Xiang Zhu

Assistant Professor of Statistics

Xiang Zhu

Research Summary

Statistical Genetics and Genomics

Huck Affiliations

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Publication Tags

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Genes Genome Genome Wide Association Study Soil Chromatin Nitrogen Lipids Phenotype Statistics Water Genetic Variation Population Lysine Coronary Artery Disease Proxy Deoxyribonucleic Acid Multiple Regression Histone Topology Time Measurement Histones Black Stem Cells Non Alcoholic Fatty Liver Disease Pluripotent Stem Cells

Most Recent Publications

Implicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis

Stavroula Kanoni, Sarah Graham, Yuxuan Wang, Ida Surakka, Shweta Ramdas, Xiang Zhu, Shoa Clarke, Konain Bhatti, Sailaja Vedantam, Thomas Winkler, Adam Locke, Eirini Marouli, Greg Zajac, Kuan-Han Wu, Ioanna Ntalla, Qin Hui, Derek Klarin, Austin Hilliard, Zeyuan Wang, Chao Xue, Gudmar Thorleifsson, Anna Helgadottir, Daniel Gudbjartsson, Hilma Holm, Isleifur Olafsson, Mi Hwang, Sohee Han, Masato Akiyama, Saori Sakaue, Chikashi Terao, Masahiro Kanai, Wei Zhou, Ben Brumpton, Humaira Rasheed, Aki Havulinna, Yogasudha Veturi, Jennifer Pacheco, Elisabeth Rosenthal, Todd Lingren, QiPing Feng, Iftikhar Kullo, Akira Narita, Jun Takayama, Hilary Martin, Karen Hunt, Bhavi Trivedi, Jeffrey Haessler, Franco Giulianini, Yuki Bradford, Jason Miller, Archie Campbell, Kuang Lin, Iona Millwood, Asif Rasheed, George Hindy, Jessica Faul, Wei Zhao, David Weir, Constance Turman, Hongyan Huang, Mariaelisa Graff, Ananyo Choudhury, Dhriti Sengupta, Anubha Mahajan, Michael Brown, Weihua Zhang, Ketian Yu, Ellen Schmidt, Anita Pandit, Stefan Gustafsson, Xianyong Yin, Jian’an Luan, Jing-Hua Zhao, Fumihiko Matsuda, Hye-Mi Jang, Kyungheon Yoon, Carolina Medina-Gomez, Achilleas Pitsillides, Jouke Hottenga, Andrew Wood, Yingji Ji, Zishan Gao, Simon Haworth, Noha Yousri, Ruth Mitchell, Jin Chai, Mette Aadahl, Anne Bjerregaard, Jie Yao, Ani Manichaikul, Chii-Min Hwu, Yi-Jen Hung, Helen Warren, Julia Ramirez, Jette Bork-Jensen, Line Kårhus, Anuj Goel, Maria Sabater-Lleal, Raymond Noordam, Pala Mauro, Floris Matteo, Aaron McDaid, Pedro Marques-Vidal, Matthias Wielscher, Stella Trompet, Naveed Sattar, Line Møllehave, Matthias Munz, Lingyao Zeng, Jianfeng Huang, Bin Yang, Alaitz Poveda, Azra Kurbasic, Claudia Lamina, Lukas Forer, Markus Scholz, Tessel Galesloot, Jonathan Bradfield, Sanni Ruotsalainen, EWarwick Daw, Joseph Zmuda, Jonathan Mitchell, Christian Fuchsberger, Henry Christensen, Jennifer Brody, Miguel Vazquez-Moreno, Mary Feitosa, Mary Wojczynski, Zhe Wang, Michael Preuss, Massimo Mangino, Paraskevi Christofidou, Niek Verweij, Jan Benjamins, Jorgen Engmann, Noah Tsao, Anurag Verma, Roderick Slieker, Ken Lo, Nuno Zilhao, Phuong Le, Marcus Kleber, Graciela Delgado, Shaofeng Huo, Daisuke Ikeda, Hiroyuki Iha, Jian Yang, Jun Liu, Ayşe Demirkan, Hampton Leonard, Jonathan Marten, Mirjam Frank, Börge Schmidt, Laura Smyth, Marisa Cañadas-Garre, Chaolong Wang, Masahiro Nakatochi, Andrew Wong, Nina Hutri-Kähönen, Xueling Sim, Rui Xia, Alicia Huerta-Chagoya, Juan Fernandez-Lopez, Valeriya Lyssenko, Suraj Nongmaithem, Swati Bayyana, Heather Stringham, Marguerite Irvin, Christopher Oldmeadow, Han-Na Kim, Seungho Ryu, Paul Timmers, Liubov Arbeeva, Rajkumar Dorajoo, Leslie Lange, Gauri Prasad, Laura Lorés-Motta, Marc Pauper, Jirong Long, Xiaohui Li, Elizabeth Theusch, Fumihiko Takeuchi, Cassandra Spracklen, Anu Loukola, Sailalitha Bollepalli, Sophie Warner, Ya Wang, Wen Wei, Teresa Nutile, Daniela Ruggiero, Yun Sung, Shufeng Chen, Fangchao Liu, Jingyun Yang, Katherine Kentistou, Bernhard Banas, Giuseppe Nardone, Karina Meidtner, Lawrence Bielak, Jennifer Smith, Prashantha Hebbar, Aliki-Eleni Farmaki, Edith Hofer, Maoxuan Lin, Maria Concas, Simona Vaccargiu, Peter van der Most, Niina Pitkänen, Brian Cade, Sander van der Laan, Kumaraswamy Chitrala, Stefan Weiss, Amy Bentley, Ayo Doumatey, Adebowale Adeyemo, Jong Lee, Eva Petersen, Aneta Nielsen, Hyeok Choi, Maria Nethander, Sandra Freitag-Wolf, Lorraine Southam, Nigel Rayner, Carol Wang, Shih-Yi Lin, Jun-Sing Wang, Christian Couture, Leo-Pekka Lyytikäinen, Kjell Nikus, Gabriel Cuellar-Partida, Henrik Vestergaard, Bertha Hidalgo, Olga Giannakopoulou, Qiuyin Cai, Morgan Obura, Jessica van Setten, Xiaoyin Li, Jingjing Liang, Hua Tang, Natalie Terzikhan, Jae Shin, Rebecca Jackson, Alexander Reiner, Lisa Martin, Zhengming Chen, Liming Li, Takahisa Kawaguchi, Joachim Thiery, Joshua Bis, Lenore Launer, Huaixing Li, Mike Nalls, Olli Raitakari, Sahoko Ichihara, Sarah Wild, Christopher Nelson, Harry Campbell, Susanne Jäger, Toru Nabika, Fahd Al-Mulla, Harri Niinikoski, Peter Braund, Ivana Kolcic, Peter Kovacs, Tota Giardoglou, Tomohiro Katsuya, Dominique de Kleijn, Gert de Borst, Eung Kim, Hieab Adams, M. Ikram, Xiaofeng Zhu, Folkert Asselbergs, Adriaan Kraaijeveld, Joline Beulens, Xiao-Ou Shu, Loukianos Rallidis, Oluf Pedersen, Torben Hansen, Paul Mitchell, Alex Hewitt, Mika Kähönen, Louis Pérusse, Claude Bouchard, Anke Tönjes, Yii-Der Chen, Craig Pennell, Trevor Mori, Wolfgang Lieb, Andre Franke, Claes Ohlsson, Dan Mellström, Yoon Cho, Hyejin Lee, Jian-Min Yuan, Woon-Puay Koh, Sang Rhee, Jeong-Taek Woo, Iris Heid, Klaus Stark, Martina Zimmermann, Henry Völzke, Georg Homuth, Michele Evans, Alan Zonderman, Ozren Polasek, Gerard Pasterkamp, Imo Hoefer, Susan Redline, Katja Pahkala, Albertine Oldehinkel, Harold Snieder, Ginevra Biino, Reinhold Schmidt, Helena Schmidt, Stefania Bandinelli, George Dedoussis, Thangavel Thanaraj, Sharon Kardia, Patricia Peyser, Norihiro Kato, Matthias Schulze, Giorgia Girotto, Carsten Böger, Bettina Jung, Peter Joshi, David Bennett, Philip De Jager, Xiangfeng Lu, Vasiliki Mamakou, Morris Brown, Mark Caulfield, Patricia Munroe, Xiuqing Guo, Marina Ciullo, Jost Jonas, Nilesh Samani, Jaakko Kaprio, Päivi Pajukanta, Teresa Tusié-Luna, Carlos Aguilar-Salinas, Linda Adair, Sonny Bechayda, H. de Silva, Ananda Wickremasinghe, Ronald Krauss, Jer-Yuarn Wu, Wei Zheng, Anneke Hollander, Dwaipayan Bharadwaj, Adolfo Correa, James Wilson, Lars Lind, Chew-Kiat Heng, Amanda Nelson, Yvonne Golightly, James Wilson, Brenda Penninx, Hyung-Lae Kim, John Attia, Rodney Scott, D. Rao, Donna Arnett, Steven Hunt, Mark Walker, Heikki Koistinen, Giriraj Chandak, Josep Mercader, Maria Costanzo, Dongkeun Jang, Noël Burtt, Clicerio Villalpando, Lorena Orozco, Myriam Fornage, EShyong Tai, Rob van Dam, Terho Lehtimäki, Nish Chaturvedi, Mitsuhiro Yokota, Jianjun Liu, Dermot Reilly, Amy McKnight, Frank Kee, Karl-Heinz Jöckel, Mark McCarthy, Colin Palmer, Veronique Vitart, Caroline Hayward, Eleanor Simonsick, Cornelia van Duijn, Zi-Bing Jin, Jia Qu, Haretsugu Hishigaki, Xu Lin, Winfried März, Vilmundur Gudnason, Jean-Claude Tardif, Guillaume Lettre, Leen Hart, Petra Elders, Scott Damrauer, Meena Kumari, Mika Kivimaki, Pim van der Harst, Tim Spector, Ruth Loos, Michael Province, Esteban Parra, Miguel Cruz, Bruce Psaty, Ivan Brandslund, Peter Pramstaller, Charles Rotimi, Kaare Christensen, Samuli Ripatti, Elisabeth Widén, Hakon Hakonarson, Struan Grant, Lambertus Kiemeney, Jacqueline de Graaf, Markus Loeffler, Florian Kronenberg, Dongfeng Gu, Jeanette Erdmann, Heribert Schunkert, Paul Franks, Allan Linneberg, J. Jukema, Amit Khera, Minna Männikkö, Marjo-Riitta Jarvelin, Zoltan Kutalik, Cucca Francesco, Dennis Mook-Kanamori, Ko van Dijk, Hugh Watkins, David Strachan, Niels Grarup, Peter Sever, Neil Poulter, Lee-Ming Chuang, Jerome Rotter, Thomas Dantoft, Fredrik Karpe, Matt Neville, Nicholas Timpson, Ching-Yu Cheng, Tien-Yin Wong, Chiea Khor, Hengtong Li, Charumathi Sabanayagam, Annette Peters, Christian Gieger, Andrew Hattersley, Nancy Pedersen, Patrik Magnusson, Dorret Boomsma, Allegonda Willemsen, LAdrienne Cupples, Joyce van Meurs, Mohsen Ghanbari, Penny Gordon-Larsen, Wei Huang, Young Kim, Yasuharu Tabara, Nicholas Wareham, Claudia Langenberg, Eleftheria Zeggini, Johanna Kuusisto, Markku Laakso, Erik Ingelsson, Goncalo Abecasis, John Chambers, Jaspal Kooner, Paul de Vries, Alanna Morrison, Scott Hazelhurst, Michèle Ramsay, Kari North, Martha Daviglus, Peter Kraft, Nicholas Martin, John Whitfield, Shahid Abbas, Danish Saleheen, Robin Walters, Michael Holmes, Corri Black, Blair Smith, Aris Baras, Anne Justice, Julie Buring, Paul Ridker, Daniel Chasman, Charles Kooperberg, Gen Tamiya, Masayuki Yamamoto, David van Heel, Richard Trembath, Wei-Qi Wei, Gail Jarvik, Bahram Namjou, M. Hayes, Marylyn Ritchie, Pekka Jousilahti, Veikko Salomaa, Kristian Hveem, Bjørn Åsvold, Michiaki Kubo, Yoichiro Kamatani, Yukinori Okada, Yoshinori Murakami, Bong-Jo Kim, Unnur Thorsteinsdottir, Kari Stefansson, Jifeng Zhang, YEugene Chen, Yuk-Lam Ho, Julie Lynch, Daniel Rader, Philip Tsao, Kyong-Mi Chang, Kelly Cho, Christopher O’Donnell, John Gaziano, Peter Wilson, Timothy Frayling, Joel Hirschhorn, Sekar Kathiresan, Karen Mohlke, Yan Sun, Andrew Morris, Michael Boehnke, Christopher Brown, Pradeep Natarajan, Panos Deloukas, Cristen Willer, Themistocles Assimes, Gina Peloso, 2022, Genome Biology on p. 268

Nested epistasis enhancer networks for robust genome regulation

Xueqiu Lin, Yanxia Liu, Shuai Liu, Xiang Zhu, Lingling Wu, Yanyu Zhu, Dehua Zhao, Xiaoshu Xu, Augustine Chemparathy, Haifeng Wang, Yaqiang Cao, Muneaki Nakamura, Jasprina N. Noordermeer, Marie La Russa, Wing Hung Wong, Keji Zhao, Lei S. Qi, 2022, Science on p. 1077-1085

A multi-layer functional genomic analysis to understand noncoding genetic variation in lipids

Shweta Ramdas, Jonathan Judd, Sarah E. Graham, Stavroula Kanoni, Yuxuan Wang, Ida Surakka, Brandon Wenz, Shoa L. Clarke, Alessandra Chesi, Andrew Wells, Konain Fatima Bhatti, Sailaja Vedantam, Thomas W. Winkler, Adam E. Locke, Eirini Marouli, Greg J.M. Zajac, Kuan Han H. Wu, Ioanna Ntalla, Qin Hui, Derek Klarin, Austin T. Hilliard, Zeyuan Wang, Chao Xue, Gudmar Thorleifsson, Anna Helgadottir, Daniel F. Gudbjartsson, Hilma Holm, Isleifur Olafsson, Mi Yeong Hwang, Sohee Han, Masato Akiyama, Saori Sakaue, Chikashi Terao, Masahiro Kanai, Wei Zhou, Ben M. Brumpton, Humaira Rasheed, Aki S. Havulinna, Yogasudha Veturi, Jennifer Allen Pacheco, Elisabeth A. Rosenthal, Todd Lingren, Qi Ping Feng, Iftikhar J. Kullo, Akira Narita, Jun Takayama, Hilary C. Martin, Karen A. Hunt, Marylyn D. Ritchie, Xiang Zhu, 2022, American Journal of Human Genetics on p. 1366-1387

Large-scale genome-wide association study of coronary artery disease in genetically diverse populations

Catherine Tcheandjieu, Xiang Zhu, Austin T. Hilliard, Shoa L. Clarke, Valerio Napolioni, Shining Ma, Kyung Min Lee, Huaying Fang, Fei Chen, Yingchang Lu, Noah L. Tsao, Sridharan Raghavan, Satoshi Koyama, Bryan R. Gorman, Marijana Vujkovic, Derek Klarin, Michael G. Levin, Nasa Sinnott-Armstrong, Genevieve L. Wojcik, Mary E. Plomondon, Thomas M. Maddox, Stephen W. Waldo, Alexander G. Bick, Saiju Pyarajan, Jie Huang, Rebecca Song, Yuk Lam Ho, Steven Buyske, Charles Kooperberg, Jeffrey Haessler, Ruth J.F. Loos, Ron Do, Marie Verbanck, Kumardeep Chaudhary, Kari E. North, Christy L. Avery, Mariaelisa Graff, Christopher A. Haiman, Loïc Le Marchand, Lynne R. Wilkens, Joshua C. Bis, Hampton Leonard, Botong Shen, Leslie A. Lange, Ayush Giri, Ozan Dikilitas, Iftikhar J. Kullo, Ian B. Stanaway, Gail P. Jarvik, Marylyn Deriggi Ritchie, 2022, Nature Medicine on p. 1679-1692

Leveraging cell-type-specific regulatory networks to interpret genetic variants in abdominal aortic aneurysm

Shining Ma, Xi Chen, Xiang Zhu, Philip S. Tsao, Wing Hung Wong, 2022, Proceedings of the National Academy of Sciences of the United States of America

A multiancestry genome-wide association study of unexplained chronic ALT elevation as a proxy for nonalcoholic fatty liver disease with histological and radiological validation

Marijana Vujkovic, Shweta Ramdas, Kim M. Lorenz, Xiuqing Guo, Rebecca Darlay, Heather J. Cordell, Jing He, Yevgeniy Gindin, Chuhan Chung, Robert P. Myers, Carolin V. Schneider, Joseph Park, Kyung Min Lee, Marina Serper, Rotonya M. Carr, David E. Kaplan, Mary E. Haas, Matthew T. MacLean, Walter R. Witschey, Xiang Zhu, Catherine Tcheandjieu, Rachel L. Kember, Henry R. Kranzler, Anurag Verma, Ayush Giri, Derek M. Klarin, Yan V. Sun, Jie Huang, Jennifer E. Huffman, Kate Townsend Creasy, Nicholas J. Hand, Ching Ti Liu, Michelle T. Long, Jie Yao, Matthew Budoff, Jingyi Tan, Xiaohui Li, Henry J. Lin, Yii Der Ida Chen, Kent D. Taylor, Ruey Kang Chang, Ronald M. Krauss, Silvia Vilarinho, Joseph Brancale, Jonas B. Nielsen, Adam E. Locke, Marcus B. Jones, Niek Verweij, Aris Baras, K. Rajender Reddy, 2022, Nature Genetics

The power of genetic diversity in genome-wide association studies of lipids

Sarah Graham, Shoa Clarke, Kuan-Han Wu, Stavroula Kanoni, Greg Zajac, Shweta Ramdas, Ida Surakka, Ioanna Ntalla, Sailaja Vedantam, Thomas Winkler, Adam Locke, Eirini Marouli, Mi Hwang, Sohee Han, Akira Narita, Ananyo Choudhury, Amy Bentley, Kenneth Ekoru, Anurag Verma, Bhavi Trivedi, Hilary Martin, Karen Hunt, Qin Hui, Derek Klarin, Xiang Zhu, Gudmar Thorleifsson, Anna Helgadottir, Daniel Gudbjartsson, Hilma Holm, Isleifur Olafsson, Masato Akiyama, Saori Sakaue, Chikashi Terao, Masahiro Kanai, Wei Zhou, Ben Brumpton, Humaira Rasheed, Sanni Ruotsalainen, Aki Havulinna, Yogasudha Veturi, QiPing Feng, Elisabeth Rosenthal, Todd Lingren, Jennifer Pacheco, Sarah Pendergrass, Jeffrey Haessler, Franco Giulianini, Yuki Bradford, Jason Miller, Archie Campbell, Kuang Lin, Iona Millwood, George Hindy, Asif Rasheed, Jessica Faul, Wei Zhao, David Weir, Constance Turman, Hongyan Huang, Mariaelisa Graff, Anubha Mahajan, Michael Brown, Weihua Zhang, Ketian Yu, Ellen Schmidt, Anita Pandit, Stefan Gustafsson, Xianyong Yin, Jian’an Luan, Jing-Hua Zhao, Fumihiko Matsuda, Hye-Mi Jang, Kyungheon Yoon, Carolina Medina-Gomez, Achilleas Pitsillides, Jouke Hottenga, Gonneke Willemsen, Andrew Wood, Yingji Ji, Zishan Gao, Simon Haworth, Ruth Mitchell, Jin Chai, Mette Aadahl, Jie Yao, Ani Manichaikul, Helen Warren, Julia Ramirez, Jette Bork-Jensen, Line Kårhus, Anuj Goel, Maria Sabater-Lleal, Raymond Noordam, Carlo Sidore, Edoardo Fiorillo, Aaron McDaid, Pedro Marques-Vidal, Matthias Wielscher, Stella Trompet, Naveed Sattar, Line Møllehave, Betina Thuesen, Matthias Munz, Lingyao Zeng, Jianfeng Huang, Bin Yang, Alaitz Poveda, Azra Kurbasic, Claudia Lamina, Lukas Forer, Markus Scholz, Tessel Galesloot, Jonathan Bradfield, E. Daw, Joseph Zmuda, Jonathan Mitchell, Christian Fuchsberger, Henry Christensen, Jennifer Brody, Mary Feitosa, Mary Wojczynski, Michael Preuss, Massimo Mangino, Paraskevi Christofidou, Niek Verweij, Jan Benjamins, Jorgen Engmann, Rachel Kember, Roderick Slieker, Ken Lo, Nuno Zilhao, Phuong Le, Marcus Kleber, Graciela Delgado, Shaofeng Huo, Daisuke Ikeda, Hiroyuki Iha, Jian Yang, Jun Liu, Hampton Leonard, Jonathan Marten, Börge Schmidt, Marina Arendt, Laura Smyth, Marisa Cañadas-Garre, Chaolong Wang, Masahiro Nakatochi, Andrew Wong, Nina Hutri-Kähönen, Xueling Sim, Rui Xia, Alicia Huerta-Chagoya, Juan Fernandez-Lopez, Valeriya Lyssenko, Meraj Ahmed, Anne Jackson, Marguerite Irvin, Christopher Oldmeadow, Han-Na Kim, Seungho Ryu, Paul Timmers, Liubov Arbeeva, Rajkumar Dorajoo, Leslie Lange, Xiaoran Chai, Gauri Prasad, Laura Lorés-Motta, Marc Pauper, Jirong Long, Xiaohui Li, Elizabeth Theusch, Fumihiko Takeuchi, Cassandra Spracklen, Anu Loukola, Sailalitha Bollepalli, Sophie Warner, Ya Wang, Wen Wei, Teresa Nutile, Daniela Ruggiero, Yun Sung, Yi-Jen Hung, Shufeng Chen, Fangchao Liu, Jingyun Yang, Katherine Kentistou, Mathias Gorski, Marco Brumat, Karina Meidtner, Lawrence Bielak, Jennifer Smith, Prashantha Hebbar, Aliki-Eleni Farmaki, Edith Hofer, Maoxuan Lin, Chao Xue, Jifeng Zhang, Maria Concas, Simona Vaccargiu, Peter van der Most, Niina Pitkänen, Brian Cade, Jiwon Lee, Sander van der Laan, Kumaraswamy Chitrala, Stefan Weiss, Martina Zimmermann, Jong Lee, Hyeok Choi, Maria Nethander, Sandra Freitag-Wolf, Lorraine Southam, Nigel Rayner, Carol Wang, Shih-Yi Lin, Jun-Sing Wang, Christian Couture, Leo-Pekka Lyytikäinen, Kjell Nikus, Gabriel Cuellar-Partida, Henrik Vestergaard, Bertha Hildalgo, Olga Giannakopoulou, Qiuyin Cai, Morgan Obura, Jessica van Setten, Xiaoyin Li, Karen Schwander, Natalie Terzikhan, Jae Shin, Rebecca Jackson, Alexander Reiner, Lisa Martin, Zhengming Chen, Liming Li, Heather Highland, Kristin Young, Takahisa Kawaguchi, Joachim Thiery, Joshua Bis, Girish Nadkarni, Lenore Launer, Huaixing Li, Mike Nalls, Olli Raitakari, Sahoko Ichihara, Sarah Wild, Christopher Nelson, Harry Campbell, Susanne Jäger, Toru Nabika, Fahd Al-Mulla, Harri Niinikoski, Peter Braund, Ivana Kolcic, Peter Kovacs, Tota Giardoglou, Tomohiro Katsuya, Konain Bhatti, Dominique de Kleijn, Gert de Borst, Eung Kim, Hieab Adams, M. Ikram, Xiaofeng Zhu, Folkert Asselbergs, Adriaan Kraaijeveld, Joline Beulens, Xiao-Ou Shu, Loukianos Rallidis, Oluf Pedersen, Torben Hansen, Paul Mitchell, Alex Hewitt, Mika Kähönen, Louis Pérusse, Claude Bouchard, Anke Tönjes, Yii-Der Chen, Craig Pennell, Trevor Mori, Wolfgang Lieb, Andre Franke, Claes Ohlsson, Dan Mellström, Yoon Cho, Hyejin Lee, Jian-Min Yuan, Woon-Puay Koh, Sang Rhee, Jeong-Taek Woo, Iris Heid, Klaus Stark, Henry Völzke, Georg Homuth, Michele Evans, Alan Zonderman, Ozren Polasek, Gerard Pasterkamp, Imo Hoefer, Susan Redline, Katja Pahkala, Albertine Oldehinkel, Harold Snieder, Ginevra Biino, Reinhold Schmidt, Helena Schmidt, Y. Chen, Stefania Bandinelli, George Dedoussis, Thangavel Thanaraj, Sharon Kardia, Norihiro Kato, Matthias Schulze, Giorgia Girotto, Bettina Jung, Carsten Böger, Peter Joshi, David Bennett, Philip De Jager, Xiangfeng Lu, Vasiliki Mamakou, Morris Brown, Mark Caulfield, Patricia Munroe, Xiuqing Guo, Marina Ciullo, Jost Jonas, Nilesh Samani, Jaakko Kaprio, Päivi Pajukanta, Linda Adair, Sonny Bechayda, H. de Silva, Ananda Wickremasinghe, Ronald Krauss, Jer-Yuarn Wu, Wei Zheng, Anneke den Hollander, Dwaipayan Bharadwaj, Adolfo Correa, James Wilson, Lars Lind, Chew-Kiat Heng, Amanda Nelson, Yvonne Golightly, James Wilson, Brenda Penninx, Hyung-Lae Kim, John Attia, Rodney Scott, D. Rao, Donna Arnett, Mark Walker, Heikki Koistinen, Giriraj Chandak, Chittaranjan Yajnik, Josep Mercader, Teresa Tusié-Luna, Carlos Aguilar-Salinas, Clicerio Villalpando, Lorena Orozco, Myriam Fornage, E. Tai, Rob van Dam, Terho Lehtimäki, Nish Chaturvedi, Mitsuhiro Yokota, Jianjun Liu, Dermot Reilly, Amy McKnight, Frank Kee, Karl-Heinz Jöckel, Mark McCarthy, Colin Palmer, Veronique Vitart, Caroline Hayward, Eleanor Simonsick, Cornelia van Duijn, Fan Lu, Jia Qu, Haretsugu Hishigaki, Xu Lin, Winfried März, Esteban Parra, Miguel Cruz, Vilmundur Gudnason, Jean-Claude Tardif, Guillaume Lettre, Leen ’t Hart, Petra Elders, Scott Damrauer, Meena Kumari, Mika Kivimaki, Pim van der Harst, Tim Spector, Ruth Loos, Michael Province, Bruce Psaty, Ivan Brandslund, Peter Pramstaller, Kaare Christensen, Samuli Ripatti, Elisabeth Widén, Hakon Hakonarson, Struan Grant, Lambertus Kiemeney, Jacqueline de Graaf, Markus Loeffler, Florian Kronenberg, Dongfeng Gu, Jeanette Erdmann, Heribert Schunkert, Paul Franks, Allan Linneberg, J. Jukema, Amit Khera, Minna Männikkö, Marjo-Riitta Jarvelin, Zoltan Kutalik, Francesco Cucca, Dennis Mook-Kanamori, Ko van Dijk, Hugh Watkins, David Strachan, Niels Grarup, Peter Sever, Neil Poulter, Jerome Rotter, Thomas Dantoft, Fredrik Karpe, Matt Neville, Nicholas Timpson, Ching-Yu Cheng, Tien-Yin Wong, Chiea Khor, Charumathi Sabanayagam, Annette Peters, Christian Gieger, Andrew Hattersley, Nancy Pedersen, Patrik Magnusson, Dorret Boomsma, Eco de Geus, L. Cupples, Joyce van Meurs, Mohsen Ghanbari, Penny Gordon-Larsen, Wei Huang, Young Kim, Yasuharu Tabara, Nicholas Wareham, Claudia Langenberg, Eleftheria Zeggini, Johanna Kuusisto, Markku Laakso, Erik Ingelsson, Goncalo Abecasis, John Chambers, Jaspal Kooner, Paul de Vries, Alanna Morrison, Kari North, Martha Daviglus, Peter Kraft, Nicholas Martin, John Whitfield, Shahid Abbas, Danish Saleheen, Robin Walters, Michael Holmes, Corri Black, Blair Smith, Anne Justice, Aris Baras, Julie Buring, Paul Ridker, Daniel Chasman, Charles Kooperberg, Wei-Qi Wei, Gail Jarvik, Bahram Namjou, M. Hayes, Marylyn Ritchie, Pekka Jousilahti, Veikko Salomaa, Kristian Hveem, Bjørn Åsvold, Michiaki Kubo, Yoichiro Kamatani, Yukinori Okada, Yoshinori Murakami, Unnur Thorsteinsdottir, Kari Stefansson, Yuk-Lam Ho, Julie Lynch, Daniel Rader, Philip Tsao, Kyong-Mi Chang, Kelly Cho, Christopher O’Donnell, John Gaziano, Peter Wilson, Charles Rotimi, Scott Hazelhurst, Michèle Ramsay, Richard Trembath, David van Heel, Gen Tamiya, Masayuki Yamamoto, Bong-Jo Kim, Karen Mohlke, Timothy Frayling, Joel Hirschhorn, Sekar Kathiresan, Michael Boehnke, Pradeep Natarajan, Gina Peloso, Christopher Brown, Andrew Morris, Themistocles Assimes, Panos Deloukas, Yan Sun, Cristen Willer, 2021, Nature on p. 675-679

Modeling regulatory network topology improves genome-wide analyses of complex human traits

Xiang Zhu, Zhana Duren, Wing Hung Wong, 2021, Nature Communications

The genetic architecture of DNA replication timing in human pluripotent stem cells

Qiliang Ding, Matthew M. Edwards, Ning Wang, Xiang Zhu, Alexa N. Bracci, Michelle L. Hulke, Ya Hu, Yao Tong, Joyce Hsiao, Christine J. Charvet, Sulagna Ghosh, Robert E. Handsaker, Kevin Eggan, Florian T. Merkle, Jeannine Gerhardt, Dieter Egli, Andrew G. Clark, Amnon Koren, 2021, Nature Communications

A genome-wide association study of chronic ALT-based NAFLD in the Million Veteran Program with histological and radiological validation

Marijana Vujkovic, Shweta Ramdas, Kimberly Lorenz, Xiuqing Guo, Rebecca Darlay, Heather Cordell, Jing He, Yevgeniy Gindin, Chuhan Chung, Robert Myers, Carolin Schneider, Joseph Park, Kyung Lee, Marina Serper, Rotonya Carr, David Kaplan, Mary Haas, Matthew MacLean, Walter Witschey, Xiang Zhu, Catherine Tcheandjieu, Rachel Kember, Henry Kranzler, Anurag Verma, Ayush Giri, Derek Klarin, Yan Sun, Jie Huang, Jennifer Huffman, Kate Creasy, Nicholas Hand, Ching-Ti Liu, Michelle Long, Jie Yao, Xiaohui Li, Matthew Budoff, Jingyi Tan, Henry Lin, Yii-Der Chen, Kent Taylor, Ruey-Kang Chang, Ronald Krauss, Silvia Vilarinho, Joseph Brancale, Jonas Nielsen, Adam Locke, Niek Verweij, Marcus Jones, Aris Baras, K. Rajender Reddy, Brent Neuschwander-Tetri, Jeffrey Schwimmer, Arun Sanyal, Naga Chalasani, Kathleen Ryan, Braxton Mitchell, Dipender Gill, Andrew Wells, Elisabetta Manduchi, Yedidya Saiman, Nadim Mahmud, Donald Miller, Peter Reaven, Lawrence Phillips, Sumitra Muralidhar, Scott DuVall, Jennifer Lee, Themistocles Assimes, Saiju Pyarajan, Kelly Cho, Todd Edwards, Scott Damrauer, Peter Wilson, J. Michael Gaziano, Christopher O’Donnell, Amit Khera, Struan Grant, Christopher Brown, Philip Tsao, Danish Saleheen, Luca Lotta, Lisa Bastarache, Quentin Anstee, Ann Daly, James Meigs, Jerome Rotter, Julie Lynch, Daniel Rader, Benjamin Voight, Kyong-Mi Chang, Regeneron Genetics Center, DiscovEHR Collaboration, EPoS Consortium Investigators, Million Veteran Program, 2021, Hepatology on p. 6-7

Most-Cited Papers

Discovery of 318 new risk loci for type 2 diabetes and related vascular outcomes among 1.4 million participants in a multi-ancestry meta-analysis

Marijana Vujkovic, Jacob M. Keaton, Julie A. Lynch, Donald R. Miller, Jin Zhou, Catherine Tcheandjieu, Jennifer E. Huffman, Themistocles L. Assimes, Kimberly Lorenz, Xiang Zhu, Austin T. Hilliard, Renae L. Judy, Jie Huang, Kyung M. Lee, Derek Klarin, Saiju Pyarajan, John Danesh, Olle Melander, Asif Rasheed, Nadeem H. Mallick, Shahid Hameed, Irshad H. Qureshi, Muhammad Naeem Afzal, Uzma Malik, Anjum Jalal, Shahid Abbas, Xin Sheng, Long Gao, Klaus H. Kaestner, Katalin Susztak, Yan V. Sun, Scott L. DuVall, Kelly Cho, Jennifer S. Lee, J. Michael Gaziano, Lawrence S. Phillips, James B. Meigs, Peter D. Reaven, Peter W. Wilson, Todd L. Edwards, Daniel J. Rader, Scott M. Damrauer, Christopher J. O’Donnell, Philip S. Tsao, Mark A. Atkinson, Al C. Powers, Ali Naji, Klaus H. Kaestner, Goncalo R. Abecasis, Aris Baras, 2020, Nature Genetics on p. 680-691

Bayesian large-scale multiple regression with summary statistics from genome-wide association studies

Xiang Zhu, Matthew Stephens, 2017, Annals of Applied Statistics on p. 1561-1592

The power of genetic diversity in genome-wide association studies of lipids

Sarah Graham, Shoa Clarke, Kuan-Han Wu, Stavroula Kanoni, Greg Zajac, Shweta Ramdas, Ida Surakka, Ioanna Ntalla, Sailaja Vedantam, Thomas Winkler, Adam Locke, Eirini Marouli, Mi Hwang, Sohee Han, Akira Narita, Ananyo Choudhury, Amy Bentley, Kenneth Ekoru, Anurag Verma, Bhavi Trivedi, Hilary Martin, Karen Hunt, Qin Hui, Derek Klarin, Xiang Zhu, Gudmar Thorleifsson, Anna Helgadottir, Daniel Gudbjartsson, Hilma Holm, Isleifur Olafsson, Masato Akiyama, Saori Sakaue, Chikashi Terao, Masahiro Kanai, Wei Zhou, Ben Brumpton, Humaira Rasheed, Sanni Ruotsalainen, Aki Havulinna, Yogasudha Veturi, QiPing Feng, Elisabeth Rosenthal, Todd Lingren, Jennifer Pacheco, Sarah Pendergrass, Jeffrey Haessler, Franco Giulianini, Yuki Bradford, Jason Miller, Archie Campbell, Kuang Lin, Iona Millwood, George Hindy, Asif Rasheed, Jessica Faul, Wei Zhao, David Weir, Constance Turman, Hongyan Huang, Mariaelisa Graff, Anubha Mahajan, Michael Brown, Weihua Zhang, Ketian Yu, Ellen Schmidt, Anita Pandit, Stefan Gustafsson, Xianyong Yin, Jian’an Luan, Jing-Hua Zhao, Fumihiko Matsuda, Hye-Mi Jang, Kyungheon Yoon, Carolina Medina-Gomez, Achilleas Pitsillides, Jouke Hottenga, Gonneke Willemsen, Andrew Wood, Yingji Ji, Zishan Gao, Simon Haworth, Ruth Mitchell, Jin Chai, Mette Aadahl, Jie Yao, Ani Manichaikul, Helen Warren, Julia Ramirez, Jette Bork-Jensen, Line Kårhus, Anuj Goel, Maria Sabater-Lleal, Raymond Noordam, Carlo Sidore, Edoardo Fiorillo, Aaron McDaid, Pedro Marques-Vidal, Matthias Wielscher, Stella Trompet, Naveed Sattar, Line Møllehave, Betina Thuesen, Matthias Munz, Lingyao Zeng, Jianfeng Huang, Bin Yang, Alaitz Poveda, Azra Kurbasic, Claudia Lamina, Lukas Forer, Markus Scholz, Tessel Galesloot, Jonathan Bradfield, E. Daw, Joseph Zmuda, Jonathan Mitchell, Christian Fuchsberger, Henry Christensen, Jennifer Brody, Mary Feitosa, Mary Wojczynski, Michael Preuss, Massimo Mangino, Paraskevi Christofidou, Niek Verweij, Jan Benjamins, Jorgen Engmann, Rachel Kember, Roderick Slieker, Ken Lo, Nuno Zilhao, Phuong Le, Marcus Kleber, Graciela Delgado, Shaofeng Huo, Daisuke Ikeda, Hiroyuki Iha, Jian Yang, Jun Liu, Hampton Leonard, Jonathan Marten, Börge Schmidt, Marina Arendt, Laura Smyth, Marisa Cañadas-Garre, Chaolong Wang, Masahiro Nakatochi, Andrew Wong, Nina Hutri-Kähönen, Xueling Sim, Rui Xia, Alicia Huerta-Chagoya, Juan Fernandez-Lopez, Valeriya Lyssenko, Meraj Ahmed, Anne Jackson, Marguerite Irvin, Christopher Oldmeadow, Han-Na Kim, Seungho Ryu, Paul Timmers, Liubov Arbeeva, Rajkumar Dorajoo, Leslie Lange, Xiaoran Chai, Gauri Prasad, Laura Lorés-Motta, Marc Pauper, Jirong Long, Xiaohui Li, Elizabeth Theusch, Fumihiko Takeuchi, Cassandra Spracklen, Anu Loukola, Sailalitha Bollepalli, Sophie Warner, Ya Wang, Wen Wei, Teresa Nutile, Daniela Ruggiero, Yun Sung, Yi-Jen Hung, Shufeng Chen, Fangchao Liu, Jingyun Yang, Katherine Kentistou, Mathias Gorski, Marco Brumat, Karina Meidtner, Lawrence Bielak, Jennifer Smith, Prashantha Hebbar, Aliki-Eleni Farmaki, Edith Hofer, Maoxuan Lin, Chao Xue, Jifeng Zhang, Maria Concas, Simona Vaccargiu, Peter van der Most, Niina Pitkänen, Brian Cade, Jiwon Lee, Sander van der Laan, Kumaraswamy Chitrala, Stefan Weiss, Martina Zimmermann, Jong Lee, Hyeok Choi, Maria Nethander, Sandra Freitag-Wolf, Lorraine Southam, Nigel Rayner, Carol Wang, Shih-Yi Lin, Jun-Sing Wang, Christian Couture, Leo-Pekka Lyytikäinen, Kjell Nikus, Gabriel Cuellar-Partida, Henrik Vestergaard, Bertha Hildalgo, Olga Giannakopoulou, Qiuyin Cai, Morgan Obura, Jessica van Setten, Xiaoyin Li, Karen Schwander, Natalie Terzikhan, Jae Shin, Rebecca Jackson, Alexander Reiner, Lisa Martin, Zhengming Chen, Liming Li, Heather Highland, Kristin Young, Takahisa Kawaguchi, Joachim Thiery, Joshua Bis, Girish Nadkarni, Lenore Launer, Huaixing Li, Mike Nalls, Olli Raitakari, Sahoko Ichihara, Sarah Wild, Christopher Nelson, Harry Campbell, Susanne Jäger, Toru Nabika, Fahd Al-Mulla, Harri Niinikoski, Peter Braund, Ivana Kolcic, Peter Kovacs, Tota Giardoglou, Tomohiro Katsuya, Konain Bhatti, Dominique de Kleijn, Gert de Borst, Eung Kim, Hieab Adams, M. Ikram, Xiaofeng Zhu, Folkert Asselbergs, Adriaan Kraaijeveld, Joline Beulens, Xiao-Ou Shu, Loukianos Rallidis, Oluf Pedersen, Torben Hansen, Paul Mitchell, Alex Hewitt, Mika Kähönen, Louis Pérusse, Claude Bouchard, Anke Tönjes, Yii-Der Chen, Craig Pennell, Trevor Mori, Wolfgang Lieb, Andre Franke, Claes Ohlsson, Dan Mellström, Yoon Cho, Hyejin Lee, Jian-Min Yuan, Woon-Puay Koh, Sang Rhee, Jeong-Taek Woo, Iris Heid, Klaus Stark, Henry Völzke, Georg Homuth, Michele Evans, Alan Zonderman, Ozren Polasek, Gerard Pasterkamp, Imo Hoefer, Susan Redline, Katja Pahkala, Albertine Oldehinkel, Harold Snieder, Ginevra Biino, Reinhold Schmidt, Helena Schmidt, Y. Chen, Stefania Bandinelli, George Dedoussis, Thangavel Thanaraj, Sharon Kardia, Norihiro Kato, Matthias Schulze, Giorgia Girotto, Bettina Jung, Carsten Böger, Peter Joshi, David Bennett, Philip De Jager, Xiangfeng Lu, Vasiliki Mamakou, Morris Brown, Mark Caulfield, Patricia Munroe, Xiuqing Guo, Marina Ciullo, Jost Jonas, Nilesh Samani, Jaakko Kaprio, Päivi Pajukanta, Linda Adair, Sonny Bechayda, H. de Silva, Ananda Wickremasinghe, Ronald Krauss, Jer-Yuarn Wu, Wei Zheng, Anneke den Hollander, Dwaipayan Bharadwaj, Adolfo Correa, James Wilson, Lars Lind, Chew-Kiat Heng, Amanda Nelson, Yvonne Golightly, James Wilson, Brenda Penninx, Hyung-Lae Kim, John Attia, Rodney Scott, D. Rao, Donna Arnett, Mark Walker, Heikki Koistinen, Giriraj Chandak, Chittaranjan Yajnik, Josep Mercader, Teresa Tusié-Luna, Carlos Aguilar-Salinas, Clicerio Villalpando, Lorena Orozco, Myriam Fornage, E. Tai, Rob van Dam, Terho Lehtimäki, Nish Chaturvedi, Mitsuhiro Yokota, Jianjun Liu, Dermot Reilly, Amy McKnight, Frank Kee, Karl-Heinz Jöckel, Mark McCarthy, Colin Palmer, Veronique Vitart, Caroline Hayward, Eleanor Simonsick, Cornelia van Duijn, Fan Lu, Jia Qu, Haretsugu Hishigaki, Xu Lin, Winfried März, Esteban Parra, Miguel Cruz, Vilmundur Gudnason, Jean-Claude Tardif, Guillaume Lettre, Leen ’t Hart, Petra Elders, Scott Damrauer, Meena Kumari, Mika Kivimaki, Pim van der Harst, Tim Spector, Ruth Loos, Michael Province, Bruce Psaty, Ivan Brandslund, Peter Pramstaller, Kaare Christensen, Samuli Ripatti, Elisabeth Widén, Hakon Hakonarson, Struan Grant, Lambertus Kiemeney, Jacqueline de Graaf, Markus Loeffler, Florian Kronenberg, Dongfeng Gu, Jeanette Erdmann, Heribert Schunkert, Paul Franks, Allan Linneberg, J. Jukema, Amit Khera, Minna Männikkö, Marjo-Riitta Jarvelin, Zoltan Kutalik, Francesco Cucca, Dennis Mook-Kanamori, Ko van Dijk, Hugh Watkins, David Strachan, Niels Grarup, Peter Sever, Neil Poulter, Jerome Rotter, Thomas Dantoft, Fredrik Karpe, Matt Neville, Nicholas Timpson, Ching-Yu Cheng, Tien-Yin Wong, Chiea Khor, Charumathi Sabanayagam, Annette Peters, Christian Gieger, Andrew Hattersley, Nancy Pedersen, Patrik Magnusson, Dorret Boomsma, Eco de Geus, L. Cupples, Joyce van Meurs, Mohsen Ghanbari, Penny Gordon-Larsen, Wei Huang, Young Kim, Yasuharu Tabara, Nicholas Wareham, Claudia Langenberg, Eleftheria Zeggini, Johanna Kuusisto, Markku Laakso, Erik Ingelsson, Goncalo Abecasis, John Chambers, Jaspal Kooner, Paul de Vries, Alanna Morrison, Kari North, Martha Daviglus, Peter Kraft, Nicholas Martin, John Whitfield, Shahid Abbas, Danish Saleheen, Robin Walters, Michael Holmes, Corri Black, Blair Smith, Anne Justice, Aris Baras, Julie Buring, Paul Ridker, Daniel Chasman, Charles Kooperberg, Wei-Qi Wei, Gail Jarvik, Bahram Namjou, M. Hayes, Marylyn Ritchie, Pekka Jousilahti, Veikko Salomaa, Kristian Hveem, Bjørn Åsvold, Michiaki Kubo, Yoichiro Kamatani, Yukinori Okada, Yoshinori Murakami, Unnur Thorsteinsdottir, Kari Stefansson, Yuk-Lam Ho, Julie Lynch, Daniel Rader, Philip Tsao, Kyong-Mi Chang, Kelly Cho, Christopher O’Donnell, John Gaziano, Peter Wilson, Charles Rotimi, Scott Hazelhurst, Michèle Ramsay, Richard Trembath, David van Heel, Gen Tamiya, Masayuki Yamamoto, Bong-Jo Kim, Karen Mohlke, Timothy Frayling, Joel Hirschhorn, Sekar Kathiresan, Michael Boehnke, Pradeep Natarajan, Gina Peloso, Christopher Brown, Andrew Morris, Themistocles Assimes, Panos Deloukas, Yan Sun, Cristen Willer, 2021, Nature on p. 675-679

Large-scale genome-wide enrichment analyses identify new trait-associated genes and pathways across 31 human phenotypes

Xiang Zhu, Matthew Stephens, 2018, Nature Communications

Opposing effects of nitrogen and water addition on soil bacterial and fungal communities in the Inner Mongolia steppe: A field experiment

Hai kun Ma, Guang ying Bai, Yang Sun, Olga Kostenko, Xiang Zhu, Shan Lin, Wei bin Ruan, Nian xi Zhao, T. Martijn Bezemer, 2016, Applied Soil Ecology on p. 128-135

Effects of conventional and reduced N inputs on nematode communities and plant yield under intensive vegetable production

Wei Bin Ruan, Tao Ren, Qing Chen, Xiang Zhu, Jing Guo Wang, 2013, Applied Soil Ecology on p. 48-55

Chromatin accessibility landscape and regulatory network of high-altitude hypoxia adaptation

Jingxue Xin, Hui Zhang, Yaoxi He, Zhana Duren, Caijuan Bai, Lang Chen, Xin Luo, Dong Sheng Yan, Chaoyu Zhang, Xiang Zhu, Qiuyue Yuan, Zhanying Feng, Chaoying Cui, Xuebin Qi, Ouzhuluobu, Wing Hung Wong, Yong Wang, Bing Su, 2020, Nature Communications

Large-scale genome-wide association study of coronary artery disease in genetically diverse populations

Catherine Tcheandjieu, Xiang Zhu, Austin T. Hilliard, Shoa L. Clarke, Valerio Napolioni, Shining Ma, Kyung Min Lee, Huaying Fang, Fei Chen, Yingchang Lu, Noah L. Tsao, Sridharan Raghavan, Satoshi Koyama, Bryan R. Gorman, Marijana Vujkovic, Derek Klarin, Michael G. Levin, Nasa Sinnott-Armstrong, Genevieve L. Wojcik, Mary E. Plomondon, Thomas M. Maddox, Stephen W. Waldo, Alexander G. Bick, Saiju Pyarajan, Jie Huang, Rebecca Song, Yuk Lam Ho, Steven Buyske, Charles Kooperberg, Jeffrey Haessler, Ruth J.F. Loos, Ron Do, Marie Verbanck, Kumardeep Chaudhary, Kari E. North, Christy L. Avery, Mariaelisa Graff, Christopher A. Haiman, Loïc Le Marchand, Lynne R. Wilkens, Joshua C. Bis, Hampton Leonard, Botong Shen, Leslie A. Lange, Ayush Giri, Ozan Dikilitas, Iftikhar J. Kullo, Ian B. Stanaway, Gail P. Jarvik, Marylyn Deriggi Ritchie, 2022, Nature Medicine on p. 1679-1692

The genetic architecture of DNA replication timing in human pluripotent stem cells

Qiliang Ding, Matthew M. Edwards, Ning Wang, Xiang Zhu, Alexa N. Bracci, Michelle L. Hulke, Ya Hu, Yao Tong, Joyce Hsiao, Christine J. Charvet, Sulagna Ghosh, Robert E. Handsaker, Kevin Eggan, Florian T. Merkle, Jeannine Gerhardt, Dieter Egli, Andrew G. Clark, Amnon Koren, 2021, Nature Communications

A multiancestry genome-wide association study of unexplained chronic ALT elevation as a proxy for nonalcoholic fatty liver disease with histological and radiological validation

Marijana Vujkovic, Shweta Ramdas, Kim M. Lorenz, Xiuqing Guo, Rebecca Darlay, Heather J. Cordell, Jing He, Yevgeniy Gindin, Chuhan Chung, Robert P. Myers, Carolin V. Schneider, Joseph Park, Kyung Min Lee, Marina Serper, Rotonya M. Carr, David E. Kaplan, Mary E. Haas, Matthew T. MacLean, Walter R. Witschey, Xiang Zhu, Catherine Tcheandjieu, Rachel L. Kember, Henry R. Kranzler, Anurag Verma, Ayush Giri, Derek M. Klarin, Yan V. Sun, Jie Huang, Jennifer E. Huffman, Kate Townsend Creasy, Nicholas J. Hand, Ching Ti Liu, Michelle T. Long, Jie Yao, Matthew Budoff, Jingyi Tan, Xiaohui Li, Henry J. Lin, Yii Der Ida Chen, Kent D. Taylor, Ruey Kang Chang, Ronald M. Krauss, Silvia Vilarinho, Joseph Brancale, Jonas B. Nielsen, Adam E. Locke, Marcus B. Jones, Niek Verweij, Aris Baras, K. Rajender Reddy, 2022, Nature Genetics