22 results on '"Jingchun Zhu"'
Search Results
2. RADIA: RNA and DNA integrated analysis for somatic mutation detection.
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Amie J Radenbaugh, Singer Ma, Adam Ewing, Joshua M Stuart, Eric A Collisson, Jingchun Zhu, and David Haussler
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Medicine ,Science - Abstract
The detection of somatic single nucleotide variants is a crucial component to the characterization of the cancer genome. Mutation calling algorithms thus far have focused on comparing the normal and tumor genomes from the same individual. In recent years, it has become routine for projects like The Cancer Genome Atlas (TCGA) to also sequence the tumor RNA. Here we present RADIA (RNA and DNA Integrated Analysis), a novel computational method combining the patient-matched normal and tumor DNA with the tumor RNA to detect somatic mutations. The inclusion of the RNA increases the power to detect somatic mutations, especially at low DNA allelic frequencies. By integrating an individual's DNA and RNA, we are able to detect mutations that would otherwise be missed by traditional algorithms that examine only the DNA. We demonstrate high sensitivity (84%) and very high precision (98% and 99%) for RADIA in patient data from endometrial carcinoma and lung adenocarcinoma from TCGA. Mutations with both high DNA and RNA read support have the highest validation rate of over 99%. We also introduce a simulation package that spikes in artificial mutations to patient data, rather than simulating sequencing data from a reference genome. We evaluate sensitivity on the simulation data and demonstrate our ability to rescue back mutations at low DNA allelic frequencies by including the RNA. Finally, we highlight mutations in important cancer genes that were rescued due to the incorporation of the RNA.
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- 2014
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3. Comparative genomics search for losses of long-established genes on the human lineage.
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Jingchun Zhu, J Zachary Sanborn, Mark Diekhans, Craig B Lowe, Tom H Pringle, and David Haussler
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Biology (General) ,QH301-705.5 - Abstract
Taking advantage of the complete genome sequences of several mammals, we developed a novel method to detect losses of well-established genes in the human genome through syntenic mapping of gene structures between the human, mouse, and dog genomes. Unlike most previous genomic methods for pseudogene identification, this analysis is able to differentiate losses of well-established genes from pseudogenes formed shortly after segmental duplication or generated via retrotransposition. Therefore, it enables us to find genes that were inactivated long after their birth, which were likely to have evolved nonredundant biological functions before being inactivated. The method was used to look for gene losses along the human lineage during the approximately 75 million years (My) since the common ancestor of primates and rodents (the euarchontoglire crown group). We identified 26 losses of well-established genes in the human genome that were all lost at least 50 My after their birth. Many of them were previously characterized pseudogenes in the human genome, such as GULO and UOX. Our methodology is highly effective at identifying losses of single-copy genes of ancient origin, allowing us to find a few well-known pseudogenes in the human genome missed by previous high-throughput genome-wide studies. In addition to confirming previously known gene losses, we identified 16 previously uncharacterized human pseudogenes that are definitive losses of long-established genes. Among them is ACYL3, an ancient enzyme present in archaea, bacteria, and eukaryotes, but lost approximately 6 to 8 Mya in the ancestor of humans and chimps. Although losses of well-established genes do not equate to adaptive gene losses, they are a useful proxy to use when searching for such genetic changes. This is especially true for adaptive losses that occurred more than 250,000 years ago, since any genetic evidence of the selective sweep indicative of such an event has been erased.
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- 2007
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4. A Bayesian network driven approach to model the transcriptional response to nitric oxide in Saccharomyces cerevisiae.
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Jingchun Zhu, Ashwini Jambhekar, Aaron Sarver, and Joseph DeRisi
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Medicine ,Science - Abstract
The transcriptional response to exogenously supplied nitric oxide in Saccharomyces cerevisiae was modeled using an integrated framework of Bayesian network learning and experimental feedback. A Bayesian network learning algorithm was used to generate network models of transcriptional output, followed by model verification and revision through experimentation. Using this framework, we generated a network model of the yeast transcriptional response to nitric oxide and a panel of other environmental signals. We discovered two environmental triggers, the diauxic shift and glucose repression, that affected the observed transcriptional profile. The computational method predicted the transcriptional control of yeast flavohemoglobin YHB1 by glucose repression, which was subsequently experimentally verified. A freely available software application, ExpressionNet, was developed to derive Bayesian network models from a combination of gene expression profile clusters, genetic information and experimental conditions.
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- 2006
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5. The transcriptome of the intraerythrocytic developmental cycle of Plasmodium falciparum.
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Zbynek Bozdech, Manuel Llinás, Brian Lee Pulliam, Edith D Wong, Jingchun Zhu, and Joseph L DeRisi
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Biology (General) ,QH301-705.5 - Abstract
Plasmodium falciparum is the causative agent of the most burdensome form of human malaria, affecting 200-300 million individuals per year worldwide. The recently sequenced genome of P. falciparum revealed over 5,400 genes, of which 60% encode proteins of unknown function. Insights into the biochemical function and regulation of these genes will provide the foundation for future drug and vaccine development efforts toward eradication of this disease. By analyzing the complete asexual intraerythrocytic developmental cycle (IDC) transcriptome of the HB3 strain of P. falciparum, we demonstrate that at least 60% of the genome is transcriptionally active during this stage. Our data demonstrate that this parasite has evolved an extremely specialized mode of transcriptional regulation that produces a continuous cascade of gene expression, beginning with genes corresponding to general cellular processes, such as protein synthesis, and ending with Plasmodium-specific functionalities, such as genes involved in erythrocyte invasion. The data reveal that genes contiguous along the chromosomes are rarely coregulated, while transcription from the plastid genome is highly coregulated and likely polycistronic. Comparative genomic hybridization between HB3 and the reference genome strain (3D7) was used to distinguish between genes not expressed during the IDC and genes not detected because of possible sequence variations. Genomic differences between these strains were found almost exclusively in the highly antigenic subtelomeric regions of chromosomes. The simple cascade of gene regulation that directs the asexual development of P. falciparum is unprecedented in eukaryotic biology. The transcriptome of the IDC resembles a "just-in-time" manufacturing process whereby induction of any given gene occurs once per cycle and only at a time when it is required. These data provide to our knowledge the first comprehensive view of the timing of transcription throughout the intraerythrocytic development of P. falciparum and provide a resource for the identification of new chemotherapeutic and vaccine candidates.
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- 2003
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6. Whole-genome characterization of lung adenocarcinomas lacking alterations in the RTK/RAS/RAF pathway
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Ina Felau, Reanne Bowlby, Kiran Kumar, June Koo Lee, Zhining Wang, Pavana Anur, Yuexin Liu, Wen-Wei Liang, Jennifer Shelton, Josh Stuart, Christopher C. Benz, Iman Hajirasouliha, Jean C. Zenklusen, Christina Yau, David I. Heiman, David Haan, Tiago C. Silva, Ekta Khurana, Samantha J. Caesar-Johnson, Lixing Yang, Rehan Akbani, Andrew D. Cherniack, John N. Weinstein, Hailei Zhang, Rameen Beroukhim, Ming-Sound Tsao, Toshinori Hinoue, Jeffrey S. Damrauer, Brian Craft, Steven J.M. Jones, Peter W. Laird, Jingchun Zhu, John A. Demchok, Martin L. Ferguson, Aditya Deshpande, Alice H. Berger, Li Ding, Hui Shen, David J. Kwiatkowski, Katherine A. Hoadley, William D. Travis, Xiaotong Yao, Jian Carrot-Zhang, Joshua D. Campbell, Camir Ricketts, Minita Shah, Marcin Imielinski, Olivier Elemento, Ashton C. Berger, Meng Zhou, Sitapriya Moorthi, Nicolas Robine, A. Gordon Robertson, Karen Mungall, Verena Friedl, Siddhartha Devarakonda, Benjamin J. Raphael, Mary Goldman, Esther Rheinbay, Ofer Shapira, Galen F. Gao, Benjamin P. Berman, Eric Minwei Liu, Mauro A. A. Castro, Matthew Meyerson, Tuan Trieu, Lisui Bao, Liming Yang, Christopher K. Wong, Michael C. Zody, Paul T. Spellman, Gad Getz, Roy Tarnuzzer, Kami E. Chiotti, Hyo Young Choi, Anab Kemal, Eric A. Collisson, Kanika Arora, Ramaswamy Govindan, Binyamin Zhitomirsky, Jason C. Chang, and D. Neil Hayes
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0301 basic medicine ,Genome instability ,Lung Neoplasms ,Mutant ,STK11 ,Adenocarcinoma of Lung ,Biology ,Genome ,Article ,General Biochemistry, Genetics and Molecular Biology ,Structural variation ,03 medical and health sciences ,0302 clinical medicine ,Tachykinins ,medicine ,Humans ,lcsh:QH301-705.5 ,Whole genome sequencing ,Kelch-Like ECH-Associated Protein 1 ,Whole Genome Sequencing ,Oncogene ,medicine.disease ,030104 developmental biology ,lcsh:Biology (General) ,Cancer research ,Adenocarcinoma ,030217 neurology & neurosurgery - Abstract
SUMMARY RTK/RAS/RAF pathway alterations (RPAs) are a hallmark of lung adenocarcinoma (LUAD). In this study, we use whole-genome sequencing (WGS) of 85 cases found to be RPA(–) by previous studies from The Cancer Genome Atlas (TCGA) to characterize the minority of LUADs lacking apparent alterations in this pathway. We show that WGS analysis uncovers RPA(+) in 28 (33%) of the 85 samples. Among the remaining 57 cases, we observe focal deletions targeting the promoter or transcription start site of STK11 (n = 7) or KEAP1 (n = 3), and promoter mutations associated with the increased expression of ILF2 (n = 6). We also identify complex structural variations associated with high-level copy number amplifications. Moreover, an enrichment of focal deletions is found in TP53 mutant cases. Our results indicate that RPA(–) cases demonstrate tumor suppressor deletions and genome instability, but lack unique or recurrent genetic lesions compensating for the lack of RPAs. Larger WGS studies of RPA(–) cases are required to understand this important LUAD subset., In Brief Carrot-Zhang et al. perform whole-genome characterization of lung adenocarcinomas (LUADs) lacking RTK/RAS/RAF pathway alterations (RPAs) and identify mutations or structural variants in both coding and non-coding spaces that define a unique entity of RPA(–) LUADs and potentially explain the underlying biology of this disease., Graphical Abstract
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- 2021
7. A user guide for the online exploration and visualization of PCAWG data
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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)
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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.
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- 2020
8. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples
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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, 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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, 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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.
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- 2020
9. Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer
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Theodore C. Goldstein, Robert Currie, Ashley S Plant, John Vivian, E. Alejandro Sweet-Cordero, Sabine Mueller, Stanley G. Leung, Sheri L. Spunt, Ivan I. Kirov, Avanthi Tayi Shah, Adam C. Resnick, Van Huynh, Rebecca J. Deyell, Keri B. Zabokrtsky, Holly C. Beale, Janessa Laskin, Aviv Spillinger, Duncan McColl, Winnie S. Liang, Heng Yi Liu, Leonard S. Sender, Marco A. Marra, Yulia Newton, S. Rod Rassekh, Sara A. Byron, Lilibeth Torno, Teresa Swatloski, Isabel Bjork, Jingchun Zhu, Lauren Sanders, Sofie R. Salama, Du L. Lam, Arun Rangaswami, Alex G. Lee, Ellen Kephart, Olena M. Vaske, Michael E. Berens, David Haussler, Norman J. Lacayo, Katrina Learned, Ann Durbin, and Jacob Pfeil
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Oncology ,Male ,medicine.medical_specialty ,Canada ,Genomic data ,MEDLINE ,Gene Expression ,03 medical and health sciences ,Young Adult ,0302 clinical medicine ,Internal medicine ,Neoplasms ,medicine ,Humans ,RNA, Neoplasm ,Young adult ,Precision Medicine ,Child ,030304 developmental biology ,Original Investigation ,0303 health sciences ,Patients sex ,business.industry ,Sequence Analysis, RNA ,Research ,Infant, Newborn ,Infant ,Genetics and Genomics ,General Medicine ,Precision medicine ,Rare cancer ,United States ,3. Good health ,Clinical trial ,Online Only ,030220 oncology & carcinogenesis ,Child, Preschool ,Female ,business ,Cohort study - Abstract
This cohort study evaluates the feasibility and utility of incorporating comparative gene expression information into the precision medicine framework for difficult-to-treat pediatric and young adult patients with cancer., Key Points Question Is it feasible and useful to compare the tumor RNA sequencing data of a child or young adult with the tumor RNA sequencing data of thousands of other patients (of all ages) in a research setting? Findings Among 144 tumor samples from children and young adults, comparative RNA sequencing analysis, conducted across 4 precision medicine studies in the United States and Canada, was feasible and potentially useful for 99 of 144 pediatric and young adult cancer samples. In contrast, DNA mutation information was potentially useful for only 34 of 74 samples. Meaning This study’s findings suggest that open sharing and combined analysis of tumor RNA sequencing data from pediatric and young adult patients treated on different clinical trials may represent a feasible approach and may produce useful clinical and biological information for individual patients., Importance Pediatric cancers are epigenetic diseases; therefore, considering tumor gene expression information is necessary for a complete understanding of the tumorigenic processes. Objective To evaluate the feasibility and utility of incorporating comparative gene expression information into the precision medicine framework for difficult-to-treat pediatric and young adult patients with cancer. Design, Setting, and Participants This cohort study was conducted as a consortium between the University of California, Santa Cruz (UCSC) Treehouse Childhood Cancer Initiative and clinical genomic trials. RNA sequencing (RNA-Seq) data were obtained from the following 4 clinical sites and analyzed at UCSC: British Columbia Children’s Hospital (n = 31), Lucile Packard Children’s Hospital at Stanford University (n = 80), CHOC Children’s Hospital and Hyundai Cancer Institute (n = 46), and the Pacific Pediatric Neuro-Oncology Consortium (n = 24). The study dates were January 1, 2016, to March 22, 2017. Exposures Participants underwent tumor RNA-Seq profiling as part of 4 separate clinical trials at partner hospitals. The UCSC either downloaded RNA-Seq data from a partner institution for analysis in the cloud or provided a Docker pipeline that performed the same analysis at a partner institution. The UCSC then compared each participant’s tumor RNA-Seq profile with more than 11 000 uniformly analyzed tumor profiles from pediatric and young adult patients with cancer, downloaded from public data repositories. These comparisons were used to identify genes and pathways that are significantly overexpressed in each patient’s tumor. Results of the UCSC analysis were presented to clinical partners. Main Outcomes and Measures Feasibility of a third-party institution (UCSC Treehouse Childhood Cancer Initiative) to obtain tumor RNA-Seq data from patients, conduct comparative analysis, and present analysis results to clinicians; and proportion of patients for whom comparative tumor gene expression analysis provided useful clinical and biological information. Results Among 144 samples from children and young adults (median age at diagnosis, 9 years; range, 0-26 years; 72 of 118 [61.0%] male [26 patients sex unknown]) with a relapsed, refractory, or rare cancer treated on precision medicine protocols, RNA-Seq–derived gene expression was potentially useful for 99 of 144 samples (68.8%) compared with DNA mutation information that was potentially useful for only 34 of 74 samples (45.9%). Conclusions and Relevance This study’s findings suggest that tumor RNA-Seq comparisons may be feasible and highlight the potential clinical utility of incorporating such comparisons into the clinical genomic interpretation framework for difficult-to-treat pediatric and young adult patients with cancer. The study also highlights for the first time to date the potential clinical utility of harmonized publicly available genomic data sets.
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- 2019
10. Elimination of HSV-2 infected cells is mediated predominantly by paracrine effects of tissue-resident T cell derived cytokines
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Jennifer M. Lund, Joshua T. Schiffer, Jingchun Zhu, Swan Da, Elizabeth R. Duke, Martin Prlic, Pavitra Roychoudhury, Lawrence Corey, Davé, and Spuhler Lr
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0303 health sciences ,medicine.medical_treatment ,T cell ,viruses ,Biology ,3. Good health ,Lesion ,Granzyme B ,03 medical and health sciences ,Cytolysis ,Paracrine signalling ,0302 clinical medicine ,Cytokine ,medicine.anatomical_structure ,Immunology ,medicine ,medicine.symptom ,Viral load ,CD8 ,030304 developmental biology ,030215 immunology - Abstract
The mechanisms underlying rapid elimination of herpes simplex virus-2 (HSV-2) in the human genital tract despite low tissue-resident CD8+ T-cell density (TRM) are unknown. We analyzed shedding episodes during chronic HSV-2 infection: viral clearance always occurred within 24 hours of detection even if viral load exceeded 107HSV DNA copies; surges in granzyme B and interferon-γoccurred within the early hours after reactivation. We next developed a mathematical model of an HSV-2 genital ulcer to integrate mechanistic observations of TRMin situproliferation, trafficking, cytolytic effects and cytokine alarm signaling from murine studies with viral kinetics, histopathology and lesion size data from humans. A sufficiently high density of HSV-2 specific TRMpredicted rapid contact-mediated elimination of infected cells. At lower TRMdensities, TRMmust initiate a rapidly diffusing, polyfunctional cytokine response in order to eliminate of a majority of infected cells and eradicate briskly spreading HSV-2 infection.One Sentence SummaryControl of herpes simplex virus-2 is primarily mediated by rapidly diffusing cytokines secreted by tissue-resident T cells.
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- 2019
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11. A user’s guide to the online resources for data exploration, visualization, and discovery for the Pan-Cancer Analysis of Whole Genomes project (PCAWG)
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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
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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).
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- 2017
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12. Comprehensive Molecular Characterization of Pheochromocytoma and Paraganglioma
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James Powers, Antonio M. Lerario, Sylvia L. Asa, Joel S. Parker, Erin Curley, D. Neil Hayes, Martin L. Ferguson, Tobias Else, Michael S. Noble, Liming Yang, Mark Gerken, Ina Felau, Donghui Tan, Doug Voet, Charis Eng, Tracy S. Wang, Erik Zmuda, Kiley Graim, Anouk van Berkel, Noreen Dhalla, Gad Getz, Nicole Maison, Alan P. Hoyle, Vlado Uzunangelov, Artem Sokolov, Virginia A. LiVolsi, Tomáš Zelinka, Evan Paul, Juliann Shih, David Haussler, Charles M. Perou, David Dimmock, Patrick K. Kimes, Rashi Naresh, Yiling Lu, Nina Thiessen, Manaswi Gupta, Fiemu E. Nwariaku, Scott Morris, John N. Weinstein, Brandon Wenz, Yair Lotan, Carrie Sougnez, Theo A. Knijnenburg, Angela Tam, Nilsa C. Ramirez, Candace Shelton, Richard A. Moore, Esther Korpershoek, Amy H. Perou, Ozgur Mete, Steven E. Schumacher, David I. Heiman, Eric Baudin, Tom Bodenheimer, Jia Liu, Lauren Fishbein, Troy Shelton, Jens Waldmann, Michael S. Lawrence, Jacqueline E. Schein, Robert Penny, Andrew D. Cherniack, Kane Tse, Harindra Arachchi, A. Gordon Robertson, Corbin D. Jones, Heidi J. Sofia, Stefanie Hahner, Carolyn M. Hutter, Rameen Beroukhim, Allison Beaver, Vonn Walter, JoEllen Weaver, Electron Kebebew, Sam Ng, Daniel Crain, Jennifer L. Rabaglia, Adrian Ally, Lynda Chin, Constanze Hantel, Matthew Meyerson, Mary Goldman, J. Todd Auman, Timo Deutschbein, John A. Demchok, Stacey B. Gabriel, Julie M. Gastier-Foster, Tina Wong, W. Kimryn Rathmell, Piotr A. Mieczkowski, Jiashan Zhang, Jaegil Kim, George E. Sandusky, David Haan, Franck Zinzindohoué, Josh Stuart, Antonio L. Amelio, Marco A. Marra, Todd Pihl, Felix Beuschlein, Roy Tarnuzzer, Tara Skelly, Andrew J. Mungall, Silviu Sbiera, Robert A. Holt, Katherine L. Nathanson, Charlie Sun, Ales Vicha, Tara M. Lichtenberg, Thomas Matthew, Sudha Chudamani, Sara Sadeghi, Laurence Amar, Suzie Carter, Jeffrey Roach, Laxmi Lolla, Kristen M. Leraas, Hans K. Ghayee, Michael Mayo, Ronald R. de Krijger, Lisle E. Mose, Payal Sipahimalani, Juok Cho, Eric Chuah, Bradley A. Murray, Johanna Gardner, Matthew D. Wilkerson, Massimo Mannelli, Nils Gehlenborg, Jessica Marquard, Anna Riester, Katherine Tarvin, Teresa Swatloski, Sofie R. Salama, Ignaty Leshchiner, Lisa Wise, Jingchun Zhu, Ludmila Danilova, Michael Feldman, Jean C. Zenklusen, Richard J. Auchus, Detlef K. Bartsch, Katherine A. Hoadley, Ian T. Fiddes, Matthew G. Soloway, Yussanne Ma, Henri J. Timmers, Tchao Meatchi, Eric Lander, Leslie Cope, Rehan Akbani, Aguirre A. de Cubas, Robert Baertsch, Amy R. Johnson, Winand N.M. Dinjens, Denise Brooks, Maria J. Merino, Steven J.M. Jones, Umadevi Veluvolu, Rebecca Carlsen, Katayoon Kasaian, Wei Zhang, Thomas J. Giordano, Ying Ni, Shaowu Meng, Mei Huang, Miruna Balasundaram, Ronald Lechan, Ilya Shmulevich, Reanne Bowlby, Dirk Weismann, Gordon Saksena, Karel Pacak, Jennifer Eschbacher, Margi Sheth, Shiyun Ling, Yan Shi, Clarissa A. Cassol, Anne Paule Gimenez-Roqueplo, Charles Saller, Darlene Lee, Ye Wu, Bryan Hunt, Arthur S. Tischler, David Mallery, Amie Radenbaugh, Christopher K. Wong, Pei Lin, Yulia Newton, Zhining Wang, Scott Frazer, Martin Fassnacht, Liza Makowski, Janae V. Simons, Jennifer Geurts, Gordon B. Mills, Arjun Rao, Leigh B. Thorne, Christopher C. Benz, Stuart R. Jefferys, Yunhu Wan, Olena Morozova, Thomas L. Bauer, Jay Bowen, Lori Boice, Saianand Balu, Pathology, Broad Institute of MIT and Harvard, Massachusetts Institute of Technology. Department of Biology, Massachusetts Institute of Technology. Department of Chemical Engineering, Leshchiner, Ignaty, and Lander, Eric Steven
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0301 basic medicine ,Male ,Cancer Research ,medicine.disease_cause ,Fusion gene ,paraganglioma ,0302 clinical medicine ,Paraganglioma ,Genetics ,Aged, 80 and over ,Mutation ,Nuclear Proteins ,RNA-Binding Proteins ,sequencing ,Middle Aged ,pheochromocytoma ,DNA-Binding Proteins ,CSDE1 ,Proto-Oncogene Proteins c-ret ,Oncology ,030220 oncology & carcinogenesis ,Female ,Gene Fusion ,Pol1 Transcription Initiation Complex Proteins ,MAML3 ,Adult ,molecular profiling ,Biology ,Article ,Pheochromocytoma ,03 medical and health sciences ,Germline mutation ,medicine ,genomics ,Journal Article ,Humans ,metastasis ,HRAS ,Gene ,Aged ,Cell Biology ,TCGA ,medicine.disease ,expression subtypes ,030104 developmental biology ,Cancer research ,Trans-Activators ,bacteria ,Transcription Factors - Abstract
We report a comprehensive molecular characterization of pheochromocytomas and paragangliomas (PCCs/PGLs), a rare tumor type. Multi-platform integration revealed that PCCs/PGLs are driven by diverse alterations affecting multiple genes and pathways. Pathogenic germline mutations occurred in eight PCC/PGL susceptibility genes. We identified CSDE1 as a somatically mutated driver gene, complementing four known drivers (HRAS, RET, EPAS1, and NF1). We also discovered fusion genes in PCCs/PGLs, involving MAML3, BRAF, NGFR, and NF1. Integrated analysis classified PCCs/PGLs into four molecularly defined groups: a kinase signaling subtype, a pseudohypoxia subtype, a Wnt-altered subtype, driven by MAML3 and CSDE1, and a cortical admixture subtype. Correlates of metastatic PCCs/PGLs included the MAML3 fusion gene. This integrated molecular characterization provides a comprehensive foundation for developing PCC/PGL precision medicine., National Institutes of Health (U.S.) (Grant U54HG003273), National Institutes of Health (U.S.) (Grant U54HG003067), National Institutes of Health (U.S.) (Grant U54HG003079), National Institutes of Health (U.S.) (Grant U24CA143799), National Institutes of Health (U.S.) (Grant U24CA143835), National Institutes of Health (U.S.) (Grant U24CA143840), National Institutes of Health (U.S.) (Grant U24CA143843), National Institutes of Health (U.S.) (Grant U24CA143845), National Institutes of Health (U.S.) (Grant U24CA143848), National Institutes of Health (U.S.) (Grant U24CA143858), National Institutes of Health (U.S.) (Grant U24CA143866), National Institutes of Health (U.S.) (Grant U24CA143867), National Institutes of Health (U.S.) (Grant U24CA143882), National Institutes of Health (U.S.) (Grant U24CA143883), National Institutes of Health (U.S.) (Grant U24CA144025), National Institutes of Health (U.S.) (Grant P30CA016672)
- Published
- 2017
13. The UCSC Cancer Genomics Browser: update 2015
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Mark Diekhans, Melissa S. Cline, Brian Craft, Jingchun Zhu, Teresa Swatloski, Mary Goldman, Olena Morozova, and David Haussler
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Genomics ,Kaplan-Meier Estimate ,Biology ,World Wide Web ,03 medical and health sciences ,Upload ,0302 clinical medicine ,Cell Line, Tumor ,Neoplasms ,Databases, Genetic ,Genetics ,medicine ,Database Issue ,Humans ,natural sciences ,Child ,030304 developmental biology ,0303 health sciences ,Internet ,business.industry ,Cancer ,medicine.disease ,Genomic biomarkers ,3. Good health ,Visualization ,Phenotype ,030220 oncology & carcinogenesis ,The Internet ,business - Abstract
The UCSC Cancer Genomics Browser (https://genome-cancer.ucsc.edu/) is a web-based application that integrates relevant data, analysis and visualization, allowing users to easily discover and share their research observations. Users can explore the relationship between genomic alterations and phenotypes by visualizing various -omic data alongside clinical and phenotypic features, such as age, subtype classifications and genomic biomarkers. The Cancer Genomics Browser currently hosts 575 public datasets from genome-wide analyses of over 227 000 samples, including datasets from TCGA, CCLE, Connectivity Map and TARGET. Users can download and upload clinical data, generate Kaplan–Meier plots dynamically, export data directly to Galaxy for analysis, plus generate URL bookmarks of specific views of the data to share with others.
- Published
- 2014
14. Genomic Classification of Cutaneous Melanoma
- Author
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W. Kimryn Rathmell, Lauren E. Haydu, Nils Gehlenborg, David Mallery, Lynn M. Herbert, Hailei Zhang, Darlene Lee, Payal Sipahimalani, Richard A. Scolyer, Jonathan R. Stretch, Amanda Clarke, Sudha Chudamani, Dirk Schadendorf, Jeffrey Roach, Troy Shelton, Kerwin F. Shannon, Kadir C. Akdemir, Alexander J. Lazar, Lixing Yang, D. Murawa, Jingchun Zhu, Michael Mayo, Steven E. Schumacher, Marc Ladanyi, Yiling Lu, Levi A. Garraway, Andrew J. Spillane, Giandomenico Russo, Ian R. Watson, Matthew D. Wilkerson, Mei Huang, Chang Jiun Wu, Pedamallu Chandra Sekhar, Laura Brockway-Lunardi, Wiktoria Maria Suchorska, Michael A. Davies, John M. S. Bartlett, Benjamin Gross, Mark Gerken, Georgy Manikhas, William R. Jeck, Michael Dinikin, Sam Ng, Antje Sucker, Sharon K. Huang, Donghui Tan, Semin Lee, Da Yang, Yardena Samuels, Boris C. Bastian, Katherine A. Hoadley, Kenna R. Mills Shaw, Shaowu Meng, Kunal Rai, Sheila Fisher, Tom Bodenheimer, Robyn P. M. Saw, Joel S. Parker, Victoria Fulidou, Scot Waring, Vesteinn Thorsson, Jacqueline E. Schein, Heidi J. Sofia, Jia Liu, Eric S. Lander, Martin L. Miller, Scott E. Woodman, Yunhu Wan, Olga Voronina, Brenda Ayala, Moiz S. Bootwalla, Rileen Sinha, Yonathan Lissanu Deribe, Yussanne Ma, Gabriel Sica, Matthew Ibbs, Pam Bartlett, Arkadiusz Spychała, Sheila Reynolds, Nikolaus Schultz, Jianhua Zhang, Stephen B. Baylin, Saianand Balu, Jay Bowen, Eran Hodis, Olga Potapova, Lori Boice, Julie M. Gastier-Foster, Singer Ma, Victor G. Prieto, Steven J.M. Jones, Konstantin V. Fedosenko, Rehan Akbani, Todd Pihl, Ruibin Xi, Stergios J. Moschos, Lisa Iype, Robert Penny, Vonn Walter, Peter Hersey, Umadevi Veluvolu, Jiabin Tang, Mark A. Jensen, Aaron Chevalier, Nils Weinhold, Yaron S.N. Butterfield, S. Onur Sumer, Lisle E. Mose, Leslie Cope, Angela Tam, Carmelo Gaudioso, Giovanni Ciriello, Jaegil Kim, Noreen Dhalla, Candace Shelton, Andrzej Mackiewicz, Travis I. Zack, James G. Herman, Lisa Zimmer, Chia Chin Wu, Elena Pagani, Franklin W. Huang, Tanja Davidsen, Stuart R. Jefferys, Andy Chu, Harmanjatinder S. Sekhon, Richard A. Moore, Scott L. Carter, Ludmila Danilova, Peter W. Laird, Nicholas K. Hayward, Julien Baboud, A. Gordon Robertson, Scott Morris, Honorata Tatka, Gordon Saksena, Robert A. Holt, Angela Hadjipanayis, Jakub Brzezinski, Lihua Zou, Nilsa C. Ramirez, Witold Kycler, Yasin Senbabaoglu, Xingzhi Song, Barbara Tabak, Christopher C. Benz, Michael Dubina, Wei Zhang, Sophie Egea, Fedor Moiseenko, Marcus Bosenberg, Piotr A. Mieczkowski, Michael J. Quinn, Harindra Arachchi, Andrew J. Mungall, Lynn Cherney, Suresh Ramalingam, Christopher A. Bristow, Hojabr Kakavand, Chris Sander, Peiling Tsou, Anil Korkut, Alan P. Hoyle, Arshi Arora, Kenneth K. Lee, Netty Santoso, Raymond J. Cho, Ricardo Ramirez, Melissa Saul, Haiyan I. Li, Jeremy Parfitt, Valerie Jakrot, Tiffany L. Calderone, Jessica Frick, John N. Weinstein, Brady Bernard, John M. Kirkwood, Dave S.B. Hoon, Carolyn J. Shiau, Carmen Gomez-Fernandez, Michael Krauthammer, Carrie Sougnez, George E. Sandusky, Xiaojia Ren, Charles Schwallier, Carolyn M. Hutter, Radoslaw Łaźniak, Dmitry Belyaev, Richard F. Kefford, Jeffrey M. Trent, Ouida Liu, J. Stephen Ebrom, Yoon La Choi, Maciej Wiznerowicz, Ranabir Guin, Yan Shi, Ewa Leporowska, Zhenlin Ju, Charles Saller, Hyojin Kang, Jean C. Zenklusen, Tony Gutschner, Peter White, Luigi Nezi, Oxana Paklina, Harshad S. Mahadeshwar, Wiam Bshara, Roeland Verhaak, Kenneth Y. Tsai, Ilya Shmulevich, Kristian Cibulskis, Jonathan G. Seidman, Corbin D. Jones, Ayush T. Raman, D. Neil Hayes, Nandita Barnabas, Uma Rao, Jennifer Eschbacher, Timothy R. Fennell, Jeffrey E. Lee, Matthew Meyerson, Jeffrey E. Gershenwald, Elizabeth Buda, Xiaobei Zhao, Jason Roszik, M. Teresiak, Daniel DiCara, Pei Lin, Eliezer M. Van Allen, Scott Frazer, Genevieve M. Boland, Zhining Wang, Susan Hoppough, Konstanty Korski, Michael S. Noble, B. Arman Aksoy, Reanne Bowlby, Adeboye Osunkoya, Taofeek K. Owonikoko, Madhusmita Behera, Shiyun Ling, Erin Curley, Rajiv Dhir, Andrew Wei Xu, David I. Heiman, Samirkumar B. Amin, Andrew D. Cherniack, Brenna Matejka, Rameen Beroukhim, Michael S. Lawrence, Kelsey Zhu, Wen-Bin Liu, Stacey Gabriel, Martin L. Ferguson, Samantha Sharpe, Giannicola Genovese, Jay Engel, Johanna Gardner, Junyuan Wu, Marco A. Marra, Roy Tarnuzzer, John F. Thompson, Denise Brooks, Lawrence N. Kwong, Woong-Yang Park, Daniel J. Weisenberger, J. Todd Auman, Kristen M. Leraas, Margi Sheth, Riccardo Bono, John A. Demchok, Stefania D'Atri, Candace D. Carter, Miruna Balasundaram, Natalie Bir, Matthew G. Soloway, Angeliki Pantazi, Sahil Seth, Qixia A. Deng, Junehawk Lee, Dana Nicholson, Ye Wu, Keith T. Flaherty, Peter J. Park, Amie Radenbaugh, Benjamin Hanf, Katherine Tarvin, James S. Wilmott, Giancarlo Antonini Cappellini, Pawel Murawa, Maria Synott, Jonna Grimsby, Stephen Coons, Joachim Klode, Michael Button, Alyssa Janning, Alexei Protopopov, Florian L. Muller, Donald L. Morton, Joshua M. Stuart, Ina Felau, Cindy Sander, Ruth Halaban, John P. Miller, David Haussler, Monique Albert, Charles M. Perou, Timothy J. Triche, Yichao Sun, Aaron D. Black, Adrian Ally, Sousan Mehrabi, David Van Den Berg, Graham J. Mann, Erik Zmuda, Carl Morrison, Daniel Crain, Douglas Voet, Janae V. Simons, Norman E. Sharpless, Fadlo R. Khuri, Phillip H. Lai, Liming Yang, Anders Jacobsen, Keith A. Delman, Teresa R. Tabler, Gad Getz, Tara M. Lichtenberg, William Lee, Georgina V. Long, Nina Thiessen, Ronglai Shen, Francesca Passarelli, Bradley A. Ozenberger, Gordon B. Mills, Jessica Walton, Greg Eley, Leigh B. Thorne, Merrick I. Ross, Jared Malke, Barry S. Taylor, Juok Cho, William R. Burns, Michael Parfenov, Thomas Gribbin, Yuling Wang, Raju Kucherlapati, Lynda Chin, Bradley A. Murray, Lee Lichtenstein, Jianjiong Gao, and Lisa Wise
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Skin Neoplasms ,Mutant ,Medizin ,Biology ,General Biochemistry, Genetics and Molecular Biology ,Subclass ,Article ,Transcriptome ,chemistry.chemical_compound ,Databases, Genetic ,medicine ,Humans ,Gene ,Melanoma ,Genetics ,Biochemistry, Genetics and Molecular Biology(all) ,Cancer ,Binimetinib ,medicine.disease ,National Cancer Institute (U.S.) ,United States ,3. Good health ,chemistry ,Cutaneous melanoma ,Mutation ,Cancer research - Abstract
Summary We describe the landscape of genomic alterations in cutaneous melanomas through DNA, RNA, and protein-based analysis of 333 primary and/or metastatic melanomas from 331 patients. We establish a framework for genomic classification into one of four subtypes based on the pattern of the most prevalent significantly mutated genes: mutant BRAF , mutant RAS , mutant NF1 , and Triple-WT (wild-type). Integrative analysis reveals enrichment of KIT mutations and focal amplifications and complex structural rearrangements as a feature of the Triple-WT subtype. We found no significant outcome correlation with genomic classification, but samples assigned a transcriptomic subclass enriched for immune gene expression associated with lymphocyte infiltrate on pathology review and high LCK protein expression, a T cell marker, were associated with improved patient survival. This clinicopathological and multi-dimensional analysis suggests that the prognosis of melanoma patients with regional metastases is influenced by tumor stroma immunobiology, offering insights to further personalize therapeutic decision-making.
- Published
- 2015
15. RADIA: RNA and DNA Integrated Analysis for Somatic Mutation Detection
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Adam D. Ewing, Jingchun Zhu, Amie Radenbaugh, Joshua M. Stuart, Singer Ma, David Haussler, and Eric A. Collisson
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Lung Neoplasms ,lcsh:Medicine ,medicine.disease_cause ,Biochemistry ,Genome ,chemistry.chemical_compound ,Adenocarcinomas ,Medicine and Health Sciences ,lcsh:Science ,Genetics ,Mutation ,Multidisciplinary ,Adenocarcinoma of the Lung ,3. Good health ,Oncology ,Female ,Endometrial Carcinoma ,Transcriptome Analysis ,Research Article ,Next-Generation Sequencing ,Sequence analysis ,Adenocarcinoma ,Biology ,Carcinomas ,Polymorphism, Single Nucleotide ,Sensitivity and Specificity ,Germline mutation ,medicine ,Humans ,Quantitative Biology - Genomics ,Genomics (q-bio.GN) ,COLD-PCR ,Genome, Human ,Sequence Analysis, RNA ,lcsh:R ,Biology and Life Sciences ,Computational Biology ,Cancers and Neoplasms ,RNA ,Sequence Analysis, DNA ,Genome Analysis ,Endometrial Neoplasms ,chemistry ,FOS: Biological sciences ,Somatic Mutation ,lcsh:Q ,Software ,DNA ,Reference genome - Abstract
The detection of somatic single nucleotide variants is a crucial component to the characterization of the cancer genome. Mutation calling algorithms thus far have focused on comparing the normal and tumor genomes from the same individual. In recent years, it has become routine for projects like The Cancer Genome Atlas (TCGA) to also sequence the tumor RNA. Here we present RADIA (RNA and DNA Integrated Analysis), a method that combines the patient-matched normal and tumor DNA with the tumor RNA to detect somatic mutations. The inclusion of the RNA increases the power to detect somatic mutations, especially at low DNA allelic frequencies. By integrating the DNA and RNA, we are able to rescue back calls that would be missed by traditional mutation calling algorithms that only examine the DNA. RADIA was developed for the identification of somatic mutations using both DNA and RNA from the same individual. We demonstrate high sensitivity (84%) and very high specificity (98% and 99%) in real data from endometrial carcinoma and lung adenocarcinoma from TCGA. Mutations with both high DNA and RNA read support have the highest validation rate of over 99%. We also introduce a simulation package that spikes in artificial mutations to real data, rather than simulating sequencing data from a reference genome. We evaluate sensitivity on the simulation data and demonstrate our ability to rescue back calls at low DNA allelic frequencies by including the RNA. Finally, we highlight mutations in important cancer genes that were rescued back due to the incorporation of the RNA. Software available at https://github.com/aradenbaugh/radia/, 25 pages, 3 figures, 4 tables, 8 supplementary figures, submitted to Bioinformatics
- Published
- 2014
16. Comprehensive genomic characterization of squamous cell lung cancers
- Author
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Charles J. Vaske, Ying Du, Theodore C. Goldstein, Ping Yang, Yufeng Liu, Bryan Hernandez, Daniel R. Zerbino, Kenneth H. Buetow, Khurram Z. Khan, Semin Lee, Martin Peifer, Kristin G. Ardlie, James G. Herman, Sanja Dacic, Ashley Hill, Christopher Szeto, Jianjiong Gao, Singer Ma, Peng Chieh Chen, Carl F. Schaefer, David G. Beer, Kerstin David, Brent W. Zanke, Karen Mungall, Beverly Lee, Daniel DiCara, Kristen Rogers, Rui Jing, Christina Liquori, Carrie Sougnez, Ron Bose, Brian O'Connor, Piotr A. Mieczkowski, Scott L. Carter, Andy Chu, Peter W. Laird, David J. Kwiatkowski, R. Craig Cason, Marie Christine Aubry, Rileen Sinha, Dennis T. Maglinte, Chad J. Creighton, Howard H. Sussman, Jill M. Siegfried, Laura A.L. Dillon, Agnes Viale, Marco A. Marra, Stephen E. Schumacher, Dennis A. Wigle, Yongjun Zhao, Robert C. Onofrio, Heidi J. Sofia, Ranabir Guin, Lori Boice, Ling Li, Mark Backus, Pei Lin, Prachi Kothiyal, Jan F. Prins, Lauren Averett Byers, Haiyan I. Li, An He, Ka Ming Nip, Chang-Jiun Wu, Peter Dolina, James A. Robinson, Saianand Balu, Collisson E, Jinze Liu, Nicholas D. Socci, Erin Pleasance, Joan Pontius, Christina Yau, Eric E. Snyder, Shaowu Meng, Mei Huang, Aaron McKenna, Corbin D. Jones, Carl Morrison, Malcolm V. Brock, Chris Wakefield, Jared R. Slobodan, Ethan Cerami, Angela Tam, Jane Peterson, Michael D. Topal, Jacob M. Kaufman, Elena Helman, Richard T. Cheney, Dominik Stoll, Cristiane M. Ida, Dante Trusty, Peter S. Hammerman, Yevgeniy Antipin, D. Neil Hayes, Anders Jacobsen, Anna K. Unruh, Noreen Dhalla, Candace Shelton, Peter Waltman, Chris Sander, Zhining Wang, Derek Y. Chiang, Elizabeth J. Thomson, Vonn Walter, JoEllen Weaver, Elena Nemirovich-Danchenko, Jacqueline E. Schein, Bradley M. Broom, Sandra C. Tomaszek, Peter A. Kigonya, Tod D. Casasent, Ari B. Kahn, Joanne Yi, Kyle Ellrott, John M. S. Bartlett, Payal Sipahimalani, William D. Travis, Douglas Voet, Sean P. Barletta, Elizabeth Chun, J. Todd Auman, Ludmila Danilova, Katherine A. Hoadley, Marcin Imielinski, Ramaswamy Govindan, David P. Carbone, Leigh B. Thorne, David A. Wheeler, Carrie Hirst, Barbara Tabak, Sugy Kodeeswaran, Ijeoma A. Azodo, James Stephen Marron, Michael S. Noble, Jianjua John Zhang, Paul K. Paik, Deepak Srinivasan, Boris Reva, B. Arman Aksoy, Kristian Cibulskis, Douglas B. Flieder, Fei Pan, Daniel J. Weisenberger, Ronglai Shen, Jinhua Zhang, Nils Weinhold, Harman Sekhon, David Van Den Berg, Mark S. Guyer, Robert Penny, Hartmut Juhl, Marc Danie Nazaire, Yiqun Zhang, Eric A. Collisson, Robin J.N. Coope, Tom Bodenheimer, Richard Thorp, Junyuan Wu, Matthew Meyerson, Nguyen Phi Hung, Jerome Myers, Artem Sokolov, Yidi J. Turman, Thomas Muley, Stephen B. Baylin, Anisha Gulabani, A. Gordon Robertson, Lynda Chin, Eric Chuah, Richard Varhol, Margi Sheth, Janae V. Simons, Nils Gehlenborg, Tanja Davidsen, Psalm Haseley, Miruna Balasundaram, Olga Potapova, Spring Yingchun Liu, W. Kimryn Rathmell, Bizhan Bandarchi-Chamkhaleh, Wendy Winckler, David Mallery, Nicholas J. Petrelli, Nicole Todaro, Alex E. Lash, James Shin, Travis Brown, Igor Jurisica, Benjamin Gross, Hailei Zhang, Nikolaus Schultz, Kenna R. Mills Shaw, Nam Pho, William Pao, Darlene Lee, Zhen Fan, Troy Shelton, Yan Shi, Shelley Alonso, Carmelo Gaudioso, Peter B. Illei, Stuart R. Jefferys, Maureen F. Zakowski, Marian Rutledge, Bruce E. Johnson, Andrew J. Mungall, Eric S. Lander, Matthew G. Soloway, Michael Mayo, Christopher G. Maher, John V. Heymach, Lihua Zou, Dominique L. Berton, Nina Thiessen, Gary K. Scott, Anna L. Chu, Richard A. Hajek, Ming-Sound Tsao, Liming Yang, Qianxing Mo, Nguyen Van Bang, Martin Hirst, John Eckman, Erin Curley, Rajiv Dhir, Gad Getz, Stanley Girshik, Xuan Van Le, Jeff Boyd, Roman K. Thomas, Konstantin V. Fedosenko, Juok Cho, Alexei Protopopov, Nguyen Viet Tien, Lixing Yang, Laetitia Borsu, Steven J.M. Jones, Matthew D. Wilkerson, Mark Sherman, Andrew Crenshaw, Doug Voet, Elizabeth Buda, Jennifer Brown, Yaron S.N. Butterfield, Rehan Akbani, Todd Pihl, Ruibin Xi, Nianxiang Zhang, Jessica Walton, Ricardo Ramirez, Lisle E. Mose, Leslie Cope, Greg Eley, Mark A. Jensen, John N. Weinstein, Li Ding, Li-Wei Chang, Matthew C. Nicholls, Peter J. Park, Bui Duc Phu, Christopher R. Cabanski, Bernard Kohl, Julien Baboud, Joseph Paulauskis, David Pot, Gordon Robertson, Jingchun Zhu, John A. Demchok, Eunjung Lee, Giovanni Ciriello, Mary Iacocca, Gordon Saksena, Jesse Walsh, Yupu Liang, William K. Funkhouser, Rashmi N. Sanbhadti, Sam Ng, Venkatraman E. Seshan, Valerie W. Rusch, Robert A. Holt, Robert Sfeir, Jung E. Hye-Chun, Kai Wang, Helga Thorvaldsdottir, Huy V. Nguyen, Christopher Wilks, Brian Craft, Donghui Tan, David Haussler, Charles M. Perou, Timothy J. Triche, Christopher C. Benz, Scot Waring, Peggy Yena, Richard A. Moore, Darshan Singh, Andrew D. Cherniack, Rameen Beroukhim, Michael S. Lawrence, Xiaojia Ren, Stacey Gabriel, Martha Hatfield, Christine Czerwinski, Alan P. Hoyle, Marc Ladanyi, Joshua M. Stuart, Andrey Sivachenko, Jacqueline D. Palchik, Thomas Zeng, Inanc Birol, Rohini Raman, Ijeoma Azodo, Jianhua Zhang, Adam B. Olshen, Bradley A. Ozenberger, Angela Hadjipanayis, Sachet A. Shukla, Barry S. Taylor, John M. Greene, Jill P. Mesirov, Petar Stojanov, Raju Kucherlapati, Richard Corbett, Farhad Kosari, Martin L. Ferguson, Natasha Rekhtman, Keith A. Baggerly, Scott Morris, Brenda Rabeno, Massachusetts Institute of Technology. Department of Biology, Lander, Eric S., and Park, Peter J.
- Subjects
Lung Neoplasms ,Squamous Differentiation ,DNA Mutational Analysis ,Adenocarcinoma of Lung ,Biology ,Adenocarcinoma ,Article ,Phosphatidylinositol 3-Kinases ,Gefitinib ,Mutation Rate ,CDKN2A ,Carcinoma ,medicine ,Humans ,Molecular Targeted Therapy ,Lung cancer ,Multidisciplinary ,Genome, Human ,Gene Expression Profiling ,Genes, p16 ,Genomics ,medicine.disease ,Genes, p53 ,Gene expression profiling ,Gene Expression Regulation, Neoplastic ,Mutation ,Cancer research ,Carcinoma, Squamous Cell ,Gene Deletion ,medicine.drug ,Necitumumab ,Signal Transduction - Abstract
Lung squamous cell carcinoma is a common type of lung cancer, causing approximately 400,000 deaths per year worldwide. Genomic alterations in squamous cell lung cancers have not been comprehensively characterized, and no molecularly targeted agents have been specifically developed for its treatment. As part of The Cancer Genome Atlas, here we profile 178 lung squamous cell carcinomas to provide a comprehensive landscape of genomic and epigenomic alterations. We show that the tumour type is characterized by complex genomic alterations, with a mean of 360 exonic mutations, 165 genomic rearrangements, and 323 segments of copy number alteration per tumour. We find statistically recurrent mutations in 11 genes, including mutation of TP53 in nearly all specimens. Previously unreported loss-of-function mutations are seen in the HLA-A class I major histocompatibility gene. Significantly altered pathways included NFE2L2 and KEAP1 in 34%, squamous differentiation genes in 44%, phosphatidylinositol-3-OH kinase pathway genes in 47%, and CDKN2A and RB1 in 72% of tumours. We identified a potential therapeutic target in most tumours, offering new avenues of investigation for the treatment of squamous cell lung cancers., National Institutes of Health (U.S.) (Grant U24 CA126561), National Institutes of Health (U.S.) (Grant U24 CA126551), National Institutes of Health (U.S.) (Grant U24 CA126554), National Institutes of Health (U.S.) (Grant U24 CA126543), National Institutes of Health (U.S.) (Grant U24 CA126546), National Institutes of Health (U.S.) (Grant U24 CA126563), National Institutes of Health (U.S.) (Grant U24 CA126544), National Institutes of Health (U.S.) (Grant U24 CA143845), National Institutes of Health (U.S.) (Grant U24 CA143858), National Institutes of Health (U.S.) (Grant U24 CA144025), National Institutes of Health (U.S.) (Grant U24 CA143882), National Institutes of Health (U.S.) (Grant U24 CA143866), National Institutes of Health (U.S.) (Grant U24 CA143867), National Institutes of Health (U.S.) (Grant U24 CA143848), National Institutes of Health (U.S.) (Grant U24 CA143840), National Institutes of Health (U.S.) (Grant U24 CA143835), National Institutes of Health (U.S.) (Grant U24 CA143799), National Institutes of Health (U.S.) (Grant U24 CA143883), National Institutes of Health (U.S.) (Grant U24 CA143843), National Institutes of Health (U.S.) (Grant U54 HG003067), National Institutes of Health (U.S.) (Grant U54 HG003079), National Institutes of Health (U.S.) (Grant U54 HG003273)
- Published
- 2012
17. Comparative Genomics Search for Losses of Long-Established Genes on the Human Lineage
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Mark Diekhans, Jingchun Zhu, J. Zachary Sanborn, Craig B. Lowe, Tom H. Pringle, and David Haussler
- Subjects
Primates ,Lineage (genetic) ,QH301-705.5 ,Pseudogene ,DNA Mutational Analysis ,Genomics ,Biology ,Genome ,Evolution, Molecular ,03 medical and health sciences ,Cellular and Molecular Neuroscience ,Mice ,0302 clinical medicine ,Dogs ,Homo (Human) ,Genetics ,Animals ,Humans ,Biology (General) ,Gene ,Molecular Biology ,Ecology, Evolution, Behavior and Systematics ,030304 developmental biology ,Comparative genomics ,Mammals ,0303 health sciences ,Evolutionary Biology ,Ecology ,Human evolutionary genetics ,Genome, Human ,Computational Biology ,Chromosome Mapping ,Genetic Variation ,Biological Evolution ,Computational Theory and Mathematics ,Modeling and Simulation ,Human genome ,030217 neurology & neurosurgery ,Gene Deletion ,Pseudogenes ,Research Article - Abstract
Taking advantage of the complete genome sequences of several mammals, we developed a novel method to detect losses of well-established genes in the human genome through syntenic mapping of gene structures between the human, mouse, and dog genomes. Unlike most previous genomic methods for pseudogene identification, this analysis is able to differentiate losses of well-established genes from pseudogenes formed shortly after segmental duplication or generated via retrotransposition. Therefore, it enables us to find genes that were inactivated long after their birth, which were likely to have evolved nonredundant biological functions before being inactivated. The method was used to look for gene losses along the human lineage during the approximately 75 million years (My) since the common ancestor of primates and rodents (the euarchontoglire crown group). We identified 26 losses of well-established genes in the human genome that were all lost at least 50 My after their birth. Many of them were previously characterized pseudogenes in the human genome, such as GULO and UOX. Our methodology is highly effective at identifying losses of single-copy genes of ancient origin, allowing us to find a few well-known pseudogenes in the human genome missed by previous high-throughput genome-wide studies. In addition to confirming previously known gene losses, we identified 16 previously uncharacterized human pseudogenes that are definitive losses of long-established genes. Among them is ACYL3, an ancient enzyme present in archaea, bacteria, and eukaryotes, but lost approximately 6 to 8 Mya in the ancestor of humans and chimps. Although losses of well-established genes do not equate to adaptive gene losses, they are a useful proxy to use when searching for such genetic changes. This is especially true for adaptive losses that occurred more than 250,000 years ago, since any genetic evidence of the selective sweep indicative of such an event has been erased., Author Summary One of the most important questions in biology is to identify the genetic changes underlying evolution, especially those along the lineage leading to the modern human. Although counterintuitive, losing a gene might actually bring a selective advantage to the organism. This type of gene loss is called adaptive gene loss. Although a few cases have been characterized in the literature, this is the first study to address adaptive gene losses on a scale of the whole human genome and a time period of up to 75 million years. The difficulty of identifying adaptive gene losses is in part the large number of pseudogenes in the human genome. To circumvent this problem, we used two methods to enrich the process for the adaptive candidates. The first is a novel approach for pseudogene detection that is highly sensitive in identifying single-copy pseudogenes that bear no apparent sequence homology to any functional human genes. Second, we used the length of time a gene is functional before loss as a proxy for biological importance, which allows us to differentiate losses of long-established genes from mere losses due to functional redundancy after gene duplication.
- Published
- 2007
18. The transcriptome of the intraerythrocytic developmental cycle of Plasmodium falciparum
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Brian Pulliam, Edith D. Wong, Zbynek Bozdech, Jingchun Zhu, Joseph L. DeRisi, Manuel Llinás, and Gary Ward
- Subjects
Plasmodium ,Erythrocytes ,Time Factors ,Transcription, Genetic ,Messenger ,Genes, Protozoan ,Oligonucleotides ,Protozoan Proteins ,Medical and Health Sciences ,Genome ,Transcriptome ,2.1 Biological and endogenous factors ,2.2 Factors relating to the physical environment ,Developmental ,Plastids ,Aetiology ,Biology (General) ,Oligonucleotide Array Sequence Analysis ,Genetics ,0303 health sciences ,biology ,General Neuroscience ,Chromosome Mapping ,Gene Expression Regulation, Developmental ,Nucleic Acid Hybridization ,Biological Sciences ,Subtelomere ,3. Good health ,Infectious Diseases ,Protozoan ,Infection ,General Agricultural and Biological Sciences ,Transcription ,Research Article ,Biotechnology ,QH301-705.5 ,Gene prediction ,Plasmodium falciparum ,Genomics ,Genetics/Genomics/Gene Therapy ,Microbiology ,General Biochemistry, Genetics and Molecular Biology ,Chromosomes ,03 medical and health sciences ,Antimalarials ,Open Reading Frames ,Rare Diseases ,Genetic ,Online Only: Editorial ,None ,Animals ,Humans ,RNA, Messenger ,Gene ,030304 developmental biology ,Agricultural and Veterinary Sciences ,General Immunology and Microbiology ,030306 microbiology ,Human Genome ,Cell Biology ,biology.organism_classification ,Malaria ,Vector-Borne Diseases ,Orphan Drug ,Good Health and Well Being ,Genes ,Gene Expression Regulation ,RNA ,Genome, Protozoan ,Developmental Biology ,Reference genome - Abstract
Plasmodium falciparum is the causative agent of the most burdensome form of human malaria, affecting 200–300 million individuals per year worldwide. The recently sequenced genome of P. falciparum revealed over 5,400 genes, of which 60% encode proteins of unknown function. Insights into the biochemical function and regulation of these genes will provide the foundation for future drug and vaccine development efforts toward eradication of this disease. By analyzing the complete asexual intraerythrocytic developmental cycle (IDC) transcriptome of the HB3 strain of P. falciparum, we demonstrate that at least 60% of the genome is transcriptionally active during this stage. Our data demonstrate that this parasite has evolved an extremely specialized mode of transcriptional regulation that produces a continuous cascade of gene expression, beginning with genes corresponding to general cellular processes, such as protein synthesis, and ending with Plasmodium-specific functionalities, such as genes involved in erythrocyte invasion. The data reveal that genes contiguous along the chromosomes are rarely coregulated, while transcription from the plastid genome is highly coregulated and likely polycistronic. Comparative genomic hybridization between HB3 and the reference genome strain (3D7) was used to distinguish between genes not expressed during the IDC and genes not detected because of possible sequence variations. Genomic differences between these strains were found almost exclusively in the highly antigenic subtelomeric regions of chromosomes. The simple cascade of gene regulation that directs the asexual development of P. falciparum is unprecedented in eukaryotic biology. The transcriptome of the IDC resembles a “just-in-time” manufacturing process whereby induction of any given gene occurs once per cycle and only at a time when it is required. These data provide to our knowledge the first comprehensive view of the timing of transcription throughout the intraerythrocytic development of P. falciparum and provide a resource for the identification of new chemotherapeutic and vaccine candidates., A tight cascade of gene regulation during the lifecycle of the malaria parasite in human blood cells suggests new functions for many Plasmodium genes
- Published
- 2003
19. The UCSC Cancer Genomics Browser: update 2013.
- Author
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Goldman, Mary, Craft, Brian, Swatloski, Teresa, Ellrott, Kyle, Cline, Melissa, Diekhans, Mark, Singer Ma, Wilks, Chris, Stuart, Josh, Haussler, David, and Jingchun Zhu
- Published
- 2013
- Full Text
- View/download PDF
20. The Transcriptome of the Intraerythrocytic Developmental Cycle of Plasmodium falciparum.
- Author
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Bozdech, Zbynek, Llinas, Manuel, Pulliam, Brian Lee, Wong, Edith D., Jingchun Zhu, and DeRisi, Joseph L.
- Subjects
PLASMODIUM falciparum ,MALARIA ,GENETICS ,GENES ,GENOMES ,DISEASES ,VACCINATION ,GENE expression - Abstract
Plasmodium falciparum is the causative agent of the most burdensome form of human malaria, affecting 200-300 million individuals per year worldwide. The recently sequenced genome of P. falciparum revealed over 5,400 genes, of which 60% encode proteins of unknown function. Insights into the biochemical function and regulation of these genes will provide the foundation for future drug and vaccine development efforts toward eradication of this disease. By analyzing the complete asexual intraerythrocytic developmental cycle (IDC) transcriptome of the HB3 strain of P. falciparum, we demonstrate that at least 60% of the genome is transcriptionally active during this stage. Our data demonstrate that this parasite has evolved an extremely specialized mode of transcriptional regulation that produces a continuous cascade of gene expression, beginning with genes corresponding to general cellular processes, such as protein synthesis, and ending with Plasmodium-specific functionalities, such as genes involved in erythrocyte invasion. The data reveal that genes contiguous along the chromosomes are rarely coregulated, while transcription from the plastid genome is highly coregulated and likely polycistronic. Comparative genomic hybridization between HB3 and the reference genome strain (3D7) was used to distinguish between genes not expressed during the IDC and genes not detected because of possible sequence variations. Genomic differences between these strains were found almost exclusively in the highly antigenic subtelomeric regions of chromosomes. The simple cascade of gene regulation that directs the asexual development of P. falciparum is unprecedented in eukaryotic biology. The transcriptome of the IDC resembles a "just-in-time" manufacturing process whereby induction of any given gene occurs... [ABSTRACT FROM AUTHOR]
- Published
- 2003
- Full Text
- View/download PDF
21. The UCSC Cancer Genomics Browser.
- Author
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Jingchun Zhu, Sanborn, J. Zachary, Benz, Stephen, Szeto, Christopher, Fan Hsu, Kuhn, Robert M., Karolchik, Donna, Archie, John, Lenburg, Marc E., Esserman, Laura J., Kent, W. James, Haussler, David, and Ting Wang
- Subjects
- *
LETTERS to the editor , *GENOMICS - Abstract
A letter to the editor is presented that discusses the development of the Cancer Genomics Browser by the University of California in Santa Cruz in an effort to facilitate an integrative, interactive and versatile display, and comprehensive analysis of cancer genomic and clinical data.
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- 2009
- Full Text
- View/download PDF
22. A DNA hypermethylation module for the stem/progenitor cell signature of cancer.
- Author
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Easwaran, Hariharan, Johnstone, Sarah E., Van Neste, Leander, Ohm, Joyce, Mosbruger, Tim, Qiuju Wang, Aryee, Martin J., Joyce, Patrick, Ahuja, Nita, Weisenberger, Dan, Collisson, Eric, Jingchun Zhu, Yegnasubramanian, Srinivasan, Matsui, William, and Baylin, Stephen B.
- Subjects
- *
CANCER genes , *STEM cells , *CHROMATIN , *GENOMES , *BREAST cancer , *TUMORS - Abstract
Many DNA-hypermethylated cancer genes are occupied by the Polycomb (PcG) repressor complex in embryonic stem cells (ESCs). Their prevalence in the full spectrum of cancers, the exact context of chromatin involved, and their status in adult cell renewal systems are unknown. Using a genome-wide analysis, we demonstrate that 1/475% of hypermethylated genes are marked by PcG in the context of bivalent chromatin in both ESCs and adult stem/progenitor cells. A large number of these genes are key developmental regulators, and a subset, which we call the "DNA hypermethylation module," comprises a portion of the PcG target genes that are down-regulated in cancer. Genes with bivalent chromatin have a low, poised gene transcription state that has been shown to maintain stemness and self-renewal in normal stem cells. However, when DNA-hypermethylated in tumors, we find that these genes are further repressed. We also show that the methylation status of these genes can cluster important subtypes of colon and breast cancers. By evaluating the subsets of genes that are methylated in different cancers with consideration of their chromatin status in ESCs, we provide evidence that DNA hypermethylation preferentially targets the subset of PcG genes that are developmental regulators, and this may contribute to the stem-like state of cancer. Additionally, the capacity for global methylation profiling to cluster tumors by phenotype may have important implications for further refining tumor behavior patterns that may ultimately aid therapeutic interventions. [ABSTRACT FROM AUTHOR]
- Published
- 2012
- Full Text
- View/download PDF
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