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1. A user guide for the online exploration and visualization of PCAWG data

Author

Mary J. Goldman, Junjun Zhang, Nuno A. Fonseca, Isidro Cortés-Ciriano, Qian Xiang, Brian Craft, Elena Piñeiro-Yáñez, Brian D. O’Connor, Wojciech Bazant, Elisabet Barrera, Alfonso Muñoz-Pomer, Robert Petryszak, Anja Füllgrabe, Fatima Al-Shahrour, Maria Keays, David Haussler, John N. Weinstein, Wolfgang Huber, Alfonso Valencia, Peter J. Park, Irene Papatheodorou, Jingchun Zhu, Vincent Ferretti, and Miguel Vazquez

Subjects
Science
Abstract

The Pan-Cancer Analysis of Whole Genomes project generated a vast array of data. In this article, the authors describe five different online resources to enable readers to explore and visualize the data.

Published
2020
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2. Gramene database: Navigating plant comparative genomics resources

Author

Parul Gupta, Sushma Naithani, Marcela Karey Tello-Ruiz, Kapeel Chougule, Peter D’Eustachio, Antonio Fabregat, Yinping Jiao, Maria Keays, Young Koung Lee, Sunita Kumari, Joseph Mulvaney, Andrew Olson, Justin Preece, Joshua Stein, Sharon Wei, Joel Weiser, Laura Huerta, Robert Petryszak, Paul Kersey, Lincoln D. Stein, Doreen Ware, and Pankaj Jaiswal

Subjects
Botany, QK1-989
Abstract

Gramene (http://www.gramene.org) is an online, open source, curated resource for plant comparative genomics and pathway analysis designed to support researchers working in plant genomics, breeding, evolutionary biology, system biology, and metabolic engineering. It exploits phylogenetic relationships to enrich the annotation of genomic data and provides tools to perform powerful comparative analyses across a wide spectrum of plant species. It consists of an integrated portal for querying, visualizing and analyzing data for 44 plant reference genomes, genetic variation data sets for 12 species, expression data for 16 species, curated rice pathways and orthology-based pathway projections for 66 plant species including various crops. Here we briefly describe the functions and uses of the Gramene database.

Published
2016
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4. Mitochondrial Complex I Is a Global Regulator of Secondary Metabolism, Virulence and Azole Sensitivity in Fungi.

Author

Mike Bromley, Anna Johns, Emma Davies, Marcin Fraczek, Jane Mabey Gilsenan, Natalya Kurbatova, Maria Keays, Misha Kapushesky, Marta Gut, Ivo Gut, David W Denning, and Paul Bowyer

Subjects
Medicine, Science
Abstract

Recent estimates of the global burden of fungal disease suggest that that their incidence has been drastically underestimated and that mortality may rival that of malaria or tuberculosis. Azoles are the principal class of antifungal drug and the only available oral treatment for fungal disease. Recent occurrence and increase in azole resistance is a major concern worldwide. Known azole resistance mechanisms include over-expression of efflux pumps and mutation of the gene encoding the target protein cyp51a, however, for one of the most important fungal pathogens of humans, Aspergillus fumigatus, much of the observed azole resistance does not appear to involve such mechanisms. Here we present evidence that azole resistance in A. fumigatus can arise through mutation of components of mitochondrial complex I. Gene deletions of the 29.9KD subunit of this complex are azole resistant, less virulent and exhibit dysregulation of secondary metabolite gene clusters in a manner analogous to deletion mutants of the secondary metabolism regulator, LaeA. Additionally we observe that a mutation leading to an E180D amino acid change in the 29.9 KD subunit is strongly associated with clinical azole resistant A. fumigatus isolates. Evidence presented in this paper suggests that complex I may play a role in the hypoxic response and that one possible mechanism for cell death during azole treatment is a dysfunctional hypoxic response that may be restored by dysregulation of complex I. Both deletion of the 29.9 KD subunit of complex I and azole treatment alone profoundly change expression of gene clusters involved in secondary metabolism and immunotoxin production raising potential concerns about long term azole therapy.

Published
2016
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5. Cell type ontologies of the Human Cell Atlas

Author

Ed S. Lein, Chuan Xu, Maria Keays, Sarah A. Teichmann, Peter V. Kharchenko, David Osumi-Sutherland, Adam P. Levine, and Aviv Regev

Subjects
Cell type, Computer science, Cells, Ontology (information science), 03 medical and health sciences, Atlases as Topic, 0302 clinical medicine, Data Mining, Humans, Profiling (information science), Cell Lineage, Disease, 030304 developmental biology, 0303 health sciences, Cellular composition, Atlas (topology), High-Throughput Nucleotide Sequencing, Reference cell, Genomics, Cell Biology, Human cell, Data science, Cell biology, Systems Integration, Gene Ontology, Phenotype, Biological Ontologies, Single-Cell Analysis, Transcriptome, Biomarkers, 030217 neurology & neurosurgery
Abstract

Massive single-cell profiling efforts have accelerated our discovery of the cellular composition of the human body while at the same time raising the need to formalize this new knowledge. Here, we discuss current efforts to harmonize and integrate different sources of annotations of cell types and states into a reference cell ontology. We illustrate with examples how a unified ontology can consolidate and advance our understanding of cell types across scientific communities and biological domains.

Published
2021

6. The human body at cellular resolution: the NIH Human Biomolecular Atlas Program

Author

William J. Greenleaf, Sarah A. Teichmann, Margaret Vella, Ajay Pillai, Aviv Regev, Ananda L. Roy, Kristin E. Burnum-Johnson, Cole Trapnell, Yiing Lin, Marda Jorgensen, Gloria S. Pryhuber, Leslie Gaffney, Ken S. Lau, Kimberly Robasky, Jeffrey M. Spraggins, Chuck McCallum, Stavros Michailidis, Randy Heiland, Orit Rozenblatt-Rosen, Allyson Ricarte, Xin bSun, Kevin J. Otto, Amir Bahmani, Zorina S. Galis, James S. Hagood, Monica Nagendran, Gökcen Eraslan, Robin M. Scibek, Jocelyn Y. Kishi, Jay Mulye, Maria Keays, Griffin M. Weber, Caltech-UW Tmc, Charles Ansong, Nicholas A. Nystrom, Vishal G. Venkataraaman, Vladimir Yu. Kiselev, Ucsd Tmc, Ellen M. Quardokus, Tushar bDesai, Bruce Herr, Engagement Component, James E. Anderson, Shin Lin, Lisel Record, Peter V. Kharchenko, Robert F. dMurphy, Stanford-WashU Tmc, Yu Wang, Jian Ma, Sergio Maffioletti, Sarah Black, Matthew Ruffalo, Salvatore Sechi, John C. Marioni, Ziv Bar-Joseph, Richard M. Caprioli, Stanford Ttd, Garry P. Nolan, Marishka Brown, Elizabeth L. Wilder, Maigan A. Brusko, Peter Chou, Tommaso Biancalani, Christian Martijn Schuerch, Julia Laskin, Richard Conroy, Jonathan C. Silverstein, Paula M. Mabee, Dena Procaccini, Pehr B. Harbury, Michael Snyder, Pothur Srinivas, Jennifer Rood, Dana Jackson, Sanjay Jain, Katy Börner, Visualization HuBMAP Integration, William E. Shirey, Sinem K. Saka, James P. Sluka, Agnes B. Fogo, Isabel Goldaracena, Sushma A. Akoju, Raymond C. Harris, Rahul Satija, Sylvia K. Plevritis, Tim Stuart, Shila Ghazanfar, Peng Yin, Harvard Ttd, Aaron M. Horning, Ed Esplin, Amanda Posgai, Michael J. Clare-Salzler, Raf Van de Plas, Aaron Pawlyk, Guo-Cheng Yuan, Benedict aten, DongHye Ye, Hayan Lee, Eyal Fisher, Jay Shendure, Long Cai, Danielle cGutierrez, Carl Kingsford, Ruben Dries, Sara Ahadi, Paul D. Piehowski, Bernd bBodenmiller, Purdue Ttd, Stephanie A. Nevins, Philip D. Blood, Andrew Butler, W. Christopher Lenhardt, Ying Zhu, Alexander J. Ropelewski, Harry S. Nick, Nathan Heath Patterson, Elizabeth K. Neumann, Anna Hupalowska, Samuel H. Friedman, Clive hWasserfall, Qian Zhu, Mark P. deCaestecker, Leonard E. Cross, Mark A. Atkinson, Paul Macklin, Todd M. Brusko, Eeshit Dhaval Vaishnav, Nils Gehlenborg, and Kun Zhang

Subjects
Male, Models, Anatomic, Aging, Biomedical Research, media_common.quotation_subject, International Cooperation, Art history, Technology development, Molecular resolution, 03 medical and health sciences, 0302 clinical medicine, Atlases as Topic, Computational platforms and environments, Research community, Common fund, Humans, Molecular Biology, 030304 developmental biology, media_common, 0303 health sciences, Shared vision, Multidisciplinary, Spatial mapping, Art, Genomics, United States, 3. Good health, Cellular resolution, National Institutes of Health (U.S.), Health, Organ Specificity, Perspective, Female, Single-Cell Analysis, 030217 neurology & neurosurgery
Abstract

Transformative technologies are enabling the construction of three-dimensional maps of tissues with unprecedented spatial and molecular resolution. Over the next seven years, the NIH Common Fund Human Biomolecular Atlas Program (HuBMAP) intends to develop a widely accessible framework for comprehensively mapping the human body at single-cell resolution by supporting technology development, data acquisition, and detailed spatial mapping. HuBMAP will integrate its efforts with other funding agencies, programs, consortia, and the biomedical research community at large towards the shared vision of a comprehensive, accessible three-dimensional molecular and cellular atlas of the human body, in health and under various disease conditions., HuBMAP supports technology development, data acquisition, and spatial analyses to generate comprehensive molecular and cellular three-dimensional tissue maps.

Published
2019

7. A user guide for the online exploration and visualization of PCAWG data

Author

David Haussler, Miguel Vazquez, Wolfgang Huber, Robert Petryszak, Jingchun Zhu, Anja Füllgrabe, Alfonso Munoz-Pomer, Maria Keays, Wojciech Bazant, Isidro Cortes-Ciriano, Brian O'Connor, Nuno A. Fonseca, Mary Goldman, Alfonso Valencia, Fatima Al-Shahrour, John N. Weinstein, Irene Papatheodorou, Junjun Zhang, Elisabet Barrera, Vincent Ferretti, Qian Xiang, Elena Piñeiro-Yáñez, Brian Craft, Peter J. Park, Unión Europea, European Research Council, European Molecular Biology Laboratory, NIH - National Cancer Institute (NCI) (Estados Unidos), Goldman, Mary J [0000-0002-9808-6388], Zhang, Junjun [0000-0001-5654-243X], Fonseca, Nuno A [0000-0003-4832-578X], Cortés-Ciriano, Isidro [0000-0002-2036-494X], Xiang, Qian [0000-0002-1377-1125], Piñeiro-Yáñez, Elena [0000-0003-2773-2343], Füllgrabe, Anja [0000-0002-8674-0039], Al-Shahrour, Fatima [0000-0003-2373-769X], Haussler, David [0000-0003-1533-4575], Weinstein, John N [0000-0001-9401-6908], Huber, Wolfgang [0000-0002-0474-2218], Park, Peter J [0000-0001-9378-960X], Papatheodorou, Irene [0000-0001-7270-5470], Vazquez, Miguel [0000-0002-5713-1058], Apollo - University of Cambridge Repository, Goldman, Mary J. [0000-0002-9808-6388], Fonseca, Nuno A. [0000-0003-4832-578X], Weinstein, John N. [0000-0001-9401-6908], Park, Peter J. [0000-0001-9378-960X], European Union (EU), European Research Council (ERC), European Molecular BiologyLaboratory (EMBL), and National Cancer Institute of the National Institutes ofHealth (NCI)

Subjects
0301 basic medicine, Data Analysis, General Physics and Astronomy, Genome, User-Computer Interface, 0302 clinical medicine, Resource (project management), Software, Neoplasms, Databases, Genetic, Cancer genomics, Use case, 631/208/69, lcsh:Science, Cancer genetics, Cancer, Multidisciplinary, Càncer -- Aspectes moleculars, Whole-genome sequencing (WGS), Genomics, humanities, 030220 oncology & carcinogenesis, 139, The Internet, Human, Biotechnology, Informàtica::Aplicacions de la informàtica::Bioinformàtica [Àrees temàtiques de la UPC], Bioinformatics, Science, Biology of cancers, Pan-Cancer Analysis of Whole Genomes (PCAWG) project, 631/67/69, General Biochemistry, Genetics and Molecular Biology, Article, Databases, 03 medical and health sciences, Genetic, Cancer -- Molecular aspects, Bioinformàtica, Genetics, Humans, Whole genome sequencing, Chromothripsis, Internet, Whole Genome Sequencing, business.industry, Genome, Human, Human Genome, Computational Biology, General Chemistry, Data science, Visualization, Genòmica, ComputingMethodologies_PATTERNRECOGNITION, 030104 developmental biology, Mutation, lcsh:Q, business, 2.6 Resources and infrastructure (aetiology), 631/61/212
Abstract

Funder: U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI), Funder: Ontario Institute for Cancer Research (Institut Ontarien de Recherche sur le Cancer); doi: https://doi.org/10.13039/100012118, Funder: EMBL Member States EU FP7 Programme projects EurocanPlatform (260791) CAGEKID (241669), Funder: European Union’s Framework Programme For Research and Innovation Horizon 2020 under the Marie Sklodowska-Curie grant agreement no. 703543, Funder: Michael & Susan Dell Foundation; Mary K. Chapman Foundation; CCSG Grant P30 CA016672 (Bioinformatics Shared Resource); ITCR U24 CA199461; GDAN U24 CA210949; GDAN U24 CA210950, Funder: European Commission's H2020 Programme, project SOUND, Grant Agreement no 633974, Funder: Spanish Government (SEV 2015-0493) BSC-Lenovo Master Collaboration Agreement (2015), The Pan-Cancer Analysis of Whole Genomes (PCAWG) project generated a vast amount of whole-genome cancer sequencing resource data. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumor types, we provide a user’s guide to the five publicly available online data exploration and visualization tools introduced in the PCAWG marker paper. These tools are ICGC Data Portal, UCSC Xena, Chromothripsis Explorer, Expression Atlas, and PCAWG-Scout. We detail use cases and analyses for each tool, show how they incorporate outside resources from the larger genomics ecosystem, and demonstrate how the tools can be used together to understand the biology of cancers more deeply. Together, the tools enable researchers to query the complex genomic PCAWG data dynamically and integrate external information, enabling and enhancing interpretation.

Published
2020

8. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples

Author

Bailey, Matthew H, Meyerson, William U, Dursi, Lewis Jonathan, Wang, Liang-Bo, Dong, Guanlan, Liang, Wen-Wei, Weerasinghe, Amila, Shantao, Li, Kelso, Sean, Saksena, Gordon, Ellrott, Kyle, Wendl, Michael C, Wheeler, David A, Getz, Gad, Simpson, Jared T, Gerstein, Mark B, Ding, Lirehan, Akbani, Pavana, Anur, Matthew, H Bailey, Alex, Buchanan, Kami, Chiotti, Kyle, Covington, Allison, Creason, Ding, Li, Kyle, Ellrott, Fan, Yu, Steven, Foltz, Gad, Getz, Walker, Hale, David, Haussler, Julian, M Hess, Carolyn, M Hutter, Cyriac, Kandoth, Katayoon, Kasaian, Melpomeni, Kasapi, Dave, Larson, Ignaty, Leshchiner, John, Letaw, Singer, Ma, Michael, D McLellan, Yifei, Men, Gordon, B Mills, Beifang, Niu, Myron, Peto, Amie, Radenbaugh, Sheila, M Reynolds, Gordon, Saksena, Heidi, Sofia, Chip, Stewart, Adam, J Struck, Joshua, M Stuart, Wenyi, Wang, John, N Weinstein, David, A Wheeler, Christopher, K Wong, Liu, Xi, Kai, Ye, Matthias, Bieg, Paul, C Boutros, Ivo, Buchhalter, Adam, P Butler, Ken, Chen, Zechen, Chong, Oliver, Drechsel, Lewis Jonathan Dursi, Roland, Eils, Shadrielle M, G Espiritu, Robert, S Fulton, Shengjie, Gao, Josep L, L Gelpi, Mark, B Gerstein, Santiago, Gonzalez, Ivo, G Gut, Faraz, Hach, Michael, C Heinold, Jonathan, Hinton, Taobo, Hu, Vincent, Huang, Huang, Yi, Barbara, Hutter, David, R Jones, Jongsun, Jung, Natalie, Jäger, Hyung-Lae, Kim, Kortine, Kleinheinz, Sushant, Kumar, Yogesh, Kumar, Christopher, M Lalansingh, Ivica, Letunic, Dimitri, Livitz, Eric, Z Ma, Yosef, E Maruvka, R Jay Mashl, Andrew, Menzies, Ana, Milovanovic, Morten Muhlig Nielsen, Stephan, Ossowski, Nagarajan, Paramasivam, Jakob Skou Pedersen, Marc, D Perry, Montserrat, Puiggròs, Keiran, M Raine, Esther, Rheinbay, Romina, Royo, S Cenk Sahinalp, Iman, Sarrafi, Matthias, Schlesner, Jared, T Simpson, Lucy, Stebbings, Miranda, D Stobbe, Jon, W Teague, Grace, Tiao, David, Torrents, Jeremiah, A Wala, Jiayin, Wang, Sebastian, M Waszak, Joachim, Weischenfeldt, Michael, C Wendl, Johannes, Werner, Zhenggang, Wu, Hong, Xue, Sergei, Yakneen, Takafumi, N Yamaguchi, Venkata, D Yellapantula, Christina, K Yung, Junjun, Zhang, Lauri, A Aaltonen, Federico, Abascal, Adam, Abeshouse, Hiroyuki, Aburatani, David, J Adams, Nishant, Agrawal, Keun Soo Ahn, Sung-Min, Ahn, Hiroshi, Aikata, Rehan, Akbani, Kadir, C Akdemir, Hikmat, Al-Ahmadie, Sultan, T Al-Sedairy, Fatima, Al-Shahrour, Malik, Alawi, Monique, Albert, Kenneth, Aldape, Ludmil, B Alexandrov, Adrian, Ally, Kathryn, Alsop, Eva, G Alvarez, Fernanda, Amary, Samirkumar, B Amin, Brice, Aminou, Ole, Ammerpohl, Matthew, J Anderson, Yeng, Ang, Davide, Antonello, Samuel, Aparicio, Elizabeth, L Appelbaum, Yasuhito, Arai, Axel, Aretz, Koji, Arihiro, Shun-Ichi, Ariizumi, Joshua, Armenia, Laurent, Arnould, Sylvia, Asa, Yassen, Assenov, Gurnit, Atwal, Sietse, Aukema, J Todd Auman, Miriam, R Aure, Philip, Awadalla, Marta, Aymerich, Gary, D Bader, Adrian, Baez-Ortega, Peter, J Bailey, Miruna, Balasundaram, Saianand, Balu, Pratiti, Bandopadhayay, Rosamonde, E Banks, Stefano, Barbi, Andrew, P Barbour, Jonathan, Barenboim, Jill, Barnholtz-Sloan, Hugh, Barr, Elisabet, Barrera, John, Bartlett, Javier, Bartolome, Bassi, Claudio, Oliver, F Bathe, Daniel, Baumhoer, Prashant, Bavi, Stephen, B Baylin, Wojciech, Bazant, Duncan, Beardsmore, Timothy, A Beck, Sam, Behjati, Andreas, Behren, Cindy, Bell, Sergi, Beltran, Christopher, Benz, Andrew, Berchuck, Anke, K Bergmann, Erik, N Bergstrom, Benjamin, P Berman, Daniel, M Berney, Stephan, H Bernhart, Rameen, Beroukhim, Mario, Berrios, Samantha, Bersani, Johanna, Bertl, Miguel, Betancourt, Vinayak, Bhandari, Shriram, G Bhosle, Andrew, V Biankin, Darell, Bigner, Hans, Binder, Ewan, Birney, Michael, Birrer, Nidhan, K Biswas, Bodil, Bjerkehagen, Tom, Bodenheimer, Lori, Boice, Giada, Bonizzato, Johann, S De Bono, Arnoud, Boot, Moiz, S Bootwalla, Ake, Borg, Arndt, Borkhardt, Keith, A Boroevich, Ivan, Borozan, Christoph, Borst, Marcus, Bosenberg, Mattia, Bosio, Jacqueline, Boultwood, Guillaume, Bourque, G Steven Bova, David, T Bowen, Reanne, Bowlby, David D, L Bowtell, Sandrine, Boyault, Rich, Boyce, Jeffrey, Boyd, Alvis, Brazma, Paul, Brennan, Daniel, S Brewer, Arie, B Brinkman, Robert, G Bristow, Russell, R Broaddus, Jane, E Brock, Malcolm, Brock, Annegien, Broeks, Angela, N Brooks, Denise, Brooks, Benedikt, Brors, Søren, Brunak, Timothy J, C Bruxner, Alicia, L Bruzos, Christiane, Buchholz, Susan, Bullman, Hazel, Burke, Birgit, Burkhardt, Kathleen, H Burns, John, Busanovich, Carlos, D Bustamante, Atul, J Butte, Niall, J Byrne, Anne-Lise, Børresen-Dale, Samantha, J Caesar-Johnson, Andy, Cafferkey, Declan, Cahill, Claudia, Calabrese, Carlos, Caldas, Fabien, Calvo, Niedzica, Camacho, Peter, J Campbell, Elias, Campo, Cinzia, Cantù, Shaolong, Cao, Thomas, E Carey, Joana, Carlevaro-Fita, Rebecca, Carlsen, Ivana, Cataldo, Mario, Cazzola, Jonathan, Cebon, Robert, Cerfolio, Dianne, E Chadwick, Dimple, Chakravarty, Don, Chalmers, Calvin Wing Yiu Chan, Kin, Chan, Michelle, Chan-Seng-Yue, Vishal, S Chandan, David, K Chang, Stephen, J Chanock, Lorraine, A Chantrill, Aurélien, Chateigner, Nilanjan, Chatterjee, Kazuaki, Chayama, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Chen, Andrew, D Cherniack, Jeremy, Chien, Yoke-Eng, Chiew, Suet-Feung, Chin, Juok, Cho, Sunghoon, Cho, Jung Kyoon Choi, Wan, Choi, Christine, Chomienne, Su Pin Choo, Angela, Chou, Angelika, N Christ, Elizabeth, L Christie, Eric, Chuah, Carrie, Cibulskis, Kristian, Cibulskis, Sara, Cingarlini, Peter, Clapham, Alexander, Claviez, Sean, Cleary, Nicole, Cloonan, Marek, Cmero, Colin, C Collins, Ashton, A Connor, Susanna, L Cooke, Colin, S Cooper, Leslie, Cope, Corbo, Vincenzo, Matthew, G Cordes, Stephen, M Cordner, Isidro, Cortés-Ciriano, Prue, A Cowin, Brian, Craft, David, Craft, Chad, J Creighton, Yupeng, Cun, Erin, Curley, Ioana, Cutcutache, Karolina, Czajka, Bogdan, Czerniak, Rebecca, A Dagg, Ludmila, Danilova, Maria Vittoria Davi, Natalie, R Davidson, Helen, Davies, Ian, J Davis, Brandi, N Davis-Dusenbery, Kevin, J Dawson, Francisco, M De La Vega, Ricardo De Paoli-Iseppi, Timothy, Defreitas, Angelo, P Dei Tos, Olivier, Delaneau, John, A Demchok, Jonas, Demeulemeester, German, M Demidov, Deniz, Demircioğlu, Nening, M Dennis, Robert, E Denroche, Stefan, C Dentro, Nikita, Desai, Vikram, Deshpande, Amit, G Deshwar, Christine, Desmedt, Jordi, Deu-Pons, Noreen, Dhalla, Neesha, C Dhani, Priyanka, Dhingra, Rajiv, Dhir, Anthony, Dibiase, Klev, Diamanti, Shuai, Ding, Huy, Q Dinh, Luc, Dirix, Harshavardhan, Doddapaneni, Nilgun, Donmez, Michelle, T Dow, Ronny, Drapkin, Ruben, M Drews, Serge, Serge, Tim, Dudderidge, Ana, Dueso-Barroso, Andrew, J Dunford, Michael, Dunn, Fraser, R Duthie, Ken, Dutton-Regester, Jenna, Eagles, Douglas, F Easton, Stuart, Edmonds, Paul, A Edwards, Sandra, E Edwards, Rosalind, A Eeles, Anna, Ehinger, Juergen, Eils, Adel, El-Naggar, Matthew, Eldridge, Serap, Erkek, Georgia, Escaramis, Xavier, Estivill, Dariush, Etemadmoghadam, Jorunn, E Eyfjord, Bishoy, M Faltas, Daiming, Fan, William, C Faquin, Claudiu, Farcas, Matteo, Fassan, Aquila, Fatima, Francesco, Favero, Nodirjon, Fayzullaev, Ina, Felau, Sian, Fereday, Martin, L Ferguson, Vincent, Ferretti, Lars, Feuerbach, Matthew, A Field, J Lynn Fink, Gaetano, Finocchiaro, Cyril, Fisher, Matthew, W Fittall, Anna, Fitzgerald, Rebecca, C Fitzgerald, Adrienne, M Flanagan, Neil, E Fleshner, Paul, Flicek, John, A Foekens, Kwun, M Fong, Nuno, A Fonseca, Christopher, S Foster, Natalie, S Fox, Michael, Fraser, Scott, Frazer, Milana, Frenkel-Morgenstern, William, Friedman, Joan, Frigola, Catrina, C Fronick, Akihiro, Fujimoto, Masashi, Fujita, Masashi, Fukayama, Lucinda, A Fulton, Mayuko, Furuta, P Andrew Futreal, Anja, Füllgrabe, Stacey, B Gabriel, Steven, Gallinger, Carlo, Gambacorti-Passerini, Jianjiong, Gao, Levi, Garraway, Øystein, Garred, Erik, Garrison, Dale, W Garsed, Nils, Gehlenborg, Joshy, George, Daniela, S Gerhard, Clarissa, Gerhauser, Jeffrey, E Gershenwald, Moritz, Gerstung, Mohammed, Ghori, Ronald, Ghossein, Nasra, H Giama, Richard, A Gibbs, Anthony, J Gill, Pelvender, Gill, Dilip, D Giri, Dominik, Glodzik, Vincent, J Gnanapragasam, Maria Elisabeth Goebler, Mary, J Goldman, Carmen, Gomez, Abel, Gonzalez-Perez, Dmitry, A Gordenin, James, Gossage, Kunihito, Gotoh, Ramaswamy, Govindan, Dorthe, Grabau, Janet, S Graham, Robert, C Grant, Anthony, R Green, Eric, Green, Liliana, Greger, Nicola, Grehan, Sonia, Grimaldi, Sean, M Grimmond, Robert, L Grossman, Adam, Grundhoff, Gunes, Gundem, Qianyun, Guo, Manaswi, Gupta, Shailja, Gupta, Marta, Gut, Jonathan, Göke, Gavin, Ha, Andrea, Haake, David, Haan, Siegfried, Haas, Kerstin, Haase, James, E Haber, Nina, Habermann, Syed, Haider, Natsuko, Hama, Freddie, C Hamdy, Anne, Hamilton, Mark, P Hamilton, Leng, Han, George, B Hanna, Martin, Hansmann, Nicholas, J Haradhvala, Olivier, Harismendy, Ivon, Harliwong, Arif, O Harmanci, Eoghan, Harrington, Takanori, Hasegawa, Steve, Hawkins, Shinya, Hayami, Shuto, Hayashi, D Neil Hayes, Stephen, J Hayes, Nicholas, K Hayward, Steven, Hazell, Yao, He, Allison, P Heath, Simon, C Heath, David, Hedley, Apurva, M Hegde, David, I Heiman, Zachary, Heins, Lawrence, E Heisler, Eva, Hellstrom-Lindberg, Mohamed, Helmy, Seong Gu Heo, Austin, J Hepperla, José María Heredia-Genestar, Carl, Herrmann, Peter, Hersey, Holmfridur, Hilmarsdottir, Satoshi, Hirano, Nobuyoshi, Hiraoka, Katherine, A Hoadley, Asger, Hobolth, Ermin, Hodzic, Jessica, I Hoell, Steve, Hoffmann, Oliver, Hofmann, Andrea, Holbrook, Aliaksei, Z Holik, Michael, A Hollingsworth, Oliver, Holmes, Robert, A Holt, Chen, Hong, Eun Pyo Hong, Jongwhi, H Hong, Gerrit, K Hooijer, Henrik, Hornshøj, Fumie, Hosoda, Yong, Hou, Volker, Hovestadt, William, Howat, Alan, P Hoyle, Ralph, H Hruban, Jianhong, Hu, Xing, Hua, Kuan-Lin, Huang, Mei, Huang, Mi Ni Huang, Wolfgang, Huber, Thomas, J Hudson, Michael, Hummel, Jillian, A Hung, David, Huntsman, Ted, R Hupp, Jason, Huse, Matthew, R Huska, Daniel, Hübschmann, Christine, A Iacobuzio-Donahue, Charles David Imbusch, Marcin, Imielinski, Seiya, Imoto, William, B Isaacs, Keren, Isaev, Shumpei, Ishikawa, Murat, Iskar, M Ashiqul Islam, S, Michael, Ittmann, Sinisa, Ivkovic, Jose M, G Izarzugaza, Jocelyne, Jacquemier, Valerie, Jakrot, Nigel, B Jamieson, Gun Ho Jang, Se Jin Jang, Joy, C Jayaseelan, Reyka, Jayasinghe, Stuart, R Jefferys, Karine, Jegalian, Jennifer, L Jennings, Seung-Hyup, Jeon, Lara, Jerman, Yuan, Ji, Wei, Jiao, Peter, A Johansson, Amber, L Johns, Jeremy, Johns, Rory, Johnson, Todd, A Johnson, Clemency, Jolly, Yann, Joly, Jon, G Jonasson, Corbin, D Jones, David T, W Jones, Nic, Jones, Steven J, M Jones, Jos, Jonkers, Young Seok Ju, Hartmut, Juhl, Malene, Juul, Randi Istrup Juul, Sissel, Juul, Rolf, Kabbe, Andre, Kahles, Abdullah, Kahraman, Vera, B Kaiser, Hojabr, Kakavand, Sangeetha, Kalimuthu, Christof von Kalle, Koo Jeong Kang, Katalin, Karaszi, Beth, Karlan, Rosa, Karlić, Dennis, Karsch, Karin, S Kassahn, Hitoshi, Katai, Mamoru, Kato, Hiroto, Katoh, Yoshiiku, Kawakami, Jonathan, D Kay, Stephen, H Kazakoff, Marat, D Kazanov, Maria, Keays, Electron, Kebebew, Richard, F Kefford, Manolis, Kellis, James, G Kench, Catherine, J Kennedy, Jules N, A Kerssemakers, David, Khoo, Vincent, Khoo, Narong, Khuntikeo, Ekta, Khurana, Helena, Kilpinen, Hark Kyun Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong, K Kim, Youngwook, Kim, Tari, A King, Wolfram, Klapper, Leszek, J Klimczak, Stian, Knappskog, Michael, Kneba, Bartha, M Knoppers, Youngil, Koh, Jan, Komorowski, Daisuke, Komura, Mitsuhiro, Komura, Kong, Gu, Marcel, Kool, Jan, O Korbel, Viktoriya, Korchina, Andrey, Korshunov, Michael, Koscher, Roelof, Koster, Zsofia, Kote-Jarai, Antonios, Koures, Milena, Kovacevic, Barbara, Kremeyer, Helene, Kretzmer, Markus, Kreuz, Savitri, Krishnamurthy, Dieter, Kube, Kiran, Kumar, Pardeep, Kumar, Ritika, Kundra, Kirsten, Kübler, Ralf, Küppers, Jesper, Lagergren, Phillip, H Lai, Peter, W Laird, Sunil, R Lakhani, Emilie, Lalonde, Fabien, C Lamaze, Adam, Lambert, Eric, Lander, Pablo, Landgraf, Landoni, Luca, Anita, Langerød, Andrés, Lanzós, Denis, Larsimont, Erik, Larsson, Mark, Lathrop, Loretta M, S Lau, Chris, Lawerenz, Rita, T Lawlor, Michael, S Lawrence, Alexander, J Lazar, Xuan, Le, Darlene, Lee, Donghoon, Lee, Eunjung Alice Lee, Hee Jin Lee, Jake June-Koo Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael Lee, Henry, Lee-Six, Kjong-Van, Lehmann, Hans, Lehrach, Dido, Lenze, Conrad, R Leonard, Daniel, A Leongamornlert, Louis, Letourneau, Douglas, A Levine, Lora, Lewis, Tim, Ley, Chang, Li, Constance, H Li, Haiyan Irene Li, Jun, Li, Lin, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Li, Han, Liang, Sheng-Ben, Liang, Peter, Lichter, Pei, Lin, Ziao, Lin, M Linehan, W, Ole Christian Lingjærde, Dongbing, Liu, Eric Minwei Liu, Fei-Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Liu, Julie, Livingstone, Naomi, Livni, Lucas, Lochovsky, Markus, Loeffler, Georgina, V Long, Armando, Lopez-Guillermo, Shaoke, Lou, David, N Louis, Laurence, B Lovat, Yiling, Lu, Yong-Jie, Lu, Youyong, Lu, Luchini, Claudio, Ilinca, Lungu, Xuemei, Luo, Hayley, J Luxton, Andy, G Lynch, Lisa, Lype, Cristina, López, Carlos, López-Otín, Yussanne, Ma, Gaetan, Macgrogan, Shona, Macrae, Geoff, Macintyre, Tobias, Madsen, Kazuhiro, Maejima, Andrea, Mafficini, Dennis, T Maglinte, Arindam, Maitra, Partha, P Majumder, Luca, Malcovati, Salem, Malikic, Malleo, Giuseppe, Graham, J Mann, Luisa, Mantovani-Löffler, Kathleen, Marchal, Giovanni, Marchegiani, Elaine, R Mardis, Adam, A Margolin, Maximillian, G Marin, Florian, Markowetz, Julia, Markowski, Jeffrey, Marks, Tomas, Marques-Bonet, Marco, A Marra, Luke, Marsden, John W, M Martens, Sancha, Martin, Jose, I Martin-Subero, Iñigo, Martincorena, Alexander, Martinez-Fundichely, Charlie, E Massie, Thomas, J Matthew, Lucy, Matthews, Erik, Mayer, Simon, Mayes, Michael, Mayo, Faridah, Mbabaali, Karen, Mccune, Ultan, Mcdermott, Patrick, D McGillivray, John, D McPherson, John, R McPherson, Treasa, A McPherson, Samuel, R Meier, Alice, Meng, Shaowu, Meng, Neil, D Merrett, Sue, Merson, Matthew, Meyerson, William, U Meyerson, Piotr, A Mieczkowski, George, L Mihaiescu, Sanja, Mijalkovic, Ana Mijalkovic Mijalkovic-Lazic, Tom, Mikkelsen, Milella, Michele, Linda, Mileshkin, Christopher, A Miller, David, K Miller, Jessica, K Miller, Sarah, Minner, Marco, Miotto, Gisela Mir Arnau, Lisa, Mirabello, Chris, Mitchell, Thomas, J Mitchell, Satoru, Miyano, Naoki, Miyoshi, Shinichi, Mizuno, Fruzsina, Molnár-Gábor, Malcolm, J Moore, Richard, A Moore, Sandro, Morganella, Quaid, D Morris, Carl, Morrison, Lisle, E Mose, Catherine, D Moser, Ferran, Muiños, Loris, Mularoni, Andrew, J Mungall, Karen, Mungall, Elizabeth, A Musgrove, Ville, Mustonen, David, Mutch, Francesc, Muyas, Donna, M Muzny, Alfonso, Muñoz, Jerome, Myers, Ola, Myklebost, Peter, Möller, Genta, Nagae, Adnan, M Nagrial, Hardeep, K Nahal-Bose, Hitoshi, Nakagama, Hidewaki, Nakagawa, Hiromi, Nakamura, Toru, Nakamura, Kaoru, Nakano, Tannistha, Nandi, Jyoti, Nangalia, Mia, Nastic, Arcadi, Navarro, Fabio C, P Navarro, David, E Neal, Gerd, Nettekoven, Felicity, Newell, Steven, J Newhouse, Yulia, Newton, Alvin Wei Tian Ng, Anthony, Ng, Jonathan, Nicholson, David, Nicol, Yongzhan, Nie, G Petur Nielsen, Serena, Nik-Zainal, Michael, S Noble, Katia, Nones, Paul, A Northcott, Faiyaz, Notta, Brian, D O'Connor, Peter, O'Donnell, Maria, O'Donovan, Sarah, O'Meara, Brian Patrick O'Neill, J Robert O'Neill, David, Ocana, Angelica, Ochoa, Layla, Oesper, Christopher, Ogden, Hideki, Ohdan, Kazuhiro, Ohi, Lucila, Ohno-Machado, Karin, A Oien, Akinyemi, I Ojesina, Hidenori, Ojima, Takuji, Okusaka, Larsson, Omberg, Choon Kiat Ong, German, Ott, F Francis Ouellette, B, Christine, P'Ng, Marta, Paczkowska, Paiella, Salvatore, Chawalit, Pairojkul, Marina, Pajic, Qiang, Pan-Hammarström, Elli, Papaemmanuil, Irene, Papatheodorou, Ji Wan Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter, J Park, Joel, S Parker, Simon, L Parsons, Harvey, Pass, Danielle, Pasternack, Alessandro, Pastore, Ann-Marie, Patch, Iris, Pauporté, Antonio, Pea, John, V Pearson, Chandra Sekhar Pedamallu, Paolo, Pederzoli, Martin, Peifer, Nathan, A Pennell, Charles, M Perou, Gloria, M Petersen, Nicholas, Petrelli, Robert, Petryszak, Stefan, M Pfister, Mark, Phillips, Oriol, Pich, Hilda, A Pickett, Todd, D Pihl, Nischalan, Pillay, Sarah, Pinder, Mark, Pinese, Andreia, V Pinho, Esa, Pitkänen, Xavier, Pivot, Elena, Piñeiro-Yáñez, Laura, Planko, Christoph, Plass, Paz, Polak, Tirso, Pons, Irinel, Popescu, Olga, Potapova, Aparna, Prasad, Shaun, R Preston, Manuel, Prinz, Antonia, L Pritchard, Stephenie, D Prokopec, Elena, Provenzano, Xose, S Puente, Sonia, Puig, Sergio, Pulido-Tamayo, Gulietta, M Pupo, Colin, A Purdie, Michael, C Quinn, Raquel, Rabionet, Janet, S Rader, Bernhard, Radlwimmer, Petar, Radovic, Benjamin, Raeder, Manasa, Ramakrishna, Kamna, Ramakrishnan, Suresh, Ramalingam, Benjamin, J Raphael, W Kimryn Rathmell, Tobias, Rausch, Guido, Reifenberger, Jüri, Reimand, Jorge, Reis-Filho, Victor, Reuter, Iker, Reyes-Salazar, Matthew, A Reyna, Yasser, Riazalhosseini, Andrea, L Richardson, Julia, Richter, Matthew, Ringel, Markus, Ringnér, Yasushi, Rino, Karsten, Rippe, Jeffrey, Roach, Lewis, R Roberts, Nicola, D Roberts, Steven, A Roberts, A Gordon Robertson, Alan, J Robertson, Javier Bartolomé Rodriguez, Bernardo, Rodriguez-Martin, F Germán Rodríguez-González, Michael H, A Roehrl, Marius, Rohde, Hirofumi, Rokutan, Gilles, Romieu, Ilse, Rooman, Tom, Roques, Daniel, Rosebrock, Mara, Rosenberg, Philip, C Rosenstiel, Andreas, Rosenwald, Edward, W Rowe, Steven, G Rozen, Yulia, Rubanova, Mark, A Rubin, Carlota, Rubio-Perez, Vasilisa, A Rudneva, Borislav, C Rusev, Ruzzenente, Andrea, Gunnar, Rätsch, Radhakrishnan, Sabarinathan, Veronica, Y Sabelnykova, Sara, Sadeghi, Natalie, Saini, Mihoko, Saito-Adachi, Adriana, Salcedo, Roberto, Salgado, Leonidas, Salichos, Richard, Sallari, Charles, Saller, Salvia, Roberto, Michelle, Sam, Jaswinder, S Samra, Francisco, Sanchez-Vega, Chris, Sander, Grant, Sanders, Rajiv, Sarin, Aya, Sasaki-Oku, Torill, Sauer, Guido, Sauter, Robyn P, M Saw, Maria, Scardoni, Christopher, J Scarlett, Scarpa, Aldo, Ghislaine, Scelo, Dirk, Schadendorf, Jacqueline, E Schein, Markus, B Schilhabel, Thorsten, Schlomm, Heather, K Schmidt, Sarah-Jane, Schramm, Stefan, Schreiber, Nikolaus, Schultz, Steven, E Schumacher, Roland, F Schwarz, Richard, A Scolyer, David, Scott, Ralph, Scully, Raja, Seethala, Ayellet, V Segre, Iris, Selander, Colin, A Semple, Yasin, Senbabaoglu, Subhajit, Sengupta, Elisabetta, Sereni, Stefano, Serra, Dennis, C Sgroi, Mark, Shackleton, Nimish, C Shah, Sagedeh, Shahabi, Catherine, A Shang, Ping, Shang, Ofer, Shapira, Troy, Shelton, Ciyue, Shen, Hui, Shen, Rebecca, Shepherd, Ruian, Shi, Yan, Shi, Yu-Jia, Shiah, Tatsuhiro, Shibata, Juliann, Shih, Eigo, Shimizu, Kiyo, Shimizu, Seung Jun Shin, Yuichi, Shiraishi, Tal, Shmaya, Ilya, Shmulevich, Solomon, I Shorser, Charles, Short, Raunak, Shrestha, Suyash, S Shringarpure, Craig, Shriver, Shimin, Shuai, Nikos, Sidiropoulos, Reiner, Siebert, Anieta, M Sieuwerts, Lina, Sieverling, Sabina, Signoretti, Katarzyna, O Sikora, Michele, Simbolo, Ronald, Simon, Janae, V Simons, Peter, T Simpson, Samuel, Singer, Nasa, Sinnott-Armstrong, Payal, Sipahimalani, Tara, J Skelly, Marcel, Smid, Jaclyn, Smith, Karen, Smith-McCune, Nicholas, D Socci, Heidi, J Sofia, Matthew, G Soloway, Lei, Song, Anil, K Sood, Sharmila, Sothi, Christos, Sotiriou, Cameron, M Soulette, Paul, N Span, Paul, T Spellman, Sperandio, Nicola, Andrew, J Spillane, Oliver, Spiro, Jonathan, Spring, Johan, Staaf, Peter, F Stadler, Peter, Staib, Stefan, G Stark, Ólafur Andri Stefánsson, Oliver, Stegle, Lincoln, D Stein, Alasdair, Stenhouse, Stephan, Stilgenbauer, Michael, R Stratton, Jonathan, R Stretch, Henk, G Stunnenberg, Hong, Su, Xiaoping, Su, Ren, X Sun, Stephanie, Sungalee, Hana, Susak, Akihiro, Suzuki, Fred, Sweep, Monika, Szczepanowski, Holger, Sültmann, Takashi, Yugawa, Angela, Tam, David, Tamborero, Benita Kiat Tee Tan, Donghui, Tan, Patrick, Tan, Hiroko, Tanaka, Hirokazu, Taniguchi, Tomas, J Tanskanen, Maxime, Tarabichi, Roy, Tarnuzzer, Patrick, Tarpey, Morgan, L Taschuk, Kenji, Tatsuno, Simon, Tavaré, Darrin, F Taylor, Amaro, Taylor-Weiner, Bin Tean Teh, Varsha, Tembe, Javier, Temes, Kevin, Thai, Sarah, P Thayer, Nina, Thiessen, Gilles, Thomas, Sarah, Thomas, Alan, Thompson, Alastair, M Thompson, John, F Thompson, R Houston Thompson, Heather, Thorne, Leigh, B Thorne, Adrian, Thorogood, Nebojsa, Tijanic, Lee, E Timms, Roberto, Tirabosco, Marta, Tojo, Stefania, Tommasi, Christopher, W Toon, Umut, H Toprak, Giampaolo, Tortora, Jörg, Tost, Yasushi, Totoki, David, Townend, Nadia, Traficante, Isabelle, Treilleux, Jean-Rémi, Trotta, Lorenz H, P Trümper, Ming, Tsao, Tatsuhiko, Tsunoda, Jose M, C Tubio, Olga, Tucker, Richard, Turkington, Daniel, J Turner, Andrew, Tutt, Masaki, Ueno, Naoto, T Ueno, Christopher, Umbricht, Husen, M Umer, Timothy, J Underwood, Lara, Urban, Tomoko, Urushidate, Tetsuo, Ushiku, Liis, Uusküla-Reimand, Alfonso, Valencia, David, J Van Den Berg, Steven Van Laere, Peter Van Loo, Erwin, G Van Meir, Gert, G Van den Eynden, Theodorus Van der Kwast, Naveen, Vasudev, Miguel, Vazquez, Ravikiran, Vedururu, Umadevi, Veluvolu, Shankar, Vembu, Lieven P, C Verbeke, Peter, Vermeulen, Clare, Verrill, Alain, Viari, David, Vicente, Caterina, Vicentini, K Vijay Raghavan, Juris, Viksna, Ricardo, E Vilain, Izar, Villasante, Anne, Vincent-Salomon, Tapio, Visakorpi, Douglas, Voet, Paresh, Vyas, Ignacio, Vázquez-García, Nick, M Waddell, Nicola, Waddell, Claes, Wadelius, Lina, Wadi, Rabea, Wagener, Jian, Wang, Linghua, Wang, Wang, Qi, Yumeng, Wang, Zhining, Wang, Paul, M Waring, Hans-Jörg, Warnatz, Jonathan, Warrell, Anne, Y Warren, David, C Wedge, Dieter, Weichenhan, Paul, Weinberger, Daniel, J Weisenberger, Ian, Welch, Justin, P Whalley, Hayley, C Whitaker, Dennis, Wigle, Matthew, D Wilkerson, Ashley, Williams, James, S Wilmott, Gavin, W Wilson, Julie, M Wilson, Richard, K Wilson, Boris, Winterhoff, Jeffrey, A Wintersinger, Maciej, Wiznerowicz, Stephan, Wolf, Bernice, H Wong, Tina, Wong, Winghing, Wong, Youngchoon, Woo, Scott, Wood, Bradly, G Wouters, Adam, J Wright, Derek, W Wright, Mark, H Wright, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Tian, Xia, Qian, Xiang, Xiao, Xiao, Rui, Xing, Heng, Xiong, Qinying, Xu, Yanxun, Xu, Shinichi, Yachida, Rui, Yamaguchi, Masakazu, Yamamoto, Shogo, Yamamoto, Hiroki, Yamaue, Fan, Yang, Huanming, Yang, Jean, Y Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yang, Xiaotong, Yao, Marie-Laure, Yaspo, Lucy, Yates, Christina, Yau, Chen, Ye, Christopher, J Yoon, Sung-Soo, Yoon, Fouad, Yousif, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yu, Yuan, Ke, Yuan, Yuan, Denis, Yuen, Olga, Zaikova, Jorge, Zamora, Marc, Zapatka, Jean, C Zenklusen, Thorsten, Zenz, Nikolajs, Zeps, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhang, Zhongming, Zhao, Liangtao, Zheng, Xiuqing, Zheng, Wanding, Zhou, Yong, Zhou, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zhu, Lihua, Zou, Xueqing, Zou, Anna, Defazio, Nicholas van As, Carolien H, M van Deurzen, Marc, J van de Vijver, L Van't Veer, Christian von Mering, Medical Oncology, Pathology, Bailey, Matthew H. [0000-0003-4526-9727], Dursi, Lewis Jonathan [0000-0002-4697-798X], Wang, Liang-Bo [0000-0001-6977-9348], Dong, Guanlan [0000-0002-4747-6036], Weerasinghe, Amila [0000-0003-3568-5823], Li, Shantao [0000-0002-5440-2780], Saksena, Gordon [0000-0001-6630-7935], Ellrott, Kyle [0000-0002-6573-5900], Wheeler, David A. [0000-0002-9056-6299], Getz, Gad [0000-0002-0936-0753], Gerstein, Mark B. [0000-0002-9746-3719], Apollo - University of Cambridge Repository, CCA - Cancer biology and immunology, Graduate School, Laboratory Genetic Metabolic Diseases, AGEM - Amsterdam Gastroenterology Endocrinology Metabolism, CCA -Cancer Center Amsterdam, Bailey, M, Meyerson, W, Dursi, L, Wang, L, Dong, G, Liang, W, Weerasinghe, A, Li, S, Kelso, S, Akbani, R, Anur, P, Buchanan, A, Chiotti, K, Covington, K, Creason, A, Ding, L, Ellrott, K, Fan, Y, Foltz, S, Getz, G, Hale, W, Haussler, D, Hess, J, Hutter, C, Kandoth, C, Kasaian, K, Kasapi, M, Larson, D, Leshchiner, I, Letaw, J, Ma, S, Mclellan, M, Men, Y, Mills, G, Niu, B, Peto, M, Radenbaugh, A, Reynolds, S, Saksena, G, Sofia, H, Stewart, C, Struck, A, Stuart, J, Wang, W, Weinstein, J, Wheeler, D, Wong, C, Xi, L, Ye, K, Bieg, M, Boutros, P, Buchhalter, I, Butler, A, Chen, K, Chong, Z, Drechsel, O, Jonathan Dursi, L, Eils, R, Espiritu, S, Fulton, R, Gao, S, Gelpi, J, Gerstein, M, Gonzalez, S, Gut, I, Hach, F, Heinold, M, Hinton, J, Hu, T, Huang, V, Huang, Y, Hutter, B, Jones, D, Jung, J, Jager, N, Kim, H, Kleinheinz, K, Kumar, S, Kumar, Y, Lalansingh, C, Letunic, I, Livitz, D, Ma, E, Maruvka, Y, Mashl, R, Menzies, A, Milovanovic, A, Nielsen, M, Ossowski, S, Paramasivam, N, Pedersen, J, Perry, M, Puiggros, M, Raine, K, Rheinbay, E, Royo, R, Sahinalp, S, Sarrafi, I, Schlesner, M, Simpson, J, Stebbings, L, Stobbe, M, Teague, J, Tiao, G, Torrents, D, Wala, J, Wang, J, Waszak, S, Weischenfeldt, J, Wendl, M, Werner, J, Wu, Z, Xue, H, Yakneen, S, Yamaguchi, T, Yellapantula, V, Yung, C, Zhang, J, Aaltonen, L, Abascal, F, Abeshouse, A, Aburatani, H, Adams, D, Agrawal, N, Ahn, K, Ahn, S, Aikata, H, Akdemir, K, Al-Ahmadie, H, Al-Sedairy, S, Al-Shahrour, F, Alawi, M, Albert, M, Aldape, K, Alexandrov, L, Ally, A, Alsop, K, Alvarez, E, Amary, F, Amin, S, Aminou, B, Ammerpohl, O, Anderson, M, Ang, Y, Antonello, D, Aparicio, S, Appelbaum, E, Arai, Y, Aretz, A, Arihiro, K, Ariizumi, S, Armenia, J, Arnould, L, Asa, S, Assenov, Y, Atwal, G, Aukema, S, Auman, J, Aure, M, Awadalla, P, Aymerich, M, Bader, G, Baez-Ortega, A, Bailey, P, Balasundaram, M, Balu, S, Bandopadhayay, P, Banks, R, Barbi, S, Barbour, A, Barenboim, J, Barnholtz-Sloan, J, Barr, H, Barrera, E, Bartlett, J, Bartolome, J, Bassi, C, Bathe, O, Baumhoer, D, Bavi, P, Baylin, S, Bazant, W, Beardsmore, D, Beck, T, Behjati, S, Behren, A, Bell, C, Beltran, S, Benz, C, Berchuck, A, Bergmann, A, Bergstrom, E, Berman, B, Berney, D, Bernhart, S, Beroukhim, R, Berrios, M, Bersani, S, Bertl, J, Betancourt, M, Bhandari, V, Bhosle, S, Biankin, A, Bigner, D, Binder, H, Birney, E, Birrer, M, Biswas, N, Bjerkehagen, B, Bodenheimer, T, Boice, L, Bonizzato, G, De Bono, J, Boot, A, Bootwalla, M, Borg, A, Borkhardt, A, Boroevich, K, Borozan, I, Borst, C, Bosenberg, M, Bosio, M, Boultwood, J, Bourque, G, Bova, G, Bowen, D, Bowlby, R, Bowtell, D, Boyault, S, Boyce, R, Boyd, J, Brazma, A, Brennan, P, Brewer, D, Brinkman, A, Bristow, R, Broaddus, R, Brock, J, Brock, M, Broeks, A, Brooks, A, Brooks, D, Brors, B, Brunak, S, Bruxner, T, Bruzos, A, Buchholz, C, Bullman, S, Burke, H, Burkhardt, B, Burns, K, Busanovich, J, Bustamante, C, Butte, A, Byrne, N, Borresen-Dale, A, Caesar-Johnson, S, Cafferkey, A, Cahill, D, Calabrese, C, Caldas, C, Calvo, F, Camacho, N, Campbell, P, Campo, E, Cantu, C, Cao, S, Carey, T, Carlevaro-Fita, J, Carlsen, R, Cataldo, I, Cazzola, M, Cebon, J, Cerfolio, R, Chadwick, D, Chakravarty, D, Chalmers, D, Chan, C, Chan, K, Chan-Seng-Yue, M, Chandan, V, Chang, D, Chanock, S, Chantrill, L, Chateigner, A, Chatterjee, N, Chayama, K, Chen, H, Chen, J, Chen, Y, Chen, Z, Cherniack, A, Chien, J, Chiew, Y, Chin, S, Cho, J, Cho, S, Choi, J, Choi, W, Chomienne, C, Choo, S, Chou, A, Christ, A, Christie, E, Chuah, E, Cibulskis, C, Cibulskis, K, Cingarlini, S, Clapham, P, Claviez, A, Cleary, S, Cloonan, N, Cmero, M, Collins, C, Connor, A, Cooke, S, Cooper, C, Cope, L, Corbo, V, Cordes, M, Cordner, S, Cortes-Ciriano, I, Cowin, P, Craft, B, Craft, D, Creighton, C, Cun, Y, Curley, E, Cutcutache, I, Czajka, K, Czerniak, B, Dagg, R, Danilova, L, Davi, M, Davidson, N, Davies, H, Davis, I, Davis-Dusenbery, B, Dawson, K, De La Vega, F, De Paoli-Iseppi, R, Defreitas, T, Dei Tos, A, Delaneau, O, Demchok, J, Demeulemeester, J, Demidov, G, Demircioglu, D, Dennis, N, Denroche, R, Dentro, S, Desai, N, Deshpande, V, Deshwar, A, Desmedt, C, Deu-Pons, J, Dhalla, N, Dhani, N, Dhingra, P, Dhir, R, Dibiase, A, Diamanti, K, Ding, S, Dinh, H, Dirix, L, Doddapaneni, H, Donmez, N, Dow, M, Drapkin, R, Drews, R, Serge, S, Dudderidge, T, Dueso-Barroso, A, Dunford, A, Dunn, M, Duthie, F, Dutton-Regester, K, Eagles, J, Easton, D, Edmonds, S, Edwards, P, Edwards, S, Eeles, R, Ehinger, A, Eils, J, El-Naggar, A, Eldridge, M, Erkek, S, Escaramis, G, Estivill, X, Etemadmoghadam, D, Eyfjord, J, Faltas, B, Fan, D, Faquin, W, Farcas, C, Fassan, M, Fatima, A, Favero, F, Fayzullaev, N, Felau, I, Fereday, S, Ferguson, M, Ferretti, V, Feuerbach, L, Field, M, Fink, J, Finocchiaro, G, Fisher, C, Fittall, M, Fitzgerald, A, Fitzgerald, R, Flanagan, A, Fleshner, N, Flicek, P, Foekens, J, Fong, K, Fonseca, N, Foster, C, Fox, N, Fraser, M, Frazer, S, Frenkel-Morgenstern, M, Friedman, W, Frigola, J, Fronick, C, Fujimoto, A, Fujita, M, Fukayama, M, Fulton, L, Furuta, M, Futreal, P, Fullgrabe, A, Gabriel, S, Gallinger, S, Gambacorti Passerini, C, Gao, J, Garraway, L, Garred, O, Garrison, E, Garsed, D, Gehlenborg, N, George, J, Gerhard, D, Gerhauser, C, Gershenwald, J, Gerstung, M, Ghori, M, Ghossein, R, Giama, N, Gibbs, R, Gill, A, Gill, P, Giri, D, Glodzik, D, Gnanapragasam, V, Goebler, M, Goldman, M, Gomez, C, Gonzalez-Perez, A, Gordenin, D, Gossage, J, Gotoh, K, Govindan, R, Grabau, D, Graham, J, Grant, R, Green, A, Green, E, Greger, L, Grehan, N, Grimaldi, S, Grimmond, S, Grossman, R, Grundhoff, A, Gundem, G, Guo, Q, Gupta, M, Gupta, S, Gut, M, Goke, J, Ha, G, Haake, A, Haan, D, Haas, S, Haase, K, Haber, J, Habermann, N, Haider, S, Hama, N, Hamdy, F, Hamilton, A, Hamilton, M, Han, L, Hanna, G, Hansmann, M, Haradhvala, N, Harismendy, O, Harliwong, I, Harmanci, A, Harrington, E, Hasegawa, T, Hawkins, S, Hayami, S, Hayashi, S, Hayes, D, Hayes, S, Hayward, N, Hazell, S, He, Y, Heath, A, Heath, S, Hedley, D, Hegde, A, Heiman, D, Heins, Z, Heisler, L, Hellstrom-Lindberg, E, Helmy, M, Heo, S, Hepperla, A, Heredia-Genestar, J, Herrmann, C, Hersey, P, Hilmarsdottir, H, Hirano, S, Hiraoka, N, Hoadley, K, Hobolth, A, Hodzic, E, Hoell, J, Hoffmann, S, Hofmann, O, Holbrook, A, Holik, A, Hollingsworth, M, Holmes, O, Holt, R, Hong, C, Hong, E, Hong, J, Hooijer, G, Hornshoj, H, Hosoda, F, Hou, Y, Hovestadt, V, Howat, W, Hoyle, A, Hruban, R, Hu, J, Hua, X, Huang, K, Huang, M, Huber, W, Hudson, T, Hummel, M, Hung, J, Huntsman, D, Hupp, T, Huse, J, Huska, M, Hubschmann, D, Iacobuzio-Donahue, C, Imbusch, C, Imielinski, M, Imoto, S, Isaacs, W, Isaev, K, Ishikawa, S, Iskar, M, Islam, S, Ittmann, M, Ivkovic, S, Izarzugaza, J, Jacquemier, J, Jakrot, V, Jamieson, N, Jang, G, Jang, S, Jayaseelan, J, Jayasinghe, R, Jefferys, S, Jegalian, K, Jennings, J, Jeon, S, Jerman, L, Ji, Y, Jiao, W, Johansson, P, Johns, A, Johns, J, Johnson, R, Johnson, T, Jolly, C, Joly, Y, Jonasson, J, Jones, C, Jones, N, Jones, S, Jonkers, J, Ju, Y, Juhl, H, Juul, M, Juul, R, Juul, S, Kabbe, R, Kahles, A, Kahraman, A, Kaiser, V, Kakavand, H, Kalimuthu, S, von Kalle, C, Kang, K, Karaszi, K, Karlan, B, Karlic, R, Karsch, D, Kassahn, K, Katai, H, Kato, M, Katoh, H, Kawakami, Y, Kay, J, Kazakoff, S, Kazanov, M, Keays, M, Kebebew, E, Kefford, R, Kellis, M, Kench, J, Kennedy, C, Kerssemakers, J, Khoo, D, Khoo, V, Khuntikeo, N, Khurana, E, Kilpinen, H, Kim, J, Kim, Y, King, T, Klapper, W, Klimczak, L, Knappskog, S, Kneba, M, Knoppers, B, Koh, Y, Jan, K, Komura, D, Komura, M, Kong, G, Kool, M, Korbel, J, Korchina, V, Korshunov, A, Koscher, M, Koster, R, Kote-Jarai, Z, Koures, A, Kovacevic, M, Kremeyer, B, Kretzmer, H, Kreuz, M, Krishnamurthy, S, Kube, D, Kumar, K, Kumar, P, Kundra, R, Kubler, K, Kuppers, R, Lagergren, J, Lai, P, Laird, P, Lakhani, S, Lalonde, E, Lamaze, F, Lambert, A, Lander, E, Landgraf, P, Landoni, L, Langerod, A, Lanzos, A, Larsimont, D, Larsson, E, Lathrop, M, Lau, L, Lawerenz, C, Lawlor, R, Lawrence, M, Lazar, A, Le, X, Lee, D, Lee, E, Lee, H, Lee, J, Lee, M, Lee-Six, H, Lehmann, K, Lehrach, H, Lenze, D, Leonard, C, Leongamornlert, D, Letourneau, L, Levine, D, Lewis, L, Ley, T, Li, C, Li, H, Li, J, Li, L, Li, X, Li, Y, Liang, H, Liang, S, Lichter, P, Lin, P, Lin, Z, Linehan, W, Lingjaerde, O, Liu, D, Liu, E, Liu, F, Liu, J, Liu, X, Livingstone, J, Livni, N, Lochovsky, L, Loeffler, M, Long, G, Lopez-Guillermo, A, Lou, S, Louis, D, Lovat, L, Lu, Y, Luchini, C, Lungu, I, Luo, X, Luxton, H, Lynch, A, Lype, L, Lopez, C, Lopez-Otin, C, Ma, Y, Macgrogan, G, Macrae, S, Macintyre, G, Madsen, T, Maejima, K, Mafficini, A, Maglinte, D, Maitra, A, Majumder, P, Malcovati, L, Malikic, S, Malleo, G, Mann, G, Mantovani-Loffler, L, Marchal, K, Marchegiani, G, Mardis, E, Margolin, A, Marin, M, Markowetz, F, Markowski, J, Marks, J, Marques-Bonet, T, Marra, M, Marsden, L, Martens, J, Martin, S, Martin-Subero, J, Martincorena, I, Martinez-Fundichely, A, Massie, C, Matthew, T, Matthews, L, Mayer, E, Mayes, S, Mayo, M, Mbabaali, F, Mccune, K, Mcdermott, U, Mcgillivray, P, Mcpherson, J, Mcpherson, T, Meier, S, Meng, A, Meng, S, Merrett, N, Merson, S, Meyerson, M, Mieczkowski, P, Mihaiescu, G, Mijalkovic, S, Mijalkovic-Lazic, A, Mikkelsen, T, Milella, M, Mileshkin, L, Miller, C, Miller, D, Miller, J, Minner, S, Miotto, M, Arnau, G, Mirabello, L, Mitchell, C, Mitchell, T, Miyano, S, Miyoshi, N, Mizuno, S, Molnar-Gabor, F, Moore, M, Moore, R, Morganella, S, Morris, Q, Morrison, C, Mose, L, Moser, C, Muinos, F, Mularoni, L, Mungall, A, Mungall, K, Musgrove, E, Mustonen, V, Mutch, D, Muyas, F, Muzny, D, Munoz, A, Myers, J, Myklebost, O, Moller, P, Nagae, G, Nagrial, A, Nahal-Bose, H, Nakagama, H, Nakagawa, H, Nakamura, H, Nakamura, T, Nakano, K, Nandi, T, Nangalia, J, Nastic, M, Navarro, A, Navarro, F, Neal, D, Nettekoven, G, Newell, F, Newhouse, S, Newton, Y, Ng, A, Nicholson, J, Nicol, D, Nie, Y, Nielsen, G, Nik-Zainal, S, Noble, M, Nones, K, Northcott, P, Notta, F, O'Connor, B, O'Donnell, P, O'Donovan, M, O'Meara, S, O'Neill, B, O'Neill, J, Ocana, D, Ochoa, A, Oesper, L, Ogden, C, Ohdan, H, Ohi, K, Ohno-Machado, L, Oien, K, Ojesina, A, Ojima, H, Okusaka, T, Omberg, L, Ong, C, Ott, G, Ouellette, B, P'Ng, C, Paczkowska, M, Paiella, S, Pairojkul, C, Pajic, M, Pan-Hammarstrom, Q, Papaemmanuil, E, Papatheodorou, I, Park, J, Park, K, Park, P, Parker, J, Parsons, S, Pass, H, Pasternack, D, Pastore, A, Patch, A, Pauporte, I, Pea, A, Pearson, J, Pedamallu, C, Pederzoli, P, Peifer, M, Pennell, N, Perou, C, Petersen, G, Petrelli, N, Petryszak, R, Pfister, S, Phillips, M, Pich, O, Pickett, H, Pihl, T, Pillay, N, Pinder, S, Pinese, M, Pinho, A, Pitkanen, E, Pivot, X, Pineiro-Yanez, E, Planko, L, Plass, C, Polak, P, Pons, T, Popescu, I, Potapova, O, Prasad, A, Preston, S, Prinz, M, Pritchard, A, Prokopec, S, Provenzano, E, Puente, X, Puig, S, Pulido-Tamayo, S, Pupo, G, Purdie, C, Quinn, M, Rabionet, R, Rader, J, Radlwimmer, B, Radovic, P, Raeder, B, Ramakrishna, M, Ramakrishnan, K, Ramalingam, S, Raphael, B, Rathmell, W, Rausch, T, Reifenberger, G, Reimand, J, Reis-Filho, J, Reuter, V, Reyes-Salazar, I, Reyna, M, Riazalhosseini, Y, Richardson, A, Richter, J, Ringel, M, Ringner, M, Rino, Y, Rippe, K, Roach, J, Roberts, L, Roberts, N, Roberts, S, Robertson, A, Rodriguez, J, Rodriguez-Martin, B, Rodriguez-Gonzalez, F, Roehrl, M, Rohde, M, Rokutan, H, Romieu, G, Rooman, I, Roques, T, Rosebrock, D, Rosenberg, M, Rosenstiel, P, Rosenwald, A, Rowe, E, Rozen, S, Rubanova, Y, Rubin, M, Rubio-Perez, C, Rudneva, V, Rusev, B, Ruzzenente, A, Ratsch, G, Sabarinathan, R, Sabelnykova, V, Sadeghi, S, Saini, N, Saito-Adachi, M, Salcedo, A, Salgado, R, Salichos, L, Sallari, R, Saller, C, Salvia, R, Sam, M, Samra, J, Sanchez-Vega, F, Sander, C, Sanders, G, Sarin, R, Sasaki-Oku, A, Sauer, T, Sauter, G, Saw, R, Scardoni, M, Scarlett, C, Scarpa, A, Scelo, G, Schadendorf, D, Schein, J, Schilhabel, M, Schlomm, T, Schmidt, H, Schramm, S, Schreiber, S, Schultz, N, Schumacher, S, Schwarz, R, Scolyer, R, Scott, D, Scully, R, Seethala, R, Segre, A, Selander, I, Semple, C, Senbabaoglu, Y, Sengupta, S, Sereni, E, Serra, S, Sgroi, D, Shackleton, M, Shah, N, Shahabi, S, Shang, C, Shang, P, Shapira, O, Shelton, T, Shen, C, Shen, H, Shepherd, R, Shi, R, Shi, Y, Shiah, Y, Shibata, T, Shih, J, Shimizu, E, Shimizu, K, Shin, S, Shiraishi, Y, Shmaya, T, Shmulevich, I, Shorser, S, Short, C, Shrestha, R, Shringarpure, S, Shriver, C, Shuai, S, Sidiropoulos, N, Siebert, R, Sieuwerts, A, Sieverling, L, Signoretti, S, Sikora, K, Simbolo, M, Simon, R, Simons, J, Simpson, P, Singer, S, Sinnott-Armstrong, N, Sipahimalani, P, Skelly, T, Smid, M, Smith, J, Smith-McCune, K, Socci, N, Soloway, M, Song, L, Sood, A, Sothi, S, Sotiriou, C, Soulette, C, Span, P, Spellman, P, Sperandio, N, Spillane, A, Spiro, O, Spring, J, Staaf, J, Stadler, P, Staib, P, Stark, S, Stefansson, O, Stegle, O, Stein, L, Stenhouse, A, Stilgenbauer, S, Stratton, M, Stretch, J, Stunnenberg, H, Su, H, Su, X, Sun, R, Sungalee, S, Susak, H, Suzuki, A, Sweep, F, Szczepanowski, M, Sultmann, H, Yugawa, T, Tam, A, Tamborero, D, Tan, B, Tan, D, Tan, P, Tanaka, H, Taniguchi, H, Tanskanen, T, Tarabichi, M, Tarnuzzer, R, Tarpey, P, Taschuk, M, Tatsuno, K, Tavare, S, Taylor, D, Taylor-Weiner, A, Teh, B, Tembe, V, Temes, J, Thai, K, Thayer, S, Thiessen, N, Thomas, G, Thomas, S, Thompson, A, Thompson, J, Thompson, R, Thorne, H, Thorne, L, Thorogood, A, Tijanic, N, Timms, L, Tirabosco, R, Tojo, M, Tommasi, S, Toon, C, Toprak, U, Tortora, G, Tost, J, Totoki, Y, Townend, D, Traficante, N, Treilleux, I, Trotta, J, Trumper, L, Tsao, M, Tsunoda, T, Tubio, J, Tucker, O, Turkington, R, Turner, D, Tutt, A, Ueno, M, Ueno, N, Umbricht, C, Umer, H, Underwood, T, Urban, L, Urushidate, T, Ushiku, T, Uuskula-Reimand, L, Valencia, A, Van Den Berg, D, Van Laere, S, Van Loo, P, Van Meir, E, Van den Eynden, G, Van der Kwast, T, Vasudev, N, Vazquez, M, Vedururu, R, Veluvolu, U, Vembu, S, Verbeke, L, Vermeulen, P, Verrill, C, Viari, A, Vicente, D, Vicentini, C, Raghavan, K, Viksna, J, Vilain, R, Villasante, I, Vincent-Salomon, A, Visakorpi, T, Voet, D, Vyas, P, Vazquez-Garcia, I, Waddell, N, Wadelius, C, Wadi, L, Wagener, R, Wang, Q, Wang, Y, Wang, Z, Waring, P, Warnatz, H, Warrell, J, Warren, A, Wedge, D, Weichenhan, D, Weinberger, P, Weisenberger, D, Welch, I, Whalley, J, Whitaker, H, Wigle, D, Wilkerson, M, Williams, A, Wilmott, J, Wilson, G, Wilson, J, Wilson, R, Winterhoff, B, Wintersinger, J, Wiznerowicz, M, Wolf, S, Wong, B, Wong, T, Wong, W, Woo, Y, Wood, S, Wouters, B, Wright, A, Wright, D, Wright, M, Wu, C, Wu, D, Wu, G, Wu, J, Wu, K, Wu, Y, Xia, T, Xiang, Q, Xiao, X, Xing, R, Xiong, H, Xu, Q, Xu, Y, Yachida, S, Yamaguchi, R, Yamamoto, M, Yamamoto, S, Yamaue, H, Yang, F, Yang, H, Yang, J, Yang, L, Yang, S, Yang, T, Yang, Y, Yao, X, Yaspo, M, Yates, L, Yau, C, Ye, C, Yoon, C, Yoon, S, Yousif, F, Yu, J, Yu, K, Yu, W, Yu, Y, Yuan, K, Yuan, Y, Yuen, D, Zaikova, O, Zamora, J, Zapatka, M, Zenklusen, J, Zenz, T, Zeps, N, Zhang, C, Zhang, F, Zhang, H, Zhang, X, Zhang, Y, Zhang, Z, Zhao, Z, Zheng, L, Zheng, X, Zhou, W, Zhou, Y, Bin, Z, Zhu, H, Zhu, J, Zhu, S, Zou, L, Zou, X, Defazio, A, van As, N, van Deurzen, C, van de Vijver, M, van't Veer, L, von Mering, C, Heilbrigðisvísindasvið (HÍ), School of Health Sciences (UI), Háskóli Íslands, University of Iceland, Tampere University, BioMediTech, TAYS Cancer Centre, University of St Andrews. Sir James Mackenzie Institute for Early Diagnosis, University of St Andrews. Cellular Medicine Division, University of St Andrews. Statistics, University of St Andrews. School of Medicine, University of Zurich, Gerstein, Mark B, Ding, Li, Bailey, Matthew H [0000-0003-4526-9727], Wheeler, David A [0000-0002-9056-6299], Gerstein, Mark B [0000-0002-9746-3719], Faculty of Economic and Social Sciences and Solvay Business School, Lauri Antti Aaltonen / Principal Investigator, Genome-Scale Biology (GSB) Research Program, Department of Medical and Clinical Genetics, Organismal and Evolutionary Biology Research Programme, Helsinki Institute for Information Technology, Institute of Biotechnology, Bioinformatics, Department of Computer Science, Faculty of Medicine, and HUS Helsinki and Uusimaa Hospital District

Subjects
VARIANTS, 0302 clinical medicine, 706/648/697/129/2043, Databases, Genetic, Cancer genomics, SOMATIC POINT MUTATIONS, Càncer, lcsh:Science, Exome, Exome sequencing, Cancer, Base Composition, Neoplasms -- genetics, 1184 Genetics, developmental biology, physiology, 3100 General Physics and Astronomy, 3. Good health, 030220 oncology & carcinogenesis, Science & Technology - Other Topics, Transformació genètica, Genetic databases, Erfðarannsóknir, Human, GENES, Science, 1600 General Chemistry, General Biochemistry, Genetics and Molecular Biology, RC0254, 03 medical and health sciences, Genetic, SDG 3 - Good Health and Well-being, 1300 General Biochemistry, Genetics and Molecular Biology, Exome Sequencing, Genetics, Humans, Author Correction, Retrospective Studies, Whole genome sequencing, Comparative genomics, Science & Technology, RC0254 Neoplasms. Tumors. Oncology (including Cancer), INSERTIONS, DNA, PERFORMANCE, Human genetics, Communication and replication, Cancérologie, 692/4028/67/69, Genòmica, 030104 developmental biology, Mutation, Genome mutation, Human genome, lcsh:Q, COMPREHENSIVE CHARACTERIZATION, Genètica, 0301 basic medicine, Medizin, General Physics and Astronomy, Genome, Whole Exome Sequencing, Genetic transformation, International Cancer Genome Consortium, Neoplasms, 631/114/2399, Genamengi, Medicine and Health Sciences, Medicine(all), Women's cancers Radboud Institute for Molecular Life Sciences [Radboudumc 17], Multidisciplinary, 318 Medical biotechnology, Exome -- genetics, article, Exons, Women's cancers Radboud Institute for Health Sciences [Radboudumc 17], Multidisciplinary Sciences, CAPTURE, 1181 Ecology, evolutionary biology, oncology, DNA, Intergenic, 139, Medical Genetics, Biotechnology, ICGC/TCGA Pan-Cancer Analysis, 3122 Cancers, 610 Medicine & health, 45/23, QH426 Genetics, Biology, MC3 Working Group, Databases, Germline mutation, PCAWG novel somatic mutation calling methods working group, Krabbameinsrannsóknir, Cancer Genome Atlas, Genome, Human -- genetics, ddc:610, QH426, Medicinsk genetik, Krabbamein, Intergenic, Whole Genome Sequencing, Genome, Human, Human Genome, PCAWG Consortium, DAS, General Chemistry, DELETIONS, Good Health and Well Being, 10032 Clinic for Oncology and Hematology, 3111 Biomedicine, 631/1647/2217/748
Abstract

MC3 Working Group: Rehan Akbani21, Pavana Anur22, Matthew H. Bailey1,2,3, Alex Buchanan9, Kami Chiotti9, Kyle Covington12,23, Allison Creason9, Li Ding1,2,3,20, Kyle Ellrott9, Yu Fan21, Steven Foltz1,2, Gad Getz8,14,15,16, Walker Hale12, David Haussler24,25, Julian M. Hess8,26, Carolyn M. Hutter27, Cyriac Kandoth28, Katayoon Kasaian29,30, Melpomeni Kasapi27, Dave Larson1 , Ignaty Leshchiner8, John Letaw31, Singer Ma32, Michael D. McLellan1,3,20, Yifei Men32, Gordon B. Mills33,34, Beifang Niu35, Myron Peto22, Amie Radenbaugh24, Sheila M. Reynolds36, Gordon Saksena8, Heidi Sofia27, Chip Stewart8, Adam J. Struck31, Joshua M. Stuart24,37, Wenyi Wang21, John N. Weinstein38, David A. Wheeler12,13, Christopher K. Wong24,39, Liu Xi12 & Kai Ye40,41 21Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA. 22Molecular and Medical Genetics, OHSU Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97239, USA. 23Castle Biosciences Inc, Friendswood, TX 77546, USA. 24UC Santa Cruz Genomics Institute, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 25Howard Hughes Medical Institute, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 26Massachusetts General Hospital Center for Cancer Research, Charlestown, MA 02114, USA. 27National Human Genome Research Institute, National Institutes of Health, Bethesda, MD 20894, USA. 28Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA. 29Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada. 30Canada’s Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V5Z 4S6, Canada. 31Computational Biology Program, School of Medicine, Oregon Health and Science University, Portland, OR 97239, USA. 32DNAnexus Inc, Mountain View, CA 94040, USA. 33Department of Systems Biology, UT MD Anderson Cancer Center, Houston, TX 77030, USA. 34Precision Oncology, OHSU Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97239, USA. 35Computer Network Information Center, Chinese Academy of Sciences, Beijing, China. 36Institute for Systems Biology, Seattle, WA 98109, USA. 37Department of Biomolecular Engineering, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 38Department of Bioinformatics and Computational Biology and Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA. 39Biomolecular Engineering Department, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 40School of Elect, PCAWG novel somatic mutation calling methods working group: Matthew H. Bailey1,2,3, Beifang Niu35, Matthias Bieg42,43, Paul C. Boutros6,44,45,46, Ivo Buchhalter43,47,48, Adam P. Butler49, Ken Chen50, Zechen Chong51, Li Ding1,2,3,20, Oliver Drechsel52,53, Lewis Jonathan Dursi6,7, Roland Eils47,48,54,55, Kyle Ellrott9, Shadrielle M. G. Espiritu6, Yu Fan21, Robert S. Fulton1,3,20, Shengjie Gao56, Josep L. l. Gelpi57,58, Mark B. Gerstein5,18,19, Gad Getz8,14,15,16, Santiago Gonzalez59,60, Ivo G. Gut52,61, Faraz Hach62,63, Michael C. Heinold47,48, Julian M. Hess8,26, Jonathan Hinton49, Taobo Hu64, Vincent Huang6, Yi Huang65,66, Barbara Hutter43,67,68, David R. Jones49, Jongsun Jung69, Natalie Jäger47, Hyung-Lae Kim70, Kortine Kleinheinz47,48, Sushant Kumar5,19, Yogesh Kumar64, Christopher M. Lalansingh6, Ignaty Leshchiner8, Ivica Letunic71, Dimitri Livitz8, Eric Z. Ma64, Yosef E. Maruvka8,26,72, R. Jay Mashl1,2, Michael D. McLellan1,3,20, Andrew Menzies49, Ana Milovanovic57, Morten Muhlig Nielsen73, Stephan Ossowski52,53,74, Nagarajan Paramasivam43,47, Jakob Skou Pedersen73,75, Marc D. Perry76,77, Montserrat Puiggròs57, Keiran M. Raine49, Esther Rheinbay8,14,72, Romina Royo57, S. Cenk Sahinalp62,78,79, Gordon Saksena8, Iman Sarrafi62,78, Matthias Schlesner47,80, Jared T. Simpson6,17, Lucy Stebbings49, Chip Stewart8, Miranda D. Stobbe52,61, Jon W. Teague49, Grace Tiao8, David Torrents57,81, Jeremiah A. Wala8,14,82, Jiayin Wang1,40,66, Wenyi Wang21, Sebastian M. Waszak60, Joachim Weischenfeldt60,83,84, Michael C. Wendl1,10,11, Johannes Werner47,85, Zhenggang Wu64, Hong Xue64, Sergei Yakneen60, Takafumi N. Yamaguchi6, Kai Ye40,41, Venkata D. Yellapantula20,86, Christina K. Yung76 & Junjun Zhang76, PCAWG Consortium: Lauri A. Aaltonen87, Federico Abascal49, Adam Abeshouse88, Hiroyuki Aburatani89, David J. Adams49, Nishant Agrawal90, Keun Soo Ahn91, Sung-Min Ahn92, Hiroshi Aikata93, Rehan Akbani21, Kadir C. Akdemir50, Hikmat Al-Ahmadie88, Sultan T. Al-Sedairy94, Fatima Al-Shahrour95, Malik Alawi96,97, Monique Albert98, Kenneth Aldape99,100, Ludmil B. Alexandrov49,101,102, Adrian Ally30, Kathryn Alsop103, Eva G. Alvarez104,105,106, Fernanda Amary107, Samirkumar B. Amin108,109,110, Brice Aminou76, Ole Ammerpohl111,112, Matthew J. Anderson113, Yeng Ang114, Davide Antonello115, Pavana Anur22, Samuel Aparicio116, Elizabeth L. Appelbaum1,117, Yasuhito Arai118, Axel Aretz119, Koji Arihiro93, Shun-ichi Ariizumi120, Joshua Armenia121, Laurent Arnould122, Sylvia Asa123,124, Yassen Assenov125, Gurnit Atwal6,126,127, Sietse Aukema112,128, J. Todd Auman129, Miriam R. Aure130, Philip Awadalla6,126, Marta Aymerich131, Gary D. Bader126, Adrian Baez-Ortega132, Matthew H. Bailey1,2,3, Peter J. Bailey133, Miruna Balasundaram30, Saianand Balu134, Pratiti Bandopadhayay8,135,136, Rosamonde E. Banks137, Stefano Barbi138, Andrew P. Barbour139,140, Jonathan Barenboim6, Jill Barnholtz-Sloan141,142, Hugh Barr143, Elisabet Barrera59, John Bartlett98,144, Javier Bartolome57, Claudio Bassi115, Oliver F. Bathe145,146, Daniel Baumhoer147, Prashant Bavi148, Stephen B. Baylin149,150, Wojciech Bazant59, Duncan Beardsmore151, Timothy A. Beck152,153, Sam Behjati49, Andreas Behren154, Beifang Niu35, Cindy Bell155, Sergi Beltran52,61, Christopher Benz156, Andrew Berchuck157, Anke K. Bergmann158, Erik N. Bergstrom101,102, Benjamin P. Berman159,160,161, Daniel M. Berney162, Stephan H. Bernhart163,164,165, Rameen Beroukhim8,14,82, Mario Berrios166, Samantha Bersani167, Johanna Bertl73,168, Miguel Betancourt169, Vinayak Bhandari6,44, Shriram G. Bhosle49, Andrew V. Biankin133,170,171,172, Matthias Bieg42,43, Darell Bigner173, Hans Binder163,164, Ewan Birney59, Michael Birrer72, Nidhan K. Biswas174, Bodil Bjerkehagen147,175, Tom Bodenheimer134, Lori Boice176, Giada Bonizzato177, Johann S. De Bono178, Arnoud Boot179,180, Moiz S. Bootwalla166, Ake Borg181, Arndt Borkhardt182, Keith A. Boroevich183,184, Ivan Borozan6, Christoph Borst185, Marcus Bosenberg186, Mattia Bosio52,53,57, Jacqueline Boultwood187, Guillaume Bourque188,189, Paul C. Boutros6,44,45,46, G. Steven Bova190, David T. Bowen49,191, Reanne Bowlby30, David D. L. Bowtell103, Sandrine Boyault192, Rich Boyce59, Jeffrey Boyd193, Alvis Brazma59, Paul Brennan194, Daniel S. Brewer195,196, Arie B. Brinkman197, Robert G. Bristow44,198,199,200,201, Russell R. Broaddus99, Jane E. Brock202, Malcolm Brock203, Annegien Broeks204, Angela N. Brooks8,24,37,82, Denise Brooks30, Benedikt Brors67,205,206, Søren Brunak207,208, Timothy J. C. Bruxner113,209, Alicia L. Bruzos104,105,106, Alex Buchanan9, Ivo Buchhalter43,47,48, Christiane Buchholz210, Susan Bullman8,82, Hazel Burke211, Birgit Burkhardt212, Kathleen H. Burns213,214, John Busanovich8,215, Carlos D. Bustamante216,217, Adam P. Butler49, Atul J. Butte218, Niall J. Byrne76, Anne-Lise Børresen-Dale130,219, Samantha J. Caesar-Johnson220, Andy Cafferkey59, Declan Cahill221, Claudia Calabrese59,60, Carlos Caldas222,223, Fabien Calvo224, Niedzica Camacho178, Peter J. Campbell49,225, Elias Campo226,227, Cinzia Cantù177, Shaolong Cao21, Thomas E. Carey228, Joana Carlevaro-Fita229,230,231, Rebecca Carlsen30, Ivana Cataldo167,177, Mario Cazzola232, Jonathan Cebon154, Robert Cerfolio233, Dianne E. Chadwick234, Dimple Chakravarty235, Don Chalmers236, Calvin Wing Yiu Chan47,237, Kin Chan238, Michelle Chan-Seng-Yue148, Vishal S. Chandan239, David K. Chang133,170, Stephen J. Chanock240, Lorraine A. Chantrill170,241, Aurélien Chateigner76,242, Nilanjan Chatterjee149,243, Kazuaki Chayama93, Hsiao-Wei Chen114,121, Jieming Chen218, Ken Chen50, Yiwen Chen21, Zhaohong Chen244, Andrew D. Cherniack8,82, Jeremy Chien245, Yoke-Eng Chiew246,247, Suet-Feung Chin222,223, Juok Cho8, Sunghoon Cho248, Jung Kyoon Choi249, Wan Choi250, Christine Chomienne251, Zechen Chong51, Su Pin Choo252, Angela Chou170,246, Angelika N. Christ113, Elizabeth L. Christie103, Eric Chuah30, Carrie Cibulskis8, Kristian Cibulskis8, Sara Cingarlini253, Peter Clapham49, Alexander Claviez254, Sean Cleary148,255, Nicole Cloonan256, Marek Cmero257,258,259, Colin C. Collins62, Ashton A. Connor255,260, Susanna L. Cooke133, Colin S. Cooper178,196,261, Leslie Cope149, Vincenzo Corbo138,177, Matthew G. Cordes1,262, Stephen M. Cordner263, Isidro Cortés-Ciriano264,265,266, Kyle Covington12,23, Prue A. Cowin267, Brian Craft24, David Craft8,268, Chad J. Creighton269, Yupeng Cun270, Erin Curley271, Ioana Cutcutache179,180, Karolina Czajka272, Bogdan Czerniak99,273, Rebecca A. Dagg274, Ludmila Danilova149, Maria Vittoria Davi275, Natalie R. Davidson276,277,278,279,280, Helen Davies49,281,282, Ian J. Davis283, Brandi N. Davis-Dusenbery284, Kevin J. Dawson49, Francisco M. De La Vega216,217,285, Ricardo De Paoli-Iseppi211, Timothy Defreitas8, Angelo P. Dei Tos286, Olivier Delaneau287,288,289, John A. Demchok220, Jonas Demeulemeester290,291, German M. Demidov52,53,74, Deniz Demircioğlu292,293, Nening M. Dennis221, Robert E. Denroche148, Stefan C. Dentro49,290,294, Nikita Desai76, Vikram Deshpande72, Amit G. Deshwar295, Christine Desmedt296,297, Jordi Deu-Pons298,299, Noreen Dhalla30, Neesha C. Dhani300, Priyanka Dhingra301,302, Rajiv Dhir303, Anthony DiBiase304, Klev Diamanti305, Li Ding1,2,3,20, Shuai Ding306, Huy Q. Dinh159, Luc Dirix307, HarshaVardhan Doddapaneni12, Nilgun Donmez62,78, Michelle T. Dow244, Ronny Drapkin308, Oliver Drechsel52,53, Ruben M. Drews223, Serge Serge49, Tim Dudderidge150,221, Ana Dueso-Barroso57, Andrew J. Dunford8, Michael Dunn309, Lewis Jonathan Dursi6,7, Fraser R. Duthie133,310, Ken Dutton-Regester311, Jenna Eagles272, Douglas F. Easton312,313, Stuart Edmonds314, Paul A. Edwards223,315, Sandra E. Edwards178, Rosalind A. Eeles178,221, Anna Ehinger316, Juergen Eils54,55, Roland Eils47,48,54,55, Adel El-Naggar99,273, Matthew Eldridge223, Kyle Ellrott9, Serap Erkek60, Georgia Escaramis53,317,318, Shadrielle M. G. Espiritu6, Xavier Estivill53,319, Dariush Etemadmoghadam103, Jorunn E. Eyfjord320, Bishoy M. Faltas280, Daiming Fan321, Yu Fan21, William C. Faquin72, Claudiu Farcas244, Matteo Fassan322, Aquila Fatima323, Francesco Favero324, Nodirjon Fayzullaev76, Ina Felau220, Sian Fereday103, Martin L. Ferguson325, Vincent Ferretti76,326, Lars Feuerbach205, Matthew A. Field327, J. Lynn Fink57,113, Gaetano Finocchiaro328, Cyril Fisher221, Matthew W. Fittall290, Anna Fitzgerald329, Rebecca C. Fitzgerald282, Adrienne M. Flanagan330, Neil E. Fleshner331, Paul Flicek59, John A. Foekens332, Kwun M. Fong333, Nuno A. Fonseca59,334, Christopher S. Foster335,336, Natalie S. Fox6, Michael Fraser6, Scott Frazer8, Milana Frenkel-Morgenstern337, William Friedman338, Joan Frigola298, Catrina C. Fronick1,262, Akihiro Fujimoto184, Masashi Fujita184, Masashi Fukayama339, Lucinda A. Fulton1 , Robert S. Fulton1,3,20, Mayuko Furuta184, P. Andrew Futreal340, Anja Füllgrabe59, Stacey B. Gabriel8, Steven Gallinger148,255,260, Carlo Gambacorti-Passerini341, Jianjiong Gao121, Shengjie Gao56, Levi Garraway82, Øystein Garred342, Erik Garrison49, Dale W. Garsed103, Nils Gehlenborg8,343, Josep L. l. Gelpi57,58, Joshy George110, Daniela S. Gerhard344, Clarissa Gerhauser345, Jeffrey E. Gershenwald346,347, Mark B. Gerstein5,18,19, Moritz Gerstung59,60, Gad Getz8,14,15,16, Mohammed Ghori49, Ronald Ghossein348, Nasra H. Giama349, Richard A. Gibbs12, Anthony J. Gill170,350, Pelvender Gill351, Dilip D. Giri348, Dominik Glodzik49, Vincent J. Gnanapragasam352,353, Maria Elisabeth Goebler354, Mary J. Goldman24, Carmen Gomez355, Santiago Gonzalez59,60, Abel Gonzalez-Perez298,299,356, Dmitry A. Gordenin357, James Gossage358, Kunihito Gotoh359, Ramaswamy Govindan3, Dorthe Grabau360, Janet S. Graham133,361, Robert C. Grant148,260, Anthony R. Green315, Eric Green27, Liliana Greger59, Nicola Grehan282, Sonia Grimaldi177, Sean M. Grimmond362, Robert L. Grossman363, Adam Grundhoff97,364, Gunes Gundem88, Qianyun Guo75, Manaswi Gupta8, Shailja Gupta365, Ivo G. Gut52,61, Marta Gut52,61, Jonathan Göke292,366, Gavin Ha8, Andrea Haake111, David Haan37, Siegfried Haas185, Kerstin Haase290, James E. Haber367, Nina Habermann60, Faraz Hach62,63, Syed Haider6, Natsuko Hama118, Freddie C. Hamdy351, Anne Hamilton267, Mark P. Hamilton368, Leng Han369, George B. Hanna370, Martin Hansmann371, Nicholas J. Haradhvala8,72, Olivier Harismendy102,372, Ivon Harliwong113, Arif O. Harmanci5,373, Eoghan Harrington374, Takanori Hasegawa375, David Haussler24,25, Steve Hawkins223, Shinya Hayami376, Shuto Hayashi375, D. Neil Hayes134,377,378, Stephen J. Hayes379,380, Nicholas K. Hayward211,311, Steven Hazell221, Yao He381, Allison P. Heath382, Simon C. Heath52,61, David Hedley300, Apurva M. Hegde38, David I. Heiman8, Michael C. Heinold47,48, Zachary Heins88, Lawrence E. Heisler152, Eva Hellstrom-Lindberg383, Mohamed Helmy384, Seong Gu Heo385, Austin J. Hepperla134, José María Heredia-Genestar386, Carl Herrmann47,48,387, Peter Hersey211, Julian M. Hess8,26, Holmfridur Hilmarsdottir320, Jonathan Hinton49, Satoshi Hirano388, Nobuyoshi Hiraoka389, Katherine A. Hoadley134,390, Asger Hobolth75,168, Ermin Hodzic78, Jessica I. Hoell182, Steve Hoffmann163,164,165,391, Oliver Hofmann392, Andrea Holbrook166, Aliaksei Z. Holik53, Michael A. Hollingsworth393, Oliver Holmes209,311, Robert A. Holt30, Chen Hong205,237, Eun Pyo Hong385, Jongwhi H. Hong394, Gerrit K. Hooijer395, Henrik Hornshøj73, Fumie Hosoda118, Yong Hou56,396, Volker Hovestadt397, William Howat352, Alan P. Hoyle134, Ralph H. Hruban149, Jianhong Hu12, Taobo Hu64, Xing Hua240, Kuan-lin Huang1,398, Mei Huang176, Mi Ni Huang179,180, Vincent Huang6, Yi Huang65,66, Wolfgang Huber60, Thomas J. Hudson272,399, Michael Hummel400, Jillian A. Hung246,247, David Huntsman401, Ted R. Hupp402, Jason Huse88, Matthew R. Huska403, Barbara Hutter43,67,68, Carolyn M. Hutter27, Daniel Hübschmann48,54,404,405,406, Christine A. Iacobuzio-Donahue348, Charles David Imbusch205, Marcin Imielinski407,408, Seiya Imoto375, William B. Isaacs409, Keren Isaev6,44, Shumpei Ishikawa410, Murat Iskar397, S. M. Ashiqul Islam244, Michael Ittmann411,412,413, Sinisa Ivkovic284, Jose M. G. Izarzugaza414, Jocelyne Jacquemier415, Valerie Jakrot211, Nigel B. Jamieson133,172,416, Gun Ho Jang148, Se Jin Jang417, Joy C. Jayaseelan12, Reyka Jayasinghe1 , Stuart R. Jefferys134, Karine Jegalian418, Jennifer L. Jennings419, Seung-Hyup Jeon250, Lara Jerman60,420, Yuan Ji421,422, Wei Jiao6, Peter A. Johansson311, Amber L. Johns170, Jeremy Johns272, Rory Johnson230,423, Todd A. Johnson183, Clemency Jolly290, Yann Joly424, Jon G. Jonasson320, Corbin D. Jones425, David R. Jones49, David T. W. Jones426,427, Nic Jones428, Steven J. M. Jones30, Jos Jonkers204, Young Seok Ju49,249, Hartmut Juhl429, Jongsun Jung69, Malene Juul73, Randi Istrup Juul73, Sissel Juul374, Natalie Jäger47, Rolf Kabbe47, Andre Kahles276,277,278,279,430, Abdullah Kahraman431,432,433, Vera B. Kaiser434, Hojabr Kakavand211, Sangeetha Kalimuthu148, Christof von Kalle405, Koo Jeong Kang91, Katalin Karaszi351, Beth Karlan435, Rosa Karlić436, Dennis Karsch437, Katayoon Kasaian29,30, Karin S. Kassahn113,438, Hitoshi Katai439, Mamoru Kato440, Hiroto Katoh410, Yoshiiku Kawakami93, Jonathan D. Kay117, Stephen H. Kazakoff209,311, Marat D. Kazanov441,442,443, Maria Keays59, Electron Kebebew444,445, Richard F. Kefford446, Manolis Kellis8,447, James G. Kench170,350,448, Catherine J. Kennedy246,247, Jules N. A. Kerssemakers47, David Khoo273, Vincent Khoo221, Narong Khuntikeo115,449, Ekta Khurana301,302,450,451, Helena Kilpinen117, Hark Kyun Kim452, Hyung-Lae Kim70, Hyung-Yong Kim415, Hyunghwan Kim250, Jaegil Kim8, Jihoon Kim453, Jong K. Kim454, Youngwook Kim455,456, Tari A. King457,458,459, Wolfram Klapper128, Kortine Kleinheinz47,48, Leszek J. Klimczak460, Stian Knappskog49,461, Michael Kneba437, Bartha M. Knoppers424, Youngil Koh462,463, Jan Komorowski305,464, Daisuke Komura410, Mitsuhiro Komura375, Gu Kong415, Marcel Kool426,465, Jan O. Korbel59,60, Viktoriya Korchina12, Andrey Korshunov465, Michael Koscher465, Roelof Koster466, Zsofia Kote-Jarai178, Antonios Koures244, Milena Kovacevic284, Barbara Kremeyer49, Helene Kretzmer164,165, Markus Kreuz467, Savitri Krishnamurthy99,468, Dieter Kube469, Kiran Kumar8, Pardeep Kumar221, Sushant Kumar5,19, Yogesh Kumar64, Ritika Kundra114,121, Kirsten Kübler8,14,72, Ralf Küppers470, Jesper Lagergren383,471, Phillip H. Lai166, Peter W. Laird472, Sunil R. Lakhani473, Christopher M. Lalansingh6, Emilie Lalonde6, Fabien C. Lamaze6, Adam Lambert351, Eric Lander8, Pablo Landgraf474,475, Luca Landoni115, Anita Langerød130, Andrés Lanzós230,231,423, Denis Larsimont476, Erik Larsson477, Mark Lathrop189, Loretta M. S. Lau478, Chris Lawerenz55, Rita T. Lawlor177, Michael S. Lawrence8,72,183, Alexander J. Lazar99,108, Xuan Le479, Darlene Lee30, Donghoon Lee5, Eunjung Alice Lee480, Hee Jin Lee417, Jake June-Koo Lee264,266, Jeong-Yeon Lee481, Juhee Lee482, Ming Ta Michael Lee340, Henry Lee-Six49, Kjong-Van Lehmann276,277,278,279,430, Hans Lehrach483, Dido Lenze400, Conrad R. Leonard209,311, Daniel A. Leongamornlert49,178, Ignaty Leshchiner8, Louis Letourneau484, Ivica Letunic71, Douglas A. Levine88,485, Lora Lewis12, Tim Ley486, Chang Li56,396, Constance H. Li6,44, Haiyan Irene Li30, Jun Li21, Lin Li56, Shantao Li5, Siliang Li56,396, Xiaobo Li56,396, Xiaotong Li5, Xinyue Li56, Yilong Li49, Han Liang21, Sheng-Ben Liang234, Peter Lichter68,397, Pei Lin8, Ziao Lin8,487, W. M. Linehan488, Ole Christian Lingjærde489, Dongbing Liu56,396, Eric Minwei Liu88,301,302, Fei-Fei Liu201,490, Fenglin Liu381,491, Jia Liu492, Xingmin Liu56,396, Julie Livingstone6, Dimitri Livitz8, Naomi Livni221, Lucas Lochovsky5,19,110, Markus Loeffler467, Georgina V. Long211, Armando Lopez-Guillermo493, Shaoke Lou5,19, David N. Louis72, Laurence B. Lovat117, Yiling Lu38, Yong-Jie Lu162,494, Youyong Lu495,496,497, Claudio Luchini167, Ilinca Lungu144,148, Xuemei Luo152, Hayley J. Luxton117, Andy G. Lynch223,315,498, Lisa Lype36, Cristina López111,112, Carlos López-Otín499, Eric Z. Ma64, Yussanne Ma30, Gaetan MacGrogan500, Shona MacRae501, Geoff Macintyre223, Tobias Madsen73, Kazuhiro Maejima184, Andrea Mafficini177, Dennis T. Maglinte166,502, Arindam Maitra174, Partha P. Majumder174, Luca Malcovati232, Salem Malikic62,78, Giuseppe Malleo115, Graham J. Mann211,246,503, Luisa Mantovani-Löffler504, Kathleen Marchal505,506, Giovanni Marchegiani115, Elaine R. Mardis1,193,507, Adam A. Margolin31, Maximillian G. Marin37, Florian Markowetz223,315, Julia Markowski403, Jeffrey Marks508, Tomas Marques-Bonet61,81,386,509, Marco A. Marra30, Luke Marsden351, John W. M. Martens332, Sancha Martin49,510, Jose I. Martin-Subero81,511, Iñigo Martincorena49, Alexander Martinez-Fundichely301,302,451 Yosef E. Maruvka8,26,72, R. Jay Mashl1,2, Charlie E. Massie223, Thomas J. Matthew37, Lucy Matthews178, Erik Mayer221,512, Simon Mayes513, Michael Mayo30, Faridah Mbabaali272, Karen McCune514, Ultan McDermott49, Patrick D. McGillivray19, Michael D. McLellan1,3,20, John D. McPherson148,272,515, John R. McPherson179,180, Treasa A. McPherson260, Samuel R. Meier8, Alice Meng516, Shaowu Meng134, Andrew Menzies49, Neil D. Merrett115,517, Sue Merson178, Matthew Meyerson8,14,82, William U. Meyerson4,5, Piotr A. Mieczkowski518, George L. Mihaiescu76, Sanja Mijalkovic284, Ana Mijalkovic Mijalkovic-Lazic284, Tom Mikkelsen519, Michele Milella253, Linda Mileshkin103, Christopher A. Miller1 , David K. Miller113,170, Jessica K. Miller272, Gordon B. Mills33,34, Ana Milovanovic57, Sarah Minner520, Marco Miotto115, Gisela Mir Arnau267, Lisa Mirabello240, Chris Mitchell103, Thomas J. Mitchell49,315,352, Satoru Miyano375, Naoki Miyoshi375, Shinichi Mizuno521, Fruzsina Molnár-Gábor522, Malcolm J. Moore300, Richard A. Moore30, Sandro Morganella49, Quaid D. Morris127,490, Carl Morrison523,524, Lisle E. Mose134, Catherine D. Moser349, Ferran Muiños298,299, Loris Mularoni298,299, Andrew J. Mungall30, Karen Mungall30, Elizabeth A. Musgrove133, Ville Mustonen525,526,527, David Mutch528, Francesc Muyas52,53,74, Donna M. Muzny12, Alfonso Muñoz59, Jerome Myers529, Ola Myklebost461, Peter Möller530, Genta Nagae89, Adnan M. Nagrial170, Hardeep K. Nahal-Bose76, Hitoshi Nakagama531, Hidewaki Nakagawa184, Hiromi Nakamura118, Toru Nakamura388, Kaoru Nakano184, Tannistha Nandi532, Jyoti Nangalia49, Mia Nastic284, Arcadi Navarro61,81,386, Fabio C. P. Navarro19, David E. Neal223,352, Gerd Nettekoven533, Felicity Newell209,311, Steven J. Newhouse59, Yulia Newton37, Alvin Wei Tian Ng534, Anthony Ng535, Jonathan Nicholson49, David Nicol221, Yongzhan Nie321,536, G. Petur Nielsen72, Morten Muhlig Nielsen73, Serena Nik-Zainal49,281,282,537, Michael S. Noble8, Katia Nones209,311, Paul A. Northcott538, Faiyaz Notta148,539, Brian D. O’Connor76,540, Peter O’Donnell541, Maria O’Donovan282, Sarah O’Meara49, Brian Patrick O’Neill542, J. Robert O’Neill543, David Ocana59, Angelica Ochoa88, Layla Oesper544, Christopher Ogden221, Hideki Ohdan93, Kazuhiro Ohi375, Lucila Ohno-Machado244, Karin A. Oien523,545, Akinyemi I. Ojesina546,547,548, Hidenori Ojima549, Takuji Okusaka550, Larsson Omberg551, Choon Kiat Ong552, Stephan Ossowski52,53,74, German Ott553, B. F. Francis Ouellette76,554, Christine P’ng6, Marta Paczkowska6, Salvatore Paiella115, Chawalit Pairojkul523, Marina Pajic170, Qiang Pan-Hammarström56,555, Elli Papaemmanuil49, Irene Papatheodorou59, Nagarajan Paramasivam43,47, Ji Wan Park385, Joong-Won Park556, Keunchil Park557,558, Kiejung Park559, Peter J. Park264,266, Joel S. Parker518, Simon L. Parsons124, Harvey Pass560, Danielle Pasternack272, Alessandro Pastore276, Ann-Marie Patch209,311, Iris Pauporté251, Antonio Pea115, John V. Pearson209,311, Chandra Sekhar Pedamallu8,14,82, Jakob Skou Pedersen73,75, Paolo Pederzoli115, Martin Peifer270, Nathan A. Pennell561, Charles M. Perou129,518, Marc D. Perry76,77, Gloria M. Petersen562, Myron Peto22, Nicholas Petrelli563, Robert Petryszak59, Stefan M. Pfister426,465,564, Mark Phillips424, Oriol Pich298,299, Hilda A. Pickett478, Todd D. Pihl565, Nischalan Pillay566, Sarah Pinder567, Mark Pinese170, Andreia V. Pinho568, Esa Pitkänen60, Xavier Pivot569, Elena Piñeiro-Yáñez95, Laura Planko533, Christoph Plass345, Paz Polak8,14,15, Tirso Pons570, Irinel Popescu571, Olga Potapova572, Aparna Prasad52, Shaun R. Preston573, Manuel Prinz47, Antonia L. Pritchard311, Stephenie D. Prokopec6, Elena Provenzano574, Xose S. Puente499, Sonia Puig176, Montserrat Puiggròs57, Sergio Pulido-Tamayo505,506, Gulietta M. Pupo246, Colin A. Purdie575, Michael C. Quinn209,311, Raquel Rabionet52,53,576, Janet S. Rader577, Bernhard Radlwimmer397, Petar Radovic284, Benjamin Raeder60, Keiran M. Raine49, Manasa Ramakrishna49, Kamna Ramakrishnan49, Suresh Ramalingam578, Benjamin J. Raphael579, W. Kimryn Rathmell580, Tobias Rausch60, Guido Reifenberger475, Jüri Reimand6,44, Jorge Reis-Filho348, Victor Reuter348, Iker Reyes-Salazar298, Matthew A. Reyna579, Sheila M. Reynolds36, Esther Rheinbay8,14,72, Yasser Riazalhosseini189, Andrea L. Richardson323, Julia Richter111,128, Matthew Ringel581, Markus Ringnér181, Yasushi Rino582, Karsten Rippe405, Jeffrey Roach583, Lewis R. Roberts349, Nicola D. Roberts49, Steven A. Roberts584, A. Gordon Robertson30, Alan J. Robertson113, Javier Bartolomé Rodriguez57, Bernardo Rodriguez-Martin104,105,106, F. Germán Rodríguez-González83,332, Michael H. A. Roehrl44,123,148,234,585,586, Marius Rohde587, Hirofumi Rokutan440, Gilles Romieu588, Ilse Rooman170, Tom Roques262, Daniel Rosebrock8, Mara Rosenberg8,72, Philip C. Rosenstiel589, Andreas Rosenwald590, Edward W. Rowe221,591, Romina Royo57, Steven G. Rozen179,180,592, Yulia Rubanova17,127, Mark A. Rubin423,593,594,595,596, Carlota Rubio-Perez298,299,597, Vasilisa A. Rudneva60, Borislav C. Rusev177, Andrea Ruzzenente598, Gunnar Rätsch276,277,278,279,280,430, Radhakrishnan Sabarinathan298,299,599, Veronica Y. Sabelnykova6, Sara Sadeghi30, S. Cenk Sahinalp62,78,79, Natalie Saini357, Mihoko Saito-Adachi440, Gordon Saksena8, Adriana Salcedo6, Roberto Salgado600, Leonidas Salichos5,19, Richard Sallari8, Charles Saller601, Roberto Salvia115, Michelle Sam272, Jaswinder S. Samra115,602, Francisco Sanchez-Vega114,121, Chris Sander276,603,604, Grant Sanders134, Rajiv Sarin605, Iman Sarrafi62,78, Aya Sasaki-Oku184, Torill Sauer489, Guido Sauter520, Robyn P. M. Saw211, Maria Scardoni167, Christopher J. Scarlett170,606, Aldo Scarpa177, Ghislaine Scelo194, Dirk Schadendorf68,607, Jacqueline E. Schein30, Markus B. Schilhabel589, Matthias Schlesner47,80, Thorsten Schlomm84,608, Heather K. Schmidt1 , Sarah-Jane Schramm246, Stefan Schreiber609, Nikolaus Schultz121, Steven E. Schumacher8,323, Roland F. Schwarz59,403,405,610, Richard A. Scolyer211,448,602, David Scott428, Ralph Scully611, Raja Seethala612, Ayellet V. Segre8,613, Iris Selander260, Colin A. Semple434, Yasin Senbabaoglu276, Subhajit Sengupta614, Elisabetta Sereni115, Stefano Serra585, Dennis C. Sgroi72, Mark Shackleton103, Nimish C. Shah352, Sagedeh Shahabi234, Catherine A. Shang329, Ping Shang211, Ofer Shapira8,323, Troy Shelton271, Ciyue Shen603,604, Hui Shen615, Rebecca Shepherd49, Ruian Shi490, Yan Shi134, Yu-Jia Shiah6, Tatsuhiro Shibata118,616, Juliann Shih8,82, Eigo Shimizu375, Kiyo Shimizu617, Seung Jun Shin618, Yuichi Shiraishi375, Tal Shmaya285, Ilya Shmulevich36, Solomon I. Shorser6, Charles Short59, Raunak Shrestha62, Suyash S. Shringarpure217, Craig Shriver619, Shimin Shuai6,126, Nikos Sidiropoulos83, Reiner Siebert112,620, Anieta M. Sieuwerts332, Lina Sieverling205,237, Sabina Signoretti202,621, Katarzyna O. Sikora177, Michele Simbolo138, Ronald Simon520, Janae V. Simons134, Jared T. Simpson6,17, Peter T. Simpson473, Samuel Singer115,458, Nasa Sinnott-Armstrong8,217, Payal Sipahimalani30, Tara J. Skelly390, Marcel Smid332, Jaclyn Smith622, Karen Smith-McCune514, Nicholas D. Socci276, Heidi J. Sofia27, Matthew G. Soloway134, Lei Song240, Anil K. Sood623,624,625, Sharmila Sothi626, Christos Sotiriou244, Cameron M. Soulette37, Paul N. Span627, Paul T. Spellman22, Nicola Sperandio177, Andrew J. Spillane211, Oliver Spiro8, Jonathan Spring628, Johan Staaf181, Peter F. Stadler163,164,165, Peter Staib629, Stefan G. Stark277,279,618,630, Lucy Stebbings49, Ólafur Andri Stefánsson631, Oliver Stegle59,60,632, Lincoln D. Stein6,126, Alasdair Stenhouse633, Chip Stewart8, Stephan Stilgenbauer634, Miranda D. Stobbe52,61, Michael R. Stratton49, Jonathan R. Stretch211, Adam J. Struck31, Joshua M. Stuart24,37, Henk G. Stunnenberg396,635, Hong Su56,396, Xiaoping Su99, Ren X. Sun6, Stephanie Sungalee60, Hana Susak52,53, Akihiro Suzuki89,636, Fred Sweep637, Monika Szczepanowski128, Holger Sültmann67,638, Takashi Yugawa617, Angela Tam30, David Tamborero298,299, Benita Kiat Tee Tan639, Donghui Tan518, Patrick Tan180,532,592,640, Hiroko Tanaka375, Hirokazu Taniguchi616, Tomas J. Tanskanen641, Maxime Tarabichi49,290, Roy Tarnuzzer220, Patrick Tarpey642, Morgan L. Taschuk152, Kenji Tatsuno89, Simon Tavaré223,643, Darrin F. Taylor113, Amaro Taylor-Weiner8, Jon W. Teague49, Bin Tean Teh180,592,640,644,645, Varsha Tembe246, Javier Temes104,105, Kevin Thai76, Sarah P. Thayer393, Nina Thiessen30, Gilles Thomas646, Sarah Thomas221, Alan Thompson221, Alastair M. Thompson633, John F. Thompson211, R. Houston Thompson647, Heather Thorne103, Leigh B. Thorne176, Adrian Thorogood424, Grace Tiao8, Nebojsa Tijanic284, Lee E. Timms272, Roberto Tirabosco648, Marta Tojo106, Stefania Tommasi649, Christopher W. Toon170, Umut H. Toprak48,650, David Torrents57,81, Giampaolo Tortora651,652, Jörg Tost653, Yasushi Totoki118, David Townend654, Nadia Traficante103, Isabelle Treilleux655,656, Jean-Rémi Trotta61, Lorenz H. P. Trümper469, Ming Tsao124,539, Tatsuhiko Tsunoda183,657,658,659, Jose M. C. Tubio104,105,106, Olga Tucker660, Richard Turkington661, Daniel J. Turner513, Andrew Tutt323, Masaki Ueno376, Naoto T. Ueno662, Christopher Umbricht151,213,663, Husen M. Umer305,664, Timothy J. Underwood665, Lara Urban59,60, Tomoko Urushidate616, Tetsuo Ushiku339, Liis Uusküla-Reimand666,667, Alfonso Valencia57,81, David J. Van Den Berg166, Steven Van Laere307, Peter Van Loo290,291, Erwin G. Van Meir668, Gert G. Van den Eynden307, Theodorus Van der Kwast123, Naveen Vasudev137, Miguel Vazquez57,669, Ravikiran Vedururu267, Umadevi Veluvolu518, Shankar Vembu490,670, Lieven P. C. Verbeke506,671, Peter Vermeulen307, Clare Verrill351,672, Alain Viari177, David Vicente57, Caterina Vicentini177, K. Vijay Raghavan365, Juris Viksna673, Ricardo E. Vilain674, Izar Villasante57, Anne Vincent-Salomon635, Tapio Visakorpi190, Douglas Voet8, Paresh Vyas311,351, Ignacio Vázquez-García49,86,675,676, Nick M. Waddell209, Nicola Waddell209,311, Claes Wadelius677, Lina Wadi6, Rabea Wagener111,112, Jeremiah A. Wala8,14,82, Jian Wang56, Jiayin Wang1,40,66, Linghua Wang12, Qi Wang465, Wenyi Wang21, Yumeng Wang21, Zhining Wang220, Paul M. Waring523, Hans-Jörg Warnatz483, Jonathan Warrell5,19, Anne Y. Warren352,678, Sebastian M. Waszak60, David C. Wedge49,294,679, Dieter Weichenhan345, Paul Weinberger680, John N. Weinstein38, Joachim Weischenfeldt60,83,84, Daniel J. Weisenberger166, Ian Welch681, Michael C. Wendl1,10,11, Johannes Werner47,85, Justin P. Whalley61,682, David A. Wheeler12,13, Hayley C. Whitaker117, Dennis Wigle683, Matthew D. Wilkerson518, Ashley Williams244, James S. Wilmott211, Gavin W. Wilson6,148, Julie M. Wilson148, Richard K. Wilson1,684, Boris Winterhoff685, Jeffrey A. Wintersinger17,127,384, Maciej Wiznerowicz686,687, Stephan Wolf688, Bernice H. Wong689, Tina Wong1,30, Winghing Wong690, Youngchoon Woo250, Scott Wood209,311, Bradly G. Wouters44, Adam J. Wright6, Derek W. Wright133,691, Mark H. Wright217, Chin-Lee Wu72, Dai-Ying Wu285, Guanming Wu692, Jianmin Wu170, Kui Wu56,396, Yang Wu179,180, Zhenggang Wu64, Liu Xi12, Tian Xia693, Qian Xiang76, Xiao Xiao66, Rui Xing497, Heng Xiong56,396, Qinying Xu209,311, Yanxun Xu694, Hong Xue64, Shinichi Yachida118,695, Sergei Yakneen60, Rui Yamaguchi375, Takafumi N. Yamaguchi6, Masakazu Yamamoto120, Shogo Yamamoto89, Hiroki Yamaue376, Fan Yang490, Huanming Yang56, Jean Y. Yang696, Liming Yang220, Lixing Yang697, Shanlin Yang306, Tsun-Po Yang270, Yang Yang369, Xiaotong Yao408,698, Marie-Laure Yaspo483, Lucy Yates49, Christina Yau156, Chen Ye56,396, Kai Ye40,41, Venkata D. Yellapantula20,86, Christopher J. Yoon249, Sung-Soo Yoon463, Fouad Yousif6, Jun Yu699, Kaixian Yu700, Willie Yu701, Yingyan Yu702, Ke Yuan223,510,703, Yuan Yuan21, Denis Yuen6, Takashi Yugawa617, Christina K. Yung76, Olga Zaikova704, Jorge Zamora49,104,105,106, Marc Zapatka397, Jean C. Zenklusen220, Thorsten Zenz67, Nikolajs Zeps705,706, Cheng-Zhong Zhang8,707, Fan Zhang381, Hailei Zhang8, Hongwei Zhang494, Hongxin Zhang121, Jiashan Zhang220, Jing Zhang5, Junjun Zhang76, Xiuqing Zhang56, Xuanping Zhang66,369, Yan Zhang5,708,709, Zemin Zhang381,710, Zhongming Zhao711, Liangtao Zheng381, Xiuqing Zheng381, Wanding Zhou615, Yong Zhou56, Bin Zhu240, Hongtu Zhu700,712, Jingchun Zhu24, Shida Zhu56,396, Lihua Zou713, Xueqing Zou49, Anna deFazio246,247,714, Nicholas van As221, Carolien H. M. van Deurzen715, Marc J. van de Vijver523, L. van’t Veer716 & Christian von Mering433,717, The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) curated consensus somatic mutation calls using whole exome sequencing (WES) and whole genome sequencing (WGS), respectively. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2,658 cancers across 38 tumour types, we compare WES and WGS side-by-side from 746 TCGA samples, finding that ~80% of mutations overlap in covered exonic regions. We estimate that low variant allele fraction (VAF < 15%) and clonal heterogeneity contribute up to 68% of private WGS mutations and 71% of private WES mutations. We observe that ~30% of private WGS mutations trace to mutations identified by a single variant caller in WES consensus efforts. WGS captures both ~50% more variation in exonic regions and un-observed mutations in loci with variable GC-content. Together, our analysis highlights technological divergences between two reproducible somatic variant detection efforts.

Published
2020

9. Gramene database: Navigating plant comparative genomics resources

Author

Paul J. Kersey, Yinping Jiao, Robert Petryszak, Joshua C. Stein, Lincoln D. Stein, Doreen Ware, Antonio Fabregat, Sunita Kumari, Kapeel Chougule, Justin Preece, Laura Huerta, Peter D'Eustachio, Sharon Wei, Parul Gupta, Sushma Naithani, Andrew Olson, Pankaj Jaiswal, Maria Keays, Joel Weiser, Young Koung Lee, Marcela K. Tello-Ruiz, and Joseph Mulvaney

Subjects
0301 basic medicine, Systems biology, Genomic data, Plant Science, Biology, computer.software_genre, Biochemistry, Genome, Article, 03 medical and health sciences, Annotation, lcsh:Botany, Genetics, 2. Zero hunger, Comparative genomics, Phylogenetic tree, Database, food and beverages, Cell Biology, 15. Life on land, Pathway analysis, Data science, lcsh:QK1-989, 030104 developmental biology, Expression data, computer, Developmental Biology
Abstract

Gramene (http://www.gramene.org) is an online, open source, curated resource for plant comparative genomics and pathway analysis designed to support researchers working in plant genomics, breeding, evolutionary biology, system biology, and metabolic engineering. It exploits phylogenetic relationships to enrich the annotation of genomic data and provides tools to perform powerful comparative analyses across a wide spectrum of plant species. It consists of an integrated portal for querying, visualizing and analyzing data for 44 plant reference genomes, genetic variation data sets for 12 species, expression data for 16 species, curated rice pathways and orthology-based pathway projections for 66 plant species including various crops. Here we briefly describe the functions and uses of the Gramene database.

Published
2016
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10. Expression Atlas update—an integrated database of gene and protein expression in humans, animals and plants

Author

Anja Füllgrabe, James C. Wright, Robert Petryszak, Satu Koskinen, Alvis Brazma, Pankaj Jaiswal, Laura Huerta, Elisabet Barrera, Mitra Barzine, Tony Burdett, Jyoti S. Choudhary, Catherine Snow, Emma Hastings, Oliver Mannion, Simon Jupp, Y. Amy Tang, Wolfgang Huber, Eleanor Williams, Nuno A. Fonseca, Maria Keays, Karyn Megy, Hendrik Weisser, Helen Parkinson, and Alfonso Muñoz-Pomer Fuentes

Subjects
Proteomics, 0301 basic medicine, InterPro, Gene Expression Profiling, Human Protein Atlas, Proteins, Computational biology, Plants, Biology, ENCODE, Bioinformatics, Hierarchical clustering, Gene expression profiling, Transcriptome, User-Computer Interface, 03 medical and health sciences, 030104 developmental biology, Cell Line, Tumor, Databases, Genetic, Genetics, Database Issue, Animals, Humans, Gene
Abstract

Expression Atlas (http://www.ebi.ac.uk/gxa) provides information about gene and protein expression in animal and plant samples of different cell types, organism parts, developmental stages, diseases and other conditions. It consists of selected microarray and RNA-sequencing studies from ArrayExpress, which have been manually curated, annotated with ontology terms, checked for high quality and processed using standardised analysis methods. Since the last update, Atlas has grown seven-fold (1572 studies as of August 2015), and incorporates baseline expression profiles of tissues from Human Protein Atlas, GTEx and FANTOM5, and of cancer cell lines from ENCODE, CCLE and Genentech projects. Plant studies constitute a quarter of Atlas data. For genes of interest, the user can view baseline expression in tissues, and differential expression for biologically meaningful pairwise comparisons-estimated using consistent methodology across all of Atlas. Our first proteomics study in human tissues is now displayed alongside transcriptomics data in the same tissues. Novel analyses and visualisations include: 'enrichment' in each differential comparison of GO terms, Reactome, Plant Reactome pathways and InterPro domains; hierarchical clustering (by baseline expression) of most variable genes and experimental conditions; and, for a given gene-condition, distribution of baseline expression across biological replicates.

Published
2015

11. Expression Atlas: gene and protein expression across multiple studies and organisms

Author

Maria Keays, Y. Amy Tang, Wojciech Bazant, Alvis Brazma, Anja Füllgrabe, Alfonso Muñoz-Pomer Fuentes, Matthew Geniza, Elisabet Barrera, Pankaj Jaiswal, Juan Antonio Vizcaíno, Irene Papatheodorou, Suhaib Mohammed, Robert Petryszak, Oliver Stegle, Laura Huerta, Andrew F. Jarnuczak, Wolfgang Huber, Melissa Burke, Justin Preece, Nuno A. Fonseca, Nancy George, and Satu Koskinen

Subjects
0301 basic medicine, Proteomics, Context (language use), Computational biology, Biology, Bioinformatics, ENCODE, 03 medical and health sciences, User-Computer Interface, 0302 clinical medicine, Species Specificity, Gene expression, Databases, Genetic, Genetics, Animals, Humans, Database Issue, Gene, Oligonucleotide Array Sequence Analysis, Mammals, Atlas (topology), Sequence Analysis, RNA, Gene Expression Profiling, ta1182, Plants, Gene expression profiling, 030104 developmental biology, Expression quantitative trait loci, 030217 neurology & neurosurgery
Abstract

Expression Atlas (http://www.ebi.ac.uk/gxa) is an added value database that provides information about gene and protein expression in different species and contexts, such as tissue, developmental stage, disease or cell type. The available public and controlled access data sets from different sources are curated and re-analysed using standardized, open source pipelines and made available for queries, download and visualization. As of August 2017, Expression Atlas holds data from 3,126 studies across 33 different species, including 731 from plants. Data from large-scale RNA sequencing studies including Blueprint, PCAWG, ENCODE, GTEx and HipSci can be visualized next to each other. In Expression Atlas, users can query genes or gene-sets of interest and explore their expression across or within species, tissues, developmental stages in a constitutive or differential context, representing the effects of diseases, conditions or experimental interventions. All processed data matrices are available for direct download in tab-delimited format or as R-data. In addition to the web interface, data sets can now be searched and downloaded through the Expression Atlas R package. Novel features and visualizations include the on-the-fly analysis of gene set overlaps and the option to view gene co-expression in experiments investigating constitutive gene expression across tissues or other conditions.

Published
2017

12. Gramene 2018: unifying comparative genomics and pathway resources for plant research

Author

Lincoln D. Stein, Pankaj Jaiswal, Dan Bolser, Parul Gupta, Guy Naamati, Sunita Kumari, Crispin B. Taylor, Kapeel Chougule, Antonio Fabregat, Nuno A. Fonseca, Alfonso Muñoz-Pomer Fuentes, Joseph Mulvaney, James Thomason, Noor Al-Bader, Yinping Jiao, Robert Petryszak, Electra Tapanari, Y. Amy Tang, Paul J. Kersey, Justin Preece, Matthew Geniza, Haider Iqbal, Patti Lockhart, Bo Wang, Young Koung Lee, Doreen Ware, Sushma Naithani, Peter D'Eustachio, Laura Huerta, Vivek Kumar, Sharon Wei, Justin Elser, Marcela K. Tello-Ruiz, Irene Papatheodorou, Andrew Olson, Maria Keays, Joel Weiser, Michael S. Campbell, and Joshua C. Stein

Subjects
0301 basic medicine, Genetic Research, Knowledge Bases, Genomics, Genome browser, Computational biology, Paralogous Gene, Biology, Bioinformatics, Genome, Epigenesis, Genetic, 03 medical and health sciences, User-Computer Interface, Gene Expression Regulation, Plant, Databases, Genetic, Genetics, Ensembl, Database Issue, Synteny, 2. Zero hunger, Comparative genomics, Genetic Variation, Molecular Sequence Annotation, Gene Annotation, 15. Life on land, Plants, 030104 developmental biology, Gene Ontology, Genome, Plant, Metabolic Networks and Pathways, Software
Abstract

Gramene (http://www.gramene.org) is a knowledgebase for comparative functional analysis in major crops and model plant species. The current release, #54, includes over 1.7 million genes from 44 reference genomes, most of which were organized into 62,367 gene families through orthologous and paralogous gene classification, whole-genome alignments, and synteny. Additional gene annotations include ontology-based protein structure and function; genetic, epigenetic, and phenotypic diversity; and pathway associations. Gramene's Plant Reactome provides a knowledgebase of cellular-level plant pathway networks. Specifically, it uses curated rice reference pathways to derive pathway projections for an additional 66 species based on gene orthology, and facilitates display of gene expression, gene–gene interactions, and user-defined omics data in the context of these pathways. As a community portal, Gramene integrates best-of-class software and infrastructure components including the Ensembl genome browser, Reactome pathway browser, and Expression Atlas widgets, and undergoes periodic data and software upgrades. Via powerful, intuitive search interfaces, users can easily query across various portals and interactively analyze search results by clicking on diverse features such as genomic context, highly augmented gene trees, gene expression anatomograms, associated pathways, and external informatics resources. All data in Gramene are accessible through both visual and programmatic interfaces.

Published
2017

13. The RNASeq-er API-a gateway to systematically updated analysis of public RNA-seq data

Author

Maria Keays, Anja Füllgrabe, Y. Amy Tang, Alvis Brazma, Laura Huerta, Robert Petryszak, and Nuno A. Fonseca

Subjects
0301 basic medicine, Statistics and Probability, FASTQ format, European Nucleotide Archive, Computer science, Gene Expression, RNA-Seq, Ontology (information science), computer.software_genre, Biochemistry, 03 medical and health sciences, Exon, 0302 clinical medicine, Default gateway, Databases, Genetic, Animals, Humans, Molecular Biology, Gene, Internet, Information retrieval, Sequence Analysis, RNA, Computational Biology, Eukaryota, Applications Notes, Computer Science Applications, Computational Mathematics, 030104 developmental biology, Gene Ontology, Computational Theory and Mathematics, 030220 oncology & carcinogenesis, Data mining, Transcriptome, computer, Software
Abstract

Motivation The exponential growth of publicly available RNA-sequencing (RNA-Seq) data poses an increasing challenge to researchers wishing to discover, analyse and store such data, particularly those based in institutions with limited computational resources. EMBL-EBI is in an ideal position to address these challenges and to allow the scientific community easy access to not just raw, but also processed RNA-Seq data. We present a Web service to access the results of a systematically and continually updated standardized alignment as well as gene and exon expression quantification of all public bulk (and in the near future also single-cell) RNA-Seq runs in 264 species in European Nucleotide Archive, using Representational State Transfer. Results The RNASeq-er API (Application Programming Interface) enables ontology-powered search for and retrieval of CRAM, bigwig and bedGraph files, gene and exon expression quantification matrices (Fragments Per Kilobase Of Exon Per Million Fragments Mapped, Transcripts Per Million, raw counts) as well as sample attributes annotated with ontology terms. To date over 270 00 RNA-Seq runs in nearly 10 000 studies (1PB of raw FASTQ data) in 264 species in ENA have been processed and made available via the API. Availability and Implementation The RNASeq-er API can be accessed at http://www.ebi.ac.uk/fg/rnaseq/api. The commands used to analyse the data are available in supplementary materials and at https://github.com/nunofonseca/irap/wiki/iRAP-single-library. Supplementary information Supplementary data are available at Bioinformatics online.

Published
2017

14. Discovering and linking public omics data sets using the Omics Discovery Index

Author

Manish Sud, Henning Hermjakob, Yasset Perez-Riverol, Rodrigo Lopez, Felipe da Veiga Leprevost, Alexey I. Nesvizhskii, Adam J. Carroll, Youngmi Park, Eric W. Deutsch, Dylan Spalding, Shankar Subramaniam, Ronald C. Beavis, Maria Keays, Christoph Steinbeck, Mingxun Wang, Mingze Bai, Justin Paschall, Juan Antonio Vizcaíno, Rafael C. Jimenez, Silvano Squizzato, Peng Zhang, David S. Campbell, Tobias Ternent, Nicola Buso, Susanna-Assunta Sansone, Nuno Bandeira, Ugis Sarkans, Ariana Barberá, Kenneth Haug, Robert Petryszak, Eoin Fahy, Peipei Ping, Reza M. Salek, and Noemi del-Toro

Subjects
Proteomics, 0301 basic medicine, Extramural, Biomedical Engineering, Computational Biology, Information Storage and Retrieval, Library science, Bioengineering, Genomics, Applied Microbiology and Biotechnology, Article, Omics data, 03 medical and health sciences, 030104 developmental biology, Political science, Data Mining, Humans, Molecular Medicine, Biotechnology
Abstract

This work has been supported by the US NIH BD2K grant U54 GM114833 and a National Natural Science Foundation of China grant (61501071). A.I.N. is supported by US National Institute of Health grant (R01-GM-094231). Y.P.-R. is supported by BBSRC ‘PROCESS’ grant (BB/K01997X/1). M.B. is supported by Projects of International Cooperation and Exchanges grant (2014DFB30010). M.W. is supported by an NIH grant (5P41GM103484-07). J.A.V. and N.d.-T. are supported by the Wellcome Trust (grant WT101477MA). T.T. is supported by the BBSRC ‘ProteoGenomics’ grant (BB/L024225/1). E.W.D. and D.S.C. are supported in part by grant (U24 AI117966- 02S1). S.-A.S. is supported in part by US NIH BD2K grant (1U24AI117966-01). M.W. and N.Bandeira were supported by NIH grant (5P41GM103484-07). N.Bandeira was also partially supported as an Alfred P. Sloan Fellow. S.Subramaniam is supported by NIH grants U01 DK097430 and U01 CA198941

Published
2017

15. A user’s guide to the online resources for data exploration, visualization, and discovery for the Pan-Cancer Analysis of Whole Genomes project (PCAWG)

Author

John N. Weinstein, Jingchun Zhu, Elena Piñeiro-Yáñez, Vincent Ferreti, Robert Petryszak, Elisabet Barrera, Brian O'Connor, Brian Craft, Anja Füllgrabe, Irene Papatheodorou, Peter J. Park, Nuno A. Fonseca, Fatima Al-Shahrour, Mary Goldman, Junjun Zhang, Wojciech Bazant, Alfonso Munoz, Maria Keays, Wolfgang Huber, Alfonso Valencia, David Haussler, Qian Xiang, Isidro Cortes-Ciriano, and M. Vazquez

Subjects
Resource (project management), Chromothripsis, Data exploration, Pan cancer, Computer science, Genomics, Genome, Data science, Visualization
Abstract

The Pan-Cancer Analysis of Whole Genomes (PCAWG) project has generated, to our knowledge, the largest whole-genome cancer sequencing resource to date. Here we provide a user’s guide to the five publicly available online data exploration and visualization tools introduced in the PCAWG marker paper: The ICGC Data Portal, UCSC Xena, Expression Atlas, PCAWG-Scout, and Chromothripsis Explorer. We detail use cases and analyses for each tool, show how they incorporate outside resources from the larger genomics ecosystem, as well as demonstrate how the tools can be used together to more deeply understand tumor biology. Together, these tools enable researchers to dynamically query complex genomics data and integrate external information, enabling and enhancing PCAWG data interpretation. More information on these tools and their capabilities is available from The PCAWG Data Portals and Visualizations Page (http://docs.icgc.org/pcawg).

Published
2017
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16. ArrayExpress update—simplifying data submissions

Author

Robert Petryszak, Ekaterina Pilicheva, Karyn Megy, Alvis Brazma, Tony Burdett, Gabriella Rustici, Olga Melnichuk, Emma Hastings, Ugis Sarkans, Helen Parkinson, Marco Brandizi, Natalja Kurbatova, Andrew Tikhonov, Eleanor Williams, Miroslaw Dylag, Nikolay Kolesnikov, Maria Keays, and Y. Amy Tang

Subjects
Internet, business.industry, Gene Expression Profiling, High-Throughput Nucleotide Sequencing, Genomics, Biology, Data submission, Bioinformatics, World Wide Web, Databases, Genetic, Genetics, Database Issue, The Internet, business, Software, Oligonucleotide Array Sequence Analysis
Abstract

The ArrayExpress Archive of Functional Genomics Data (http://www.ebi.ac.uk/arrayexpress) is an international functional genomics database at the European Bioinformatics Institute (EMBL-EBI) recommended by most journals as a repository for data supporting peer-reviewed publications. It contains data from over 7000 public sequencing and 42 000 array-based studies comprising over 1.5 million assays in total. The proportion of sequencing-based submissions has grown significantly over the last few years and has doubled in the last 18 months, whilst the rate of microarray submissions is growing slightly. All data in ArrayExpress are available in the MAGE-TAB format, which allows robust linking to data analysis and visualization tools and standardized analysis. The main development over the last two years has been the release of a new data submission tool Annotare, which has reduced the average submission time almost 3-fold. In the near future, Annotare will become the only submission route into ArrayExpress, alongside MAGE-TAB format-based pipelines. ArrayExpress is a stable and highly accessed resource. Our future tasks include automation of data flows and further integration with other EMBL-EBI resources for the representation of multi-omics data.

Published
2014

17. ArrayExpress update-trends in database growth and links to data analysis tools

Author

Emma Hastings, Nikolay Kolesnikov, Tony Burdett, Annalisa Mupo, Ugis Sarkans, Helen Parkinson, Jon Ison, Alvis Brazma, Danielle Welter, Roby Mani, Y. Amy Tang, Anjan Sharma, James Malone, Natalja Kurbatova, Gabriella Rustici, Anna Farne, Ibrahim Emam, Tobias Ternent, Ekaterina Pilicheva, Marco Brandizi, Miroslaw Dylag, Maria Keays, Rui Pedro Pereira, Johan Rung, Andrew Tikhonov, and Eleanor Williams

Subjects
Gene expression omnibus, 0303 health sciences, Internet, Information retrieval, Sequencing data, High-Throughput Nucleotide Sequencing, Genomics, Articles, Biology, Bioinformatics, Microarray Analysis, Bioconductor, 03 medical and health sciences, User-Computer Interface, 0302 clinical medicine, 030220 oncology & carcinogenesis, Databases, Genetic, Genetics, Analysis tools, Functional genomics, Software, 030304 developmental biology
Abstract

The ArrayExpress Archive of Functional Genomics Data (http://www.ebi.ac.uk/arrayexpress) is one of three international functional genomics public data repositories, alongside the Gene Expression Omnibus at NCBI and the DDBJ Omics Archive, supporting peer-reviewed publications. It accepts data generated by sequencing or array-based technologies and currently contains data from almost a million assays, from over 30 000 experiments. The proportion of sequencing-based submissions has grown significantly over the last 2 years and has reached, in 2012, 15% of all new data. All data are available from ArrayExpress in MAGE-TAB format, which allows robust linking to data analysis and visualization tools, including Bioconductor and GenomeSpace. Additionally, R objects, for microarray data, and binary alignment format files, for sequencing data, have been generated for a significant proportion of ArrayExpress data.

Published
2013
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18. Open Targets: a platform for therapeutic target identification and validation

Author

Olga Vrousgou, Y. Amy Tang, Simon A. Forbes, Naruemon Pratanwanich, Luca Fumis, Priyanka Wankar, Edward Turner, Jessica Vamathevan, Theo Platt, S Jupe, Claire O'Donovan, Catherine Leroy, Johanna McEntyre, Robert Petryszak, Brendan Vaughan, Maria Jesus Martin, Denise Carvalho-Silva, Anna Gaulton, Ian Dunham, Nikiforos Karamanis, Ewan Birney, Rippa Gasparyan, Jennifer A. Cham, Thomas Smith, Irene Papatheodorou, Antonio Fabregat, Philippe Sanseau, Sirarat Sarntivijal, Eliseo Papa, Andrea Pierleoni, Anne Hersey, Xavier Watkins, Maria Keays, Francisco-Javier Lopez, James Malone, A. Patrícia Bento, Justin Paschall, Tony Burdett, María Paula Magariños, Zbyslaw Sondka, Barbara Palka, Gautier Koscielny, Miguel Pignatelli, Senay Kafkas, Cristina Y. González, Gary Saunders, Oliver Stegle, Michael Maguire, Jeffrey C. Barrett, Henning Hermjakob, Francis Rowland, Konstantinos Sidiropoulos, Samiul Hasan, Helen Parkinson, Alfonso Muñoz-Pomer Fuentes, and Peter An

Subjects
0301 basic medicine, Prioritization, Databases, Factual, Drug target, education, Biology, Web Browser, Bioinformatics, computer.software_genre, Workflow, 03 medical and health sciences, Software, Human–computer interaction, Genetics, Humans, Database Issue, Molecular Targeted Therapy, Web browser, business.industry, food and beverages, Computational Biology, Reproducibility of Results, 3. Good health, Visualization, Search Engine, Identification (information), 030104 developmental biology, ComputingMethodologies_PATTERNRECOGNITION, business, computer, Data integration
Abstract

We have designed and developed a data integration and visualization platform that provides evidence about the association of known and potential drug targets with diseases. The platform is designed to support identification and prioritization of biological targets for follow-up. Each drug target is linked to a disease using integrated genome-wide data from a broad range of data sources. The platform provides either a target-centric workflow to identify diseases that may be associated with a specific target, or a disease-centric workflow to identify targets that may be associated with a specific disease. Users can easily transition between these target- and disease-centric workflows. The Open Targets Validation Platform is accessible at https://www.targetvalidation.org.

Published
2016

19. Plant Reactome: a resource for plant pathways and comparative analysis

Author

Antonio Fabregat, Maria Keays, Lincoln D. Stein, Peter D'Eustachio, Palitha Dharmawardhana, Parul Gupta, Joel Weiser, Pankaj Jaiswal, Alfonso Muñoz-Pomer Fuentes, Guanming Wu, Sushma Naithani, Justin Elser, Justin Preece, Vindhya Amarasinghe, Robert Petryszak, and Doreen Ware

Subjects
0301 basic medicine, Systems biology, Computational biology, Biology, Web Browser, Bioinformatics, Genome, 03 medical and health sciences, Annotation, User-Computer Interface, Databases, Genetic, Genetics, BioPAX : Biological Pathways Exchange, Database Issue, SBML, 2. Zero hunger, Application programming interface, Systems Biology, food and beverages, Computational Biology, Genome project, Genomics, 15. Life on land, Plants, Search Engine, 030104 developmental biology, Data access, Metabolic Networks and Pathways, Signal Transduction
Abstract

Plant Reactome (http://plantreactome.gramene.org/) is a free, open-source, curated plant pathway database portal, provided as part of the Gramene project. The database provides intuitive bioinformatics tools for the visualization, analysis and interpretation of pathway knowledge to support genome annotation, genome analysis, modeling, systems biology, basic research and education. Plant Reactome employs the structural framework of a plant cell to show metabolic, transport, genetic, developmental and signaling pathways. We manually curate molecular details of pathways in these domains for reference species Oryza sativa (rice) supported by published literature and annotation of well-characterized genes. Two hundred twenty-two rice pathways, 1025 reactions associated with 1173 proteins, 907 small molecules and 256 literature references have been curated to date. These reference annotations were used to project pathways for 62 model, crop and evolutionarily significant plant species based on gene homology. Database users can search and browse various components of the database, visualize curated baseline expression of pathway-associated genes provided by the Expression Atlas and upload and analyze their Omics datasets. The database also offers data access via Application Programming Interfaces (APIs) and in various standardized pathway formats, such as SBML and BioPAX.

Published
2016

20. Gramene 2016: comparative plant genomics and pathway resources

Author

Sharon Wei, Justin Preece, Andrew Olson, Y. Amy Tang, James Thomason, Bo Wang, Palitha Dharmawardhana, Paul J. Kersey, Dan Bolser, Lincoln D. Stein, Helen Parkinson, Joseph Mulvaney, Vindhya Amarasinghe, Sheldon J. McKay, Robert Petryszak, Yinping Jiao, Pankaj Jaiswal, Brandon Walts, Maria Keays, Sushma Naithani, Antonio Fabregat, Joshua C. Stein, Justin Elser, Nuno A. Fonseca, Joel Weiser, Marcela K. Tello-Ruiz, Doreen Ware, Sunita Kumari, Kapeel Chougule, Peter D'Eustachio, Arnaud Kerhornou, and Laura Huerta

Subjects
0301 basic medicine, Gene Expression, Genomics, Computational biology, Biology, Bioinformatics, Genome, 03 medical and health sciences, Annotation, Databases, Genetic, Genetics, Ensembl, Database Issue, 2. Zero hunger, Comparative genomics, Internet, food and beverages, Genetic Variation, Molecular Sequence Annotation, 15. Life on land, Plants, 030104 developmental biology, Functional genomics, Plant genomics, Genome, Plant, Metabolic Networks and Pathways
Abstract

Gramene (http://www.gramene.org) is an online resource for comparative functional genomics in crops and model plant species. Its two main frameworks are genomes (collaboration with Ensembl Plants) and pathways (The Plant Reactome and archival BioCyc databases). Since our last NAR update, the database website adopted a new Drupal management platform. The genomes section features 39 fully assembled reference genomes that are integrated using ontology-based annotation and comparative analyses, and accessed through both visual and programmatic interfaces. Additional community data, such as genetic variation, expression and methylation, are also mapped for a subset of genomes. The Plant Reactome pathway portal (http://plantreactome.gramene.org) provides a reference resource for analyzing plant metabolic and regulatory pathways. In addition to ∼ 200 curated rice reference pathways, the portal hosts gene homology-based pathway projections for 33 plant species. Both the genome and pathway browsers interface with the EMBL-EBI's Expression Atlas to enable the projection of baseline and differential expression data from curated expression studies in plants. Gramene's archive website (http://archive.gramene.org) continues to provide previously reported resources on comparative maps, markers and QTL. To further aid our users, we have also introduced a live monthly educational webinar series and a Gramene YouTube channel carrying video tutorials.

Published
2015

21. Expression Atlas update--a database of gene and transcript expression from microarray- and sequencing-based functional genomics experiments

Author

James Malone, Emma Hastings, Oliver Mannion, Robert Petryszak, Wolfgang Huber, Nataliya Kryvych, Alvis Brazma, Eleanor Williams, Helen Parkinson, Jan Taubert, John C. Marioni, Simon Jupp, Julie A. McMurry, Nuno A. Fonseca, Maria Keays, Y. Amy Tang, Karyn Megy, Mar Gonzàlez-Porta, Benedetto Fiorelli, Gabriella Rustici, Tony Burdett, Marioni, John [0000-0001-9092-0852], Megy, Karyn [0000-0002-2826-3879], and Apollo - University of Cambridge Repository

Subjects
Genetics, Internet, Database, Experimental factor ontology, Sequence Analysis, RNA, Gene Expression Profiling, Alternative splicing, Proteins, Genomics, V. Human genome, model organisms, comparative genomics, Biology, computer.software_genre, Gene expression profiling, Gene expression, Databases, Genetic, RNA Isoforms, Microarray databases, Humans, computer, Gene, Functional genomics, Oligonucleotide Array Sequence Analysis
Abstract

Expression Atlas (http://www.ebi.ac.uk/gxa) is a value-added database providing information about gene, protein and splice variant expression in different cell types, organism parts, developmental stages, diseases and other biological and experimental conditions. The database consists of selected high-quality microarray and RNA-sequencing experiments from ArrayExpress that have been manually curated, annotated with Experimental Factor Ontology terms and processed using standardized microarray and RNA-sequencing analysis methods. The new version of Expression Atlas introduces the concept of 'baseline' expression, i.e. gene and splice variant abundance levels in healthy or untreated conditions, such as tissues or cell types. Differential gene expression data benefit from an in-depth curation of experimental intent, resulting in biologically meaningful 'contrasts', i.e. instances of differential pairwise comparisons between two sets of biological replicates. Other novel aspects of Expression Atlas are its strict quality control of raw experimental data, up-to-date RNA-sequencing analysis methods, expression data at the level of gene sets, as well as genes and a more powerful search interface designed to maximize the biological value provided to the user.

Published
2013

22. Mitochondrial Complex I Is a Global Regulator of Secondary Metabolism, Virulence and Azole Sensitivity in Fungi

Author

David W. Denning, Misha Kapushesky, Marta Gut, Jane Mabey Gilsenan, Natalya Kurbatova, Ivo Gut, Anna Johns, Marcin G. Fraczek, Paul Bowyer, Michael Bromley, Emma Davies, and Maria Keays

Subjects
Azoles, 0301 basic medicine, Antifungal Agents, Antifungal drug, Secondary Metabolism, lcsh:Medicine, Drug resistance, Pathology and Laboratory Medicine, medicine.disease_cause, Biochemistry, Cytochrome P-450 Enzyme System, Heterocyclic Compounds, Medicine and Health Sciences, Metabolites, Secondary Metabolites, lcsh:Science, Energy-Producing Organelles, Medicine(all), Fungal Pathogens, Genetics, chemistry.chemical_classification, Fungal protein, Mutation, Multidisciplinary, Agricultural and Biological Sciences(all), Organic Compounds, Fungal Diseases, Fungal genetics, Mitochondria, 3. Good health, Chemistry, Aspergillus, Infectious Diseases, Aspergillus Fumigatus, Medical Microbiology, Physical Sciences, Efflux, Pathogens, Cellular Structures and Organelles, Research Article, Chemical Elements, 030106 microbiology, Microbial Sensitivity Tests, Mycology, Bioenergetics, Biology, Microbiology, Fungal Proteins, 03 medical and health sciences, Drug Resistance, Fungal, medicine, Aspergillosis, Humans, Fungal Genetics, Secondary metabolism, Microbial Pathogens, Electron Transport Complex I, Biochemistry, Genetics and Molecular Biology(all), Organic Chemistry, lcsh:R, Chemical Compounds, Organisms, Fungi, Correction, Biology and Life Sciences, Cell Biology, Molds (Fungi), Oxygen, Metabolism, chemistry, Azole, lcsh:Q, Gene Deletion
Abstract

Recent estimates of the global burden of fungal disease suggest that that their incidence has been drastically underestimated and that mortality may rival that of malaria or tuberculosis. Azoles are the principal class of antifungal drug and the only available oral treatment for fungal disease. Recent occurrence and increase in azole resistance is a major concern worldwide. Known azole resistance mechanisms include over-expression of efflux pumps and mutation of the gene encoding the target protein cyp51a, however, for one of the most important fungal pathogens of humans, Aspergillus fumigatus, much of the observed azole resistance does not appear to involve such mechanisms. Here we present evidence that azole resistance in A. fumigatus can arise through mutation of components of mitochondrial complex I. Gene deletions of the 29.9KD subunit of this complex are azole resistant, less virulent and exhibit dysregulation of secondary metabolite gene clusters in a manner analogous to deletion mutants of the secondary metabolism regulator, LaeA. Additionally we observe that a mutation leading to an E180D amino acid change in the 29.9 KD subunit is strongly associated with clinical azole resistant A. fumigatus isolates. Evidence presented in this paper suggests that complex I may play a role in the hypoxic response and that one possible mechanism for cell death during azole treatment is a dysfunctional hypoxic response that may be restored by dysregulation of complex I. Both deletion of the 29.9 KD subunit of complex I and azole treatment alone profoundly change expression of gene clusters involved in secondary metabolism and immunotoxin production raising potential concerns about long term azole therapy.

Published
2016

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