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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, and Farh, Kyle Kai-How

Published
2024
Full Text
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9. 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

10. 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

11. Identification of constrained sequence elements across 239 primate genomes

Author

Kuderna, Lukas F. K., primary, Ulirsch, Jacob C., additional, Rashid, Sabrina, additional, Ameen, Mohamed, additional, Sundaram, Laksshman, additional, Hickey, Glenn, additional, Cox, Anthony J., additional, Gao, Hong, additional, Kumar, Arvind, additional, Aguet, Francois, additional, Christmas, Matthew J., additional, Clawson, Hiram, additional, Haeussler, Maximilian, additional, Janiak, Mareike C., additional, Kuhlwilm, Martin, additional, Orkin, Joseph D., additional, Bataillon, Thomas, additional, Manu, Shivakumara, additional, Valenzuela, Alejandro, additional, Bergman, Juraj, additional, Rouselle, Marjolaine, additional, Silva, Felipe Ennes, additional, Agueda, Lidia, additional, Blanc, Julie, additional, Gut, Marta, additional, de Vries, Dorien, additional, Goodhead, Ian, additional, Harris, R. Alan, additional, Raveendran, Muthuswamy, additional, Jensen, Axel, additional, Chuma, Idriss S., additional, Horvath, Julie E., additional, Hvilsom, Christina, additional, Juan, David, additional, Frandsen, Peter, additional, Schraiber, Joshua G., additional, de Melo, Fabiano R., additional, Bertuol, Fabrício, additional, Byrne, Hazel, additional, Sampaio, Iracilda, additional, Farias, Izeni, additional, Valsecchi, João, additional, Messias, Malu, additional, da Silva, Maria N. F., additional, Trivedi, Mihir, additional, Rossi, Rogerio, additional, Hrbek, Tomas, additional, Andriaholinirina, Nicole, additional, Rabarivola, Clément J., additional, Zaramody, Alphonse, additional, Jolly, Clifford J., additional, Phillips-Conroy, Jane, additional, Wilkerson, Gregory, additional, Abee, Christian, additional, Simmons, Joe H., additional, Fernandez-Duque, Eduardo, additional, Kanthaswamy, Sree, additional, Shiferaw, Fekadu, additional, Wu, Dongdong, additional, Zhou, Long, additional, Shao, Yong, additional, Zhang, Guojie, additional, Keyyu, Julius D., additional, Knauf, Sascha, additional, Le, Minh D., additional, Lizano, Esther, additional, Merker, Stefan, additional, Navarro, Arcadi, additional, Nadler, Tilo, additional, Khor, Chiea Chuen, additional, Lee, Jessica, additional, Tan, Patrick, additional, Lim, Weng Khong, additional, Kitchener, Andrew C., additional, Zinner, Dietmar, additional, Gut, Ivo, additional, Melin, Amanda D., additional, Guschanski, Katerina, additional, Schierup, Mikkel Heide, additional, Beck, Robin M. D., additional, Karakikes, Ioannis, additional, Wang, Kevin C., additional, Umapathy, Govindhaswamy, additional, Roos, Christian, additional, Boubli, Jean P., additional, Siepel, Adam, additional, Kundaje, Anshul, additional, Paten, Benedict, additional, Lindblad-Toh, Kerstin, additional, Rogers, Jeffrey, additional, Marques Bonet, Tomas, additional, and Farh, Kyle Kai-How, additional

Published
2023
Full Text
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15. A global catalog of whole-genome diversity from 233 primate species

Author

Kuderna, Lukas F. K., primary, Gao, Hong, additional, Janiak, Mareike C., additional, Kuhlwilm, Martin, additional, Orkin, Joseph D., additional, Bataillon, Thomas, additional, Manu, Shivakumara, additional, Valenzuela, Alejandro, additional, Bergman, Juraj, additional, Rousselle, Marjolaine, additional, Silva, Felipe Ennes, additional, Agueda, Lidia, additional, Blanc, Julie, additional, Gut, Marta, additional, de Vries, Dorien, additional, Goodhead, Ian, additional, Harris, R. Alan, additional, Raveendran, Muthuswamy, additional, Jensen, Axel, additional, Chuma, Idrissa S., additional, Horvath, Julie E., additional, Hvilsom, Christina, additional, Juan, David, additional, Frandsen, Peter, additional, Schraiber, Joshua G., additional, de Melo, Fabiano R., additional, Bertuol, Fabrício, additional, Byrne, Hazel, additional, Sampaio, Iracilda, additional, Farias, Izeni, additional, Valsecchi, João, additional, Messias, Malu, additional, da Silva, Maria N. F., additional, Trivedi, Mihir, additional, Rossi, Rogerio, additional, Hrbek, Tomas, additional, Andriaholinirina, Nicole, additional, Rabarivola, Clément J., additional, Zaramody, Alphonse, additional, Jolly, Clifford J., additional, Phillips-Conroy, Jane, additional, Wilkerson, Gregory, additional, Abee, Christian, additional, Simmons, Joe H., additional, Fernandez-Duque, Eduardo, additional, Kanthaswamy, Sree, additional, Shiferaw, Fekadu, additional, Wu, Dongdong, additional, Zhou, Long, additional, Shao, Yong, additional, Zhang, Guojie, additional, Keyyu, Julius D., additional, Knauf, Sascha, additional, Le, Minh D., additional, Lizano, Esther, additional, Merker, Stefan, additional, Navarro, Arcadi, additional, Nadler, Tilo, additional, Khor, Chiea Chuen, additional, Lee, Jessica, additional, Tan, Patrick, additional, Lim, Weng Khong, additional, Kitchener, Andrew C., additional, Zinner, Dietmar, additional, Gut, Ivo, additional, Melin, Amanda D., additional, Guschanski, Katerina, additional, Schierup, Mikkel Heide, additional, Beck, Robin M. D., additional, Umapathy, Govindhaswamy, additional, Roos, Christian, additional, Boubli, Jean P., additional, Rogers, Jeffrey, additional, Farh, Kyle Kai-How, additional, and Marques Bonet, Tomas, additional

Published
2023
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16. The landscape of tolerated genetic variation in humans and primates

Author

Gao, Hong, primary, Hamp, Tobias, additional, Ede, Jeffrey, additional, Schraiber, Joshua G., additional, McRae, Jeremy, additional, Singer-Berk, Moriel, additional, Yang, Yanshen, additional, Dietrich, Anastasia S. D., additional, Fiziev, Petko P., additional, Kuderna, Lukas F. K., additional, Sundaram, Laksshman, additional, Wu, Yibing, additional, Adhikari, Aashish, additional, Field, Yair, additional, Chen, Chen, additional, Batzoglou, Serafim, additional, Aguet, Francois, additional, Lemire, Gabrielle, additional, Reimers, Rebecca, additional, Balick, Daniel, additional, Janiak, Mareike C., additional, Kuhlwilm, Martin, additional, Orkin, Joseph D., additional, Manu, Shivakumara, additional, Valenzuela, Alejandro, additional, Bergman, Juraj, additional, Rousselle, Marjolaine, additional, Silva, Felipe Ennes, additional, Agueda, Lidia, additional, Blanc, Julie, additional, Gut, Marta, additional, de Vries, Dorien, additional, Goodhead, Ian, additional, Harris, R. Alan, additional, Raveendran, Muthuswamy, additional, Jensen, Axel, additional, Chuma, Idriss S., additional, Horvath, Julie E., additional, Hvilsom, Christina, additional, Juan, David, additional, Frandsen, Peter, additional, de Melo, Fabiano R., additional, Bertuol, Fabrício, additional, Byrne, Hazel, additional, Sampaio, Iracilda, additional, Farias, Izeni, additional, do Amaral, João Valsecchi, additional, Messias, Mariluce, additional, da Silva, Maria N. F., additional, Trivedi, Mihir, additional, Rossi, Rogerio, additional, Hrbek, Tomas, additional, Andriaholinirina, Nicole, additional, Rabarivola, Clément J., additional, Zaramody, Alphonse, additional, Jolly, Clifford J., additional, Phillips-Conroy, Jane, additional, Wilkerson, Gregory, additional, Abee, Christian, additional, Simmons, Joe H., additional, Fernandez-Duque, Eduardo, additional, Kanthaswamy, Sree, additional, Shiferaw, Fekadu, additional, Wu, Dongdong, additional, Zhou, Long, additional, Shao, Yong, additional, Zhang, Guojie, additional, Keyyu, Julius D., additional, Knauf, Sascha, additional, Le, Minh D., additional, Lizano, Esther, additional, Merker, Stefan, additional, Navarro, Arcadi, additional, Bataillon, Thomas, additional, Nadler, Tilo, additional, Khor, Chiea Chuen, additional, Lee, Jessica, additional, Tan, Patrick, additional, Lim, Weng Khong, additional, Kitchener, Andrew C., additional, Zinner, Dietmar, additional, Gut, Ivo, additional, Melin, Amanda, additional, Guschanski, Katerina, additional, Schierup, Mikkel Heide, additional, Beck, Robin M. D., additional, Umapathy, Govindhaswamy, additional, Roos, Christian, additional, Boubli, Jean P., additional, Lek, Monkol, additional, Sunyaev, Shamil, additional, O’Donnell-Luria, Anne, additional, Rehm, Heidi L., additional, Xu, Jinbo, additional, Rogers, Jeffrey, additional, Marques-Bonet, Tomas, additional, and Farh, Kyle Kai-How, additional

Published
2023
Full Text
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18. A global catalog of whole-genome diversity from 233 primate species

Author

Kuderna, Lukas F.K., primary, Gao, Hong, additional, Janiak, Mareike C., additional, Kuhlwilm, Martin, additional, Orkin, Joseph D., additional, Bataillon, Thomas, additional, Manu, Shivakumara, additional, Valenzuela, Alejandro, additional, Bergman, Juraj, additional, Rouselle, Marjolaine, additional, Silva, Felipe Ennes, additional, Agueda, Lidia, additional, Blanc, Julie, additional, Gut, Marta, additional, de Vries, Dorien, additional, Goodhead, Ian, additional, Harris, R. Alan, additional, Raveendran, Muthuswamy, additional, Jensen, Axel, additional, Chuma, Idriss S., additional, Horvath, Julie, additional, Hvilsom, Christina, additional, Juan, David, additional, Frandsen, Peter, additional, Schraiber, Joshua G., additional, de Melo, Fabiano R., additional, Bertuol, Fabricio, additional, Byrne, Hazel, additional, Sampaio, Iracilda, additional, Farias, Izeni, additional, Valsecchi do Amaral, Joao, additional, Messias, Malu, additional, da Silva, Maria N. F., additional, Trivedi, Mihir, additional, Rossi, Rogerio, additional, Hrbek, Tomas, additional, Andriaholinirina, Nicole, additional, Rabarivola, Clement J., additional, Zaramody, Alphonse, additional, Jolly, Clifford J., additional, Phillips-Conroy, Jane, additional, Wilkerson, Gregory, additional, Abee, Christian, additional, Simmons, Joe H., additional, Fernandez-Duque, Eduardo, additional, Kanthaswamy, Sree, additional, Shiferaw, Fekadu, additional, Wu, Dongdong, additional, Zhou, Long, additional, Shao, Yong, additional, Zhang, Guojie, additional, Keyyu, Julius D., additional, Knauf, Sascha, additional, Le, Minh D., additional, Lizano, Esther, additional, Merker, Stefan, additional, Navarro, Arcadi, additional, Nadler, Tilo, additional, Khor, Chiea Chuen, additional, Lee, Jessica, additional, Tan, Patrick, additional, Lim, Weng Khong, additional, Kitchener, Andrew C., additional, Zinner, Dietmar, additional, Gut, Ivo, additional, Melin, Amanda, additional, Guschanski, Katerina, additional, Schierup, Mikkel Heide, additional, Beck, Robin M. D., additional, Umapathy, Govindhaswamy, additional, Roos, Christian, additional, Boubli, Jean P., additional, Rogers, Jeffrey, additional, Farh, Kyle, additional, and Marques Bonet, Tomas, additional

Published
2023
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19. 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
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20. 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

21. 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

22. 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

23. 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

25. Discovery of Boar Pheromones and their Functional Role in Reproduction of Mouse Deer (Moschiola Indica)

Author

Kumar, Vinod, Manu, Shivakumara, Caroline, Karunakaran, Sekhar, Anupama, Mamta, Sajwan-Khatri, Sandeep, Mushkam, Wasimuddin, Wasimuddin, Senthilkumaran, Balasubramanian, and Umapathy, Govindhaswamy

Subjects
physiology
Abstract

Two putative boar pheromones (Androstenone and Androstenol) were discovered in endangered mouse deer during captive breeding program. This study further examined the molecular characteristics, pheromone synthesis pathway, and the functional role of these pheromones in reproduction of mouse deer. CYP17A1 and CYB5 genes were cloned and expressed in HEK-293, COS-7 cell lines and gonads of mouse deer to investigate CYP17A1 gene’s andien-β-synthase activity towards synthesis of sex pheromones in mouse deer. An enzyme immunoassay was also developed and standardized to measure the fecal androstenone during reproductive cycles of mouse deer. Results showed that mouse deer’s CYP17A1 gene possesses andien-β-synthase activity and could transform pregnenolone into 5,16-androstadien-3β-ol. The expression of CYP17A1 gene upregulated in the testis and ovary, compared to other tissues in mouse deer. Significantly elevated pheromones and estrogens were recorded prior to delivery and postpartum estrus / mating in mouse deer. Further, there were weak correlations between fecal pheromones and estrogens/ androgens in mouse deer during breeding season. The findings suggest that the boar pheromones might play a direct role in the reproductive activities of mouse deer which might be used for breeding of mouse deer elsewhere.

Published
2022
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26. Discovery of 16-Androstenes (Androstenone and Androstenol), Their Synthesis Pathway, and Possible Role in Reproduction of Mouse Deer (Moschiola indica)

Author

Kumar, Vinod, primary, Manu, Shivakumara, additional, Caroline, Karunakaran, additional, Sekhar, Anupama, additional, Mamta, Sajwan-Khatri, additional, Sandeep, Mushkam, additional, ., Wasimuddin, additional, Senthilkumaran, Balasubramanian, additional, and Umapathy, Govindhaswamy, additional

Published
2022
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29. Trade‐offs between reducing complex terminology and producing accurate interpretations from environmental DNA: Comment on “Environmental DNA: What's behind the term?” by Pawlowski et al., (2020)

Author

Rodriguez‐Ezpeleta, Naiara, Morissette, Olivier, Bean, Colin W., Manu, Shivakumara, Banerjee, Pritam, Lacoursière‐Roussel, Anaïs, Beng, Kingsly C., Alter, S. Elizabeth, Roger, Fabian, Holman, Luke E., Stewart, Kathryn A., Monaghan, Michael T., Mauvisseau, Quentin, Mirimin, Luca, Wangensteen, Owen S., Antognazza, Caterina M., Helyar, Sarah J., Boer, Hugo, Monchamp, Marie‐Eve, Nijland, Reindert, Abbott, Cathryn L., Doi, Hideyuki, Barnes, Matthew A., Leray, Matthieu, Hablützel, Pascal I., Deiner, Kristy, Rodriguez‐Ezpeleta, Naiara, Morissette, Olivier, Bean, Colin W., Manu, Shivakumara, Banerjee, Pritam, Lacoursière‐Roussel, Anaïs, Beng, Kingsly C., Alter, S. Elizabeth, Roger, Fabian, Holman, Luke E., Stewart, Kathryn A., Monaghan, Michael T., Mauvisseau, Quentin, Mirimin, Luca, Wangensteen, Owen S., Antognazza, Caterina M., Helyar, Sarah J., Boer, Hugo, Monchamp, Marie‐Eve, Nijland, Reindert, Abbott, Cathryn L., Doi, Hideyuki, Barnes, Matthew A., Leray, Matthieu, Hablützel, Pascal I., and Deiner, Kristy

Abstract

In a recent paper, “Environmental DNA: What's behind the term? Clarifying the terminology and recommendations for its future use in biomonitoring,” Pawlowski et al. argue that the term eDNA should be used to refer to the pool of DNA isolated from environmental samples, as opposed to only extra-organismal DNA from macro-organisms. We agree with this view. However, we are concerned that their proposed two-level terminology specifying sampling environment and targeted taxa is overly simplistic and might hinder rather than improve clear communication about environmental DNA and its use in biomonitoring. This terminology is based on categories that are often difficult to assign and uninformative, and it overlooks a fundamental distinction within eDNA: the type of DNA (organismal or extra-organismal) from which ecological interpretations are derived.

Published
2021
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30. Trade-offs between reducing complex terminology and producing accurate interpretations from environmental DNA : Comment on “Environmental DNA: What's behind the term?” by Pawlowski et al., (2020)

Author

Rodriguez-Ezpeleta, Naiara, Morissette, Olivier, Bean, Colin W., Manu, Shivakumara, Banerjee, Pritam, Lacoursière-Roussel, Anaïs, Beng, Kingsly C., Alter, Elizabeth, Roger, Fabian, Holman, Luke E., Stewart, Kathryn A., Monaghan, Michael T., Mauvisseau, Quentin, Mirimin, Luca, Wangensteen, Owen S., Antognazza, Caterina M., Helyar, Sarah J., de Boer, Hugo, Monchamp, Marie Eve, Nijland, Reindert, Abbott, Cathryn L., Doi, Hideyuki, Barnes, Matthew A., Leray, Matthieu, Hablützel, Pascal I., Deiner, Kristy, Rodriguez-Ezpeleta, Naiara, Morissette, Olivier, Bean, Colin W., Manu, Shivakumara, Banerjee, Pritam, Lacoursière-Roussel, Anaïs, Beng, Kingsly C., Alter, Elizabeth, Roger, Fabian, Holman, Luke E., Stewart, Kathryn A., Monaghan, Michael T., Mauvisseau, Quentin, Mirimin, Luca, Wangensteen, Owen S., Antognazza, Caterina M., Helyar, Sarah J., de Boer, Hugo, Monchamp, Marie Eve, Nijland, Reindert, Abbott, Cathryn L., Doi, Hideyuki, Barnes, Matthew A., Leray, Matthieu, Hablützel, Pascal I., and Deiner, Kristy

Abstract

In a recent paper, “Environmental DNA: What's behind the term? Clarifying the terminology and recommendations for its future use in biomonitoring,” Pawlowski et al. argue that the term eDNA should be used to refer to the pool of DNA isolated from environmental samples, as opposed to only extra-organismal DNA from macro-organisms. We agree with this view. However, we are concerned that their proposed two-level terminology specifying sampling environment and targeted taxa is overly simplistic and might hinder rather than improve clear communication about environmental DNA and its use in biomonitoring. This terminology is based on categories that are often difficult to assign and uninformative, and it overlooks a fundamental distinction within eDNA: the type of DNA (organismal or extra-organismal) from which ecological interpretations are derived.

Published
2021

31. Trade-offs between reducing complex terminology and producing accurate interpretations from environmental DNA

Author

Manu, Shivakumara, Holman, Luke, Nijland, Reindert, Hablützel, Pascal, Monchamp, Marie-Eve, Barnes, Matthew, Banerjee, Pritam, Abbott, Cathryn, Roger, Fabian, Stewart, Kathryn, Deiner, Kristy, Monaghan, Michael, Wangensteen, Owen, Helyar, Sarah, Beng, Kingsly, Morissette, Olivier, Mauvisseau, Quentin, Leray, Matthieu, de Boer, Hugo, Mirimin, Luca, Doi, Hideyuki, Alter, S., Lacoursière-Roussel, Anaïs, Rodriguez-Ezpeleta, Naiara, Bean, Colin, and Antognazza, Caterina

Subjects
bepress|Life Sciences, bepress|Life Sciences|Biodiversity
Abstract

In a recent paper, “Environmental DNA: What's behind the term? Clarifying the terminology and recommendations for its future use in biomonitoring”, Pawlowski et al. argue that the term eDNA should be used to refer to the pool of DNA isolated from environmental samples, as opposed to only extra-organismal DNA from macro-organisms. We agree with this view. However, we are concerned that their proposed two-level terminology specifying sampling environment and targeted taxa is overly simplistic and might hinder rather than improve clear communication about environmental DNA and its use in biomonitoring. Not only is this terminology based on categories that are often difficult to assign and uninformative, but it ignores what is in our opinion the most important distinction within eDNA: the type of DNA (organismal or extra-organismal) from which ecological interpretations are derived.

Published
2020
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32. Trade‐offs between reducing complex terminology and producing accurate interpretations from environmental DNA: Comment on “Environmental DNA: What's behind the term?” by Pawlowski et al., (2020)

Author

Rodriguez‐Ezpeleta, Naiara, primary, Morissette, Olivier, additional, Bean, Colin W., additional, Manu, Shivakumara, additional, Banerjee, Pritam, additional, Lacoursière‐Roussel, Anaïs, additional, Beng, Kingsly C., additional, Alter, S. Elizabeth, additional, Roger, Fabian, additional, Holman, Luke E., additional, Stewart, Kathryn A., additional, Monaghan, Michael T., additional, Mauvisseau, Quentin, additional, Mirimin, Luca, additional, Wangensteen, Owen S., additional, Antognazza, Caterina M., additional, Helyar, Sarah J., additional, Boer, Hugo, additional, Monchamp, Marie‐Eve, additional, Nijland, Reindert, additional, Abbott, Cathryn L., additional, Doi, Hideyuki, additional, Barnes, Matthew A., additional, Leray, Matthieu, additional, Hablützel, Pascal I., additional, and Deiner, Kristy, additional

Published
2021
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34. Trade-offs between reducing complex terminology and producing accurate interpretations from environmental DNA

Author

Rodriguez-Ezpeleta, Naiara, primary, Morissette, Olivier, additional, Bean, Colin W., additional, Manu, Shivakumara, additional, Banerjee, Pritam, additional, Lacoursière-Roussel, Anaïs, additional, Beng, Kingsly C., additional, Alter, S. Elizabeth, additional, Roger, Fabian, additional, Holman, Luke E., additional, Stewart, Kathryn A., additional, Monaghan, Michael T., additional, Mauvisseau, Quentin, additional, Mirimin, Luca, additional, Wangensteen, Owen S., additional, Antognazza, Caterina M, additional, Helyar, Sarah J., additional, de Boer, Hugo, additional, Monchamp, Marie-Eve, additional, Nijland, Reindert, additional, Abbott, Cathryn L, additional, Doi, Hideyuki, additional, Barnes, Matthew A., additional, Leray, Matthieu, additional, Hablützel, Pascal, additional, and Deiner, Kristy, additional

Published
2020
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35. Systematic Analyses of Autosomal Recombination Rates from the 1000 Genomes Project Uncovers the Global Recombination Landscape in Humans

Author

Manu, Shivakumara, Acharya, Kshitish K, and Thiyagarajan, Saravanamuthu

Subjects
Linkage disequilibrium, Genetic diversity, Evolutionary biology, International HapMap Project, 1000 Genomes Project, Adaptation, Biology, Homologous recombination, Genome, Recombination
Abstract

BackgroundMeiotic recombination plays an important role in evolution by shuffling different alleles along the chromosomes, thus generating the genetic diversity across generations that is vital for adaptation. The plasticity of recombination rates and presence of hotspots of recombination along the genome has attracted much attention over two decades due to their contribution to the evolution of the genome. Yet, the variation in genome-wide recombination landscape and the differences in the location and strength of hotspots across worldwide human populations remains little explored.ResultsWe make use of the untapped linkage disequilibrium (LD) based genetic maps from the 1000 Genomes Project (1KGP) to perform in-depth analyses of finescale variation in the autosomal recombination rates across 20 human populations to uncover the global recombination landscape. We have generated a detailed map of human recombination landscape comprising of a comprehensive set of 88,841 putative hotspots and 80,129 coldspots with their respective strengths across populations, about 2/3rd of which were previously unknown. We have validated and assessed the number of historical putative hotspots derived from the patterns of LD that are currently active in the contemporary populations using a recently published high-resolution pedigree-based genetic map, constructed and refined using 3.38 million crossovers from various populations. For the first time, we provide statistics regarding the conserved, shared, and unique hotspots across all the populations studied.ConclusionsOur analysis yields clusters of continental groups, reflecting their shared ancestry and genetic similarities in the recombination rates that are linked to the migratory and evolutionary histories of the populations. We provide the genomic locations and strengths of hotspots and coldspots across all the populations studied which are a valuable set of resources arising out our analyses of 1KGP data. The findings are of great importance for further research on human hotspots as we approach the dusk of retiring HapMap-based resources.

Published
2018
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37. The landscape of tolerated genetic variation in humans and primates.

Author

Gao H, Hamp T, Ede J, Schraiber JG, McRae J, Singer-Berk M, Yang Y, Dietrich A, Fiziev P, Kuderna L, Sundaram L, Wu Y, Adhikari A, Field Y, Chen C, Batzoglou S, Aguet F, Lemire G, Reimers R, Balick D, Janiak MC, Kuhlwilm M, Orkin JD, Manu S, Valenzuela A, Bergman J, Rouselle M, Silva FE, Agueda L, Blanc J, Gut M, de Vries D, Goodhead I, Harris RA, Raveendran M, Jensen A, Chuma IS, Horvath J, Hvilsom C, Juan D, Frandsen P, de Melo FR, Bertuol F, Byrne H, Sampaio I, Farias I, do Amaral JV, Messias M, da Silva MNF, Trivedi M, Rossi R, Hrbek T, Andriaholinirina N, Rabarivola CJ, Zaramody A, Jolly CJ, Phillips-Conroy J, Wilkerson G, Abee C, Simmons JH, Fernandez-Duque E, Kanthaswamy S, Shiferaw F, Wu D, Zhou L, Shao Y, Zhang G, Keyyu JD, Knauf S, Le MD, Lizano E, Merker S, Navarro A, Batallion T, Nadler T, Khor CC, Lee J, Tan P, Lim WK, Kitchener AC, Zinner D, Gut I, Melin A, Guschanski K, Schierup MH, Beck RMD, Umapathy G, Roos C, Boubli JP, Lek M, Sunyaev S, O'Donnell A, Rehm H, Xu J, Rogers J, Marques-Bonet T, and Kai-How Farh K

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 human. We show that these variants can be inferred to have non-deleterious effects in human 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., One Sentence Summary: Deep learning classifier trained on 4.3 million common primate missense variants predicts variant pathogenicity in humans.

Published
2023
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