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1. Proteogenomic and metabolomic characterization of human glioblastoma

Author

Cristina E. Tognon, Larisa Polonskaya, Tara Skelly, Shuang Cai, Francesmary Modugno, Larissa Rossell, Nancy Roche, Chen Huang, Jessika Baral, Fulvio D'Angelo, Wen-Wei Liang, Chia-Feng Tsai, Sneha P. Couvillion, Karin D. Rodland, Jun Zhu, Liang-Bo Wang, Paul D. Piehowski, Antonio Colaprico, Anupriya Agarwal, Matthew A. Wyczalkowski, Umut Ozbek, Francesca Petralia, Alexis Demopoulos, William W. Maggio, Lin Chen, Katherine A. Hoadley, Richard D. Smith, Sandra Cottingham, John McGee, Marcin J. Domagalski, Houxiang Zhu, Emek Demir, Rebecca I. Montgomery, Jamie Moon, Rashna Madan, George D. Wilson, Luciano Garofano, Ewa P. Malc, Chelsea J. Newton, Steven A. Carr, Chandan Kumar-Sinha, Donghui Tan, Christopher R. Kinsinger, Oxana Paklina, Weiqing Wan, Stephanie De Young, Sandra Cerda, Shankha Satpathy, Wojciech Kaspera, Linda Hannick, Gad Getz, Runyu Hong, Shuangjia Lu, Ziad Hanhan, Daniel C. Rohrer, Annette Marrero-Oliveras, Wojciech Szopa, Yuxing Liao, Amanda G. Paulovich, Jiayi Ji, Denis A. Golbin, Tara Hiltke, Weiva Sieh, Piotr A. Mieczkowski, Matthew E. Monroe, Gilbert S. Omenn, Jill S. Barnholtz-Sloan, Azra Krek, Bing Zhang, Brittany Henderson, Peter B. McGarvey, Ratna R. Thangudu, Maciej Wiznerowicz, Saravana M. Dhanasekaran, Alex Webster, Kai Li, Karna Robinson, Nan Ji, Karl K. Weitz, Simina M. Boca, Xiaoyu Song, Anna Calinawan, Adam C. Resnick, Brian J. Druker, Dana R. Valley, David J. Clark, Tao Liu, Eric J. Jaehnig, Alicia Francis, Michele Ceccarelli, Rui Zhao, Dmitry Rykunov, Boris Reva, Elizabeth R. Duffy, Antonio Iavarone, Dave Tabor, Joshua F. McMichael, Daniel Cui Zhou, Maureen Dyer, Kimberly Elburn, Scott D. Jewell, Negin Vatanian, Shirley Tsang, Seungyeul Yoo, Alexander R. Pico, Grace Zhao, Kent J. Bloodsworth, Chet Birger, Jena Lilly, Eunkyung An, Jeffrey R. Whiteaker, Albert H. Kim, Yige Wu, Karen A. Ketchum, Felipe D. Leprevost, Alcida Karz, Uma Borate, Nathan Edwards, Uma Velvulou, Melissa Borucki, Vasileios Stathias, Sanford P. Markey, Corbin D. Jones, Ronald J. Moore, MacIntosh Cornwell, Karsten Krug, Michael J. Birrer, James Suh, Tomasz Czernicki, Jason E. McDermott, Emily S. Boja, Pei Wang, Nina Martinez, Wenke Liu, Yan Shi, Lili Blumenberg, Emily Kawaler, Jeffrey W. Tyner, Feng Chen, Jakub Stawicki, Ki Sung Um, Arul M. Chinnaiyan, Robert Zelt, Jacob J. Day, Zhen Zhang, Caleb M. Lindgren, Li Ding, Nikolay Gabrovski, Hongwei Liu, Jonathan T. Lei, Alla Karpova, Ramani B. Kothadia, Sailaja Mareedu, Mitual Amin, Hannah Boekweg, Jennifer E. Kyle, Sara R. Savage, Brian R. Rood, Yuriy Zakhartsev, Matthew L. Anderson, Alyssa Charamut, Wagma Caravan, Shakti Ramkissoon, Junmei Wang, Song Cao, Samuel H. Payne, Rosalie K. Chu, Rajiv Dhir, David W. Andrews, Galen Hostetter, Liqun Qi, Zhiao Shi, Milan G. Chheda, Robert Edwards, Hui Zhang, Weiping Ma, Jennifer M. Eschbacher, Stacey Gabriel, Jan Lubinski, Lijun Yao, Erika M. Zink, Kelly L. Stratton, William Bocik, Mathangi Thiagarajan, Shilpi Singh, Michael A. Gillette, Lisa M. Bramer, Thomas L. Bauer, Michael Vernon, Henry Rodriguez, Dimitris G. Placantonakis, Eric E. Schadt, Alexey I. Nesvizhskii, Vladislav A. Petyuk, Ana I. Robles, Yvonne Shutack, Anna Malovannaya, Stephen E. Stein, Xi Chen, Lyndon Kim, Yize Li, Shannon Richey, Stephan C. Schürer, Barbara Hindenach, Matthew J. Ellis, Yongchao Dou, David Fenyö, Amy M. Perou, Olga Potapova, Shrabanti Chowdhury, Andrew K. Godwin, Marcin Cieślik, Michael C. Wendl, Marina A. Gritsenko, Pietro Pugliese, Elie Traer, Simona Migliozzi, D. R. Mani, Houston Culpepper, Gregory J. Riggins, Xiaolu Yang, Mehdi Mesri, David Chesla, Lindsey K. Olsen, Lori J. Sokoll, Suhas Vasaikar, Liwei Zhang, Meghan C. Burke, Kelly V. Ruggles, Qing Kay Li, Daniel W. Chan, Bo Wen, Nicollette Maunganidze, Darlene Tansil, Joseph H. Rothstein, Barbara Pruetz, Pushpa Hariharan, Wang, L. -B., Karpova, A., Gritsenko, M. A., Kyle, J. E., Cao, S., Li, Y., Rykunov, D., Colaprico, A., Rothstein, J. H., Hong, R., Stathias, V., Cornwell, M., Petralia, F., Wu, Y., Reva, B., Krug, K., Pugliese, P., Kawaler, E., Olsen, L. K., Liang, W. -W., Song, X., Dou, Y., Wendl, M. C., Caravan, W., Liu, W., Cui Zhou, D., Ji, J., Tsai, C. -F., Petyuk, V. A., Moon, J., Ma, W., Chu, R. K., Weitz, K. K., Moore, R. J., Monroe, M. E., Zhao, R., Yang, X., Yoo, S., Krek, A., Demopoulos, A., Zhu, H., Wyczalkowski, M. A., Mcmichael, J. F., Henderson, B. L., Lindgren, C. M., Boekweg, H., Lu, S., Baral, J., Yao, L., Stratton, K. G., Bramer, L. M., Zink, E., Couvillion, S. P., Bloodsworth, K. J., Satpathy, S., Sieh, W., Boca, S. M., Schurer, S., Chen, F., Wiznerowicz, M., Ketchum, K. A., Boja, E. S., Kinsinger, C. R., Robles, A. I., Hiltke, T., Thiagarajan, M., Nesvizhskii, A. I., Zhang, B., Mani, D. R., Ceccarelli, M., Chen, X. S., Cottingham, S. L., Li, Q. K., Kim, A. H., Fenyo, D., Ruggles, K. V., Rodriguez, H., Mesri, M., Payne, S. H., Resnick, A. C., Wang, P., Smith, R. D., Iavarone, A., Chheda, M. G., Barnholtz-Sloan, J. S., Rodland, K. D., Liu, T., Ding, L., Agarwal, A., Amin, M., An, E., Anderson, M. L., Andrews, D. W., Bauer, T., Birger, C., Birrer, M. J., Blumenberg, L., Bocik, W. E., Borate, U., Borucki, M., Burke, M. C., Cai, S., Calinawan, A. P., Carr, S. A., Cerda, S., Chan, D. W., Charamut, A., Chen, L. S., Chesla, D., Chinnaiyan, A. M., Chowdhury, S., Cieslik, M. P., Clark, D. J., Culpepper, H., Czernicki, T., D'Angelo, F., Day, J., De Young, S., Demir, E., Dhanasekaran, S. M., Dhir, R., Domagalski, M. J., Druker, B., Duffy, E., Dyer, M., Edwards, N. J., Edwards, R., Elburn, K., Ellis, M. J., Eschbacher, J., Francis, A., Gabriel, S., Gabrovski, N., Garofano, L., Getz, G., Gillette, M. A., Godwin, A. K., Golbin, D., Hanhan, Z., Hannick, L. I., Hariharan, P., Hindenach, B., Hoadley, K. A., Hostetter, G., Huang, C., Jaehnig, E., Jewell, S. D., Ji, N., Jones, C. D., Karz, A., Kaspera, W., Kim, L., Kothadia, R. B., Kumar-Sinha, C., Lei, J., Leprevost, F. D., Li, K., Liao, Y., Lilly, J., Liu, H., Lubinski, J., Madan, R., Maggio, W., Malc, E., Malovannaya, A., Mareedu, S., Markey, S. P., Marrero-Oliveras, A., Martinez, N., Maunganidze, N., Mcdermott, J. E., Mcgarvey, P. B., Mcgee, J., Mieczkowski, P., Migliozzi, S., Modugno, F., Montgomery, R., Newton, C. J., Omenn, G. S., Ozbek, U., Paklina, O. V., Paulovich, A. G., Perou, A. M., Pico, A. R., Piehowski, P. D., Placantonakis, D. G., Polonskaya, L., Potapova, O., Pruetz, B., Qi, L., Ramkissoon, S., Resnick, A., Richey, S., Riggins, G., Robinson, K., Roche, N., Rohrer, D. C., Rood, B. R., Rossell, L., Savage, S. R., Schadt, E. E., Shi, Y., Shi, Z., Shutack, Y., Singh, S., Skelly, T., Sokoll, L. J., Stawicki, J., Stein, S. E., Suh, J., Szopa, W., Tabor, D., Tan, D., Tansil, D., Thangudu, R. R., Tognon, C., Traer, E., Tsang, S., Tyner, J., Um, K. S., Valley, D. R., Vasaikar, S., Vatanian, N., Velvulou, U., Vernon, M., Wan, W., Wang, J., Webster, A., Wen, B., Whiteaker, J. R., Wilson, G. D., Zakhartsev, Y., Zelt, R., Zhang, H., Zhang, L., Zhang, Z., Zhao, G., and Zhu, J.

Subjects
Proteomics, 0301 basic medicine, Cancer Research, CPTAC, Histone H2B acetylation, Protein Tyrosine Phosphatase, Non-Receptor Type 11, Computational biology, Biology, Article, 03 medical and health sciences, lipidome, 0302 clinical medicine, Metabolomics, proteogenomic, Humans, Phosphorylation, EP300, proteomic, Proteogenomics, acetylome, single nuclei RNA-seq, Brain Neoplasms, Phospholipase C gamma, glioblastoma, Computational Biology, Lipidome, 030104 developmental biology, Histone, Oncology, Acetylation, 030220 oncology & carcinogenesis, Mutation, biology.protein, metabolome, signaling
Abstract

Glioblastoma (GBM) is the most aggressive nervous system cancer. Understanding its molecular pathogenesis is crucial to improving diagnosis and treatment. Integrated analysis of genomic, proteomic, post-translational modification and metabolomic data on 99 treatment-naive GBMs provides insights to GBM biology. We identify key phosphorylation events (e.g., phosphorylated PTPN11 and PLCG1) as potential switches mediating oncogenic pathway activation, as well as potential targets for EGFR-, TP53-, and RB1-altered tumors. Immune subtypes with distinct immune cell types are discovered using bulk omics methodologies, validated by snRNA-seq, and correlated with specific expression and histone acetylation patterns. Histone H2B acetylation in classical-like and immune-low GBM is driven largely by BRDs, CREBBP, and EP300. Integrated metabolomic and proteomic data identify specific lipid distributions across subtypes and distinct global metabolic changes in IDH-mutated tumors. This work highlights biological relationships that could contribute to stratification of GBM patients for more effective treatment. Wang et al. perform integrated proteogenomic analysis of adult glioblastoma (GBM), including metabolomics, lipidomics, and single nuclei RNA-Seq, revealing insights into the immune landscape of GBM, cell-specific nature of EMT signatures, histone acetylation in classical GBM, and the existence of signaling hubs which could provide therapeutic vulnerabilities.

Published
2021

2. The GTEx Consortium atlas of genetic regulatory effects across human tissues

Author

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

Subjects
Informàtica::Aplicacions de la informàtica::Bioinformàtica [Àrees temàtiques de la UPC], 0303 health sciences, Linkage disequilibrium, Multidisciplinary, Genotype-Tissue Expression (GTEx), Atlas (topology), Human tissues, Cancer susceptibility, Diseases, Genome-wide association study, RNA-Seq, Computational biology, Biology, Expressió gènica, Human genetics, 03 medical and health sciences, Tissues, 0302 clinical medicine, Allelic heterogeneity, Gene expression, Genètica, 030217 neurology & neurosurgery, 030304 developmental biology, Teixits (Histologia)
Abstract

The Genotype-Tissue Expression (GTEx) project dissects how genetic variation affects gene expression and splicing. Some human genetic variants affect the amount of RNA produced and the splicing of gene transcripts, crucial steps in development and maintaining a healthy individual. However, some of these changes only occur in a small number of tissues within the body. The Genotype-Tissue Expression (GTEx) project has been expanded over time, and, looking at the final data in version 8, Aguet et al. present a deep characterization of genetic associations and gene expression and splicing in 838 individuals over 49 tissues (see the Perspective by Wilson). This large study was able to characterize the details underlying many aspects of gene expression and provides a resource with which to better understand the fundamental molecular mechanisms of how genetic variants affect gene regulation and complex traits in humans. Science, this issue p. 1318; see also p. 1298 The Genotype-Tissue Expression (GTEx) project was established to characterize genetic effects on the transcriptome across human tissues and to link these regulatory mechanisms to trait and disease associations. Here, we present analyses of the version 8 data, examining 15,201 RNA-sequencing samples from 49 tissues of 838 postmortem donors. We comprehensively characterize genetic associations for gene expression and splicing in cis and trans, showing that regulatory associations are found for almost all genes, and describe the underlying molecular mechanisms and their contribution to allelic heterogeneity and pleiotropy of complex traits. Leveraging the large diversity of tissues, we provide insights into the tissue specificity of genetic effects and show that cell type composition is a key factor in understanding gene regulatory mechanisms in human tissues. We thank the donors and their families for their generous gifts of organ donation for transplantation and tissue donations for the GTEx research project; the Genomics Platform at the Broad Institute for data generation; J. Struewing for support and leadership of the GTEx project; M. Khan and C. Stolte for the illustrations in Fig. 1; and R. Do, D. Jordan, and M. Verbanck for providing GWAS pleiotropy scores. Funding: This work was supported by the Common Fund of the Office of the Director, U.S. National Institutes of Health, and by NCI, NHGRI, NHLBI, NIDA, NIMH, NIA, NIAID, and NINDS through NIH contracts HHSN261200800001E (Leidos Prime contract with NCI: A.M.S., D.E.T., N.V.R., J.A.M., L.S., M.E.B., L.Q., T.K., D.B., K.R., and A.U.), 10XS170 (NDRI: W.F.L., J.A.T., G.K., A.M., S.S., R.H., G.Wa., M.J., M.Wa., L.E.B., C.J., J.W., B.R., M.Hu., K.M., L.A.S., H.M.G., M.Mo., and L.K.B.), 10XS171 (Roswell Park Cancer Institute: B.A.F., M.T.M., E.K., B.M.G., K.D.R., and J.B.), 10X172 (Science Care Inc.), 12ST1039 (IDOX), 10ST1035 (Van Andel Institute: S.D.J., D.C.R., and D.R.V.), HHSN268201000029C (Broad Institute: F.A., G.G., K.G.A., A.V.S., X.Li., E.T., S.G., A.G., S.A., K.H.H., D.T.N., K.H., S.R.M., and J.L.N.), 5U41HG009494 (F.A., G.G., and K.G.A.), and through NIH grants R01 DA006227-17 (University of Miami Brain Bank: D.C.M. and D.A.D.), Supplement to University of Miami grant DA006227 (D.C.M. and D.A.D.), R01 MH090941 (University of Geneva), R01 MH090951 and R01 MH090937 (University of Chicago), R01 MH090936 (University of North Carolina–Chapel Hill), R01MH101814 (M.M.-A., V.W., S.B.M., R.G., E.T.D., D.G.-M., and A.V.), U01HG007593 (S.B.M.), R01MH101822 (C.D.B.), U01HG007598 (M.O. and B.E.S.), U01MH104393 (A.P.F.), extension H002371 to 5U41HG002371 (W.J.K.), as well as other funding sources: R01MH106842 (T.L., P.M., E.F., and P.J.H.), R01HL142028 (T.L., Si.Ka., and P.J.H.), R01GM122924 (T.L. and S.E.C.), R01MH107666 (H.K.I.), P30DK020595 (H.K.I.), UM1HG008901 (T.L.), R01GM124486 (T.L.), R01HG010067 (Y.Pa.), R01HG002585 (G.Wa. and M.St.), Gordon and Betty Moore Foundation GBMF 4559 (G.Wa. and M.St.), 1K99HG009916-01 (S.E.C.), R01HG006855 (Se.Ka. and R.E.H.), BIO2015-70777-P, Ministerio de Economia y Competitividad and FEDER funds (M.M.-A., V.W., R.G., and D.G.-M.), la Caixa Foundation ID 100010434 under agreement LCF/BQ/SO15/52260001 (D.G.-M.), NIH CTSA grant UL1TR002550-01 (P.M.), Marie-Skłodowska Curie fellowship H2020 Grant 706636 (S.K.-H.), R35HG010718 (E.R.G.), FPU15/03635, Ministerio de Educación, Cultura y Deporte (M.M.-A.),R01MH109905, 1R01HG010480 (A.Ba.), Searle Scholar Program (A.Ba.), R01HG008150 (S.B.M.), 5T32HG000044-22, NHGRI Institutional Training Grant in Genome Science (N.R.G.), EU IMI program (UE7-DIRECT-115317-1) (E.T.D. and A.V.), FNS funded project RNA1 (31003A_149984) (E.T.D. and A.V.), DK110919 (F.H.), F32HG009987 (F.H.), Massachusetts Lions Eye Research Fund Grant (A.R.H.), Wellcome grant WT108749/Z/15/Z (P.F.), and European Molecular Biology Laboratory (P.F. and D.Z.). Peer Reviewed "Article signat per 1 autors/es del BSC membres del THE GTEX CONSORTIUM: Marta Mele Messeguer"

Published
2020

3. A vast resource of allelic expression data spanning human tissues

Author

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

Subjects
animal structures, Future studies, lcsh:QH426-470, Short Report, Gene Expression, Genomics, Computational biology, Biology, eQTL, Polymorphism, Single Nucleotide, ASE, Regulatory variation, 03 medical and health sciences, 0302 clinical medicine, Resource (project management), Humans, SNP, Allele, lcsh:QH301-705.5, Alleles, Allele specific, 030304 developmental biology, 0303 health sciences, Allelic expression, Genome, Human, Sequence Analysis, RNA, Haplotype, Functional genomics, Human genetics, lcsh:Genetics, Haplotypes, lcsh:Biology (General), Expression data, Expression quantitative trait loci, GTEx, 030217 neurology & neurosurgery
Abstract

Allele expression (AE) analysis robustly measures cis-regulatory effects. Here, we present and demonstrate the utility of a vast AE resource generated from the GTEx v8 release, containing 15,253 samples spanning 54 human tissues for a total of 431 million measurements of AE at the SNP level and 153 million measurements at the haplotype level. In addition, we develop an extension of our tool phASER that allows effect sizes of cis-regulatory variants to be estimated using haplotype-level AE data. This AE resource is the largest to date, and we are able to make haplotype-level data publicly available. We anticipate that the availability of this resource will enable future studies of regulatory variation across human tissues.

Published
2020

4. Population-scale tissue transcriptomics maps long non-coding RNAs to complex disease

Author

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

Subjects
Multifactorial Inheritance, Population, Quantitative Trait Loci, Coronary Artery Disease, Disease, Computational biology, Quantitative trait locus, Biology, Article, General Biochemistry, Genetics and Molecular Biology, Transcriptome, 03 medical and health sciences, 0302 clinical medicine, Humans, education, Gene, 030304 developmental biology, 0303 health sciences, education.field_of_study, Gene Expression Profiling, Genetic Variation, Inflammatory Bowel Diseases, Long non-coding RNA, Diabetes Mellitus, Type 1, Diabetes Mellitus, Type 2, Organ Specificity, Expression quantitative trait loci, Trait, RNA, Long Noncoding, 030217 neurology & neurosurgery
Abstract

Long non-coding RNA (lncRNA) genes have well-established and important impacts on molecular and cellular functions. However, among the thousands of lncRNA genes, it is still a major challenge to identify the subset with disease or trait relevance. To systematically characterize these lncRNA genes, we used Genotype Tissue Expression (GTEx) project v8 genetic and multi-tissue transcriptomic data to profile the expression, genetic regulation, cellular contexts, and trait associations of 14,100 lncRNA genes across 49 tissues for 101 distinct complex genetic traits. Using these approaches, we identified 1,432 lncRNA gene-trait associations, 800 of which were not explained by stronger effects of neighboring protein-coding genes. This included associations between lncRNA quantitative trait loci and inflammatory bowel disease, type 1 and type 2 diabetes, and coronary artery disease, as well as rare variant associations to body mass index.

Published
2021
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5. Proteogenomic insights into the biology and treatment of HPV-negative head and neck squamous cell carcinoma

Author

Tara Skelly, Wen Jiang, Zhen Zhang, Anupriya Agarwal, Amy M. Perou, Olga Potapova, Christopher R. Kinsinger, Matthew A. Wyczalkowski, David J. Clark, Shuang Cai, Felipe da Veiga Leprevost, Linda Hannick, Chen Huang, Paul D. Piehowski, John McGee, Marcin J. Domagalski, Dmitris Placantonakis, Jianbo Pan, Dana R. Valley, Zhiao Shi, Hui Yin Chang, Karen A. Ketchum, Charles A. Goldthwaite, Małgorzata Wierzbicka, Karsten Krug, Yvonne Shutack, Sara R. Savage, Matthew L. Anderson, Alyssa Charamut, Chandan Kumar-Sinha, Sanford P. Markey, Ratna R. Thangudu, Weiping Ma, Oliver F. Bathe, Antonio Colaprico, Yuxing Liao, Eric E. Schadt, Tomasz Czernicki, Seungyeul Yoo, Xi Chen, Stacey Gabriel, Karl R. Clauser, Daniel C. Rohrer, Uma Borate, Uma Velvulou, Larisa Polonskaya, M. Harry Kane, Dmitry M. Avtonomov, Boris Reva, Jacob J. Day, Barbara Hindenach, Matthew J. Ellis, Katherine A. Hoadley, Emek Demir, Rebecca I. Montgomery, Ewa P. Malc, Fengchao Yu, Lijun Yao, Maciej Wiznerowicz, Annette Marrero-Oliveras, Wojciech Szopa, Sailaja Mareedu, Galen Hostetter, Liqun Qi, Hui Zhang, Yige Wu, David N. Hayes, Shankha Satpathy, Corbin D. Jones, Michael J. Birrer, Xinpei Yi, Nathan Edwards, Fei Ding, Jiang Qian, Ning Qu, Alicia Francis, Daniel Cui Zhou, Jakub Stawicki, Bing Zhang, Rodrigo Vargas Eguez, Tao Liu, Dave Tabor, Maureen Dyer, Brian J. Druker, Gilbert S. Omenn, Azra Krek, Meenakshi Anurag, Melissa Borucki, Mathangi Thiagarajan, Shirley Tsang, Shakti Ramkissoon, Alexey I. Nesvizhskii, Li Ding, Lyubomir Valkov Vasilev, Yifat Geffen, James Suh, Tatiana S. Ermakova, Kakhaber Zaalishvili, Adel K. El-Naggar, Ki Sung Um, Ana I. Robles, Wen-Wei Liang, Richard D. Smith, Pei Wang, Emily S. Boja, Anna Calinawan, Yingwei Hu, Jiayi Ji, Renata Ferrarotto, Hongwei Liu, Jonathan T. Lei, Ramani B. Kothadia, Yize Li, Chelsea J. Newton, Anna Malovannaya, Steven A. Carr, Sandra Cerda, Yuriy Zakhartsev, Stephanie De Young, Eric J. Jaehnig, Peter B. McGarvey, Yan Shi, David I. Heiman, Joseph C. Dort, Karin D. Rodland, Lili Blumenberg, Michael A. Gillette, Piotr A. Mieczkowski, Pankaj Vats, Chet Birger, Yongchao Dou, David Fenyö, Saravana M. Dhanasekaran, Pushpa Hariharan, Eunkyung An, Jeffrey R. Whiteaker, George Miles, Jan Lubinski, Shayan C. Avanessian, Samuel H. Payne, Amanda G. Paulovich, Dmitry Rykunov, Lyudmila Petrenko, Martin Hyrcza, Guo Ci Teo, Alissa M. Weaver, D. R. Mani, Houston Culpepper, Meghan C. Burke, Daniel W. Chan, Bo Wen, Nicollette Maunganidze, Elie Traer, Darlene Tansil, Simona Migliozzi, Luciano Garofano, Qing Kay Li, Donghui Tan, Lori J. Sokoll, Mehdi Mesri, Karna Robinson, Fulvio D'Angelo, Kimberly Elburn, Alexander R. Pico, Umut Ozbek, Michael Schnaubelt, Gad Getz, Francesca Petralia, Andrew G. Sikora, Kai Li, Elena V. Ponomareva, Arul M. Chinnaiyan, Robert Zelt, Jun Zhu, Midie Xu, Dimitar Dimitrov Pazardzhikliev, Negin Vatanian, Grace Zhao, Thomas F. Westbrook, Kyung-Cho Cho, Yuefan Wang, Jason E. McDermott, Jeffrey W. Tyner, William Bocik, Shilpi Singh, Stephen E. Stein, Nancy Roche, Alicia Karz, Shannon Richey, Tara Hiltke, Michael Vernon, Lijun Chen, Henry Rodriguez, Xiaoyu Song, Elizabeth R. Duffy, Lin S. Chen, Liwei Cao, Shrabanti Chowdhury, Marcin Cieślik, Michael C. Wendl, Scott D. Jewell, and Cristina E. Tognon

Subjects
Adult, Male, Proteomics, 0301 basic medicine, Cancer Research, medicine.medical_treatment, Cell, Biology, Article, Young Adult, 03 medical and health sciences, Antineoplastic Agents, Immunological, 0302 clinical medicine, Cyclin-dependent kinase, medicine, Humans, Aged, Proteogenomics, Aged, 80 and over, Squamous Cell Carcinoma of Head and Neck, Papillomavirus Infections, Phosphoproteomics, Immunotherapy, Middle Aged, medicine.disease, Head and neck squamous-cell carcinoma, Immune checkpoint, ErbB Receptors, 030104 developmental biology, medicine.anatomical_structure, Oncology, 030220 oncology & carcinogenesis, Cancer research, biology.protein, Female
Abstract

We present a proteogenomic study of 108 human papilloma virus (HPV)-negative head and neck squamous cell carcinomas (HNSCCs). Proteomic analysis systematically catalogs HNSCC-associated proteins and phosphosites, prioritizes copy number drivers, and highlights an oncogenic role for RNA processing genes. Proteomic investigation of mutual exclusivity between FAT1 truncating mutations and 11q13.3 amplifications reveals dysregulated actin dynamics as a common functional consequence. Phosphoproteomics characterizes two modes of EGFR activation, suggesting a new strategy to stratify HNSCCs based on EGFR ligand abundance for effective treatment with inhibitory EGFR monoclonal antibodies. Widespread deletion of immune modulatory genes accounts for low immune infiltration in immune-cold tumors, whereas concordant upregulation of multiple immune checkpoint proteins may underlie resistance to anti-programmed cell death protein 1 monotherapy in immune-hot tumors. Multi-omic analysis identifies three molecular subtypes with high potential for treatment with CDK inhibitors, anti-EGFR antibody therapy, and immunotherapy, respectively. Altogether, proteogenomics provides a systematic framework to inform HNSCC biology and treatment.

Published
2021
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6. A Quantitative Proteome Map of the Human Body

Author

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

Subjects
Proteomics, Cell signaling, Proteome, Quantitative proteomics, Gene Expression, Disease, Computational biology, Biology, ENCODE, Article, General Biochemistry, Genetics and Molecular Biology, Transcriptome, 03 medical and health sciences, 0302 clinical medicine, Humans, Secretion, RNA, Messenger, Gene, 030304 developmental biology, 0303 health sciences, Gene Expression Profiling, RNA, Metabolism, Phenotype, Secretory protein, 030217 neurology & neurosurgery
Abstract

Determining protein levels in each tissue and how they compare with RNA levels is important for understanding human biology and disease as well as regulatory processes that control protein levels. We quantified the relative protein levels from 12,627 genes across 32 normal human tissue types prepared by the GTEx project. Known and new tissue specific or enriched proteins (5,499) were identified and compared to transcriptome data. Many ubiquitous transcripts are found to encode highly tissue specific proteins. Discordance in the sites of RNA expression and protein detection also revealed potential sites of synthesis and action of protein signaling molecules. Overall, these results provide an extraordinary resource, and demonstrate that understanding protein levels can provide insights into metabolism, regulation, secretome, and human diseases.SummaryQuantitative proteome study of 32 human tissues and integrated analysis with transcriptome data revealed that understanding protein levels could provide in-depth knowledge to post transcriptional or translational regulations, human metabolism, secretome, and diseases.

Published
2020
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7. Proteogenomic Characterization Reveals Therapeutic Vulnerabilities in Lung Adenocarcinoma

Author

Yuxing Liao, Meghan C. Burke, Donghui Tan, Xiaoyu Song, Lauren C. Tang, Elizabeth R. Duffy, Shayan C. Avanessian, Daniel Cui Zhou, Maureen Dyer, Sara R. Savage, Jennifer M. Eschbacher, Shaleigh Smith, Alex Webster, Alicia Francis, Kelly V. Ruggles, Christopher R. Kinsinger, Shirley Tsang, Melissa Borucki, Nancy Roche, Pei Wang, Qing Kay Li, David Chesla, Ronald Matteotti, Zeynep H. Gümüş, Kai Li, Kei Suzuki, Thomas L. Bauer, Lori J. Sokoll, John McGee, Marcin J. Domagalski, Ki Sung Um, Tara Hiltke, Hai-Quan Chen, Hongwei Liu, Eric E. Schadt, Antonio Colaprico, Alyssa Charamut, Lijun Chen, Emily Kawaler, Ramani B. Kothadia, Mehdi Mesri, Jiayi Ji, Simina M. Boca, Myvizhi Esai Selvan, Emily S. Boja, Xi Chen, Shuang Cai, Kim Elburn, Samuel H. Payne, George D. Wilson, Peter B. McGarvey, Chelsea J. Newton, Felipe da Veiga Leprevost, Uma Velvulou, Tara Skelly, Corbin D. Jones, Michael J. Birrer, Steven A. Carr, Erik J. Bergstrom, Jeffrey R. Whiteaker, Michael H.A. Roehrl, Gad Getz, Tanya Krubit, Zhen Zhang, Yan Shi, Lili Blumenberg, Melanie A. MacMullan, Song Cao, Zhiao Shi, Weiping Ma, Chet Birger, Karl R. Clauser, Runyu Hong, Shankha Satpathy, Andrii Karnuta, Boris Reva, Barbara Hindenach, Matthew J. Ellis, Amanda G. Paulovich, Michael C. Wendl, Bing Zhang, Marina A. Gritsenko, Matthew A. Wyczalkowski, Stacey Gabriel, Michael A. Gillette, Jacob J. Day, Maciej Wiznerowicz, Stephen E. Stein, Ewa P. Malc, Robert J. Welsh, Sunita Shankar, Brian J. Druker, Li Ding, Lijun Yao, David J. Clark, Małgorzata Wojtyś, Dmitry Rykunov, Eugene S. Fedorov, Linda Hannick, Andrew K. Godwin, Sailaja Mareedu, Pushpa Hariharan, Mary Beth Beasley, Stephanie De Young, Arul M. Chinnaiyan, Robert Zelt, Mathangi Thiagarajan, Munziba Khan, Suhas Vasaikar, Tao Liu, Karin D. Rodland, Katherine A. Hoadley, Wen-Wei Liang, Ana I. Robles, Dana R. Valley, Sanford P. Markey, Mikhail Krotevich, David I. Heiman, Piotr A. Mieczkowski, Galen Hostetter, Liqun Qi, Yige Wu, Hui Zhang, Liang-Bo Wang, Nathan Edwards, Ramaswamy Govindan, Yifat Geffen, Seema Chugh, Alexey I. Nesvizhskii, Karen A. Ketchum, Pankaj Vats, Matthew E. Monroe, Marcin Cieslik, Yingwei Hu, Karsten Krug, Yosef E. Maruvka, Yize Li, Ratna R. Thangudu, William W. Maggio, Sandra Cottingham, Saravana M. Dhanasekaran, Wenke Liu, Hua Sun, Sonya Carter, Volodymyr Sovenko, M. Harry Kane, Annette Marrero-Oliveras, Barbara Pruetz, Amy M. Perou, Gilbert S. Omenn, Azra Krek, Olga Potapova, Michael S. Noble, Daniel W. Chan, Seungyeul Yoo, Eric J. Burks, Bo Wen, William Bocik, Michael Vernon, Henry Rodriguez, James Suh, Scott D. Jewell, MacIntosh Cornwell, Richard D. Smith, Chandan Kumar-Sinha, Halina M. Krzystek, Daniel C. Rohrer, Tatiana Omelchenko, D. R. Mani, Houston Culpepper, Vladislav A. Petyuk, Meng-Hong Sun, Michelle Chaikin, David Fenyö, Rahul Mannan, Bartosz Kubisa, Rohit Mehra, Rajwanth R. Veluswamy, Umut Ozbek, Michael Schnaubelt, Francesca Petralia, Elena V. Ponomareva, Rashna Madan, Pamela Grady, Karna Robinson, and Negin Vatanian

Subjects
0303 health sciences, Phosphoproteomics, Genomics, Environmental exposure, Computational biology, Biology, Proteomics, Proteogenomics, medicine.disease_cause, Article, General Biochemistry, Genetics and Molecular Biology, 03 medical and health sciences, 0302 clinical medicine, Neutrophil degranulation, medicine, KRAS, 030217 neurology & neurosurgery, 030304 developmental biology, Epigenomics
Abstract

To explore the biology of lung adenocarcinoma (LUAD) and identify new therapeutic opportunities, we performed comprehensive proteogenomic characterization of 110 tumors and 101 matched normal adjacent tissues (NATs) incorporating genomics, epigenomics, deep-scale proteomics, phosphoproteomics, and acetylproteomics. Multi-omics clustering revealed four subgroups defined by key driver mutations, country, and gender. Proteomic and phosphoproteomic data illuminated biology downstream of copy number aberrations, somatic mutations, and fusions and identified therapeutic vulnerabilities associated with driver events involving KRAS, EGFR, and ALK. Immune subtyping revealed a complex landscape, reinforced the association of STK11 with immune-cold behavior, and underscored a potential immunosuppressive role of neutrophil degranulation. Smoking-associated LUADs showed correlation with other environmental exposure signatures and a field effect in NATs. Matched NATs allowed identification of differentially expressed proteins with potential diagnostic and therapeutic utility. This proteogenomics dataset represents a unique public resource for researchers and clinicians seeking to better understand and treat lung adenocarcinomas.

Published
2020
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8. Proteogenomic Characterization of Endometrial Carcinoma

Author

David J. Clark, Jiayi Ji, Beom-Jun Kim, Doug W. Chan, Zhen Zhang, Kim Elburn, Munziba Khan, Katherine Fuh, Katherine A. Hoadley, Jeffrey R. Whiteaker, Peter B. McGarvey, Dana R. Valley, Douglas A. Levine, Sanford P. Markey, Hui Zhang, Tanya Krubit, Christopher R. Kinsinger, Hui Yin Chang, Yuxing Liao, Karen A. Ketchum, Piotr A. Mieczkowski, Pankaj Vats, Matthew E. Monroe, Donghui Tan, Alex Webster, Chet Birger, Kai Li, Ramani Kothadia, Saravana M. Dhanasekaran, Sara R. Savage, Karsten Krug, Marcin Jędryka, Matthew L. Anderson, Alyssa Charamut, Alexander R. Pico, Amanda G. Paulovich, Karna Robinson, Hua Zhou, John McGee, Sean J.I. Beecroft, Amanda E. Oliphant, Annette Marrero-Oliveras, Dmitry Rykunov, Shuang Cai, Francesmary Modugno, Marcin J. Domagalski, Emily Kawaler, Mehdi Mesri, Dmitry M. Avtonomov, Milan G. Chheda, Sue Hilsenbeck, Gilbert S. Omenn, Emek Demir, Rebecca I. Montgomery, Qingsong Gao, Azra Krek, Eric E. Schadt, Li Ding, George D. Wilson, Stephen E. Stein, David Chesla, Gad Getz, Negin Vatanian, Thomas F. Westbrook, Deborah DeLair, David I. Heiman, Karl R. Clauser, Rafal Matkowski, Lori J. Sokoll, Uma Borate, Antonio Colaprico, Jin Chen, Eric J. Jaehnig, Karin D. Rodland, Richard D. Smith, Linda Hannick, Uma Velvulou, Shannon Richey, Andrzej Czekański, Bing Zhang, Arul M. Chinnaiyan, Robert Zelt, Daniel J. Geiszler, Emily L. Hoskins, Ronald J. Moore, Pushpa Hariharan, Suhas Vasaikar, Jason E. McDermott, Yige Wu, Anna Malovannaya, Brian J. Druker, Jeffrey W. Tyner, Yan Shi, Lili Blumenberg, Jamie Moon, Cristina E. Tognon, Chandan Kumar-Sinha, Nathan Edwards, Yifat Geffen, Barbara Hindenach, Matthew J. Ellis, Zhi Li, Michael Schnaubelt, David C. Wheeler, Tara Skelly, Ewa P. Malc, Shrabanti Chowdhury, Andrew K. Godwin, Zhiao Shi, Francesca Petralia, Lin Chen, Scott D. Jewell, Daniel C. Rohrer, Elie Traer, Michael Ittmann, Shankha Satpathy, Marcin Cieslik, Weiping Ma, Daniel Cui Zhou, Maureen Dyer, Boris Reva, Rashna Madan, William Bocik, Stacey Gabriel, Stephanie De Young, Yosef E. Maruvka, Sandra Cottingham, Pamela Grady, D. R. Mani, Houston Culpepper, Meenakshi Anurag, Michael T. Lewis, Anupriya Agarwal, Felipe D. Leprevost, Jonathan C. Jarman, Michael Vernon, Henry Rodriguez, Matthew A. Wyczalkowski, Rui Zhao, Vladislav A. Petyuk, Michelle Chaikin, James Suh, Daniel W. Chan, Bo Wen, Patricia Castro, Alexey I. Nesvizhskii, Chia-Feng Tsai, Grace Zhao, Alicia Francis, Feng Chen, Mathangi Thiagarajan, Pei Wang, Marina A. Gritsenko, Anna Calinawan, David G. Mutch, Melissa Borucki, Xi Steven Chen, Guo Ci Teo, Peter Dottino, Corbin D. Jones, Michael J. Birrer, Ying Wang, Meghan C. Burke, MacIntosh Cornwell, Song Cao, Rosalie K. Chu, Larisa Polonskaya, Samuel H. Payne, Darlene Tansil, Yongchao Dou, David Fenyö, Kelly V. Ruggles, Qing Kay Li, Yuping Zhang, James J. Hsieh, Andy T. Kong, Ana I. Robles, Emily S. Boja, Chelsea J. Newton, Steven A. Carr, Sandra Cerda, Runyu Hong, Jacob J. Day, Sailaja Mareedu, Jan Lubinski, Galen Hostetter, Liqun Qi, Yize Li, Chen Huang, Liang-Bo Wang, Tao Liu, Renee Karabon, Paul D. Piehowski, Samuel L. Pugh, Maciej Wiznerowicz, Ratna R. Thangudu, Wenke Liu, Jayson B. Field, Sonya Carter, Ki Sung Um, Hongwei Liu, Alla Karpova, Yuriy Zakhartsev, Amy M. Perou, Michael S. Noble, Rajiv Dhir, Nancy Roche, Sunantha Sethuraman, Tara Hiltke, Lijun Chen, Xiaoyu Song, Elizabeth R. Duffy, Robert Edwards, Yingwei Hu, John A. Martignetti, Simina M. Boca, Michael A. Gillette, and David W Adams

Subjects
Epithelial-Mesenchymal Transition, Proteome, Druggability, Biology, Proteomics, Genomic Instability, Article, General Biochemistry, Genetics and Molecular Biology, Mice, 03 medical and health sciences, 0302 clinical medicine, Antigens, Neoplasm, medicine, Animals, Humans, Phosphorylation, 030304 developmental biology, Feedback, Physiological, 0303 health sciences, Endometrial cancer, Carcinoma, Wnt signaling pathway, Cancer, Acetylation, medicine.disease, Proteogenomics, Endometrial Neoplasms, Gene Expression Regulation, Neoplastic, MicroRNAs, Serous fluid, Histone, Cancer research, biology.protein, Female, Transcriptome, Protein Processing, Post-Translational, 030217 neurology & neurosurgery, Microsatellite Repeats, Signal Transduction
Abstract

We undertook a comprehensive proteogenomic characterization of 95 prospectively collected endometrial carcinomas, comprising 83 endometrioid and 12 serous tumors. This analysis revealed possible new consequences of perturbations to the p53 and Wnt/β-catenin pathways, identified a potential role for circRNAs in the epithelial-mesenchymal transition, and provided new information about proteomic markers of clinical and genomic tumor subgroups, including relationships to known druggable pathways. An extensive genome-wide acetylation survey yielded insights into regulatory mechanisms linking Wnt signaling and histone acetylation. We also characterized aspects of the tumor immune landscape, including immunogenic alterations, neoantigens, common cancer/testis antigens, and the immune microenvironment, all of which can inform immunotherapy decisions. Collectively, our multi-omic analyses provide a valuable resource for researchers and clinicians, identify new molecular associations of potential mechanistic significance in the development of endometrial cancers, and suggest novel approaches for identifying potential therapeutic targets.

Published
2020
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9. Integrated Proteogenomic Characterization of Clear Cell Renal Cell Carcinoma

Author

David J. Clark, Jianbo Pan, Gerald W. Hart, Katherine A. Hoadley, Negin Vatanian, Shuang Cai, Yige Wu, Felipe da Veiga Leprevost, A. Ari Hakimi, Sanford P. Markey, Thomas F. Westbrook, Maciej Wiznerowicz, Nathan Edwards, Alla Y. Karpova, Sohini Sengupta, Marcin Cieslik, Samuel H. Payne, Xi Steven Chen, Guo Ci Teo, Jin Chen, Boris Reva, Corbin D. Jones, Michael J. Birrer, Ying Wang, Kelly V. Ruggles, Doug W. Chan, John McGee, Marcin J. Domagalski, Song Cao, Linda Hannick, Christopher R. Kinsinger, David I. Heiman, Jennifer M. Eschbacher, Munziba Khan, Jason E. McDermott, Dmitry M. Avtonomov, Sue Hilsenbeck, Qing Kay Li, Jiayi Ji, Emek Demir, Rebecca I. Montgomery, Qingsong Gao, Beom-Jun Kim, Xiaoyu Song, Karl R. Clauser, Christian P. Pavlovich, Richard D. Smith, Maureen Dyer, Jeffrey W. Tyner, Amy M. Perou, Yuping Zhang, Dana R. Valley, George D. Wilson, Shiyong Ma, Minghui Ao, Jiang Qian, Umut Ozbek, Melissa Borucki, Zhi Li, Michael Schnaubelt, Chen Huang, Piotr A. Mieczkowski, Francesca Petralia, Abdul Samad Hashimi, Hui Yin Chang, Liang-Bo Wang, Matthew E. Monroe, Peter B. McGarvey, Tao Liu, Karen A. Ketchum, Hui Zhang, Bing Zhang, D. R. Mani, Houston Culpepper, Hua Zhou, Saravana M. Dhanasekaran, Paul D. Piehowski, Zhidong Tu, Brian J. Druker, Ki Sung Um, Zhiao Shi, Uma Borate, Uma Velvulou, Michael Ittmann, Weiping Ma, Steven M. Foltz, Heng Zhu, Stacey Gabriel, Hongwei Liu, Ramani B. Kothadia, Lin Chen, Ewa P. Malc, Marina A. Gritsenko, Jun Zhu, David Chesla, Lori J. Sokoll, Stephen E. Stein, Andrzej Antczak, Matthew L. Anderson, Alyssa Charamut, Pamela Grady, Michael T. Lewis, Shannon Richey, Tanya Krubit, Alexander R. Pico, Kyung-Cho Cho, Daniel C. Rohrer, Francesmary Modugno, Stephanie De Young, Li Ding, Michael Smith, Mathangi Thiagarajan, Alexey I. Nesvizhskii, Shrabanti Chowdhury, Noam D. Beckmann, Kimberly R. Holloway, Ratna R. Thangudu, Sherri R. Davies, Tung-Shing M. Lih, Nicole Tignor, Anna Calinawan, Meghan C. Burke, Karna Robinson, Chet Birger, Shalin Patel, Antonio Colaprico, Sarah Keegan, Daniel J. Geiszler, Scott D. Jewell, William Bocik, Snehal Patil, Pei Wang, MacIntosh Cornwell, Emily Kawaler, Seungyeul Yoo, Jasmine Huang, Vladislav A. Petyuk, Ross Bremner, Donghui Tan, Stefani N. Thomas, Emily S. Boja, Anna Malovannaya, Xi Chen, Wenke Liu, Eric E. Schadt, Shankha Satpathy, Nancy Roche, Rajiv Dhir, Cristina E. Tognon, Michelle Chaikin, Gabriel Bromiński, Daniel C. Zhou, Yifat Geffen, Tara Skelly, Jacob J. Day, Sunantha Sethuraman, Sonya Carter, Zhen Zhang, Selim Kalayci, Michael Vernon, Zeynep H. Gümüş, Kai Li, Barbara Hindenach, Matthew J. Ellis, Meenakshi Anurag, David C. Wheeler, Sailaja Mareedu, Andy T. Kong, Arul M. Chinnaiyan, Robert Zelt, Annette Marrero-Oliveras, Henry Rodriguez, James Suh, Anupriya Agarwal, David Fenyö, Galen Hostetter, Liqun Qi, Matthew A. Wyczalkowski, W. Marston Linehan, Tara Hiltke, Feng Chen, Lijun Chen, Jan Lubinski, Chelsea J. Newton, Steven A. Carr, Tatiana Omelchenko, Gilbert S. Omenn, Karsten Krug, Ana I. Robles, Azra Krek, Runyu Hong, Milan G. Chheda, Yize Li, Yan Shi, Lili Blumenberg, Ruiyang Liu, Karin D. Rodland, Hua Sun, Kim Elburn, Jeffrey R. Whiteaker, Christopher J. Ricketts, Gaddy Getz, Daniel W. Chan, Bo Wen, Robert Edwards, Patricia Castro, Yingwei Hu, Pushpa Hariharan, Simina M. Boca, Darlene Tansil, Phillip M. Pierorazio, Yosef E. Maruvka, Sandra Cottingham, James J. Hsieh, Amanda G. Paulovich, Barbara Pruetz, Michael A. Gillette, Yihao Lu, Dmitry Rykunov, Mehdi Mesri, Marc M. Loriaux, Reyka G Jayasinghe, and Suhas Vasaikar

Subjects
Adult, Male, Cell, Computational biology, Biology, Proteomics, Disease-Free Survival, Oxidative Phosphorylation, Article, General Biochemistry, Genetics and Molecular Biology, Transcriptome, 03 medical and health sciences, 0302 clinical medicine, Exome Sequencing, medicine, Biomarkers, Tumor, Tumor Microenvironment, Humans, Exome, Phosphorylation, Carcinoma, Renal Cell, 030304 developmental biology, Epigenomics, Aged, Proteogenomics, Aged, 80 and over, 0303 health sciences, Tumor microenvironment, Genome, Human, Phosphoproteomics, Middle Aged, medicine.disease, Neoplasm Proteins, Gene Expression Regulation, Neoplastic, Clear cell renal cell carcinoma, medicine.anatomical_structure, Female, 030217 neurology & neurosurgery, Signal Transduction
Abstract

SUMMARY To elucidate the deregulated functional modules that drive clear cell renal cell carcinoma (ccRCC), we performed comprehensive genomic, epigenomic, transcriptomic, proteomic, and phosphoproteomic characterization of treatment-naive ccRCC and paired normal adjacent tissue samples. Genomic analyses identified a distinct molecular subgroup associated with genomic instability. Integration of proteogenomic measurements uniquely identified protein dysregulation of cellular mechanisms impacted by genomic alterations, including oxidative phosphorylation-related metabolism, protein translation processes, and phospho-signaling modules. To assess the degree of immune infiltration in individual tumors, we identified microenvironment cell signatures that delineated four immune-based ccRCC subtypes characterized by distinct cellular pathways. This study reports a large-scale proteogenomic analysis of ccRCC to discern the functional impact of genomic alterations and provides evidence for rational treatment selection stemming from ccRCC pathobiology., Graphical Abstract, In Brief Comprehensive proteogenomic characterization in 103 treatment-naive clear cell renal cell carcinoma patient samples highlights tumor-specific alterations at the proteomic level that are unrevealed by transcriptomic profiling and proposes a revised subtyping scheme based on integrated omics analysis.

Published
2020
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10. Co-expression networks reveal the tissue-specific regulation of transcription and splicing

Author

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

Subjects
Gene isoform, 0301 basic medicine, Genotyping Techniques, Bioinformatics, RNA Splicing, 1.1 Normal biological development and functioning, Gene regulatory network, Method, Genomics, Computational biology, Biology, Medical and Health Sciences, GTEx Consortium, Transcriptome, 03 medical and health sciences, Databases, 0302 clinical medicine, Genetic, Transcription (biology), Underpinning research, Genetic variation, Gene expression, Genetics, Humans, ddc:576.5, Gene Regulatory Networks, Polymorphism, Gene, Genetics (clinical), 030304 developmental biology, Regulation of gene expression, 0303 health sciences, Gene Expression Profiling, Human Genome, Bayes Theorem, Single Nucleotide, Biological Sciences, Gene expression profiling, 030104 developmental biology, Gene Expression Regulation, Organ Specificity, RNA splicing, RNA, Generic health relevance, Sequence Analysis, 030217 neurology & neurosurgery, Biotechnology
Abstract

Gene co-expression networks capture biologically important patterns in gene expression data, enabling functional analyses of genes, discovery of biomarkers, and interpretation of regulatory genetic variants. Most network analyses to date have been limited to assessing correlation between total gene expression levels in a single or small sets of tissues. Here, we have reconstructed networks that capture a much more complete set of regulatory relationships, specifically including regulation of relative isoform abundance and splicing, and tissue-specific connections unique to each of a diverse set of tissues. Using the Genotype-Tissue Expression (GTEx) project v6 RNA-sequencing data across 44 tissues in 449 individuals, we evaluated shared and tissue-specific network relationships. First, we developed a framework called Transcriptome Wide Networks (TWNs) for combining total expression and relative isoform levels into a single sparse network, capturing the complex interplay between the regulation of splicing and transcription. We built TWNs for sixteen tissues, and found that hubs with isoform node neighbors in these networks were strongly enriched for splicing and RNA binding genes, demonstrating their utility in unraveling regulation of splicing in the human transcriptome, and providing a set of candidate shared and tissue-specific regulatory hub genes. Next, we used a Bayesian biclustering model that identifies network edges between genes with co-expression in a single tissue to reconstruct tissue-specific networks (TSNs) for 27 distinct GTEx tissues and for four subsets of related tissues. Using both TWNs and TSNs, we characterized gene co-expression patterns shared across tissues. Finally, we found genetic variants associated with multiple neighboring nodes in our networks, supporting the estimated network structures and identifying 33 genetic variants with distant regulatory impact on transcription and splicing. Our networks provide an improved understanding of the complex relationships between genes in the human transcriptome, including tissue-specificity of gene co-expression, regulation of splicing, and the coordinated impact of genetic variation on transcription.

Published
2017

11. The Genotype-Tissue Expression (GTEx) pilot analysis: multitissue gene regulation in humans

Author

Mehran Taherian, Debra Bradbury, Emmanouil T. Dermitzakis, Manuel A. Rivas, Deborah C. Mash, Ayellet V. Segrè, Luan Lin, Ping Guan, Kimberly Ramsey, Mary Barcus, Deborah Colantuoni, Xiaoquan Wen, Julian Maller, Ferran Reverter, Laura A. Siminoff, Bryan Gillard, Dana R. Valley, Gen Li, Jeffery P. Struewing, Philip A. Branton, Roderic Guigó, Nancy Roche, Charles Shive, Christopher Choi, Johnell Fleming, Timothée Flutre, Latarsha J. Carithers, Taylor Young, Anuar Konkashbaev, Matthew Stephens, Daniel G. MacArthur, Rick Hasz, Mark I. McCarthy, Joel N. Hirschhorn, Sara Mostafavi, Lucas D. Ward, Amanda Brown, Ki Sung Um, Manolis Kellis, Robin Burges, Eric R. Gamazon, Heather M. Traino, Gary F. Temple, Karna Robinson, Leslie H. Sobin, Daphne Koller, Halit Ongen, Bernadette Mestichelli, John T. Lonsdale, Kimberly M. Valentino, Ellen Gelfand, David Tabor, Taru Tukiainen, Mike Salvatore, Gary Walters, Susan L. Sullivan, Jason Bridge, Carolyn C. Compton, Kenneth W. Hambright, Joy T. Boyer, Bin Zhang, Anita H. Undale, Michael Sammeth, Helen M. Moore, Nancy J. Cox, Andrey A. Shabalin, Kenyon Erickson, Nicole C. Lockhart, Gad Getz, Pushpa Hariharan, Benjamin Iriarte, Jakob M. Goldmann, Pouya Kheradpour, John Syron, Jimmie B. Vaught, Jun Zhu, Hae Kyung Im, Jean Monlong, John Seleski, Marta Melé, Edmund Lo, Yvonne Marcus, Pedro G. Ferreira, Stephen A. Buia, Liqun Qi, Greg E. Korzeniewski, Michael T. Moser, Ivan Rusyn, Andrew B. Nobel, Casandra A. Trowbridge, Timothy J. Sullivan, Chunrong Lu, Barbara A. Foster, Laura Barker, Jun Liu, Shenpei Wu, Anna M. Smith, Joanne P. Demchok, Dan L. Nicolae, Jeffrey A. Thomas, Jonathan K. Pritchard, Sherilyn Sawyer, Fred A. Wright, Wendy Winckler, Angela Britton, Zhidong Tu, Jorge Tejada, David S. DeLuca, Yi-Hui Zhou, Roger Little, Jeffrey McLean, Simona Volpi, Tõnu Esko, Kristin G. Ardlie, Monkol Lek, Daniel C. Rohrer, Susan E. Koester, Harold Magazine, Mark Miklos, Quan Long, Jialiang Yang, Cameron D. Palmer, Maghboeba Mosavel, Scott D. Jewell, Tuuli Lappalainen, Alexis Battle, Ellen Karasik, Margaret J. Basile, Saboor Shad, Denee Tidwell, Yan Meng, Chana A. Rabiner, Tao Huang, Amélioration génétique et adaptation des plantes méditerranéennes et tropicales (UMR AGAP), Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro)-Institut National de la Recherche Agronomique (INRA)-Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)-Centre international d'études supérieures en sciences agronomiques (Montpellier SupAgro), NIH, Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)-Institut National de la Recherche Agronomique (INRA)-Centre international d'études supérieures en sciences agronomiques (Montpellier SupAgro)-Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro), and Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)

Subjects
RNA, Untranslated, Genotype, RNA Splicing, [SDV]Life Sciences [q-bio], Quantitative Trait Loci, Blood Pressure, Pilot Projects, Quantitative trait locus, Biology, Expression quantitative trait loci, eQTL, Article, Human disease, Genotype-Tissue Expression, Genetic variation, Humans, Disease, Gene Regulatory Networks, Alleles, Biomedicine, Genetics, Regulation of gene expression, Multidisciplinary, Genome, Human, Sequence Analysis, RNA, business.industry, GTPase-Activating Proteins, Genetic Variation, Tibial Arteries, Gene Expression Regulation, Organ Specificity, Multigene Family, Transcriptome, business, Genome-Wide Association Study
Abstract

UMR AGAP - équipe DAAV (Diversité, adaptation et amélioration de la vigne)139 auteurs : Ardlie KG, Deluca DS, Segrè AV, Sullivan TJ, Young TR, Gelfand ET, Trowbridge CA, Maller JB, Tukiainen T, Lek M, Ward LD, Kheradpour P, Iriarte B, Meng Y, Palmer CD, Esko T, Winckler W, Hirschhorn JN, Kellis M, MacArthur DG, Getz G, Shabalin AA, Li G, Zhou YH, Nobel AB, Rusyn I, Wright FA, Lappalainen T, Ferreira PG, Ongen H, Rivas MA, Battle A, Mostafavi S, Monlong J, Sammeth M, Melé M, Reverter F, Goldmann JM, Koller D, Guigó R, McCarthy MI, Dermitzakis ET, Gamazon ER, Im HK, Konkashbaev A, Nicolae DL, Cox NJ, Flutre T, Wen X, Stephens M, Pritchard JK, Tu Z, Zhang B, Huang T, Long Q, Lin L, Yang J, Zhu J, Liu J, Brown A, Mestichelli B, Tidwell D, Lo E, Salvatore M, Shad S, Thomas JA, Lonsdale JT, Moser MT, Gillard BM, Karasik E, Ramsey K, Choi C, Foster BA, Syron J, Fleming J, Magazine H, Hasz R, Walters GD, Bridge JP, Miklos M, Sullivan S, Barker LK, Traino HM, Mosavel M, Siminoff LA, Valley DR, Rohrer DC, Jewell SD, Branton PA, Sobin LH, Barcus M, Qi L, McLean J, Hariharan P, Um KS, Wu S, Tabor D, Shive C, Smith AM, Buia SA, Undale AH, Robinson KL, Roche N, Valentino KM, Britton A, Burges R, Bradbury D, Hambright KW, Seleski J, Korzeniewski GE, Erickson K, Marcus Y, Tejada J, Taherian M, Lu C, Basile M, Mash DC, Volpi S, Struewing JP, Temple GF, Boyer J, Colantuoni D, Little R, Koester S, Carithers LJ, Moore HM, Guan P, Compton C, Sawyer SJ, Demchok JP, Vaught JB, Rabiner CA, Lockhart NC, Ardlie KG, Getz G, Wright FA, Kellis M, Volpi S, Dermitzakis ET.; Understanding the functional consequences of genetic variation, and how it affects complex human disease and quantitative traits, remains a critical challenge for biomedicine. We present an analysis of RNA sequencing data from 1641 samples across 43 tissues from 175 individuals, generated as part of the pilot phase of the Genotype-Tissue Expression (GTEx) project. We describe the landscape of gene expression across tissues, catalog thousands of tissue-specific and shared regulatory expression quantitative trait loci (eQTL) variants, describe complex network relationships, and identify signals from genome-wide association studies explained by eQTLs. These findings provide a systematic understanding of the cellular and biological consequences of human genetic variation and of the heterogeneity of such effects among a diverse set of human tissues.

Published
2015
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12. Synchronized age-related gene expression changes across multiple tissues in human and the link to complex diseases

Author

Mark I. McCarthy, Joel N. Hirschhorn, Karna Robinson, Edmund Lo, Shenpei Wu, Stephen A. Buia, Jeffrey A. Thomas, David S. DeLuca, Francesca Petralia, Saboor Shad, Casandra A. Trowbridge, Simona Volpi, Debra Bradbury, Gad Getz, Zhidong Tu, Jialiang Yang, Magboeba Mosavel, Eric R. Gamazon, Carmen Argmann, Tuuli Lappalainen, Rick Hasz, Kimberly Ramsey, Deborah Colantuoni, Xiaoquan Wen, Nicole C. Lockhart, Gary F. Temple, Margaret J. Basile, Jonathan K. Pritchard, Julian Maller, Monkol Lek, Alexis Battle, Ellen Gelfand, Bryan Gillard, Dana R. Valley, Quan Long, Ellen Karasik, Anna M. Smith, Roderic Guigó, Daphne Koller, Halit Ongen, John T. Lonsdale, Daniel C. Rohrer, Helen M. Moore, Kristin G. Ardlie, Charles Shive, Ping Guan, Charles V. Mobbs, Taru Tukiainen, Nancy Roche, Taylor Young, Philip A. Branton, Anuar Konkashbaev, Matthew Stephens, Fred A. Wright, Gary Walters, Amanda M. V. Brown, Pedro G. Ferreira, Christopher Choi, Denee Tidwell, Greg E. Korzeniewski, Lucas D. Ward, Andrey A. Shablin, Scott Jewel, Manuel A. Rivas, Yan Meng, Timothée Flutre, Pushpa Hariharan, Deborah C. Mash, Susan E. Koester, John Seleski, Johnelle Fleming, Susan L. Sullivan, Kimberly M. Valentino, Yi-Hui Zhou, Harold Magazine, Latarsha J. Carithers, Jorge Tejada, Daniel G. MacArthur, Mark Miklos, Dan L. Nicolae, Chana A. Rabiner, Roger Little, Nancy J. Cox, Pouya Kheradpour, Jeff Struewing, Barnaby E. Robles, Sara Mostafavi, Yong Zhao, Kenneth W. Hambright, Michael Sammeth, Sherilyn Sawyer, Joy T. Boyer, Manolis Kellis, Robin Burges, Mike Salvatore, Wendy Winckler, Angela Britton, Gen Li, Cameron D. Palmer, Jason Bridge, Tao Huang, Laura Barker, Emmanouil T. Dermitzakis, Mehran Taherian, Ayellet V. Segrè, Luan Lin, Laura A. Siminoff, Ferran Reverter, John Syron, Jimmie B. Vaught, Jun Zhu, Bin Zhang, Benjamin Iriarte, Jean Monlong, Jakob Goldman, Marta Melé, Michael T. Moser, Ivan Rusyn, Andrew B. Nobel, Timothy J. Sullivan, Heather M. Traino, Carolyn C. Compton, Chunrong Lu, Jun Liu, Anita H. Undale, Kenyon Erickson, Eric E. Schadt, Leslie H. Sobin, Bernadette Mestichelli, David Tabor, Yvonne Marcus, Liqun Qi, Barbara A. Foster, Joanne P. Demchok, Dermitzakis, Emmanouil, Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science, Ward, Lucas D., Kheradpour, Pouya, Iriarte, Benjamin, and Kellis, Manolis

Subjects
Adult, Male, Systems biology, Gene Expression, Computational biology, Biology, medicine.disease_cause, Biologia computacional, Article, Organ Specificity/genetics, Transcriptome, 03 medical and health sciences, Mice, Young Adult, 0302 clinical medicine, Gene expression, medicine, Aging/genetics, Animals, Cluster Analysis, Humans, ddc:576.5, Gene, Genetic Association Studies, 030304 developmental biology, Aged, Genetics, Regulation of gene expression, 0303 health sciences, Mutation, Multidisciplinary, Gene Expression Profiling, Molecular Sequence Annotation, Computational Biology/methods, Middle Aged, 3. Good health, Gene expression profiling, Gene Expression Regulation, Female, Organ Specificity, 030217 neurology & neurosurgery
Abstract

Aging is one of the most important biological processes and is a known risk factor for many age-related diseases in human. Studying age-related transcriptomic changes in tissues across the whole body can provide valuable information for a holistic understanding of this fundamental process. In this work, we catalogue age-related gene expression changes in nine tissues from nearly two hundred individuals collected by the Genotype-Tissue Expression (GTEx) project. In general, we find the aging gene expression signatures are very tissue specific. However, enrichment for some well-known aging components such as mitochondria biology is observed in many tissues. Different levels of cross-tissue synchronization of age-related gene expression changes are observed, and some essential tissues (e.g., heart and lung) show much stronger “co-aging” than other tissues based on a principal component analysis. The aging gene signatures and complex disease genes show a complex overlapping pattern and only in some cases, we see that they are significantly overlapped in the tissues affected by the corresponding diseases. In summary, our analyses provide novel insights to the co-regulation of age-related gene expression in multiple tissues; it also presents a tissue-specific view of the link between aging and age-related diseases., National Cancer Institute (U.S.), National Human Genome Research Institute (U.S.), National Heart, Lung, and Blood Institute, National Institute on Drug Abuse (NIDA), National Institute of Mental Health (U.S.), National Institute of Neurological Disorders and Stroke (U.S.)

Published
2015

13. The Genotype-Tissue Expression (GTEx) project

Author

Mark S. Guyer, Mark I. McCarthy, Assya Abdallah, Bree Berghuis, Fernando U. Garcia, Manolis Kellis, Robin Burges, Karna Robinson, Jeffery P. Struewing, Daphne Koller, John T. Lonsdale, Leslie Derr, Roger Little, Bryan Gillard, Edmund Lo, Penelope Williams, Sara Mostafavi, Deborah C. Mash, Gary Walters, Johnelle Fleming, Alexander Thomson, David S. DeLuca, Norma Diaz-Mayoral, Timothée Flutre, Kevin Groch, MacArthur Daniel MacArthur, Zhidong Tu, Jean Monlong, Eric R. Gamazon, Steve Buia, Gary F. Temple, Susan E. Koester, Manual Rivas, Matthew Stevens, Saboor Shad, Wendy Winckler, Patrick Bender, Charles Shive, Harold Magazine, Ellen Gelfand, Helen F. Moore, Mike Moser, Nancy Young, Dan Maxim, Ivan Rusyn, Nataliya Sharopova, Andrew B. Nobel, Anuar Konkashbaev, Richard Hasz, David Tabor, Thomas R. Insel, Leslie H. Sobin, Jun Liu, Eric D. Green, Deborah Colantuoni, Xiaoquan Wen, Kenyon Erickson, Mike Feolo, Mike Salvatore, George B. Grant, Kim Valentino, Eddie Cortadillo, Yvonne Marcus, Julian Maller, Sreenath Nampally, Anne Sturcke, John Syron, Jimmie B. Vaught, Jun Zhu, Hae Kyung Im, Liqun Qi, Mark Cosentino, Heather M. Traino, Thomas Lehner, Jason Bridge, Carolyn C. Compton, Barbara A. Foster, Michael Sammeth, Nicole C. Lockhart, Alexis Battle, Kimberley Ramsey, Laura A. Siminoff, Gad Getz, Joanne P. Demchok, Mary Kennedy, Justin Paschal, Angela Zimmerman, Kristin Feenstra, Ellen Karasik, Laura Barker, Jonathan K. Pritchard, Elizabeth J. Thomson, Deborah Bradbury, Molly Donovan, Yin Yao, Kristin G. Ardlie, Philip Harbach, Daniel C. Rohrer, Eric Hudson, James A. Robb, Roderic Guigó, Taylor Young, Elizabeth L. Wilder, Rebecca Phillips, Nancy J. Cox, Andrey A. Shabalin, Phillip Branton, Susan L. Sullivan, James M. Anderson, Fred A. Wright, Simona Volpi, Joy T. Boyer, Cathy Ng, Emmanouil T. Dermitzakis, Tuuli Lappalainen, Margaret J. Basile, Maghboeba Mosavel, Jeffrey Thomas, Scott D. Jewell, Yan Meng, Dana Filkins, Dan L. Nicolae, Lisa Turner, Sherilyn Sawyer, Anna M. Smith, Greg E. Korzeniewski, Theresa Engel, National Disease Research Interchange, Building Research Establishment (BRE/Edinburgh), University of Edinburgh, Amélioration génétique et adaptation des plantes méditerranéennes et tropicales (UMR AGAP), Institut National de la Recherche Agronomique (INRA)-Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro), Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Centre international d'études supérieures en sciences agronomiques (Montpellier SupAgro)-Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad), NIH, Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro)-Institut National de la Recherche Agronomique (INRA)-Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)-Centre international d'études supérieures en sciences agronomiques (Montpellier SupAgro), Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science, Kellis, Manolis, Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)-Institut National de la Recherche Agronomique (INRA)-Centre international d'études supérieures en sciences agronomiques (Montpellier SupAgro)-Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro), and Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)

Subjects
[SDV.SA]Life Sciences [q-bio]/Agricultural sciences, codage des protéines, Quantitative Trait Loci, Gene Expression, Médecine humaine et pathologie, Tissue Banks, Biology, Bioinformatics, Article, 03 medical and health sciences, 0302 clinical medicine, Genotype-Tissue Expression, Genetic variation, Gene expression, Genetics, Humans, Genomes, 030304 developmental biology, Genetic association, 0303 health sciences, Gene Expression Profiling, Molecular Sequence Annotation, étude d'association pangénomique, Expressió gènica, United States, 3. Good health, Agricultural sciences, Consensus Development Conferences, NIH as Topic, Government Programs, Santé publique et épidémiologie, phénotype, Underlying disease, Organ Specificity, Regulatory sequence, Tissue bank, Expression quantitative trait loci, Human health and pathology, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, 030217 neurology & neurosurgery, Sciences agricoles, [SDV.MHEP]Life Sciences [q-bio]/Human health and pathology, Genome-Wide Association Study
Abstract

Genome-wide association studies have identified thousands of loci for common diseases, but, for the majority of these, the mechanisms underlying disease susceptibility remain unknown. Most associated variants are not correlated with protein-coding changes, suggesting that polymorphisms in regulatory regions probably contribute to many disease phenotypes. Here we describe the Genotype-Tissue Expression (GTEx) project, which will establish a resource database and associated tissue bank for the scientific community to study the relationship between genetic variation and gene expression in human tissues., National Institutes of Health (U.S.) (US NIH to the Broad Institute of Harvard and MIT, R01 DA006227-17), National Institute of Drug Abuse, National Institute of Mental Health (U.S.), National Institute of Neurological Disorders and Stroke (U.S.)

Published
2013
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