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2. Integrative multi-omics profiling in human decedents receiving pig heart xenografts

Author

Schmauch, Eloi, Piening, Brian, Mohebnasab, Maedeh, Xia, Bo, Zhu, Chenchen, Stern, Jeffrey, Zhang, Weimin, Dowdell, Alexa K., Kim, Jacqueline I., Andrijevic, David, Khalil, Karen, Jaffe, Ian S., Loza, Bao-Li, Gragert, Loren, Camellato, Brendan R., Oliveira, Michelli F., O’Brien, Darragh P., Chen, Han M., Weldon, Elaina, Gao, Hui, Gandla, Divya, Chang, Andrew, Bhatt, Riyana, Gao, Sarah, Lin, Xiangping, Reddy, Kriyana P., Kagermazova, Larisa, Habara, Alawi H., Widawsky, Sophie, Liang, Feng-Xia, Sall, Joseph, Loupy, Alexandre, Heguy, Adriana, Taylor, Sarah E. B., Zhu, Yinan, Michael, Basil, Jiang, Lihua, Jian, Ruiqi, Chong, Anita S., Fairchild, Robert L., Linna-Kuosmanen, Suvi, Kaikkonen, Minna U., Tatapudi, Vasishta, Lorber, Marc, Ayares, David, Mangiola, Massimo, Narula, Navneet, Moazami, Nader, Pass, Harvey, Herati, Ramin S., Griesemer, Adam, Kellis, Manolis, Snyder, Michael P., Montgomery, Robert A., Boeke, Jef D., and Keating, Brendan J.

Published
2024
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3. Chimpanzee and pig-tailed macaque iPSCs: Improved culture and generation of primate cross-species embryos

Author

Roodgar, Morteza, Suchy, Fabian P, Nguyen, Lan H, Bajpai, Vivek K, Sinha, Rahul, Vilches-Moure, Jose G, Van Bortle, Kevin, Bhadury, Joydeep, Metwally, Ahmed, Jiang, Lihua, Jian, Ruiqi, Chiang, Rosaria, Oikonomopoulos, Angelos, Wu, Joseph C, Weissman, Irving L, Mankowski, Joseph L, Holmes, Susan, Loh, Kyle M, Nakauchi, Hiromitsu, VandeVoort, Catherine A, and Snyder, Michael P

Subjects
Biological Sciences, Stem Cell Research, Stem Cell Research - Induced Pluripotent Stem Cell, Biotechnology, Stem Cell Research - Nonembryonic - Non-Human, Animals, Induced Pluripotent Stem Cells, Macaca mulatta, Macaca nemestrina, Pan troglodytes, Proteomics, CP: Developmental biology, Nonhuman primates, blastocyst, BCL2, chimpanzee, cross-species embryos, iPSCs, interspecies chimera, pig-tailed macaque, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

As our closest living relatives, non-human primates uniquely enable explorations of human health, disease, development, and evolution. Considerable effort has thus been devoted to generating induced pluripotent stem cells (iPSCs) from multiple non-human primate species. Here, we establish improved culture methods for chimpanzee (Pan troglodytes) and pig-tailed macaque (Macaca nemestrina) iPSCs. Such iPSCs spontaneously differentiate in conventional culture conditions, but can be readily propagated by inhibiting endogenous WNT signaling. As a unique functional test of these iPSCs, we injected them into the pre-implantation embryos of another non-human species, rhesus macaques (Macaca mulatta). Ectopic expression of gene BCL2 enhances the survival and proliferation of chimpanzee and pig-tailed macaque iPSCs within the pre-implantation embryo, although the identity and long-term contribution of the transplanted cells warrants further investigation. In summary, we disclose transcriptomic and proteomic data, cell lines, and cell culture resources that may be broadly enabling for non-human primate iPSCs research.

Published
2022

5. Longitudinal profiling of the microbiome at four body sites reveals core stability and individualized dynamics during health and disease

Author

Zhou, Xin, Shen, Xiaotao, Johnson, Jethro S., Spakowicz, Daniel J., Agnello, Melissa, Zhou, Wenyu, Avina, Monica, Honkala, Alexander, Chleilat, Faye, Chen, Shirley Jingyi, Cha, Kexin, Leopold, Shana, Zhu, Chenchen, Chen, Lei, Lyu, Lin, Hornburg, Daniel, Wu, Si, Zhang, Xinyue, Jiang, Chao, Jiang, Liuyiqi, Jiang, Lihua, Jian, Ruiqi, Brooks, Andrew W., Wang, Meng, Contrepois, Kévin, Gao, Peng, Rose, Sophia Miryam Schüssler-Fiorenza, Tran, Thi Dong Binh, Nguyen, Hoan, Celli, Alessandra, Hong, Bo-Young, Bautista, Eddy J., Dorsett, Yair, Kavathas, Paula B., Zhou, Yanjiao, Sodergren, Erica, Weinstock, George M., and Snyder, Michael P.

Published
2024
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6. Transcriptome variation in human tissues revealed by long-read sequencing

Author

Glinos, Dafni A., Garborcauskas, Garrett, Hoffman, Paul, Ehsan, Nava, Jiang, Lihua, Gokden, Alper, Dai, Xiaoguang, Aguet, François, Brown, Kathleen L., Garimella, Kiran, Bowers, Tera, Costello, Maura, Ardlie, Kristin, Jian, Ruiqi, Tucker, Nathan R., Ellinor, Patrick T., Harrington, Eoghan D., Tang, Hua, Snyder, Michael, Juul, Sissel, Mohammadi, Pejman, MacArthur, Daniel G., Lappalainen, Tuuli, and Cummings, Beryl B.

Published
2022
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7. Systematic Identification of Host Cell Regulators of Legionella pneumophila Pathogenesis Using a Genome-wide CRISPR Screen

Author

Jeng, Edwin E, Bhadkamkar, Varun, Ibe, Nnejiuwa U, Gause, Haley, Jiang, Lihua, Chan, Joanne, Jian, Ruiqi, Jimenez-Morales, David, Stevenson, Erica, Krogan, Nevan J, Swaney, Danielle L, Snyder, Michael P, Mukherjee, Shaeri, and Bassik, Michael C

Subjects
Biochemistry and Cell Biology, Biological Sciences, Pneumonia & Influenza, Lung, Infectious Diseases, Pneumonia, Aetiology, 2.1 Biological and endogenous factors, Infection, Animals, Bacterial Proteins, Cell Line, Clustered Regularly Interspaced Short Palindromic Repeats, Endoplasmic Reticulum, Guanine Nucleotide Exchange Factors, HEK293 Cells, HeLa Cells, Humans, Legionella pneumophila, Legionnaires' Disease, Macrophages, Membrane Proteins, Mice, Phagocytosis, Proteins, RAW 264.7 Cells, U937 Cells, Vacuoles, Virulence Factors, rab GTP-Binding Proteins, Hela Cells, C1ORF43, CRISPR screen, RAB10, host-pathogen interaction, intracellular bacteria, pathogen, phagocytosis, Microbiology, Medical Microbiology, Immunology, Biochemistry and cell biology, Medical microbiology
Abstract

During infection, Legionella pneumophila translocates over 300 effector proteins into the host cytosol, allowing the pathogen to establish an endoplasmic reticulum (ER)-like Legionella-containing vacuole (LCV) that supports bacterial replication. Here, we perform a genome-wide CRISPR-Cas9 screen and secondary targeted screens in U937 human monocyte/macrophage-like cells to systematically identify host factors that regulate killing by L. pneumophila. The screens reveal known host factors hijacked by L. pneumophila, as well as genes spanning diverse trafficking and signaling pathways previously not linked to L. pneumophila pathogenesis. We further characterize C1orf43 and KIAA1109 as regulators of phagocytosis and show that RAB10 and its chaperone RABIF are required for optimal L. pneumophila replication and ER recruitment to the LCV. Finally, we show that Rab10 protein is recruited to the LCV and ubiquitinated by the effectors SidC/SdcA. Collectively, our results provide a wealth of previously undescribed insights into L. pneumophila pathogenesis and mammalian cell function.

Published
2019

10. Abstract 3497: The polyclonal path to malignant transformation in familial adenomatous polyposis

Author

Schenck, Ryan O., primary, Khan, Aziz, additional, Horning, Aaron, additional, Esplin, Edward D., additional, Monte, Emma, additional, Wu, Si, additional, Hanson, Casey, additional, Bararpour, Nasim, additional, Neves, Stephanie, additional, Jiang, Lihua, additional, Contrepois, Kévin, additional, Lee, Hayan, additional, Guha, Tuhin K., additional, Hu, Zheng, additional, Laquindanum, Rozelle, additional, Mills, Meredith A., additional, Chaib, Hassan, additional, Chiu, Roxanne, additional, Jian, Ruiqi, additional, Chan, Jeannie, additional, Ellenberger, Mathew, additional, Becker, Winston R., additional, Bahmani, Bahareh, additional, Michael, Basil, additional, Shen, Jeanne, additional, Lancaster, Samuel, additional, Ladabaum, Uri, additional, Kundaje, Anshul, additional, Longacre, Teri A., additional, Greenleaf, William J., additional, Ford, James M., additional, Snyder, Michael P., additional, and Curtis, Christina, additional

Published
2023
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12. The impact of rare variation on gene expression across tissues

Author

Li, Xin, Kim, Yungil, Tsang, Emily K., Davis, Joe R., Damani, Farhan N., Chiang, Colby, Hess, Gaelen T., Zappala, Zachary, Strober, Benjamin J., Scott, Alexandra J., Li, Amy, Ganna, Andrea, Bassik, Michael C., Merker, Jason D., Aguet, Franois, Ardlie, Kristin G., Cummings, Beryl B., Gelfand, Ellen T., Getz, Gad, Hadley, Kane, Handsaker, Robert E., Huang, Katherine H., Kashin, Seva, Karczewski, Konrad J., Lek, Monkol, Li, Xiao, MacArthur, Daniel G., Nedzel, Jared L., Nguyen, Duyen T., Noble, Michael S., Segr, Ayellet V., Trowbridge, Casandra A., Tukiainen, Taru, Abell, Nathan S., Balliu, Brunilda, Barshir, Ruth, Basha, Omer, Battle, Alexis, Bogu, Gireesh K., Brown, Andrew, Brown, Christopher D., Castel, Stephane E., Chen, Lin S., Conrad, Donald F., Cox, Nancy J., Delaneau, Olivier, Dermitzakis, Emmanouil T., Engelhardt, Barbara E., Eskin, Eleazar, Ferreira, Pedro G., Frsard, Laure, Gamazon, Eric R., Garrido-Martn, Diego, Gewirtz, Ariel D.H., Gliner, Genna, Gloudemans, Michael J., Guigo, Roderic, Hall, Ira M., Han, Buhm, He, Yuan, Hormozdiari, Farhad, Howald, Cedric, Kyung Im, Hae, Jo, Brian, Yong Kang, Eun, Kim-Hellmuth, Sarah, Lappalainen, Tuuli, Li, Gen, Liu, Boxiang, Mangul, Serghei, McCarthy, Mark I., McDowell, Ian C., Mohammadi, Pejman, Monlong, Jean, Montgomery, Stephen B., Muoz-Aguirre, Manuel, Ndungu, Anne W., Nicolae, Dan L., Nobel, Andrew B., Oliva, Meritxell, Ongen, Halit, Palowitch, John J., Panousis, Nikolaos, Papasaikas, Panagiotis, Park, YoSon, Parsana, Princy, Payne, Anthony J., Peterson, Christine B., Quan, Jie, Reverter, Ferran, Sabatti, Chiara, Saha, Ashis, Sammeth, Michael, Shabalin, Andrey A., Sodaei, Reza, Stephens, Matthew, Stranger, Barbara E., Sul, Jae Hoon, Urbut, Sarah, van de Bunt, Martijn, Wang, Gao, Wen, Xiaoquan, Wright, Fred A., Xi, Hualin S., Yeger-Lotem, Esti, Zaugg, Judith B., Zhou, Yi-Hui, Akey, Joshua M., Bates, Daniel, Chan, Joanne, Claussnitzer, Melina, Demanelis, Kathryn, Diegel, Morgan, Doherty, Jennifer A., Feinberg, Andrew P., Fernando, Marian S., Halow, Jessica, Hansen, Kasper D., Haugen, Eric, Hickey, Peter F., Hou, Lei, Jasmine, Farzana, Jian, Ruiqi, Jiang, Lihua, Johnson, Audra, Kaul, Rajinder, Kellis, Manolis, Kibriya, Muhammad G., Lee, Kristen, Billy Li, Jin, Li, Qin, Lin, Jessica, Lin, Shin, Linder, Sandra, Linke, Caroline, Liu, Yaping, Maurano, Matthew T., Molinie, Benoit, Nelson, Jemma, Neri, Fidencio J., Park, Yongjin, Pierce, Brandon L., Rinaldi, Nicola J., Rizzardi, Lindsay F., Sandstrom, Richard, Skol, Andrew, Smith, Kevin S., Snyder, Michael P., Stamatoyannopoulos, John, Tang, Hua, Wang, Li, Wang, Meng, Van Wittenberghe, Nicholas, Wu, Fan, Zhang, Rui, Nierras, Concepcion R., Branton, Philip A., Carithers, Latarsha J., Guan, Ping, Moore, Helen M., Rao, Abhi, Vaught, Jimmie B., Gould, Sarah E., Lockart, Nicole C., Martin, Casey, Struewing, Jeffery P., Volpi, Simona, Addington, Anjene M., Koester, Susan E., Little, A. Roger, Brigham, Lori E., Hasz, Richard, Hunter, Marcus, Johns, Christopher, Johnson, Mark, Kopen, Gene, Leinweber, William F., Lonsdale, John T., McDonald, Alisa, Mestichelli, Bernadette, Myer, Kevin, Roe, Brian, Salvatore, Michael, Shad, Saboor, Thomas, Jeffrey A., Walters, Gary, Washington, Michael, Wheeler, Joseph, Bridge, Jason, Foster, Barbara A., Gillard, Bryan M., Karasik, Ellen, Kumar, Rachna, Miklos, Mark, Moser, Michael T., Jewell, Scott D., Montroy, Robert G., Rohrer, Daniel C., Valley, Dana R., Davis, David A., Mash, Deborah C., Undale, Anita H., Smith, Anna M., Tabor, David E., Roche, Nancy V., McLean, Jeffrey A., Vatanian, Negin, Robinson, Karna L., Sobin, Leslie, Barcus, Mary E., Valentino, Kimberly M., Qi, Liqun, Hunter, Steven, Hariharan, Pushpa, Singh, Shilpi, Um, Ki Sung, Matose, Takunda, Tomaszewski, Maria M., Barker, Laura K., Mosavel, Maghboeba, Siminoff, Laura A., Traino, Heather M., Flicek, Paul, Juettemann, Thomas, Ruffier, Magali, Sheppard, Dan, Taylor, Kieron, Trevanion, Stephen J., Zerbino, Daniel R., Craft, Brian, Goldman, Mary, Haeussler, Maximilian, Kent, W. James, Lee, Christopher M., Paten, Benedict, Rosenbloom, Kate R., Vivian, John, and Zhu, Jingchun

Subjects
Disease susceptibility -- Genetic aspects, Genetic variation -- Observations, Gene expression -- Observations, Environmental issues, Science and technology, Zoology and wildlife conservation
Abstract

Author(s): Xin Li [1]; Yungil Kim [2]; Emily K. Tsang [1, 3]; Joe R. Davis [1, 4]; Farhan N. Damani [2]; Colby Chiang [5]; Gaelen T. Hess [4]; Zachary Zappala [...]

Published
2017
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13. Dynamic landscape and regulation of RNA editing in mammals

Author

Tan, Meng How, Li, Qin, Shanmugam, Raghuvaran, Piskol, Robert, Kohler, Jennefer, Young, Amy N., Liu, Kaiwen Ivy, Zhang, Rui, Ramaswami, Gokul, Ariyoshi, Kentaro, Gupte, Ankita, Keegan, Liam P., George, Cyril X., Ramu, Avinash, Huang, Ni, Pollina, Elizabeth A., Leeman, Dena S., Rustighi, Alessandra, Goh, Y. P. Sharon, Aguet, Franois, Ardlie, Kristin G., Cummings, Beryl B., Gelfand, Ellen T., Getz, Gad, Hadley, Kane, Handsaker, Robert E., Huang, Katherine H., Kashin, Seva, Karczewski, Konrad J., Lek, Monkol, Li, Xiao, MacArthur, Daniel G., Nedzel, Jared L., Nguyen, Duyen T., Noble, Michael S., Segr, Ayellet V., Trowbridge, Casandra A., Tukiainen, Taru, Abell, Nathan S., Balliu, Brunilda, Barshir, Ruth, Basha, Omer, Battle, Alexis, Bogu, Gireesh K., Brown, Andrew, Brown, Christopher D., Castel, Stephane E., Chen, Lin S., Chiang, Colby, Conrad, Donald F., Cox, Nancy J., Damani, Farhan N., Davis, Joe R., Delaneau, Olivier, Dermitzakis, Emmanouil T., Engelhardt, Barbara E., Eskin, Eleazar, Ferreira, Pedro G., Frsard, Laure, Gamazon, Eric R., Garrido-Martn, Diego, Gewirtz, Ariel D. H., Gliner, Genna, Gloudemans, Michael J., Guigo, Roderic, Hall, Ira M., Han, Buhm, He, Yuan, Hormozdiari, Farhad, Howald, Cedric, Kyung Im, Hae, Jo, Brian, Yong Kang, Eun, Kim, Yungil, Kim-Hellmuth, Sarah, Lappalainen, Tuuli, Li, Gen, Li, Xin, Liu, Boxiang, Mangul, Serghei, McCarthy, Mark I., McDowell, Ian C., Mohammadi, Pejman, Monlong, Jean, Montgomery, Stephen B., Muoz-Aguirre, Manuel, Ndungu, Anne W., Nicolae, Dan L., Nobel, Andrew B., Oliva, Meritxell, Ongen, Halit, Palowitch, John J., Panousis, Nikolaos, Papasaikas, Panagiotis, Park, YoSon, Parsana, Princy, Payne, Anthony J., Peterson, Christine B., Quan, Jie, Reverter, Ferran, Sabatti, Chiara, Saha, Ashis, Sammeth, Michael, Scott, Alexandra J., Shabalin, Andrey A., Sodaei, Reza, Stephens, Matthew, Stranger, Barbara E., Strober, Benjamin J., Sul, Jae Hoon, Tsang, Emily K., Urbut, Sarah, van de Bunt, Martijn, Wang, Gao, Wen, Xiaoquan, Wright, Fred A., Xi, Hualin S., Yeger-Lotem, Esti, Zappala, Zachary, Zaugg, Judith B., Zhou, Yi-Hui, Akey, Joshua M., Bates, Daniel, Chan, Joanne, Claussnitzer, Melina, Demanelis, Kathryn, Diegel, Morgan, Doherty, Jennifer A., Feinberg, Andrew P., Fernando, Marian S., Halow, Jessica, Hansen, Kasper D., Haugen, Eric, Hickey, Peter F., Hou, Lei, Jasmine, Farzana, Jian, Ruiqi, Jiang, Lihua, Johnson, Audra, Kaul, Rajinder, Kellis, Manolis, Kibriya, Muhammad G., Lee, Kristen, Li, Jin Billy, Lin, Jessica, Lin, Shin, Linder, Sandra, Linke, Caroline, Liu, Yaping, Maurano, Matthew T., Molinie, Benoit, Nelson, Jemma, Neri, Fidencio J., Park, Yongjin, Pierce, Brandon L., Rinaldi, Nicola J., Rizzardi, Lindsay F., Sandstrom, Richard, Skol, Andrew, Smith, Kevin S., Snyder, Michael P., Stamatoyannopoulos, John, Tang, Hua, Wang, Li, Wang, Meng, Van Wittenberghe, Nicholas, Wu, Fan, Nierras, Concepcion R., Branton, Philip A., Carithers, Latarsha J., Guan, Ping, Moore, Helen M., Rao, Abhi, Vaught, Jimmie B., Gould, Sarah E., Lockart, Nicole C., Martin, Casey, Struewing, Jeffery P., Volpi, Simona, Addington, Anjene M., Koester, Susan E., Little, A. Roger, Brigham, Lori E., Hasz, Richard, Hunter, Marcus, Johns, Christopher, Johnson, Mark, Kopen, Gene, Leinweber, William F., Lonsdale, John T., McDonald, Alisa, Mestichelli, Bernadette, Myer, Kevin, Roe, Brian, Salvatore, Michael, Shad, Saboor, Thomas, Jeffrey A., Walters, Gary, Washington, Michael, Wheeler, Joseph, Bridge, Jason, Foster, Barbara A., Gillard, Bryan M., Karasik, Ellen, Kumar, Rachna, Miklos, Mark, Moser, Michael T., Jewell, Scott D., Montroy, Robert G., Rohrer, Daniel C., Valley, Dana R., Davis, David A., Mash, Deborah C., Undale, Anita H., Smith, Anna M., Tabor, David E., Roche, Nancy V., McLean, Jeffrey A., Vatanian, Negin, Robinson, Karna L., Sobin, Leslie, Barcus, Mary E., Valentino, Kimberly M., Qi, Liqun, Hunter, Steven, Hariharan, Pushpa, Singh, Shilpi, Um, Ki Sung, Matose, Takunda, Tomaszewski, Maria M., Barker, Laura K., Mosavel, Maghboeba, Siminoff, Laura A., Traino, Heather M., Flicek, Paul, Juettemann, Thomas, Ruffier, Magali, Sheppard, Dan, Taylor, Kieron, Trevanion, Stephen J., Zerbino, Daniel R., Craft, Brian, Goldman, Mary, Haeussler, Maximilian, Kent, W. James, Lee, Christopher M., Paten, Benedict, Rosenbloom, Kate R., Vivian, John, Zhu, Jingchun, Chawla, Ajay, Del Sal, Giannino, Peltz, Gary, Brunet, Anne, Samuel, Charles E., OConnell, Mary A., Walkley, Carl R., and Nishikura, Kazuko

Subjects
Genetic research, Mammals -- Genetic aspects, RNA processing -- Research, Genetic regulation, Environmental issues, Science and technology, Zoology and wildlife conservation
Abstract

Author(s): Meng How Tan (corresponding author) [1, 2, 3]; Qin Li [1]; Raghuvaran Shanmugam [2, 3]; Robert Piskol [1]; Jennefer Kohler [1]; Amy N. Young [1]; Kaiwen Ivy Liu [3]; [...]

Published
2017
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14. Landscape of X chromosome inactivation across human tissues

Author

Tukiainen, Taru, Villani, Alexandra-Chlo, Yen, Angela, Rivas, Manuel A., Marshall, Jamie L., Satija, Rahul, Aguirre, Matt, Gauthier, Laura, Fleharty, Mark, Kirby, Andrew, Cummings, Beryl B., Castel, Stephane E., Karczewski, Konrad J., Aguet, Franois, Byrnes, Andrea, Ardlie, Kristin G., Gelfand, Ellen T., Getz, Gad, Hadley, Kane, Handsaker, Robert E., Huang, Katherine H., Kashin, Seva, Lek, Monkol, Li, Xiao, MacArthur, Daniel G., Nedzel, Jared L., Nguyen, Duyen T., Noble, Michael S., Segr, Ayellet V., Trowbridge, Casandra A., Abell, Nathan S., Balliu, Brunilda, Barshir, Ruth, Basha, Omer, Battle, Alexis, Bogu, Gireesh K., Brown, Andrew, Brown, Christopher D., Chen, Lin S., Chiang, Colby, Conrad, Donald F., Cox, Nancy J., Damani, Farhan N., Davis, Joe R., Delaneau, Olivier, Dermitzakis, Emmanouil T., Engelhardt, Barbara E., Eskin, Eleazar, Ferreira, Pedro G., Frsard, Laure, Gamazon, Eric R., Garrido-Martn, Diego, Gewirtz, Ariel D. H., Gliner, Genna, Gloudemans, Michael J., Guigo, Roderic, Hall, Ira M., Han, Buhm, He, Yuan, Hormozdiari, Farhad, Howald, Cedric, Kyung Im, Hae, Jo, Brian, Yong Kang, Eun, Kim, Yungil, Kim-Hellmuth, Sarah, Lappalainen, Tuuli, Li, Gen, Li, Xin, Liu, Boxiang, Mangul, Serghei, McCarthy, Mark I., McDowell, Ian C., Mohammadi, Pejman, Monlong, Jean, Montgomery, Stephen B., Muoz-Aguirre, Manuel, Ndungu, Anne W., Nicolae, Dan L., Nobel, Andrew B., Oliva, Meritxell, Ongen, Halit, Palowitch, John J., Panousis, Nikolaos, Papasaikas, Panagiotis, Park, YoSon, Parsana, Princy, Payne, Anthony J., Peterson, Christine B., Quan, Jie, Reverter, Ferran, Sabatti, Chiara, Saha, Ashis, Sammeth, Michael, Scott, Alexandra J., Shabalin, Andrey A., Sodaei, Reza, Stephens, Matthew, Stranger, Barbara E., Strober, Benjamin J., Sul, Jae Hoon, Tsang, Emily K., Urbut, Sarah, van de Bunt, Martijn, Wang, Gao, Wen, Xiaoquan, Wright, Fred A., Xi, Hualin S., Yeger-Lotem, Esti, Zappala, Zachary, Zaugg, Judith B., Zhou, Yi-Hui, Akey, Joshua M., Bates, Daniel, Chan, Joanne, Claussnitzer, Melina, Demanelis, Kathryn, Diegel, Morgan, Doherty, Jennifer A., Feinberg, Andrew P., Fernando, Marian S., Halow, Jessica, Hansen, Kasper D., Haugen, Eric, Hickey, Peter F., Hou, Lei, Jasmine, Farzana, Jian, Ruiqi, Jiang, Lihua, Johnson, Audra, Kaul, Rajinder, Kellis, Manolis, Kibriya, Muhammad G., Lee, Kristen, Li, Jin Billy, Li, Qin, Lin, Jessica, Lin, Shin, Linder, Sandra, Linke, Caroline, Liu, Yaping, Maurano, Matthew T., Molinie, Benoit, Nelson, Jemma, Neri, Fidencio J., Park, Yongjin, Pierce, Brandon L., Rinaldi, Nicola J., Rizzardi, Lindsay F., Sandstrom, Richard, Skol, Andrew, Smith, Kevin S., Snyder, Michael P., Stamatoyannopoulos, John, Tang, Hua, Wang, Li, Wang, Meng, Van Wittenberghe, Nicholas, Wu, Fan, Zhang, Rui, Nierras, Concepcion R., Branton, Philip A., Carithers, Latarsha J., Guan, Ping, Moore, Helen M., Rao, Abhi, Vaught, Jimmie B., Gould, Sarah E., Lockart, Nicole C., Martin, Casey, Struewing, Jeffery P., Volpi, Simona, Addington, Anjene M., Koester, Susan E., Little, A. Roger, Brigham, Lori E., Hasz, Richard, Hunter, Marcus, Johns, Christopher, Johnson, Mark, Kopen, Gene, Leinweber, William F., Lonsdale, John T., McDonald, Alisa, Mestichelli, Bernadette, Myer, Kevin, Roe, Brian, Salvatore, Michael, Shad, Saboor, Thomas, Jeffrey A., Walters, Gary, Washington, Michael, Wheeler, Joseph, Bridge, Jason, Foster, Barbara A., Gillard, Bryan M., Karasik, Ellen, Kumar, Rachna, Miklos, Mark, Moser, Michael T., Jewell, Scott D., Montroy, Robert G., Rohrer, Daniel C., Valley, Dana R., Davis, David A., Mash, Deborah C., Undale, Anita H., Smith, Anna M., Tabor, David E., Roche, Nancy V., McLean, Jeffrey A., Vatanian, Negin, Robinson, Karna L., Sobin, Leslie, Barcus, Mary E., Valentino, Kimberly M., Qi, Liqun, Hunter, Steven, Hariharan, Pushpa, Singh, Shilpi, Um, Ki Sung, Matose, Takunda, Tomaszewski, Maria M., Barker, Laura K., Mosavel, Maghboeba, Siminoff, Laura A., Traino, Heather M., Flicek, Paul, Juettemann, Thomas, Ruffier, Magali, Sheppard, Dan, Taylor, Kieron, Trevanion, Stephen J., Zerbino, Daniel R., Craft, Brian, Goldman, Mary, Haeussler, Maximilian, Kent, W. James, Lee, Christopher M., Paten, Benedict, Rosenbloom, Kate R., Vivian, John, Zhu, Jingchun, Regev, Aviv, and Hacohen, Nir

Subjects
Chromosomes -- Physiological aspects, Environmental issues, Science and technology, Zoology and wildlife conservation
Abstract

Author(s): Taru Tukiainen (corresponding author) [1, 2]; Alexandra-Chlo Villani [2, 3]; Angela Yen [2, 4]; Manuel A. Rivas [1, 2, 5]; Jamie L. Marshall [1, 2]; Rahul Satija [2, 6, [...]

Published
2017
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15. Genetic effects on gene expression across human tissues

Author

Aguet, François, Ardlie, Kristin G., Cummings, Beryl B., Gelfand, Ellen T., Getz, Gad, Hadley, Kane, Handsaker, Robert E., Huang, Katherine H., Kashin, Seva, Karczewski, Konrad J., Lek, Monkol, Li, Xiao, MacArthur, Daniel G., Nedzel, Jared L., Nguyen, Duyen T., Noble, Michael S., Segrè, Ayellet V., Trowbridge, Casandra A., Tukiainen, Taru, Abell, Nathan S., Balliu, Brunilda, Barshir, Ruth, Basha, Omer, Battle, Alexis, Bogu, Gireesh K., Brown, Andrew, Brown, Christopher D., Castel, Stephane E., Chen, Lin S., Chiang, Colby, Conrad, Donald F., Cox, Nancy J., Damani, Farhan N., Davis, Joe R., Delaneau, Olivier, Dermitzakis, Emmanouil T., Engelhardt, Barbara E., Eskin, Eleazar, Ferreira, Pedro G., Frésard, Laure, Gamazon, Eric R., Garrido-Martín, Diego, Gewirtz, Ariel D.H., Gliner, Genna, Gloudemans, Michael J., Guigo, Roderic, Hall, Ira M., Han, Buhm, He, Yuan, Hormozdiari, Farhad, Howald, Cedric, Im, Hae Kyung, Jo, Brian, Kang, Eun Yong, Kim, Yungil, Kim-Hellmuth, Sarah, Lappalainen, Tuuli, Li, Gen, Li, Xin, Liu, Boxiang, Mangul, Serghei, McCarthy, Mark I., McDowell, Ian C., Mohammadi, Pejman, Monlong, Jean, Montgomery, Stephen B., Muñoz-Aguirre, Manuel, Ndungu, Anne W., Nicolae, Dan L., Nobel, Andrew B., Oliva, Meritxell, Ongen, Halit, Palowitch, John J., Panousis, Nikolaos, Papasaikas, Panagiotis, Park, YoSon, Parsana, Princy, Payne, Anthony J., Peterson, Christine B., Quan, Jie, Reverter, Ferran, Sabatti, Chiara, Saha, Ashis, Sammeth, Michael, Scott, Alexandra J., Shabalin, Andrey A., Sodaei, Reza, Stephens, Matthew, Stranger, Barbara E., Strober, Benjamin J., Sul, Jae Hoon, Tsang, Emily K., Urbut, Sarah, van de Bunt, Martijn, Wang, Gao, Wen, Xiaoquan, Wright, Fred A., Xi, Hualin S., Yeger-Lotem, Esti, Zappala, Zachary, Zaugg, Judith B., Zhou, Yi-Hui, Akey, Joshua M., Bates, Daniel, Chan, Joanne, Claussnitzer, Melina, Demanelis, Kathryn, Diegel, Morgan, Doherty, Jennifer A., Feinberg, Andrew P., Fernando, Marian S., Halow, Jessica, Hansen, Kasper D., Haugen, Eric, Hickey, Peter F., Hou, Lei, Jasmine, Farzana, Jian, Ruiqi, Jiang, Lihua, Johnson, Audra, Kaul, Rajinder, Kellis, Manolis, Kibriya, Muhammad G., Lee, Kristen, Li, Jin Billy, Li, Qin, Lin, Jessica, Lin, Shin, Linder, Sandra, Linke, Caroline, Liu, Yaping, Maurano, Matthew T., Molinie, Benoit, Nelson, Jemma, Neri, Fidencio J., Park, Yongjin, Pierce, Brandon L., Rinaldi, Nicola J., Rizzardi, Lindsay F., Sandstrom, Richard, Skol, Andrew, Smith, Kevin S., Snyder, Michael P., Stamatoyannopoulos, John, Tang, Hua, Wang, Li, Wang, Meng, Van Wittenberghe, Nicholas, Wu, Fan, Zhang, Rui, Nierras, Concepcion R., Branton, Philip A., Carithers, Latarsha J., Guan, Ping, Moore, Helen M., Rao, Abhi, Vaught, Jimmie B., Gould, Sarah E., Lockart, Nicole C., Martin, Casey, Struewing, Jeffery P., Volpi, Simona, Addington, Anjene M., Koester, Susan E., Little, Roger A., Brigham, Lori E., Hasz, Richard, Hunter, Marcus, Johns, Christopher, Johnson, Mark, Kopen, Gene, Leinweber, William F., Lonsdale, John T., McDonald, Alisa, Mestichelli, Bernadette, Myer, Kevin, Roe, Brian, Salvatore, Michael, Shad, Saboor, Thomas, Jeffrey A., Walters, Gary, Washington, Michael, Wheeler, Joseph, Bridge, Jason, Foster, Barbara A., Gillard, Bryan M., Karasik, Ellen, Kumar, Rachna, Miklos, Mark, Moser, Michael T., Jewell, Scott D., Montroy, Robert G., Rohrer, Daniel C., Valley, Dana R., Davis, David A., Mash, Deborah C., Undale, Anita H., Smith, Anna M., Tabor, David E., Roche, Nancy V., McLean, Jeffrey A., Vatanian, Negin, Robinson, Karna L., Sobin, Leslie, Barcus, Mary E., Valentino, Kimberly M., Qi, Liqun, Hunter, Steven, Hariharan, Pushpa, Singh, Shilpi, Um, Ki Sung, Matose, Takunda, Tomaszewski, Maria M., Barker, Laura K., Mosavel, Maghboeba, Siminoff, Laura A., Traino, Heather M., Flicek, Paul, Juettemann, Thomas, Ruffier, Magali, Sheppard, Dan, Taylor, Kieron, Trevanion, Stephen J., Zerbino, Daniel R., Craft, Brian, Goldman, Mary, Haeussler, Maximilian, Kent, James W., Lee, Christopher M., Paten, Benedict, Rosenbloom, Kate R., Vivian, John, Zhu, Jingchun, Brown, Andrew A., Nguyen, Duyen Y., Sullivan, Timothy J., Addington, Anjene, Koester, Susan, Lockhart, Nicole C., Roe, Bryan, Valley, Dana, Gewirtz, Ariel D. H., He, Amy Z., Quon, Gerald, Ripke, Stephan, Shimko, Tyler C., Teran, Nicole A., Zhang, Hailei, Bustamante, Carlos D., and Guigó, Roderic

Published
2017
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17. A Quantitative Proteome Map of the Human Body

Author

Jiang, Lihua, primary, Wang, Meng, additional, Lin, Shin, additional, Jian, Ruiqi, additional, Li, Xiao, additional, Chan, Joanne, additional, Dong, Guanlan, additional, Fang, Huaying, additional, Robinson, Aaron E., additional, Snyder, Michael P., additional, Aguet, François, additional, Anand, Shankara, additional, Ardlie, Kristin G., additional, Gabriel, Stacey, additional, Getz, Gad, additional, Graubert, Aaron, additional, Hadley, Kane, additional, Handsaker, Robert E., additional, Huang, Katherine H., additional, Kashin, Seva, additional, MacArthur, Daniel G., additional, Meier, Samuel R., additional, Nedzel, Jared L., additional, Nguyen, Duyen Y., additional, Segrè, Ayellet V., additional, Todres, Ellen, additional, Balliu, Brunilda, additional, Barbeira, Alvaro N., additional, Battle, Alexis, additional, Bonazzola, Rodrigo, additional, Brown, Andrew, additional, Brown, Christopher D., additional, Castel, Stephane E., additional, Conrad, Don, additional, Cotter, Daniel J., additional, Cox, Nancy, additional, Das, Sayantan, additional, de Goede, Olivia M., additional, Dermitzakis, Emmanouil T., additional, Engelhardt, Barbara E., additional, Eskin, Eleazar, additional, Eulalio, Tiffany Y., additional, Ferraro, Nicole M., additional, Flynn, Elise, additional, Fresard, Laure, additional, Gamazon, Eric R., additional, Garrido-Martín, Diego, additional, Gay, Nicole R., additional, Guigó, Roderic, additional, Hamel, Andrew R., additional, He, Yuan, additional, Hoffman, Paul J., additional, Hormozdiari, Farhad, additional, Hou, Lei, additional, Im, Hae Kyung, additional, Jo, Brian, additional, Kasela, Silva, additional, Kellis, Manolis, additional, Kim-Hellmuth, Sarah, additional, Kwong, Alan, additional, Lappalainen, Tuuli, additional, Li, Xin, additional, Liang, Yanyu, additional, Mangul, Serghei, additional, Mohammadi, Pejman, additional, Montgomery, Stephen B., additional, Muñoz-Aguirre, Manuel, additional, Nachun, Daniel C., additional, Nobel, Andrew B., additional, Oliva, Meritxell, additional, Park, YoSon, additional, Park, Yongjin, additional, Parsana, Princy, additional, Reverter, Ferran, additional, Rouhana, John M., additional, Sabatti, Chiara, additional, Saha, Ashis, additional, Skol, Andrew D., additional, Stephens, Matthew, additional, Stranger, Barbara E., additional, Strober, Benjamin J., additional, Teran, Nicole A., additional, Viñuela, Ana, additional, Wang, Gao, additional, Wen, Xiaoquan, additional, Wright, Fred, additional, Wucher, Valentin, additional, Zou, Yuxin, additional, Ferreira, Pedro G., additional, Li, Gen, additional, Melé, Marta, additional, Yeger-Lotem, Esti, additional, Barcus, Mary E., additional, Bradbury, Debra, additional, Krubit, Tanya, additional, McLean, Jeffrey A., additional, Qi, Liqun, additional, Robinson, Karna, additional, Roche, Nancy V., additional, Smith, Anna M., additional, Sobin, Leslie, additional, Tabor, David E., additional, Undale, Anita, additional, Bridge, Jason, additional, Brigham, Lori E., additional, Foster, Barbara A., additional, Gillard, Bryan M., additional, Hasz, Richard, additional, Hunter, Marcus, additional, Johns, Christopher, additional, Johnson, Mark, additional, Karasik, Ellen, additional, Kopen, Gene, additional, Leinweber, William F., additional, McDonald, Alisa, additional, Moser, Michael T., additional, Myer, Kevin, additional, Ramsey, Kimberley D., additional, Roe, Brian, additional, Shad, Saboor, additional, Thomas, Jeffrey A., additional, Walters, Gary, additional, Washington, Michael, additional, Wheeler, Joseph, additional, Jewell, Scott D., additional, Rohrer, Daniel C., additional, Valley, Dana R., additional, Davis, David A., additional, Mash, Deborah C., additional, Branton, Philip A., additional, Barker, Laura K., additional, Gardiner, Heather M., additional, Mosavel, Maghboeba, additional, Siminoff, Laura A., additional, Flicek, Paul, additional, Haeussler, Maximilian, additional, Juettemann, Thomas, additional, Kent, W. James, additional, Lee, Christopher M., additional, Powell, Conner C., additional, Rosenbloom, Kate R., additional, Ruffier, Magali, additional, Sheppard, Dan, additional, Taylor, Kieron, additional, Trevanion, Stephen J., additional, Zerbino, Daniel R., additional, Abell, Nathan S., additional, Akey, Joshua, additional, Chen, Lin, additional, Demanelis, Kathryn, additional, Doherty, Jennifer A., additional, Feinberg, Andrew P., additional, Hansen, Kasper D., additional, Hickey, Peter F., additional, Jasmine, Farzana, additional, Kaul, Rajinder, additional, Kibriya, Muhammad G., additional, Li, Jin Billy, additional, Li, Qin, additional, Linder, Sandra E., additional, Pierce, Brandon L., additional, Rizzardi, Lindsay F., additional, Smith, Kevin S., additional, Stamatoyannopoulos, John, additional, Tang, Hua, additional, Carithers, Latarsha J., additional, Guan, Ping, additional, Koester, Susan E., additional, Little, A. Roger, additional, Moore, Helen M., additional, Nierras, Concepcion R., additional, Rao, Abhi K., additional, Vaught, Jimmie B., additional, and Volpi, Simona, additional

Published
2020
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18. Chromosome-level de novo assembly of the pig-tailed macaque genome using linked-read sequencing and HiC proximity scaffolding

Author

Roodgar, Morteza, primary, Babveyh, Afshin, primary, Nguyen, Lan H, primary, Zhou, Wenyu, primary, Sinha, Rahul, primary, Lee, Hayan, primary, Hanks, John B, primary, Avula, Mohan, primary, Jiang, Lihua, primary, Jian, Ruiqi, primary, Lee, Hoyong, primary, Song, Giltae, primary, Chaib, Hassan, primary, Weissman, Irv L, primary, Batzoglou, Serafim, primary, Holmes, Susan, primary, Smith, David G, primary, Mankowski, Joseph L, primary, Prost, Stefan, primary, and Snyder, Michael P, primary

Published
2020
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19. RobNorm: Model-Based Robust Normalization for High-Throughput Proteomics from Mass Spectrometry Platform

Author

Wang, Meng, Jiang, Lihua, Jian, Ruiqi, Chen, Joanne, Snyder, Michael P., and Tang, Hua

Abstract

Motivation In the analysis of proteomics data from mass spectrometry (MS), normalization is an important preprocessing step to correct sample-level variation and make abundance measurements for each specific protein comparable across different samples. Under heterogeneous samples such as in the Phase I study of the Enhancing Genotype-Tissue Expression (eGTEx) project (Jiang, et al., 2019), the samples coming from 32 different tissues, and without prior housekeeping protein information or spike-ins, how to robustly correct the bias but keep tissue internal variations becomes a challenging question. Majority of previous normalization methods cannot guarantee a robust and tissue adaptive correction. This motivates us to develop a data-driven robust normalization method in MS platform to adapt tissue sample heterogeneities. Methods To robustly estimate the sample effect, we take use of the density power weight to down weigh the outliers and extend the one-dimensional robust fitting in (Windham, 1995) and (Fujisawa and Eguchi, 2008) to our structured data. We construct our robust criterion and build the algorithm to get our robust normalization (RobNorm). Results We focus our comparison to the PQN a widely used normalization method in MS. In the simulation studies and real data application, we conclude that our robust normalization method to estimate the sample effect performs better than PQN especially when the regulation magnitude and proportion are large and strong. We also discuss some limitations in our method. Contact huatang@stanford.edu

Published
2019
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20. Systematic Identification of Host Cell Regulators of Legionella pneumophila Pathogenesis Using a Genome-wide CRISPR Screen.

Author

Ibe, Nnejiuwa, Ibe, Nnejiuwa, Gause, Haley, Jiang, Lihua, Chan, Joanne, Jian, Ruiqi, Jimenez-Morales, David, Stevenson, Erica, Jeng, Edwin, Swaney, Danielle, Krogan, Nevan, Mukherjee, Shaeri, Bassik, Michael, Snyder, Michael, Bhadkamkar, Varun, Ibe, Nnejiuwa, Ibe, Nnejiuwa, Gause, Haley, Jiang, Lihua, Chan, Joanne, Jian, Ruiqi, Jimenez-Morales, David, Stevenson, Erica, Jeng, Edwin, Swaney, Danielle, Krogan, Nevan, Mukherjee, Shaeri, Bassik, Michael, Snyder, Michael, and Bhadkamkar, Varun

Abstract

During infection, Legionella pneumophila translocates over 300 effector proteins into the host cytosol, allowing the pathogen to establish an endoplasmic reticulum (ER)-like Legionella-containing vacuole (LCV) that supports bacterial replication. Here, we perform a genome-wide CRISPR-Cas9 screen and secondary targeted screens in U937 human monocyte/macrophage-like cells to systematically identify host factors that regulate killing by L. pneumophila. The screens reveal known host factors hijacked by L. pneumophila, as well as genes spanning diverse trafficking and signaling pathways previously not linked to L. pneumophila pathogenesis. We further characterize C1orf43 and KIAA1109 as regulators of phagocytosis and show that RAB10 and its chaperone RABIF are required for optimal L. pneumophila replication and ER recruitment to the LCV. Finally, we show that Rab10 protein is recruited to the LCV and ubiquitinated by the effectors SidC/SdcA. Collectively, our results provide a wealth of previously undescribed insights into L. pneumophila pathogenesis and mammalian cell function.

Published
2019

22. RobNorm: model-based robust normalization method for labeled quantitative mass spectrometry proteomics data.

Author

Wang, Meng, Jiang, Lihua, Jian, Ruiqi, Chan, Joanne Y, Liu, Qing, Snyder, Michael P, and Tang, Hua

Subjects
PROTEOMICS, PROTEIN expression, QUANTITATIVE research, MASS spectrometry, DATA analysis, ELECTRONIC data processing
Abstract

Motivation Data normalization is an important step in processing proteomics data generated in mass spectrometry experiments, which aims to reduce sample-level variation and facilitate comparisons of samples. Previously published methods for normalization primarily depend on the assumption that the distribution of protein expression is similar across all samples. However, this assumption fails when the protein expression data is generated from heterogenous samples, such as from various tissue types. This led us to develop a novel data-driven method for improved normalization to correct the systematic bias meanwhile maintaining underlying biological heterogeneity. Results To robustly correct the systematic bias, we used the density-power-weight method to down-weigh outliers and extended the one-dimensional robust fitting method described in the previous work to our structured data. We then constructed a robustness criterion and developed a new normalization algorithm, called RobNorm. In simulation studies and analysis of real data from the genotype-tissue expression project, we compared and evaluated the performance of RobNorm against other normalization methods. We found that the RobNorm approach exhibits the greatest reduction in systematic bias while maintaining across-tissue variation, especially for datasets from highly heterogeneous samples. Availabilityand implementation https://github.com/mwgrassgreen/RobNorm. Supplementary information Supplementary data are available at Bioinformatics online. [ABSTRACT FROM AUTHOR]

Published
2021
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23. Enhancing GTEx by bridging the gaps between genotype, gene expression, and disease The eGTEx Project

Author

Stranger, Barbara E., Brigham, Lori E., Hasz, Richard, Hunter, Marcus, Johns, Christopher, Johnson, Mark, Kopen, Gene, Leinweber, William F., Lonsdale, John T., McDonald, Alisa, Mestichelli, Bernadette, Myer, Kevin, Roe, Brian, Salvatore, Michael, Shad, Saboor, Thomas, Jeffrey A., Walters, Gary, Washington, Michael, Wheeler, Joseph, Bridge, Jason, Foster, Barbara A., Gillard, Bryan M., Karasik, Ellen, Kumar, Rachna, Miklos, Mark, Moser, Michael T., Jewell, Scott D., Montroy, Robert G., Rohrer, Daniel C., Valley, Dana, Davis, David A., Mash, Deborah C., Gould, Sarah E., Guan, Ping, Koester, Susan, Little, A. Roger, Martin, Casey, Moore, Helen M., Rao, Abhi, Struewing, Jeffery P., Volpi, Simona, Hansen, Kasper D., Hickey, Peter F., Rizzardi, Lindsay F., Hou, Lei, Liu, Yaping, Molinie, Benoit, Park, Yongjin, Rinaldi, Nicola, Wang, Li B., Van Wittenberghe, Nicholas, Claussnitzer, Melina, Gelfand, Ellen T., Li, Qin, Linder, Sandra, Smith, Kevin S., Tsang, Emily K., Demanelis, Kathryn, Doherty, Jennifer A., Jasmine, Farzana, Kibriya, Muhammad G., Jiang, Lihua, Lin, Shin, Wang, Meng, Jian, Ruiqi, Li, Xiao, Chan, Joanne, Bates, Daniel, Diegel, Morgan, Halow, Jessica, Haugen, Eric, Johnson, Audra, Kaul, Rajinder, Lee, Kristen, Maurano, Matthew T., Nelson, Jemma, Neri, Fidencio J., Sandstrom, Richard, Fernando, Marian S., Linke, Caroline, Oliva, Meritxell, Skol, Andrew, Wu, Fan, Akey, Joshua M., Feinberg, Andrew P., Li, Jin Billy, Pierce, Brandon L., Stamatoyannopoulos, John A., Tang, Hua, Ardlie, Kristin G., Kellis, Manolis, Snyder, Michael P., and Montgomery, Stephen B.

Subjects
Article
Abstract

Genetic variants have been associated with a myriad of molecular phenotypes that provide new insight into the range of mechanisms underlying genetic traits and diseases. Identifying any particular genetic variant’s cascade of effects, from molecule to individual, requires assaying multiple layers of molecular complexity. We introduce the Enhancing GTEx (eGTEx) project that extends the GTEx project to combine gene expression with additional intermediate molecular measurements on the same tissues to provide a resource for studying how genetic differences cascade through molecular phenotypes to impact human health.

Published
2017

25. Exploring the phenotypic consequences of tissue specific gene expression variation inferred from GWAS summary statistics

Author

Barbeira, Alvaro N., Dickinson, Scott P., Bonazzola, Rodrigo, Zheng, Jiamao, Wheeler, Heather E., Torres, Jason M., Torstenson, Eric S., Shah, Kaanan P., Garcia, Tzintzuni, Edwards, Todd L., Stahl, Eli A., Huckins, Laura M., Aguet, François, Ardlie, Kristin G., Cummings, Beryl B., Gelfand, Ellen T., Getz, Gad, Hadley, Kane, Handsaker, Robert E., Huang, Katherine H., Kashin, Seva, Karczewski, Konrad J., Lek, Monkol, Li, Xiao, MacArthur, Daniel G., Nedzel, Jared L., Nguyen, Duyen T., Noble, Michael S., Segrè, Ayellet V., Trowbridge, Casandra A., Tukiainen, Taru, Abell, Nathan S., Balliu, Brunilda, Barshir, Ruth, Basha, Omer, Battle, Alexis, Bogu, Gireesh K., Brown, Andrew, Brown, Christopher D., Castel, Stephane E., Chen, Lin S., Chiang, Colby, Conrad, Donald F., Damani, Farhan N., Davis, Joe R., Delaneau, Olivier, Dermitzakis, Emmanouil T., Engelhardt, Barbara E., Eskin, Eleazar, Ferreira, Pedro G., Frésard, Laure, Gamazon, Eric R., Garrido-Martín, Diego, Gewirtz, Ariel D. H., Gliner, Genna, Gloudemans, Michael J., Guigo, Roderic, Hall, Ira M., Han, Buhm, He, Yuan, Hormozdiari, Farhad, Howald, Cedric, Jo, Brian, Kang, Eun Yong, Kim, Yungil, Kim-Hellmuth, Sarah, Lappalainen, Tuuli, Li, Gen, Li, Xin, Liu, Boxiang, Mangul, Serghei, McCarthy, Mark I., McDowell, Ian C., Mohammadi, Pejman, Monlong, Jean, Montgomery, Stephen B., Muñoz-Aguirre, Manuel, Ndungu, Anne W., Nobel, Andrew B., Oliva, Meritxell, Ongen, Halit, Palowitch, John J., Panousis, Nikolaos, Papasaikas, Panagiotis, Park, YoSon, Parsana, Princy, Payne, Anthony J., Peterson, Christine B., Quan, Jie, Reverter, Ferran, Sabatti, Chiara, Saha, Ashis, Sammeth, Michael, Scott, Alexandra J., Shabalin, Andrey A., Sodaei, Reza, Stephens, Matthew, Stranger, Barbara E., Strober, Benjamin J., Sul, Jae Hoon, Tsang, Emily K., Urbut, Sarah, van de Bunt, Martijn, Wang, Gao, Wen, Xiaoquan, Wright, Fred A., Xi, Hualin S., Yeger-Lotem, Esti, Zappala, Zachary, Zaugg, Judith B., Zhou, Yi-Hui, Akey, Joshua M., Bates, Daniel, Chan, Joanne, Claussnitzer, Melina, Demanelis, Kathryn, Diegel, Morgan, Doherty, Jennifer A., Feinberg, Andrew P., Fernando, Marian S., Halow, Jessica, Hansen, Kasper D., Haugen, Eric, Hickey, Peter F., Hou, Lei, Jasmine, Farzana, Jian, Ruiqi, Jiang, Lihua, Johnson, Audra, Kaul, Rajinder, Kellis, Manolis, Kibriya, Muhammad G., Lee, Kristen, Li, Jin Billy, Li, Qin, Lin, Jessica, Lin, Shin, Linder, Sandra, Linke, Caroline, Liu, Yaping, Maurano, Matthew T., Molinie, Benoit, Nelson, Jemma, Neri, Fidencio J., Park, Yongjin, Pierce, Brandon L., Rinaldi, Nicola J., Rizzardi, Lindsay F., Sandstrom, Richard, Skol, Andrew, Smith, Kevin S., Snyder, Michael P., Stamatoyannopoulos, John, Tang, Hua, Wang, Li, Wang, Meng, Van Wittenberghe, Nicholas, Wu, Fan, Zhang, Rui, Nierras, Concepcion R., Branton, Philip A., Carithers, Latarsha J., Guan, Ping, Moore, Helen M., Rao, Abhi, Vaught, Jimmie B., Gould, Sarah E., Lockart, Nicole C., Martin, Casey, Struewing, Jeffery P., Volpi, Simona, Addington, Anjene M., Koester, Susan E., Little, A. Roger, Brigham, Lori E., Hasz, Richard, Hunter, Marcus, Johns, Christopher, Johnson, Mark, Kopen, Gene, Leinweber, William F., Lonsdale, John T., McDonald, Alisa, Mestichelli, Bernadette, Myer, Kevin, Roe, Brian, Salvatore, Michael, Shad, Saboor, Thomas, Jeffrey A., Walters, Gary, Washington, Michael, Wheeler, Joseph, Bridge, Jason, Foster, Barbara A., Gillard, Bryan M., Karasik, Ellen, Kumar, Rachna, Miklos, Mark, Moser, Michael T., Jewell, Scott D., Montroy, Robert G., Rohrer, Daniel C., Valley, Dana R., Davis, David A., Mash, Deborah C., Undale, Anita H., Smith, Anna M., Tabor, David E., Roche, Nancy V., McLean, Jeffrey A., Vatanian, Negin, Robinson, Karna L., Sobin, Leslie, Barcus, Mary E., Valentino, Kimberly M., Qi, Liqun, Hunter, Steven, Hariharan, Pushpa, Singh, Shilpi, Um, Ki Sung, Matose, Takunda, Tomaszewski, Maria M., Barker, Laura K., Mosavel, Maghboeba, Siminoff, Laura A., Traino, Heather M., Flicek, Paul, Juettemann, Thomas, Ruffier, Magali, Sheppard, Dan, Taylor, Kieron, Trevanion, Stephen J., Zerbino, Daniel R., Craft, Brian, Goldman, Mary, Haeussler, Maximilian, Kent, W. James, Lee, Christopher M., Paten, Benedict, Rosenbloom, Kate R., Vivian, John, Zhu, Jingchun, Nicolae, Dan L., Cox, Nancy J., and Im, Hae Kyung

Abstract

Scalable, integrative methods to understand mechanisms that link genetic variants with phenotypes are needed. Here we derive a mathematical expression to compute PrediXcan (a gene mapping approach) results using summary data (S-PrediXcan) and show its accuracy and general robustness to misspecified reference sets. We apply this framework to 44 GTEx tissues and 100+ phenotypes from GWAS and meta-analysis studies, creating a growing public catalog of associations that seeks to capture the effects of gene expression variation on human phenotypes. Replication in an independent cohort is shown. Most of the associations are tissue specific, suggesting context specificity of the trait etiology. Colocalized significant associations in unexpected tissues underscore the need for an agnostic scanning of multiple contexts to improve our ability to detect causal regulatory mechanisms. Monogenic disease genes are enriched among significant associations for related traits, suggesting that smaller alterations of these genes may cause a spectrum of milder phenotypes.

Published
2018
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