups show high ACE2 amino acid conservation, while others exhibit high variability at this locus. As an example of the latter, analyses of strepsirrhine primate ACE2 sequences to date indicate large variation among lemurs and lorises compared to other primate clades despite low sampling effort. Here, we report ACE2 gene and protein sequences for 71 individual strepsirrhines, spanning 51 species and 19 genera. Our study reinforces previous results while finding additional variability in other strepsirrhine species, and suggests several clades of lemurs have high potential susceptibility to SARS-CoV-2 infection. Troublingly, some species, including the rare and endangered aye-aye (Daubentonia madagascariensis), as well as those in the genera Avahi and Propithecus, may be at high risk. Given that lemurs are endemic to Madagascar and among the primates at highest risk of extinction globally, further understanding of the potential threat of COVID-19 to their health should be a conservation priority. All feasible actions should be taken to limit their exposure to SARS-CoV-2.
Published: 2021

19. Variation in predicted COVID-19 risk among lemurs and lorises

Author: Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas, Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Alan Harris, R., Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Le, Minh D., Manu, Sivakumara, Rabarivola, Clément J., Zaramody, Alphonse, Andriaholinirina, Nicole, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marques-Bonet, Tomas, Navarro, Arcadi, Juan, David, Arora, Paramjit S., Higham, James P., Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas, Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Alan Harris, R., Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Le, Minh D., Manu, Sivakumara, Rabarivola, Clément J., Zaramody, Alphonse, Andriaholinirina, Nicole, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marques-Bonet, Tomas, Navarro, Arcadi, Juan, David, Arora, Paramjit S., and Higham, James P.
Abstract: The novel coronavirus SARS-CoV-2, which in humans leads to the disease COVID-19, has caused global disruption and more than 2 million fatalities since it first emerged in late 2019. As we write, infection rates are at their highest point globally and are rising extremely rapidly in some areas due to more infectious variants. The primary target of SARS-CoV-2 is the cellular receptor angiotensin-converting enzyme-2 (ACE2). Recent sequence analyses of the ACE2 gene predict that many nonhuman primates are also likely to be highly susceptible to infection. However, the anticipated risk is not equal across the Order. Furthermore, some taxonomic groups show high ACE2 amino acid conservation, while others exhibit high variability at this locus. As an example of the latter, analyses of strepsirrhine primate ACE2 sequences to date indicate large variation among lemurs and lorises compared to other primate clades despite low sampling effort. Here, we report ACE2 gene and protein sequences for 71 individual strepsirrhines, spanning 51 species and 19 genera. Our study reinforces previous results while finding additional variability in other strepsirrhine species, and suggests several clades of lemurs have high potential susceptibility to SARS-CoV-2 infection. Troublingly, some species, including the rare and endangered aye-aye (Daubentonia madagascariensis), as well as those in the genera Avahi and Propithecus, may be at high risk. Given that lemurs are endemic to Madagascar and among the primates at highest risk of extinction globally, further understanding of the potential threat of COVID-19 to their health should be a conservation priority. All feasible actions should be taken to limit their exposure to SARS-CoV-2.
Published: 2021

20. Variation in predicted COVID-19 risk among lemurs and lorises

Author: Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Natural Environment Research Council (UK), Ministerio de Economía y Competitividad (España), Instituto de Salud Carlos III, European Commission, Generalitat de Catalunya, European Research Council, Ministerio de Ciencia, Innovación y Universidades (España), Agencia Estatal de Investigación (España), Howard Hughes Medical Institute, Fundación la Caixa, Melin, Amanda D. [0000-0002-0612-2514], Orkin, Joseph D. [0000-0001-6922-2072], Janiak, Mareike C. [0000-0002-7759-2556], Kuderna, Lukas F. K. [0000-0002-9992-9295], Marrone, Frank [0000-0002-1735-0723], Arora, Paramjit S. [0000-0001-5315-401X], Higham, James P. [0000-0002-1133-2030], Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas F. K., Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Harris, R. Alan, Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Navarro, Arcadi, Juan, David, Arora, Paramjit S., Higham, James P., Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Natural Environment Research Council (UK), Ministerio de Economía y Competitividad (España), Instituto de Salud Carlos III, European Commission, Generalitat de Catalunya, European Research Council, Ministerio de Ciencia, Innovación y Universidades (España), Agencia Estatal de Investigación (España), Howard Hughes Medical Institute, Fundación la Caixa, Melin, Amanda D. [0000-0002-0612-2514], Orkin, Joseph D. [0000-0001-6922-2072], Janiak, Mareike C. [0000-0002-7759-2556], Kuderna, Lukas F. K. [0000-0002-9992-9295], Marrone, Frank [0000-0002-1735-0723], Arora, Paramjit S. [0000-0001-5315-401X], Higham, James P. [0000-0002-1133-2030], Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas F. K., Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Lee, Jessica G. H., Tan, Patrick, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Harris, R. Alan, Gut, Ivo, Gut, Marta, Lizano, Esther, Nadler, Tilo, Zinner, Dietmar, Johnson, Steig E., Jarvis, Erich D., Fedrigo, Olivier, Wu, Dongdong, Zhang, Guojie, Farh, Kyle Kai-How, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Navarro, Arcadi, Juan, David, Arora, Paramjit S., and Higham, James P.
Abstract: The novel coronavirus SARS-CoV-2, which in humans leads to the disease COVID-19, has caused global disruption and more than 1.5 million fatalities since it first emerged in late 2019. As we write, infection rates are currently at their highest point globally and are rising extremely rapidly in some areas due to more infectious variants. The primary viral target is the cellular receptor angiotensin-converting enzyme2 (ACE2). Recent sequence analyses of the ACE2 gene predicts that many nonhuman primates are also likely to be highly susceptible to infection. However, the anticipated risk is not equal across the Order. Furthermore, some taxonomic groups show high ACE2 amino acid conservation, while others exhibit high variability at this locus. As an example of the latter, analyses of strepsirrhine primate ACE2 sequences to date indicate large variation among lemurs and lorises compared to other primate clades despite low sampling effort. Here, we report ACE2 gene and protein sequences for 71 individual strepsirrhines, spanning 51 species and 19 genera. Our study reinforces previous results and finds additional variability in other strepsirrhine species, and suggests several clades of lemurs have high potential susceptibility to SARS-CoV-2 infection. Troublingly, some species, including the rare and Endangered aye-aye (Daubentonia madagascariensis), as well as those in the genera Avahi and Propithecus, may be at high risk. Given that lemurs are endemic to Madagascar and among the primates at highest risk of extinction globally, further understanding of the potential threat of COVID-19 to their health should be a conservation priority. All feasible actions should be taken to limit their exposure to SARS-CoV-2.
Published: 2021

21. Genetic Studies of Hypertrophic Cardiomyopathy in Singaporeans Identify Variants in TNNI3 and TNNT2 That Are Common in Chinese Patients.

Author: Pua, Chee Jian, Pua, Chee Jian, Tham, Nevin, Chin, Calvin WL, Walsh, Roddy, Khor, Chiea Chuen, Toepfer, Christopher N, Repetti, Giuliana G, Garfinkel, Amanda C, Ewoldt, Jourdan F, Cloonan, Paige, Chen, Christopher S, Lim, Shi Qi, Cai, Jiashen, Loo, Li Yang, Kong, Siew Ching, Chiang, Charleston WK, Whiffin, Nicola, de Marvao, Antonio, Lio, Pei Min, Hii, An An, Yang, Cheng Xi, Le, Thu Thao, Bylstra, Yasmin, Lim, Weng Khong, Teo, Jing Xian, Padilha, Kallyandra, Silva, Gabriela V, Pan, Bangfen, Govind, Risha, Buchan, Rachel J, Barton, Paul JR, Tan, Patrick, Foo, Roger, Yip, James WL, Wong, Raymond CC, Chan, Wan Xian, Pereira, Alexandre C, Tang, Hak Chiaw, Jamuar, Saumya Shekhar, Ware, James S, Seidman, Jonathan G, Seidman, Christine E, Cook, Stuart A, Pua, Chee Jian, Pua, Chee Jian, Tham, Nevin, Chin, Calvin WL, Walsh, Roddy, Khor, Chiea Chuen, Toepfer, Christopher N, Repetti, Giuliana G, Garfinkel, Amanda C, Ewoldt, Jourdan F, Cloonan, Paige, Chen, Christopher S, Lim, Shi Qi, Cai, Jiashen, Loo, Li Yang, Kong, Siew Ching, Chiang, Charleston WK, Whiffin, Nicola, de Marvao, Antonio, Lio, Pei Min, Hii, An An, Yang, Cheng Xi, Le, Thu Thao, Bylstra, Yasmin, Lim, Weng Khong, Teo, Jing Xian, Padilha, Kallyandra, Silva, Gabriela V, Pan, Bangfen, Govind, Risha, Buchan, Rachel J, Barton, Paul JR, Tan, Patrick, Foo, Roger, Yip, James WL, Wong, Raymond CC, Chan, Wan Xian, Pereira, Alexandre C, Tang, Hak Chiaw, Jamuar, Saumya Shekhar, Ware, James S, Seidman, Jonathan G, Seidman, Christine E, and Cook, Stuart A
Abstract: BackgroundTo assess the genetic architecture of hypertrophic cardiomyopathy (HCM) in patients of predominantly Chinese ancestry.MethodsWe sequenced HCM disease genes in Singaporean patients (n=224) and Singaporean controls (n=3634), compared findings with additional populations and White HCM cohorts (n=6179), and performed in vitro functional studies.ResultsSingaporean HCM patients had significantly fewer confidently interpreted HCM disease variants (pathogenic/likely pathogenic: 18%, P<0.0001) but an excess of variants of uncertain significance (24%, P<0.0001), as compared to Whites (pathogenic/likely pathogenic: 31%, excess of variants of uncertain significance: 7%). Two missense variants in thin filament encoding genes were commonly seen in Singaporean HCM (TNNI3:p.R79C, disease allele frequency [AF]=0.018; TNNT2:p.R286H, disease AF=0.022) and are enriched in Singaporean HCM when compared with Asian controls (TNNI3:p.R79C, Singaporean controls AF=0.0055, P=0.0057, genome aggregation database-East Asian AF=0.0062, P=0.0086; TNNT2:p.R286H, Singaporean controls AF=0.0017, P<0.0001, genome aggregation database-East Asian AF=0.0009, P<0.0001). Both these variants have conflicting annotations in ClinVar and are of low penetrance (TNNI3:p.R79C, 0.7%; TNNT2:p.R286H, 2.7%) but are predicted to be deleterious by computational tools. In population controls, TNNI3:p.R79C carriers had significantly thicker left ventricular walls compared with noncarriers while its etiological fraction is limited (0.70 [95% CI, 0.35-0.86]) and thus TNNI3:p.R79C is considered variant of uncertain significance. Mutant TNNT2:p.R286H iPSC-CMs (induced pluripotent stem cells derived cardiomyocytes) show hypercontractility, increased metabolic requirements, and cellular hypertrophy and the etiological fraction (0.93 [95% CI, 0.83-0.97]) support the likely pathogenicity of TNNT2:p.R286H.ConclusionsAs compared with Whites, Chinese HCM patients commonly have low penetrance risk alleles in T
Published: 2020

22. Large-Scale Whole-Genome Sequencing of Three Diverse Asian Populations in Singapore

Author: Wu, Degang, Dou, Jinzhuang, Chai, Xiaoran, Bellis, Claire, Wilm, Andreas, Shih, Chih Chuan, Soon, Wendy Wei Jia, Bertin, Nicolas, Lin, Clarabelle Bitong, Khor, Chiea Chuen, DeGiorgio, Michael, Cheng, Shanshan, Bao, Li, Karnani, Neerja, Hwang, William Ying Khee, Davila, Sonia, Tan, Patrick, Shabbir, Asim, Moh, Angela, Tan, Eng King, Foo, Jia Nee, Goh, Liuh Ling, Leong, Khai Pang, Foo, Roger S.Y., Lam, Carolyn Su Ping, Richards, Arthur Mark, Cheng, Ching Yu, Aung, Tin, Wong, Tien Yin, Ng, Huck Hui, Ackers-Johnson, Matthew Andrew, Aliwarga, Edita, Ban, Kenneth Hon Kim, Bertrand, Denis, Chambers, John C., Chan, Dana Leng Hui, Chan, Cheryl Xue Li, Chee, Miao Li, Chee, Miao Ling, Chen, Pauline, Chen, Yunxin, Chew, Elaine Guo Yan, Chew, Wen Jie, Chiam, Lynn Hui Yun, Chong, Jenny Pek Ching, Chua, Ivan, Cook, Stuart A., Dai, Wei, Dorajoo, Rajkumar, Foo, Chuan Sheng, Goh, Rick Siow Mong, Hillmer, Axel M., Irwan, Ishak D., Jaufeerally, Fazlur, Javed, Asif, Jeyakani, Justin, Koh, John Tat Hung, Koh, Jia Yu, Krishnaswamy, Pavitra, Kuan, Jyn Ling, Kumari, Neelam, Lee, Ai Shan, Lee, Seow Eng, Lee, Sheldon, Lee, Yen Ling, Leong, See Ting, Li, Zheng, Li, Peter Yiqing, Liew, Jun Xian, Liew, Oi Wah, Lim, Su Chi, Lim, Weng Khong, Lim, Chia Wei, Lim, Tingsen Benson, Lim, Choon Kiat, Loh, Seet Yoong, Lok, Au Wing, Chin, Calvin W.L., Majithia, Shivani, Maurer-Stroh, Sebastian, Meah, Wee Yang, Mok, Shi Qi, Nargarajan, Niranjan, Ng, Pauline, Ng, Sarah B., Ng, Zhenyuan, Ng, Jessica Yan Xia, Ng, Ebonne, Ng, Shi Ling, Nusinovici, Simon, Ong, Chin Thing, Pan, Bangfen, Pedergnana, Vincent, Poh, Stanley, Prabhakar, Shyam, Prakash, Kumar M., Quek, Ivy, Sabanayagam, Charumathi, See, Wei Qiang, Sia, Yee Yen, Sim, Xueling, Sim, Wey Cheng, So, Jimmy, Soon, Dinna K.N., Tai, E. Shyong, Tan, Nicholas Y., Tan, Louis C.S., Tan, Hong Chang, Tan, Wilson Lek Wen, Tandiono, Moses, Tay, Amanda, Thakur, Sahil, Tham, Yih Chung, Tiang, Zenia, Toh, Grace Li Xian, Tsai, Pi Kuang, Veeravalli, Lavanya, Verma, Chandra S., Wang, Ling, Wang, Min Rui, Wong, Wing Cheong, Xie, Zhicheng, Yeo, Khung Keong, Zhang, Liang, Zhai, Weiwei, Zhao, Yi, Liu, Jianjun, Wang, Chaolong, other, and, Wu, Degang, Dou, Jinzhuang, Chai, Xiaoran, Bellis, Claire, Wilm, Andreas, Shih, Chih Chuan, Soon, Wendy Wei Jia, Bertin, Nicolas, Lin, Clarabelle Bitong, Khor, Chiea Chuen, DeGiorgio, Michael, Cheng, Shanshan, Bao, Li, Karnani, Neerja, Hwang, William Ying Khee, Davila, Sonia, Tan, Patrick, Shabbir, Asim, Moh, Angela, Tan, Eng King, Foo, Jia Nee, Goh, Liuh Ling, Leong, Khai Pang, Foo, Roger S.Y., Lam, Carolyn Su Ping, Richards, Arthur Mark, Cheng, Ching Yu, Aung, Tin, Wong, Tien Yin, Ng, Huck Hui, Ackers-Johnson, Matthew Andrew, Aliwarga, Edita, Ban, Kenneth Hon Kim, Bertrand, Denis, Chambers, John C., Chan, Dana Leng Hui, Chan, Cheryl Xue Li, Chee, Miao Li, Chee, Miao Ling, Chen, Pauline, Chen, Yunxin, Chew, Elaine Guo Yan, Chew, Wen Jie, Chiam, Lynn Hui Yun, Chong, Jenny Pek Ching, Chua, Ivan, Cook, Stuart A., Dai, Wei, Dorajoo, Rajkumar, Foo, Chuan Sheng, Goh, Rick Siow Mong, Hillmer, Axel M., Irwan, Ishak D., Jaufeerally, Fazlur, Javed, Asif, Jeyakani, Justin, Koh, John Tat Hung, Koh, Jia Yu, Krishnaswamy, Pavitra, Kuan, Jyn Ling, Kumari, Neelam, Lee, Ai Shan, Lee, Seow Eng, Lee, Sheldon, Lee, Yen Ling, Leong, See Ting, Li, Zheng, Li, Peter Yiqing, Liew, Jun Xian, Liew, Oi Wah, Lim, Su Chi, Lim, Weng Khong, Lim, Chia Wei, Lim, Tingsen Benson, Lim, Choon Kiat, Loh, Seet Yoong, Lok, Au Wing, Chin, Calvin W.L., Majithia, Shivani, Maurer-Stroh, Sebastian, Meah, Wee Yang, Mok, Shi Qi, Nargarajan, Niranjan, Ng, Pauline, Ng, Sarah B., Ng, Zhenyuan, Ng, Jessica Yan Xia, Ng, Ebonne, Ng, Shi Ling, Nusinovici, Simon, Ong, Chin Thing, Pan, Bangfen, Pedergnana, Vincent, Poh, Stanley, Prabhakar, Shyam, Prakash, Kumar M., Quek, Ivy, Sabanayagam, Charumathi, See, Wei Qiang, Sia, Yee Yen, Sim, Xueling, Sim, Wey Cheng, So, Jimmy, Soon, Dinna K.N., Tai, E. Shyong, Tan, Nicholas Y., Tan, Louis C.S., Tan, Hong Chang, Tan, Wilson Lek Wen, Tandiono, Moses, Tay, Amanda, Thakur, Sahil, Tham, Yih Chung, Tiang, Zenia, Toh, Grace Li Xian, Tsai, Pi Kuang, Veeravalli, Lavanya, Verma, Chandra S., Wang, Ling, Wang, Min Rui, Wong, Wing Cheong, Xie, Zhicheng, Yeo, Khung Keong, Zhang, Liang, Zhai, Weiwei, Zhao, Yi, Liu, Jianjun, Wang, Chaolong, and other, and
Abstract: Because of Singapore's unique history of immigration, whole-genome sequence analysis of 4,810 Singaporeans provides a snapshot of the genetic diversity across East, Southeast, and South Asia.
Published: 2019

23. Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screen

Author: Computer Science, Menden, Michael P., Wang, Dennis, Mason, Mike J., Szalai, Bence, Bulusu, Krishna C., Guan, Yuanfang, Yu, Thomas, Kang, Jaewoo, Jeon, Minji, Wolfinger, Russ, Nguyen, Tin, Zaslavskiy, Mikhail, Jang, In Sock, Ghazoui, Zara, Ahsen, Mehmet Eren, Vogel, Robert, Neto, Elias Chaibub, Norman, Thea, Tang, Eric K. Y., Garnett, Mathew J., Di Veroli, Giovanni Y., Fawell, Stephen, Stolovitzky, Gustavo, Guinney, Justin, Dry, Jonathan R., Saez-Rodriguez, Julio, Abante, Jordi, Abecassis, Barbara Schmitz, Aben, Nanne, Aghamirzaie, Delasa, Aittokallio, Tero, Akhtari, Farida S., Al-lazikani, Bissan, Alam, Tanvir, Allam, Amin, Allen, Chad, de Almeida, Mariana Pelicano, Altarawy, Doaa, Alves, Vinicius, Amadoz, Alicia, Anchang, Benedict, Antolin, Albert A., Ash, Jeremy R., Romeo Aznar, Victoria, Ba-alawi, Wail, Bagheri, Moeen, Bajic, Vladimir, Ball, Gordon, Ballester, Pedro J., Baptista, Delora, Bare, Christopher, Bateson, Mathilde, Bender, Andreas, Bertrand, Denis, Wijayawardena, Bhagya, Boroevich, Keith A., Bosdriesz, Evert, Bougouffa, Salim, Bounova, Gergana, Brouwer, Thomas, Bryant, Barbara, Calaza, Manuel, Calderone, Alberto, Calza, Stefano, Capuzzi, Stephen, Carbonell-Caballero, Jose, Carlin, Daniel, Carter, Hannah, Castagnoli, Luisa, Celebi, Remzi, Cesareni, Gianni, Chang, Hyeokyoon, Chen, Guocai, Chen, Haoran, Chen, Huiyuan, Cheng, Lijun, Chernomoretz, Ariel, Chicco, Davide, Cho, Kwang-Hyun, Cho, Sunghwan, Choi, Daeseon, Choi, Jaejoon, Choi, Kwanghun, Choi, Minsoo, De Cock, Martine, Coker, Elizabeth, Cortes-Ciriano, Isidro, Cserzo, Miklos, Cubuk, Cankut, Curtis, Christina, Van Daele, Dries, Dang, Cuong C., Dijkstra, Tjeerd, Dopazo, Joaquin, Draghici, Sorin, Drosou, Anastasios, Dumontier, Michel, Ehrhart, Friederike, Eid, Fatma-Elzahraa, ElHefnawi, Mahmoud, Elmarakeby, Haitham A., van Engelen, Bo, Engin, Hatice Billur, de Esch, Iwan, Evelo, Chris, Falcao, Andre O., Farag, Sherif, Fernandez-Lozano, Carlos, Fisch, Kathleen, Flobak, Asmund, Fornari, Chiara, Foroushani, Amir B. K., Fotso, Donatien Chedom, Fourches, Denis, Friend, Stephen, Frigessi, Arnoldo, Gao, Feng, Gao, Xiaoting, Gerold, Jeffrey M., Gestraud, Pierre, Ghosh, Samik, Gillberg, Jussi, Godoy-Lorite, Antonia, Godynyuk, Lizzy, Godzik, Adam, Goldenberg, Anna, Gomez-Cabrero, David, Gonen, Mehmet, de Graaf, Chris, Gray, Harry, Grechkin, Maxim, Guimera, Roger, Guney, Emre, Haibe-Kains, Benjamin, Han, Younghyun, Hase, Takeshi, He, Di, He, Liye, Heath, Lenwood S., Hellton, Kristoffer H., Helmer-Citterich, Manuela, Hidalgo, Marta R., Hidru, Daniel, Hill, Steven M., Hochreiter, Sepp, Hong, Seungpyo, Hovig, Eivind, Hsueh, Ya-Chih, Hu, Zhiyuan, Huang, Justin K., Huang, R. Stephanie, Hunyady, Laszlo, Hwang, Jinseub, Hwang, Tae Hyun, Hwang, Woochang, Hwang, Yongdeuk, Isayev, Olexandr, Walk, Oliver Bear Don't, Jack, John, Jahandideh, Samad, Ji, Jiadong, Jo, Yousang, Kamola, Piotr J., Kanev, Georgi K., Karacosta, Loukia, Karimi, Mostafa, Kaski, Samuel, Kazanov, Marat, Khamis, Abdullah M., Khan, Suleiman Ali, Kiani, Narsis A., Kim, Allen, Kim, Jinhan, Kim, Juntae, Kim, Kiseong, Kim, Kyung, Kim, Sunkyu, Kim, Yongsoo, Kim, Yunseong, Kirk, Paul D. W., Kitano, Hiroaki, Klambauer, Gunter, Knowles, David, Ko, Melissa, Kohn-Luque, Alvaro, Kooistra, Albert J., Kuenemann, Melaine A., Kuiper, Martin, Kurz, Christoph, Kwon, Mijin, van Laarhoven, Twan, Laegreid, Astrid, Lederer, Simone, Lee, Heewon, Lee, Jeon, Lee, Yun Woo, Leppaho, Eemeli, Lewis, Richard, Li, Jing, Li, Lang, Liley, James, Lim, Weng Khong, Lin, Chieh, Liu, Yiyi, Lopez, Yosvany, Low, Joshua, Lysenko, Artem, Machado, Daniel, Madhukar, Neel, De Maeyer, Dries, Malpartida, Ana Belen, Mamitsuka, Hiroshi, Marabita, Francesco, Marchal, Kathleen, Marttinen, Pekka, Mason, Daniel, Mazaheri, Alireza, Mehmood, Arfa, Mehreen, Ali, Michaut, Magali, Miller, Ryan A., Mitsopoulos, Costas, Modos, Dezso, Van Moerbeke, Marijke, Moo, Keagan, Motsinger-Reif, Alison, Movva, Rajiv, Muraru, Sebastian, Muratov, Eugene, Mushthofa, Mushthofa, Nagarajan, Niranjan, Nakken, Sigve, Nath, Aritro, Neuvial, Pierre, Newton, Richard, Ning, Zheng, De Niz, Carlos, Oliva, Baldo, Olsen, Catharina, Palmeri, Antonio, Panesar, Bhawan, Papadopoulos, Stavros, Park, Jaesub, Park, Seonyeong, Park, Sungjoon, Pawitan, Yudi, Peluso, Daniele, Pendyala, Sriram, Peng, Jian, Perfetto, Livia, Pirro, Stefano, Plevritis, Sylvia, Politi, Regina, Poon, Hoifung, Porta, Eduard, Prellner, Isak, Preuer, Kristina, Angel Pujana, Miguel, Ramnarine, Ricardo, Reid, John E., Reyal, Fabien, Richardson, Sylvia, Ricketts, Camir, Rieswijk, Linda, Rocha, Miguel, Rodriguez-Gonzalvez, Carmen, Roell, Kyle, Rotroff, Daniel, de Ruiter, Julian R., Rukawa, Ploy, Sadacca, Benjamin, Safikhani, Zhaleh, Safitri, Fita, Sales-Pardo, Marta, Sauer, Sebastian, Schlichting, Moritz, Seoane, Jose A., Serra, Jordi, Shang, Ming-Mei, Sharma, Alok, Sharma, Hari, Shen, Yang, Shiga, Motoki, Shin, Moonshik, Shkedy, Ziv, Shopsowitz, Kevin, Sinai, Sam, Skola, Dylan, Smirnov, Petr, Soerensen, Izel Fourie, Soerensen, Peter, Song, Je-Hoon, Song, Sang Ok, Soufan, Othman, Spitzmueller, Andreas, Steipe, Boris, Suphavilai, Chayaporn, Tamayo, Sergio Pulido, Tamborero, David, Tang, Jing, Tanoli, Zia-ur-Rehman, Tarres-Deulofeu, Marc, Tegner, Jesper, Thommesen, Liv, Tonekaboni, Seyed Ali Madani, Tran, Hong T., De Troyer, Ewoud, Truong, Amy, Tsunoda, Tatsuhiko, Turu, Gabor, Tzeng, Guang-Yo, Verbeke, Lieven, Videla, Santiago, Vis, Daniel, Voronkov, Andrey, Votis, Konstantinos, Wang, Ashley, Wang, Hong-Qiang Horace, Wang, Po-Wei, Wang, Sheng, Wang, Wei, Wang, Xiaochen, Wang, Xin, Wennerberg, Krister, Wernisch, Lorenz, Wessels, Lodewyk, van Westen, Gerard J. P., Westerman, Bart A., White, Simon Richard, Willighagen, Egon, Wurdinger, Tom, Xie, Lei, Xie, Shuilian, Xu, Hua, Yadav, Bhagwan, Yau, Christopher, Yeerna, Huwate, Yin, Jia Wei, Yu, Michael, Yu, MinHwan, Yun, So Jeong, Zakharov, Alexey, Zamichos, Alexandros, Zanin, Massimiliano, Zeng, Li, Zenil, Hector, Zhang, Frederick, Zhang, Pengyue, Zhang, Wei, Zhao, Hongyu, Zhao, Lan, Zheng, Wenjin, Zoufir, Azedine, Zucknick, Manuela, Computer Science, Menden, Michael P., Wang, Dennis, Mason, Mike J., Szalai, Bence, Bulusu, Krishna C., Guan, Yuanfang, Yu, Thomas, Kang, Jaewoo, Jeon, Minji, Wolfinger, Russ, Nguyen, Tin, Zaslavskiy, Mikhail, Jang, In Sock, Ghazoui, Zara, Ahsen, Mehmet Eren, Vogel, Robert, Neto, Elias Chaibub, Norman, Thea, Tang, Eric K. Y., Garnett, Mathew J., Di Veroli, Giovanni Y., Fawell, Stephen, Stolovitzky, Gustavo, Guinney, Justin, Dry, Jonathan R., Saez-Rodriguez, Julio, Abante, Jordi, Abecassis, Barbara Schmitz, Aben, Nanne, Aghamirzaie, Delasa, Aittokallio, Tero, Akhtari, Farida S., Al-lazikani, Bissan, Alam, Tanvir, Allam, Amin, Allen, Chad, de Almeida, Mariana Pelicano, Altarawy, Doaa, Alves, Vinicius, Amadoz, Alicia, Anchang, Benedict, Antolin, Albert A., Ash, Jeremy R., Romeo Aznar, Victoria, Ba-alawi, Wail, Bagheri, Moeen, Bajic, Vladimir, Ball, Gordon, Ballester, Pedro J., Baptista, Delora, Bare, Christopher, Bateson, Mathilde, Bender, Andreas, Bertrand, Denis, Wijayawardena, Bhagya, Boroevich, Keith A., Bosdriesz, Evert, Bougouffa, Salim, Bounova, Gergana, Brouwer, Thomas, Bryant, Barbara, Calaza, Manuel, Calderone, Alberto, Calza, Stefano, Capuzzi, Stephen, Carbonell-Caballero, Jose, Carlin, Daniel, Carter, Hannah, Castagnoli, Luisa, Celebi, Remzi, Cesareni, Gianni, Chang, Hyeokyoon, Chen, Guocai, Chen, Haoran, Chen, Huiyuan, Cheng, Lijun, Chernomoretz, Ariel, Chicco, Davide, Cho, Kwang-Hyun, Cho, Sunghwan, Choi, Daeseon, Choi, Jaejoon, Choi, Kwanghun, Choi, Minsoo, De Cock, Martine, Coker, Elizabeth, Cortes-Ciriano, Isidro, Cserzo, Miklos, Cubuk, Cankut, Curtis, Christina, Van Daele, Dries, Dang, Cuong C., Dijkstra, Tjeerd, Dopazo, Joaquin, Draghici, Sorin, Drosou, Anastasios, Dumontier, Michel, Ehrhart, Friederike, Eid, Fatma-Elzahraa, ElHefnawi, Mahmoud, Elmarakeby, Haitham A., van Engelen, Bo, Engin, Hatice Billur, de Esch, Iwan, Evelo, Chris, Falcao, Andre O., Farag, Sherif, Fernandez-Lozano, Carlos, Fisch, Kathleen, Flobak, Asmund, Fornari, Chiara, Foroushani, Amir B. K., Fotso, Donatien Chedom, Fourches, Denis, Friend, Stephen, Frigessi, Arnoldo, Gao, Feng, Gao, Xiaoting, Gerold, Jeffrey M., Gestraud, Pierre, Ghosh, Samik, Gillberg, Jussi, Godoy-Lorite, Antonia, Godynyuk, Lizzy, Godzik, Adam, Goldenberg, Anna, Gomez-Cabrero, David, Gonen, Mehmet, de Graaf, Chris, Gray, Harry, Grechkin, Maxim, Guimera, Roger, Guney, Emre, Haibe-Kains, Benjamin, Han, Younghyun, Hase, Takeshi, He, Di, He, Liye, Heath, Lenwood S., Hellton, Kristoffer H., Helmer-Citterich, Manuela, Hidalgo, Marta R., Hidru, Daniel, Hill, Steven M., Hochreiter, Sepp, Hong, Seungpyo, Hovig, Eivind, Hsueh, Ya-Chih, Hu, Zhiyuan, Huang, Justin K., Huang, R. Stephanie, Hunyady, Laszlo, Hwang, Jinseub, Hwang, Tae Hyun, Hwang, Woochang, Hwang, Yongdeuk, Isayev, Olexandr, Walk, Oliver Bear Don't, Jack, John, Jahandideh, Samad, Ji, Jiadong, Jo, Yousang, Kamola, Piotr J., Kanev, Georgi K., Karacosta, Loukia, Karimi, Mostafa, Kaski, Samuel, Kazanov, Marat, Khamis, Abdullah M., Khan, Suleiman Ali, Kiani, Narsis A., Kim, Allen, Kim, Jinhan, Kim, Juntae, Kim, Kiseong, Kim, Kyung, Kim, Sunkyu, Kim, Yongsoo, Kim, Yunseong, Kirk, Paul D. W., Kitano, Hiroaki, Klambauer, Gunter, Knowles, David, Ko, Melissa, Kohn-Luque, Alvaro, Kooistra, Albert J., Kuenemann, Melaine A., Kuiper, Martin, Kurz, Christoph, Kwon, Mijin, van Laarhoven, Twan, Laegreid, Astrid, Lederer, Simone, Lee, Heewon, Lee, Jeon, Lee, Yun Woo, Leppaho, Eemeli, Lewis, Richard, Li, Jing, Li, Lang, Liley, James, Lim, Weng Khong, Lin, Chieh, Liu, Yiyi, Lopez, Yosvany, Low, Joshua, Lysenko, Artem, Machado, Daniel, Madhukar, Neel, De Maeyer, Dries, Malpartida, Ana Belen, Mamitsuka, Hiroshi, Marabita, Francesco, Marchal, Kathleen, Marttinen, Pekka, Mason, Daniel, Mazaheri, Alireza, Mehmood, Arfa, Mehreen, Ali, Michaut, Magali, Miller, Ryan A., Mitsopoulos, Costas, Modos, Dezso, Van Moerbeke, Marijke, Moo, Keagan, Motsinger-Reif, Alison, Movva, Rajiv, Muraru, Sebastian, Muratov, Eugene, Mushthofa, Mushthofa, Nagarajan, Niranjan, Nakken, Sigve, Nath, Aritro, Neuvial, Pierre, Newton, Richard, Ning, Zheng, De Niz, Carlos, Oliva, Baldo, Olsen, Catharina, Palmeri, Antonio, Panesar, Bhawan, Papadopoulos, Stavros, Park, Jaesub, Park, Seonyeong, Park, Sungjoon, Pawitan, Yudi, Peluso, Daniele, Pendyala, Sriram, Peng, Jian, Perfetto, Livia, Pirro, Stefano, Plevritis, Sylvia, Politi, Regina, Poon, Hoifung, Porta, Eduard, Prellner, Isak, Preuer, Kristina, Angel Pujana, Miguel, Ramnarine, Ricardo, Reid, John E., Reyal, Fabien, Richardson, Sylvia, Ricketts, Camir, Rieswijk, Linda, Rocha, Miguel, Rodriguez-Gonzalvez, Carmen, Roell, Kyle, Rotroff, Daniel, de Ruiter, Julian R., Rukawa, Ploy, Sadacca, Benjamin, Safikhani, Zhaleh, Safitri, Fita, Sales-Pardo, Marta, Sauer, Sebastian, Schlichting, Moritz, Seoane, Jose A., Serra, Jordi, Shang, Ming-Mei, Sharma, Alok, Sharma, Hari, Shen, Yang, Shiga, Motoki, Shin, Moonshik, Shkedy, Ziv, Shopsowitz, Kevin, Sinai, Sam, Skola, Dylan, Smirnov, Petr, Soerensen, Izel Fourie, Soerensen, Peter, Song, Je-Hoon, Song, Sang Ok, Soufan, Othman, Spitzmueller, Andreas, Steipe, Boris, Suphavilai, Chayaporn, Tamayo, Sergio Pulido, Tamborero, David, Tang, Jing, Tanoli, Zia-ur-Rehman, Tarres-Deulofeu, Marc, Tegner, Jesper, Thommesen, Liv, Tonekaboni, Seyed Ali Madani, Tran, Hong T., De Troyer, Ewoud, Truong, Amy, Tsunoda, Tatsuhiko, Turu, Gabor, Tzeng, Guang-Yo, Verbeke, Lieven, Videla, Santiago, Vis, Daniel, Voronkov, Andrey, Votis, Konstantinos, Wang, Ashley, Wang, Hong-Qiang Horace, Wang, Po-Wei, Wang, Sheng, Wang, Wei, Wang, Xiaochen, Wang, Xin, Wennerberg, Krister, Wernisch, Lorenz, Wessels, Lodewyk, van Westen, Gerard J. P., Westerman, Bart A., White, Simon Richard, Willighagen, Egon, Wurdinger, Tom, Xie, Lei, Xie, Shuilian, Xu, Hua, Yadav, Bhagwan, Yau, Christopher, Yeerna, Huwate, Yin, Jia Wei, Yu, Michael, Yu, MinHwan, Yun, So Jeong, Zakharov, Alexey, Zamichos, Alexandros, Zanin, Massimiliano, Zeng, Li, Zenil, Hector, Zhang, Frederick, Zhang, Pengyue, Zhang, Wei, Zhao, Hongyu, Zhao, Lan, Zheng, Wenjin, Zoufir, Azedine, and Zucknick, Manuela
Abstract: The effectiveness of most cancer targeted therapies is short-lived. Tumors often develop resistance that might be overcome with drug combinations. However, the number of possible combinations is vast, necessitating data-driven approaches to find optimal patient-specific treatments. Here we report AstraZeneca's large drug combination dataset, consisting of 11,576 experiments from 910 combinations across 85 molecularly characterized cancer cell lines, and results of a DREAM Challenge to evaluate computational strategies for predicting synergistic drug pairs and biomarkers. 160 teams participated to provide a comprehensive methodological development and benchmarking. Winning methods incorporate prior knowledge of drug-target interactions. Synergy is predicted with an accuracy matching biological replicates for >60% of combinations. However, 20% of drug combinations are poorly predicted by all methods. Genomic rationale for synergy predictions are identified, including ADAM17 inhibitor antagonism when combined with PIK3CB/D inhibition contrasting to synergy when combined with other PI3K-pathway inhibitors in PIK3CA mutant cells.
Published: 2019

24. Recognizing the Continuous Nature of Expression Heterogeneity and Clinical Outcomes in Clear Cell Renal Cell Carcinoma

Author: Wei, Xiaona, Choudhury, Yukti, Lim, Weng Khong, Anema, John, Kahnoski, Richard J., Lane, Brian, Ludlow, John, Takahashi, Masayuki, Kanayama, Hiro-omi, Belldegrun, Arie, Kim, Hyung L., Rogers, Craig, Nicol, David, Teh, Bin Tean, Tan, Min-Han, Wei, Xiaona, Choudhury, Yukti, Lim, Weng Khong, Anema, John, Kahnoski, Richard J., Lane, Brian, Ludlow, John, Takahashi, Masayuki, Kanayama, Hiro-omi, Belldegrun, Arie, Kim, Hyung L., Rogers, Craig, Nicol, David, Teh, Bin Tean, and Tan, Min-Han
Abstract: Clear cell renal cell carcinoma (ccRCC) has been previously classified into putative discrete prognostic subtypes by gene expression profiling. To investigate the robustness of these proposed subtype classifications, we evaluated 12 public datasets, together with a new dataset of 265 ccRCC gene expression profiles. Consensus clustering showed unstable subtype and principal component analysis (PCA) showed a continuous spectrum both within and between datasets. Considering the lack of discrete delineation and continuous spectrum observed, we developed a continuous quantitative prognosis score (Continuous Linear Enhanced Assessment of RCC, or CLEAR score). Prognostic performance was evaluated in independent cohorts from The Cancer Genome Atlas (TCGA) (n = 414) and EMBL-EBI (n = 53), CLEAR score demonstrated both superior prognostic estimates and inverse correlation with anti-angiogenic tyrosine-kinase inhibition in comparison to previously proposed discrete subtyping classifications. Inverse correlation with high-dose interleukin-2 outcomes was also observed for the CLEAR score. Multiple somatic mutations (VHL, PBRM1, SETD2, KDM5C, TP53, BAP1, PTEN, MTOR) were associated with the CLEAR score. Application of the CLEAR score to independent expression profiling of intratumoral ccRCC regions demonstrated that average intertumoral heterogeneity exceeded intratumoral expression heterogeneity. Wider investigation of cancer biology using continuous approaches may yield insights into tumor heterogeneity; single cell analysis may provide a key foundation for this approach.
Published: 2017

25. Prediction of human population responses to toxic compounds by a collaborative competition

Author: Eduati, Federica, Mangravite, Lara M., Wang, Tao, Tang, Hao, Bare, J. Christopher, Huang, Ruili, Norman, Thea, Kellen, Mike, Menden, Michael P., Yang, Jichen, Zhan, Xiaowei, Zhong, Rui, Xiao, Guanghua, Xia, Menghang, Abdo, Nour, Kosyk, Oksana, Friend, Stephen, Dearry, Allen, Simeonov, Anton, Tice, Raymond R., Rusyn, Ivan, Wright, Fred A., Stolovitzky, Gustavo, Xie, Yang, Saez-Rodriguez, Julio, Aittokallio, Tero, Alaimo, Salvatore, Amadoz, Alicia, Ammad-ud-din, Muhammad, Azencott, Chloe-Agathe, Bacardit, Jaume, Barron, Pelham, Bernard, Elsa, Beyer, Andreas, Bin, Shao, van Boemmel, Alena, Borgwardt, Karsten, Brys, April M., Caffrey, Brian, Chang, Jeffrey, Chang, Jungsoo, Chheda, Himanshu, Christodoulou, Eleni G., Clement-Ziza, Mathieu, Cohen, Trevor, Cowherd, Marianne, Demeyer, Sofie, Dopazo, Joaquin, Elhard, Joel D., Falcao, Andre O., Ferro, Alfredo, Friedenberg, David A., Giugno, Rosalba, Gong, Yunguo, Gorospe, Jenni W., Granville, Courtney A., Grimm, Dominik, Heinig, Matthias, Hernansaiz, Rosa D., Hintsanen, Petteri, Hochreiter, Sepp, Huang, Liang-Chin, Huska, Matthew, Jaiswal, Alok, Jiao, Yunlong, Kaski, Samuel, Kaur, Ismeet, Khan, Suleiman Ali, Klambauer, Guenter, Krasnogor, Natalio, Kuhn, Michael, Kursa, Miron Bartosz, Kutum, Rintu, Lazzarini, Nicola, Lee, Inhan, Leung, Michael K. K., Lim, Weng Khong, Liu, Charlie, Lopez, Felipe Llinares, Mammana, Alessandro, Mayr, Andreas, Michoel, Tom, Mongiovi, Misael, Moore, Jonathan D., Mpindi, John-Patrick, Narasimhan, Ravi, Opiyo, Stephen O., Pandey, Gaurav, Peabody, Andrea L., Perner, Juliane, Poso, Antti, Pulvirenti, Alfredo, Rawlik, Konrad, Reinhardt, Susanne, Riffle, Carol G., Ruderfer, Douglas, Sander, Aaron J., Savage, Richard S., Scornet, Erwan, Sebastian-Leon, Patricia, Sharan, Roded, Simon-Gabriel, Carl Johann, Stoven, Veronique, Sun, Jingchun, Tang, Jing, Teixeira, Ana L., Tenesa, Albert, Vert, Jean-Philippe, Vingron, Martin, Walter, Thomas, Wennerberg, Krister, Whalen, Sean, Wisniewska, Zofia, Wu, Yonghui, Xu, Hua, Zhang, Shihua, Zhao, Junfei, Zheng, W. Jim, Eduati, Federica, Mangravite, Lara M., Wang, Tao, Tang, Hao, Bare, J. Christopher, Huang, Ruili, Norman, Thea, Kellen, Mike, Menden, Michael P., Yang, Jichen, Zhan, Xiaowei, Zhong, Rui, Xiao, Guanghua, Xia, Menghang, Abdo, Nour, Kosyk, Oksana, Friend, Stephen, Dearry, Allen, Simeonov, Anton, Tice, Raymond R., Rusyn, Ivan, Wright, Fred A., Stolovitzky, Gustavo, Xie, Yang, Saez-Rodriguez, Julio, Aittokallio, Tero, Alaimo, Salvatore, Amadoz, Alicia, Ammad-ud-din, Muhammad, Azencott, Chloe-Agathe, Bacardit, Jaume, Barron, Pelham, Bernard, Elsa, Beyer, Andreas, Bin, Shao, van Boemmel, Alena, Borgwardt, Karsten, Brys, April M., Caffrey, Brian, Chang, Jeffrey, Chang, Jungsoo, Chheda, Himanshu, Christodoulou, Eleni G., Clement-Ziza, Mathieu, Cohen, Trevor, Cowherd, Marianne, Demeyer, Sofie, Dopazo, Joaquin, Elhard, Joel D., Falcao, Andre O., Ferro, Alfredo, Friedenberg, David A., Giugno, Rosalba, Gong, Yunguo, Gorospe, Jenni W., Granville, Courtney A., Grimm, Dominik, Heinig, Matthias, Hernansaiz, Rosa D., Hintsanen, Petteri, Hochreiter, Sepp, Huang, Liang-Chin, Huska, Matthew, Jaiswal, Alok, Jiao, Yunlong, Kaski, Samuel, Kaur, Ismeet, Khan, Suleiman Ali, Klambauer, Guenter, Krasnogor, Natalio, Kuhn, Michael, Kursa, Miron Bartosz, Kutum, Rintu, Lazzarini, Nicola, Lee, Inhan, Leung, Michael K. K., Lim, Weng Khong, Liu, Charlie, Lopez, Felipe Llinares, Mammana, Alessandro, Mayr, Andreas, Michoel, Tom, Mongiovi, Misael, Moore, Jonathan D., Mpindi, John-Patrick, Narasimhan, Ravi, Opiyo, Stephen O., Pandey, Gaurav, Peabody, Andrea L., Perner, Juliane, Poso, Antti, Pulvirenti, Alfredo, Rawlik, Konrad, Reinhardt, Susanne, Riffle, Carol G., Ruderfer, Douglas, Sander, Aaron J., Savage, Richard S., Scornet, Erwan, Sebastian-Leon, Patricia, Sharan, Roded, Simon-Gabriel, Carl Johann, Stoven, Veronique, Sun, Jingchun, Tang, Jing, Teixeira, Ana L., Tenesa, Albert, Vert, Jean-Philippe, Vingron, Martin, Walter, Thomas, Wennerberg, Krister, Whalen, Sean, Wisniewska, Zofia, Wu, Yonghui, Xu, Hua, Zhang, Shihua, Zhao, Junfei, and Zheng, W. Jim
Abstract: The ability to computationally predict the effects of toxic compounds on humans could help address the deficiencies of current chemical safety testing. Here, we report the results from a community-based DREAM challenge to predict toxicities of environmental compounds with potential adverse health effects for human populations. We measured the cytotoxicity of 156 compounds in 884 lymphoblastoid cell lines for which genotype and transcriptional data are available as part of the Tox21 1000 Genomes Project. The challenge participants developed algorithms to predict interindividual variability of toxic response from genomic profiles and population-level cytotoxicity data from structural attributes of the compounds. 179 submitted predictions were evaluated against an experimental data set to which participants were blinded. Individual cytotoxicity predictions were better than random, with modest correlations (Pearson's r < 0.28), consistent with complex trait genomic prediction. In contrast, predictions of population-level response to different compounds were higher (r < 0.66). The results highlight the possibility of predicting health risks associated with unknown compounds, although risk estimation accuracy remains suboptimal.
Published: 2015

26. Prediction of human population responses to toxic compounds by a collaborative competition

Author: Eduati, Federica, Mangravite, Lara M., Wang, Tao, Tang, Hao, Bare, J. Christopher, Huang, Ruili, Norman, Thea, Kellen, Mike, Menden, Michael P., Yang, Jichen, Zhan, Xiaowei, Zhong, Rui, Xiao, Guanghua, Xia, Menghang, Abdo, Nour, Kosyk, Oksana, Friend, Stephen, Dearry, Allen, Simeonov, Anton, Tice, Raymond R., Rusyn, Ivan, Wright, Fred A., Stolovitzky, Gustavo, Xie, Yang, Saez-Rodriguez, Julio, Aittokallio, Tero, Alaimo, Salvatore, Amadoz, Alicia, Ammad-ud-din, Muhammad, Azencott, Chloe-Agathe, Bacardit, Jaume, Barron, Pelham, Bernard, Elsa, Beyer, Andreas, Bin, Shao, van Boemmel, Alena, Borgwardt, Karsten, Brys, April M., Caffrey, Brian, Chang, Jeffrey, Chang, Jungsoo, Chheda, Himanshu, Christodoulou, Eleni G., Clement-Ziza, Mathieu, Cohen, Trevor, Cowherd, Marianne, Demeyer, Sofie, Dopazo, Joaquin, Elhard, Joel D., Falcao, Andre O., Ferro, Alfredo, Friedenberg, David A., Giugno, Rosalba, Gong, Yunguo, Gorospe, Jenni W., Granville, Courtney A., Grimm, Dominik, Heinig, Matthias, Hernansaiz, Rosa D., Hintsanen, Petteri, Hochreiter, Sepp, Huang, Liang-Chin, Huska, Matthew, Jaiswal, Alok, Jiao, Yunlong, Kaski, Samuel, Kaur, Ismeet, Khan, Suleiman Ali, Klambauer, Guenter, Krasnogor, Natalio, Kuhn, Michael, Kursa, Miron Bartosz, Kutum, Rintu, Lazzarini, Nicola, Lee, Inhan, Leung, Michael K. K., Lim, Weng Khong, Liu, Charlie, Lopez, Felipe Llinares, Mammana, Alessandro, Mayr, Andreas, Michoel, Tom, Mongiovi, Misael, Moore, Jonathan D., Mpindi, John-Patrick, Narasimhan, Ravi, Opiyo, Stephen O., Pandey, Gaurav, Peabody, Andrea L., Perner, Juliane, Poso, Antti, Pulvirenti, Alfredo, Rawlik, Konrad, Reinhardt, Susanne, Riffle, Carol G., Ruderfer, Douglas, Sander, Aaron J., Savage, Richard S., Scornet, Erwan, Sebastian-Leon, Patricia, Sharan, Roded, Simon-Gabriel, Carl Johann, Stoven, Veronique, Sun, Jingchun, Tang, Jing, Teixeira, Ana L., Tenesa, Albert, Vert, Jean-Philippe, Vingron, Martin, Walter, Thomas, Wennerberg, Krister, Whalen, Sean, Wisniewska, Zofia, Wu, Yonghui, Xu, Hua, Zhang, Shihua, Zhao, Junfei, Zheng, W. Jim, Eduati, Federica, Mangravite, Lara M., Wang, Tao, Tang, Hao, Bare, J. Christopher, Huang, Ruili, Norman, Thea, Kellen, Mike, Menden, Michael P., Yang, Jichen, Zhan, Xiaowei, Zhong, Rui, Xiao, Guanghua, Xia, Menghang, Abdo, Nour, Kosyk, Oksana, Friend, Stephen, Dearry, Allen, Simeonov, Anton, Tice, Raymond R., Rusyn, Ivan, Wright, Fred A., Stolovitzky, Gustavo, Xie, Yang, Saez-Rodriguez, Julio, Aittokallio, Tero, Alaimo, Salvatore, Amadoz, Alicia, Ammad-ud-din, Muhammad, Azencott, Chloe-Agathe, Bacardit, Jaume, Barron, Pelham, Bernard, Elsa, Beyer, Andreas, Bin, Shao, van Boemmel, Alena, Borgwardt, Karsten, Brys, April M., Caffrey, Brian, Chang, Jeffrey, Chang, Jungsoo, Chheda, Himanshu, Christodoulou, Eleni G., Clement-Ziza, Mathieu, Cohen, Trevor, Cowherd, Marianne, Demeyer, Sofie, Dopazo, Joaquin, Elhard, Joel D., Falcao, Andre O., Ferro, Alfredo, Friedenberg, David A., Giugno, Rosalba, Gong, Yunguo, Gorospe, Jenni W., Granville, Courtney A., Grimm, Dominik, Heinig, Matthias, Hernansaiz, Rosa D., Hintsanen, Petteri, Hochreiter, Sepp, Huang, Liang-Chin, Huska, Matthew, Jaiswal, Alok, Jiao, Yunlong, Kaski, Samuel, Kaur, Ismeet, Khan, Suleiman Ali, Klambauer, Guenter, Krasnogor, Natalio, Kuhn, Michael, Kursa, Miron Bartosz, Kutum, Rintu, Lazzarini, Nicola, Lee, Inhan, Leung, Michael K. K., Lim, Weng Khong, Liu, Charlie, Lopez, Felipe Llinares, Mammana, Alessandro, Mayr, Andreas, Michoel, Tom, Mongiovi, Misael, Moore, Jonathan D., Mpindi, John-Patrick, Narasimhan, Ravi, Opiyo, Stephen O., Pandey, Gaurav, Peabody, Andrea L., Perner, Juliane, Poso, Antti, Pulvirenti, Alfredo, Rawlik, Konrad, Reinhardt, Susanne, Riffle, Carol G., Ruderfer, Douglas, Sander, Aaron J., Savage, Richard S., Scornet, Erwan, Sebastian-Leon, Patricia, Sharan, Roded, Simon-Gabriel, Carl Johann, Stoven, Veronique, Sun, Jingchun, Tang, Jing, Teixeira, Ana L., Tenesa, Albert, Vert, Jean-Philippe, Vingron, Martin, Walter, Thomas, Wennerberg, Krister, Whalen, Sean, Wisniewska, Zofia, Wu, Yonghui, Xu, Hua, Zhang, Shihua, Zhao, Junfei, and Zheng, W. Jim
Abstract: The ability to computationally predict the effects of toxic compounds on humans could help address the deficiencies of current chemical safety testing. Here, we report the results from a community-based DREAM challenge to predict toxicities of environmental compounds with potential adverse health effects for human populations. We measured the cytotoxicity of 156 compounds in 884 lymphoblastoid cell lines for which genotype and transcriptional data are available as part of the Tox21 1000 Genomes Project. The challenge participants developed algorithms to predict interindividual variability of toxic response from genomic profiles and population-level cytotoxicity data from structural attributes of the compounds. 179 submitted predictions were evaluated against an experimental data set to which participants were blinded. Individual cytotoxicity predictions were better than random, with modest correlations (Pearson's r < 0.28), consistent with complex trait genomic prediction. In contrast, predictions of population-level response to different compounds were higher (r < 0.66). The results highlight the possibility of predicting health risks associated with unknown compounds, although risk estimation accuracy remains suboptimal.
Published: 2015

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26 results on '"Lim, Weng Khong"'

1. Pushing the boundaries of rare disease diagnostics with the help of the first Undiagnosed Hackathon

2. Identification of constrained sequence elements across 239 primate genomes

3. Identification of constrained sequence elements across 239 primate genomes

4. Identification of constrained sequence elements across 239 primate genomes

5. Identification of constrained sequence elements across 239 primate genomes

6. A global catalog of whole-genome diversity from 233 primate species

7. A global catalog of whole-genome diversity from 233 primate species

8. The landscape of tolerated genetic variation in humans and primates

9. The landscape of tolerated genetic variation in humans and primates

10. The landscape of tolerated genetic variation in humans and primates

11. A global catalog of whole-genome diversity from 233 primate species

12. ENIGMA CHEK2gether Project:A Comprehensive Study Identifies Functionally Impaired CHEK2 Germline Missense Variants Associated with Increased Breast Cancer Risk

13. A global catalog of whole-genome diversity from 233 primate species

14. The landscape of tolerated genetic variation in humans and primates

15. ENIGMA CHEK2gether Project:A Comprehensive Study Identifies Functionally Impaired CHEK2 Germline Missense Variants Associated with Increased Breast Cancer Risk

16. Variation in predicted COVID‐19 risk among lemurs and lorises

17. Variation in predicted COVID-19 risk among lemurs and lorises

18. Variation in predicted COVID-19 risk among lemurs and lorises

19. Variation in predicted COVID-19 risk among lemurs and lorises

20. Variation in predicted COVID-19 risk among lemurs and lorises

21. Genetic Studies of Hypertrophic Cardiomyopathy in Singaporeans Identify Variants in TNNI3 and TNNT2 That Are Common in Chinese Patients.

22. Large-Scale Whole-Genome Sequencing of Three Diverse Asian Populations in Singapore

23. Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screen

24. Recognizing the Continuous Nature of Expression Heterogeneity and Clinical Outcomes in Clear Cell Renal Cell Carcinoma

25. Prediction of human population responses to toxic compounds by a collaborative competition

26. Prediction of human population responses to toxic compounds by a collaborative competition

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26 results on '"Lim, Weng Khong"'

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