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2. Let-7restrains an oncogenic epigenetic circuit in alveolar type 2 cells to prevent ectopic formation of fibrogenic AT2 intermediates and pulmonary fibrosis

Author

Seasock, Matthew J., primary, Shafiquzzaman, Md, additional, Ruiz-Echartea, Maria E., additional, Kanchi, Rupa S., additional, Tran, Brandon T., additional, Simon, Lukas M., additional, Meyer, Matthew D., additional, Erice, Phillip A., additional, Lotlikar, Shivani L., additional, Wenlock, Stephanie C., additional, Ochsner, Scott A., additional, Enright, Anton, additional, Carisey, Alex F., additional, Romero, Freddy, additional, Rosas, Ivan O., additional, King, Katherine Y., additional, McKenna, Neil J., additional, Coarfa, Cristian, additional, and Rodriguez, Antony, additional

Published
2024
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4. A Pan-Cancer Analysis Reveals High-Frequency Genetic Alterations in Mediators of Signaling by the TGF-β Superfamily

Author

Korkut, Anil, Zaidi, Sobia, Kanchi, Rupa S, Rao, Shuyun, Gough, Nancy R, Schultz, Andre, Li, Xubin, Lorenzi, Philip L, Berger, Ashton C, Robertson, Gordon, Kwong, Lawrence N, Datto, Mike, Roszik, Jason, Ling, Shiyun, Ravikumar, Visweswaran, Manyam, Ganiraju, Rao, Arvind, Shelley, Simon, Liu, Yuexin, Ju, Zhenlin, Hansel, Donna, de Velasco, Guillermo, Pennathur, Arjun, Andersen, Jesper B, O'Rourke, Colm J, Ohshiro, Kazufumi, Jogunoori, Wilma, Nguyen, Bao-Ngoc, Li, Shulin, Osmanbeyoglu, Hatice U, Ajani, Jaffer A, Mani, Sendurai A, Houseman, Andres, Wiznerowicz, Maciej, Chen, Jian, Gu, Shoujun, Ma, Wencai, Zhang, Jiexin, Tong, Pan, Cherniack, Andrew D, Deng, Chuxia, Resar, Linda, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Li, Jun, Liang, Han, Liu, Wenbin, and Lu, Yiling

Subjects
Biological Sciences, Genetics, Cancer, Cancer Genomics, Human Genome, Biotechnology, 2.1 Biological and endogenous factors, Bone Morphogenetic Protein 5, DNA Methylation, Humans, MicroRNAs, Mutation Rate, Neoplasms, Receptor, Transforming Growth Factor-beta Type I, Signal Transduction, Smad Proteins, Transforming Growth Factor beta, Cancer Genome Atlas Research Network, DNA methylation, Pan-Cancer, TCGA, TGF-β, TGF-β pathway, The Cancer Genome Atlas, cancer, microRNA, mutation hotspot, transcription, Biochemistry and Cell Biology, Biochemistry and cell biology
Abstract

We present an integromic analysis of gene alterations that modulate transforming growth factor β (TGF-β)-Smad-mediated signaling in 9,125 tumor samples across 33 cancer types in The Cancer Genome Atlas (TCGA). Focusing on genes that encode mediators and regulators of TGF-β signaling, we found at least one genomic alteration (mutation, homozygous deletion, or amplification) in 39% of samples, with highest frequencies in gastrointestinal cancers. We identified mutation hotspots in genes that encode TGF-β ligands (BMP5), receptors (TGFBR2, AVCR2A, and BMPR2), and Smads (SMAD2 and SMAD4). Alterations in the TGF-β superfamily correlated positively with expression of metastasis-associated genes and with decreased survival. Correlation analyses showed the contributions of mutation, amplification, deletion, DNA methylation, and miRNA expression to transcriptional activity of TGF-β signaling in each cancer type. This study provides a broad molecular perspective relevant for future functional and therapeutic studies of the diverse cancer pathways mediated by the TGF-β superfamily.

Published
2018

5. Comprehensive Characterization of Cancer Driver Genes and Mutations

Author

Bailey, Matthew H, Tokheim, Collin, Porta-Pardo, Eduard, Sengupta, Sohini, Bertrand, Denis, Weerasinghe, Amila, Colaprico, Antonio, Wendl, Michael C, Kim, Jaegil, Reardon, Brendan, Ng, Patrick Kwok-Shing, Jeong, Kang Jin, Cao, Song, Wang, Zixing, Gao, Jianjiong, Gao, Qingsong, Wang, Fang, Liu, Eric Minwei, Mularoni, Loris, Rubio-Perez, Carlota, Nagarajan, Niranjan, Cortés-Ciriano, Isidro, Zhou, Daniel Cui, Liang, Wen-Wei, Hess, Julian M, Yellapantula, Venkata D, Tamborero, David, Gonzalez-Perez, Abel, Suphavilai, Chayaporn, Ko, Jia Yu, Khurana, Ekta, Park, Peter J, Van Allen, Eliezer M, Liang, Han, Lawrence, Michael S, Godzik, Adam, Lopez-Bigas, Nuria, Stuart, Joshua M, Wheeler, David A, Getz, Gad, Chen, Amy, Lazar, Alexander J, Mills, Gordon B, Karchin, Rachel, Ding, Li, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Heiman, David I, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, and Ling, Shiyun

Subjects
Biological Sciences, Biomedical and Clinical Sciences, MC3 Working Group, Cancer Genome Atlas Research Network, Medical and Health Sciences, Developmental Biology, Biological sciences, Biomedical and clinical sciences
Abstract

(Cell 173, 371–385.e1–e9; April 5, 2018) It has come to our attention that we made two errors in preparation of this manuscript. First, in the STAR Methods, under the subheading of “Hypermutators and Immune Infiltrates” within the “Quantification and Statistical Analysis” section, we inadvertently referred to Figures S7A–S7C for data corresponding to sample stratification by hypermutator status alone in the last sentence. It should have referred to Figure S6A–S6C. Second, the lists of highly frequent missense mutations for COAD (colon adenocarcinoma) and READ (rectum adenocarcinoma) displayed in Figure S7 were incorrect because when we ordered the mutations in the initial analysis, we mistakenly combined the two cancer types COAD and READ for analysis, despite the fact that they were listed as two separate cancer types in the x-axis of the figure. After re-ordering the mutations by frequency for COAD and READ independently, information on highly frequent missense mutations for each of these cancer types is different and updated now in the revised Figure S7. These errors don't change the major conclusions of the paper and have been corrected online. We apologize for any confusion they may have caused. [Figure-presented]

Published
2018

6. The Cancer Genome Atlas Comprehensive Molecular Characterization of Renal Cell Carcinoma

Author

Ricketts, Christopher J, De Cubas, Aguirre A, Fan, Huihui, Smith, Christof C, Lang, Martin, Reznik, Ed, Bowlby, Reanne, Gibb, Ewan A, Akbani, Rehan, Beroukhim, Rameen, Bottaro, Donald P, Choueiri, Toni K, Gibbs, Richard A, Godwin, Andrew K, Haake, Scott, Hakimi, A Ari, Henske, Elizabeth P, Hsieh, James J, Ho, Thai H, Kanchi, Rupa S, Krishnan, Bhavani, Kwiatkowski, David J, Lui, Wembin, Merino, Maria J, Mills, Gordon B, Myers, Jerome, Nickerson, Michael L, Reuter, Victor E, Schmidt, Laura S, Shelley, C Simon, Shen, Hui, Shuch, Brian, Signoretti, Sabina, Srinivasan, Ramaprasad, Tamboli, Pheroze, Thomas, George, Vincent, Benjamin G, Vocke, Cathy D, Wheeler, David A, Yang, Lixing, Kim, William Y, Robertson, A Gordon, Spellman, Paul, Rathmell, W Kimryn, Linehan, W Marston, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Korkut, Anil, Li, Jun, Liang, Han, and Ling, Shiyun

Subjects
Biological Sciences, Cancer Genome Atlas Research Network, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

(Cell Reports 23, 313–326; April 3, 2018) In the originally published version of this article, the author list contained two errors. Specifically, David J. Kwiatkowski was misspelled as David J. Kwaitkowski, and William Y. Kim was inadvertently written as William T. Kim. Both names have been corrected online. The authors regret this error.

Published
2018

7. Pan-Cancer Analysis of lncRNA Regulation Supports Their Targeting of Cancer Genes in Each Tumor Context

Author

Chiu, Hua-Sheng, Somvanshi, Sonal, Patel, Ektaben, Chen, Ting-Wen, Singh, Vivek P, Zorman, Barry, Patil, Sagar L, Pan, Yinghong, Chatterjee, Sujash S, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S Onur, Sun, Yichao, Taylor, Barry S, Wang, Jioajiao, Zhang, Hongxin, and Anur, Pavana

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Breast Cancer, Human Genome, Cancer, Biotechnology, Women's Health, Genetics, Cancer Genomics, 2.1 Biological and endogenous factors, Cell Line, Cell Line, Tumor, Gene Expression Regulation, Neoplastic, Gene Regulatory Networks, Genes, Tumor Suppressor, Humans, Neoplasms, Oncogenes, RNA, Long Noncoding, Cancer Genome Atlas Research Network, RNA-binding proteins, cancer gene, interactome, lncRNA, microRNA, modulation, noncoding RNA, pan-cancer, regulation, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

Long noncoding RNAs (lncRNAs) are commonly dysregulated in tumors, but only a handful are known to play pathophysiological roles in cancer. We inferred lncRNAs that dysregulate cancer pathways, oncogenes, and tumor suppressors (cancer genes) by modeling their effects on the activity of transcription factors, RNA-binding proteins, and microRNAs in 5,185 TCGA tumors and 1,019 ENCODE assays. Our predictions included hundreds of candidate onco- and tumor-suppressor lncRNAs (cancer lncRNAs) whose somatic alterations account for the dysregulation of dozens of cancer genes and pathways in each of 14 tumor contexts. To demonstrate proof of concept, we showed that perturbations targeting OIP5-AS1 (an inferred tumor suppressor) and TUG1 and WT1-AS (inferred onco-lncRNAs) dysregulated cancer genes and altered proliferation of breast and gynecologic cancer cells. Our analysis indicates that, although most lncRNAs are dysregulated in a tumor-specific manner, some, including OIP5-AS1, TUG1, NEAT1, MEG3, and TSIX, synergistically dysregulate cancer pathways in multiple tumor contexts.

Published
2018

8. Somatic Mutational Landscape of Splicing Factor Genes and Their Functional Consequences across 33 Cancer Types

Author

Seiler, Michael, Peng, Shouyong, Agrawal, Anant A, Palacino, James, Teng, Teng, Zhu, Ping, Smith, Peter G, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S Onur, Sun, Yichao, Taylor, Barry S, Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, and Spellman, Paul

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Genetics, Human Genome, Cancer, Cancer Genomics, 2.1 Biological and endogenous factors, Cell Line, Tumor, Genes, Tumor Suppressor, Humans, Loss of Function Mutation, Mutation Rate, Neoplasms, Oncogenes, RNA Splicing, RNA Splicing Factors, Cancer Genome Atlas Research Network, FUBP1, RBM10, SF3B1, SRSF2, U2AF1, cancer, mutation, splicing, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

Hotspot mutations in splicing factor genes have been recently reported at high frequency in hematological malignancies, suggesting the importance of RNA splicing in cancer. We analyzed whole-exome sequencing data across 33 tumor types in The Cancer Genome Atlas (TCGA), and we identified 119 splicing factor genes with significant non-silent mutation patterns, including mutation over-representation, recurrent loss of function (tumor suppressor-like), or hotspot mutation profile (oncogene-like). Furthermore, RNA sequencing analysis revealed altered splicing events associated with selected splicing factor mutations. In addition, we were able to identify common gene pathway profiles associated with the presence of these mutations. Our analysis suggests that somatic alteration of genes involved in the RNA-splicing process is common in cancer and may represent an underappreciated hallmark of tumorigenesis.

Published
2018

9. Integrated Genomic Analysis of the Ubiquitin Pathway across Cancer Types

Author

Ge, Zhongqi, Leighton, Jake S, Wang, Yumeng, Peng, Xinxin, Chen, Zhongyuan, Chen, Hu, Sun, Yutong, Yao, Fan, Li, Jun, Zhang, Huiwen, Liu, Jianfang, Shriver, Craig D, Hu, Hai, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S Onur, and Sun, Yichao

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Cancer Genomics, Human Genome, Cancer, Genetics, Biotechnology, Good Health and Well Being, Cell Line, Tumor, Gene Expression Regulation, Neoplastic, Genome, Human, Genomics, Humans, Metabolic Networks and Pathways, Neoplasms, Oncogene Proteins, Ubiquitination, Cancer Genome Atlas Research Network, FBXW7, The Cancer Genome Atlas, biomarker, cancer prognosis, pan-cancer analysis, therapeutic targets, tumor subtype, ubiquitin pathway, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

Protein ubiquitination is a dynamic and reversible process of adding single ubiquitin molecules or various ubiquitin chains to target proteins. Here, using multidimensional omic data of 9,125 tumor samples across 33 cancer types from The Cancer Genome Atlas, we perform comprehensive molecular characterization of 929 ubiquitin-related genes and 95 deubiquitinase genes. Among them, we systematically identify top somatic driver candidates, including mutated FBXW7 with cancer-type-specific patterns and amplified MDM2 showing a mutually exclusive pattern with BRAF mutations. Ubiquitin pathway genes tend to be upregulated in cancer mediated by diverse mechanisms. By integrating pan-cancer multiomic data, we identify a group of tumor samples that exhibit worse prognosis. These samples are consistently associated with the upregulation of cell-cycle and DNA repair pathways, characterized by mutated TP53, MYC/TERT amplification, and APC/PTEN deletion. Our analysis highlights the importance of the ubiquitin pathway in cancer development and lays a foundation for developing relevant therapeutic strategies.

Published
2018

10. lncRNA Epigenetic Landscape Analysis Identifies EPIC1 as an Oncogenic lncRNA that Interacts with MYC and Promotes Cell-Cycle Progression in Cancer

Author

Wang, Zehua, Yang, Bo, Zhang, Min, Guo, Weiwei, Wu, Zhiyuan, Wang, Yue, Jia, Lin, Li, Song, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, Bruijn, Inode, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S Onur, Sun, Yichao, Taylor, Barry S, Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, and Peto, Myron

Subjects
Biochemistry and Cell Biology, Biomedical and Clinical Sciences, Oncology and Carcinogenesis, Biological Sciences, Breast Cancer, Human Genome, Cancer, Women's Health, Genetics, Cancer Genomics, Animals, Binding Sites, Breast Neoplasms, Cell Cycle, Cell Line, Tumor, CpG Islands, DNA Methylation, Epigenesis, Genetic, Female, Gene Expression Regulation, Neoplastic, Humans, Mice, Neoplasm Transplantation, Prognosis, Promoter Regions, Genetic, Proto-Oncogene Proteins c-myc, RNA, Long Noncoding, Up-Regulation, Cancer Genome Atlas Research Network, CIMP, ENSG00000224271, EPIC1, LOC284930, MYC, P21, TCGA pan-cancer, breast cancer, long noncoding RNA, Neurosciences, Oncology & Carcinogenesis, Biochemistry and cell biology, Oncology and carcinogenesis
Abstract

We characterized the epigenetic landscape of genes encoding long noncoding RNAs (lncRNAs) across 6,475 tumors and 455 cancer cell lines. In stark contrast to the CpG island hypermethylation phenotype in cancer, we observed a recurrent hypomethylation of 1,006 lncRNA genes in cancer, including EPIC1 (epigenetically-induced lncRNA1). Overexpression of EPIC1 is associated with poor prognosis in luminal B breast cancer patients and enhances tumor growth in vitro and in vivo. Mechanistically, EPIC1 promotes cell-cycle progression by interacting with MYC through EPIC1's 129-283 nt region. EPIC1 knockdown reduces the occupancy of MYC to its target genes (e.g., CDKN1A, CCNA2, CDC20, and CDC45). MYC depletion abolishes EPIC1's regulation of MYC target and luminal breast cancer tumorigenesis in vitro and in vivo.

Published
2018

11. Comparative Molecular Analysis of Gastrointestinal Adenocarcinomas

Author

Liu, Yang, Sethi, Nilay S, Hinoue, Toshinori, Schneider, Barbara G, Cherniack, Andrew D, Sanchez-Vega, Francisco, Seoane, Jose A, Farshidfar, Farshad, Bowlby, Reanne, Islam, Mirazul, Kim, Jaegil, Chatila, Walid, Akbani, Rehan, Kanchi, Rupa S, Rabkin, Charles S, Willis, Joseph E, Wang, Kenneth K, McCall, Shannon J, Mishra, Lopa, Ojesina, Akinyemi I, Bullman, Susan, Pedamallu, Chandra Sekhar, Lazar, Alexander J, Sakai, Ryo, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, Bruijn, Inode, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, and Ladanyi, Marc

Subjects
Biological Sciences, Genetics, Rare Diseases, Cancer, Human Genome, Colo-Rectal Cancer, Genetic Testing, Cancer Genomics, Biotechnology, Digestive Diseases, Adenocarcinoma, Aneuploidy, Chromosomal Instability, DNA Methylation, DNA Polymerase II, DNA-Binding Proteins, Epigenesis, Genetic, Female, Gastrointestinal Neoplasms, Gene Regulatory Networks, Heterogeneous-Nuclear Ribonucleoproteins, Humans, Male, Microsatellite Instability, MutL Protein Homolog 1, Mutation, Poly-ADP-Ribose Binding Proteins, Polymorphism, Single Nucleotide, Proto-Oncogene Proteins p21(ras), RNA-Binding Proteins, SOX9 Transcription Factor, Cancer Genome Atlas Research Network, cancer, colon, colorectal, epigenetic, esophagus, genomic, methylation, rectum, stomach, tumor, Neurosciences, Oncology and Carcinogenesis, Oncology & Carcinogenesis, Biochemistry and cell biology, Oncology and carcinogenesis
Abstract

We analyzed 921 adenocarcinomas of the esophagus, stomach, colon, and rectum to examine shared and distinguishing molecular characteristics of gastrointestinal tract adenocarcinomas (GIACs). Hypermutated tumors were distinct regardless of cancer type and comprised those enriched for insertions/deletions, representing microsatellite instability cases with epigenetic silencing of MLH1 in the context of CpG island methylator phenotype, plus tumors with elevated single-nucleotide variants associated with mutations in POLE. Tumors with chromosomal instability were diverse, with gastroesophageal adenocarcinomas harboring fragmented genomes associated with genomic doubling and distinct mutational signatures. We identified a group of tumors in the colon and rectum lacking hypermutation and aneuploidy termed genome stable and enriched in DNA hypermethylation and mutations in KRAS, SOX9, and PCBP1.

Published
2018

12. A Pan-Cancer Analysis of Enhancer Expression in Nearly 9000 Patient Samples

Author

Chen, Han, Li, Chunyan, Peng, Xinxin, Zhou, Zhicheng, Weinstein, John N, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S Onur, Sun, Yichao, Taylor, Barry S, Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, and Stuart, Joshua M

Subjects
Genetics, Cancer, Human Genome, 2.1 Biological and endogenous factors, Aetiology, Aneuploidy, B7-H1 Antigen, Chromatin, Databases, Genetic, Enhancer Elements, Genetic, Gene Expression Regulation, Neoplastic, Humans, Immunotherapy, Neoplasms, Sequence Analysis, RNA, Survival Rate, Cancer Genome Atlas Research Network, PD-L1 expression, The Cancer Genome Atlas, aneuploidy, chromatin state, enhancer expression, mutation burden, pan-cancer analysis, prognostic markers, Biological Sciences, Medical and Health Sciences, Developmental Biology
Abstract

The role of enhancers, a key class of non-coding regulatory DNA elements, in cancer development has increasingly been appreciated. Here, we present the detection and characterization of a large number of expressed enhancers in a genome-wide analysis of 8928 tumor samples across 33 cancer types using TCGA RNA-seq data. Compared with matched normal tissues, global enhancer activation was observed in most cancers. Across cancer types, global enhancer activity was positively associated with aneuploidy, but not mutation load, suggesting a hypothesis centered on "chromatin-state" to explain their interplay. Integrating eQTL, mRNA co-expression, and Hi-C data analysis, we developed a computational method to infer causal enhancer-gene interactions, revealing enhancers of clinically actionable genes. Having identified an enhancer ∼140 kb downstream of PD-L1, a major immunotherapy target, we validated it experimentally. This study provides a systematic view of enhancer activity in diverse tumor contexts and suggests the clinical implications of enhancers.

Published
2018

13. Genomic and Functional Approaches to Understanding Cancer Aneuploidy

Author

Taylor, Alison M, Shih, Juliann, Ha, Gavin, Gao, Galen F, Zhang, Xiaoyang, Berger, Ashton C, Schumacher, Steven E, Wang, Chen, Hu, Hai, Liu, Jianfang, Lazar, Alexander J, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S Onur, Sun, Yichao, Taylor, Barry S, and Wang, Jioajiao

Subjects
Biological Sciences, Biomedical and Clinical Sciences, Bioinformatics and Computational Biology, Genetics, Oncology and Carcinogenesis, Cancer Genomics, Cancer, Lung Cancer, Human Genome, Lung, 2.1 Biological and endogenous factors, Aneuploidy, Carcinoma, Squamous Cell, Cell Cycle, Cell Proliferation, Chromosome Aberrations, Chromosome Deletion, Chromosomes, Human, Pair 3, Databases, Genetic, Genomics, Humans, Mutation Rate, Tumor Suppressor Protein p53, Cancer Genome Atlas Research Network, aneuploidy, cancer genomics, genome engineering, lung squamous cell carcinoma, Neurosciences, Oncology & Carcinogenesis, Biochemistry and cell biology, Oncology and carcinogenesis
Abstract

Aneuploidy, whole chromosome or chromosome arm imbalance, is a near-universal characteristic of human cancers. In 10,522 cancer genomes from The Cancer Genome Atlas, aneuploidy was correlated with TP53 mutation, somatic mutation rate, and expression of proliferation genes. Aneuploidy was anti-correlated with expression of immune signaling genes, due to decreased leukocyte infiltrates in high-aneuploidy samples. Chromosome arm-level alterations show cancer-specific patterns, including loss of chromosome arm 3p in squamous cancers. We applied genome engineering to delete 3p in lung cells, causing decreased proliferation rescued in part by chromosome 3 duplication. This study defines genomic and phenotypic correlates of cancer aneuploidy and provides an experimental approach to study chromosome arm aneuploidy.

Published
2018

14. Spatial Organization and Molecular Correlation of Tumor-Infiltrating Lymphocytes Using Deep Learning on Pathology Images

Author

Saltz, Joel, Gupta, Rajarsi, Hou, Le, Kurc, Tahsin, Singh, Pankaj, Nguyen, Vu, Samaras, Dimitris, Shroyer, Kenneth R, Zhao, Tianhao, Batiste, Rebecca, Van Arnam, John, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S Onur, Sun, Yichao, Taylor, Barry S, and Wang, Jioajiao

Subjects
Biological Sciences, Human Genome, Cancer, Machine Learning and Artificial Intelligence, Genetics, Networking and Information Technology R&D (NITRD), Good Health and Well Being, Deep Learning, Humans, Image Interpretation, Computer-Assisted, Lymphocytes, Tumor-Infiltrating, Neoplasms, Cancer Genome Atlas Research Network, artificial intelligence, bioinformatics, computer vision, deep learning, digital pathology, immuno-oncology, lymphocytes, machine learning, tumor microenvironment, tumor-infiltrating lymphocytes, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

Beyond sample curation and basic pathologic characterization, the digitized H&E-stained images of TCGA samples remain underutilized. To highlight this resource, we present mappings of tumor-infiltrating lymphocytes (TILs) based on H&E images from 13 TCGA tumor types. These TIL maps are derived through computational staining using a convolutional neural network trained to classify patches of images. Affinity propagation revealed local spatial structure in TIL patterns and correlation with overall survival. TIL map structural patterns were grouped using standard histopathological parameters. These patterns are enriched in particular T cell subpopulations derived from molecular measures. TIL densities and spatial structure were differentially enriched among tumor types, immune subtypes, and tumor molecular subtypes, implying that spatial infiltrate state could reflect particular tumor cell aberration states. Obtaining spatial lymphocytic patterns linked to the rich genomic characterization of TCGA samples demonstrates one use for the TCGA image archives with insights into the tumor-immune microenvironment.

Published
2018

15. Genomic, Pathway Network, and Immunologic Features Distinguishing Squamous Carcinomas

Author

Campbell, Joshua D, Yau, Christina, Bowlby, Reanne, Liu, Yuexin, Brennan, Kevin, Fan, Huihui, Taylor, Alison M, Wang, Chen, Walter, Vonn, Akbani, Rehan, Byers, Lauren Averett, Creighton, Chad J, Coarfa, Cristian, Shih, Juliann, Cherniack, Andrew D, Gevaert, Olivier, Prunello, Marcos, Shen, Hui, Anur, Pavana, Chen, Jianhong, Cheng, Hui, Hayes, D Neil, Bullman, Susan, Pedamallu, Chandra Sekhar, Ojesina, Akinyemi I, Sadeghi, Sara, Mungall, Karen L, Robertson, A Gordon, Benz, Christopher, Schultz, Andre, Kanchi, Rupa S, Gay, Carl M, Hegde, Apurva, Diao, Lixia, Wang, Jing, Ma, Wencai, Sumazin, Pavel, Chiu, Hua-Sheng, Chen, Ting-Wen, Gunaratne, Preethi, Donehower, Larry, Rader, Janet S, Zuna, Rosemary, Al-Ahmadie, Hikmat, Lazar, Alexander J, Flores, Elsa R, Tsai, Kenneth Y, Zhou, Jane H, Rustgi, Anil K, Drill, Esther, Shen, Ronglei, Wong, Christopher K, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, and Zhang, Wei

Subjects
Biological Sciences, Genetics, Human Genome, Sexually Transmitted Infections, Cancer Genomics, Biotechnology, Cancer, Infectious Diseases, 2.1 Biological and endogenous factors, Carcinoma, Squamous Cell, Cell Line, Tumor, DNA Methylation, Epithelial-Mesenchymal Transition, Gene Expression Regulation, Neoplastic, Genomics, Humans, Metabolic Networks and Pathways, Polymorphism, Genetic, Cancer Genome Atlas Research Network, bladder carcinoma with squamous differentiation, cervical squamous cell carcinoma, esophageal squamous cell carcinoma, genomics, head and neck squamous cell carcinoma, human papillomavirus, lung squamous cell carcinoma, proteomics, transcriptomics, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

This integrated, multiplatform PanCancer Atlas study co-mapped and identified distinguishing molecular features of squamous cell carcinomas (SCCs) from five sites associated with smoking and/or human papillomavirus (HPV). SCCs harbor 3q, 5p, and other recurrent chromosomal copy-number alterations (CNAs), DNA mutations, and/or aberrant methylation of genes and microRNAs, which are correlated with the expression of multi-gene programs linked to squamous cell stemness, epithelial-to-mesenchymal differentiation, growth, genomic integrity, oxidative damage, death, and inflammation. Low-CNA SCCs tended to be HPV(+) and display hypermethylation with repression of TET1 demethylase and FANCF, previously linked to predisposition to SCC, or harbor mutations affecting CASP8, RAS-MAPK pathways, chromatin modifiers, and immunoregulatory molecules. We uncovered hypomethylation of the alternative promoter that drives expression of the ΔNp63 oncogene and embedded miR944. Co-expression of immune checkpoint, T-regulatory, and Myeloid suppressor cells signatures may explain reduced efficacy of immune therapy. These findings support possibilities for molecular classification and therapeutic approaches.

Published
2018

16. Machine Learning Identifies Stemness Features Associated with Oncogenic Dedifferentiation

Author

Malta, Tathiane M, Sokolov, Artem, Gentles, Andrew J, Burzykowski, Tomasz, Poisson, Laila, Weinstein, John N, Kamińska, Bożena, Huelsken, Joerg, Omberg, Larsson, Gevaert, Olivier, Colaprico, Antonio, Czerwińska, Patrycja, Mazurek, Sylwia, Mishra, Lopa, Heyn, Holger, Krasnitz, Alex, Godwin, Andrew K, Lazar, Alexander J, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, and Sanchez-Vega, Francisco

Subjects
Biomedical and Clinical Sciences, Oncology and Carcinogenesis, Immunology, Cancer Genomics, Rare Diseases, Human Genome, Cancer, Stem Cell Research, Stem Cell Research - Nonembryonic - Human, Stem Cell Research - Nonembryonic - Non-Human, Stem Cell Research - Induced Pluripotent Stem Cell, Genetics, Machine Learning and Artificial Intelligence, Good Health and Well Being, Carcinogenesis, Cell Dedifferentiation, DNA Methylation, Databases, Genetic, Epigenesis, Genetic, Humans, Machine Learning, MicroRNAs, Neoplasm Metastasis, Neoplasms, Stem Cells, Transcriptome, Tumor Microenvironment, Cancer Genome Atlas Research Network, The Cancer Genome Atlas, cancer stem cells, dedifferentiation, epigenomic, genomic, machine learning, pan-cancer, stemness, Biological Sciences, Medical and Health Sciences, Developmental Biology, Biological sciences, Biomedical and clinical sciences
Abstract

Cancer progression involves the gradual loss of a differentiated phenotype and acquisition of progenitor and stem-cell-like features. Here, we provide novel stemness indices for assessing the degree of oncogenic dedifferentiation. We used an innovative one-class logistic regression (OCLR) machine-learning algorithm to extract transcriptomic and epigenetic feature sets derived from non-transformed pluripotent stem cells and their differentiated progeny. Using OCLR, we were able to identify previously undiscovered biological mechanisms associated with the dedifferentiated oncogenic state. Analyses of the tumor microenvironment revealed unanticipated correlation of cancer stemness with immune checkpoint expression and infiltrating immune cells. We found that the dedifferentiated oncogenic phenotype was generally most prominent in metastatic tumors. Application of our stemness indices to single-cell data revealed patterns of intra-tumor molecular heterogeneity. Finally, the indices allowed for the identification of novel targets and possible targeted therapies aimed at tumor differentiation.

Published
2018

17. Perspective on Oncogenic Processes at the End of the Beginning of Cancer Genomics

Author

Ding, Li, Bailey, Matthew H, Porta-Pardo, Eduard, Thorsson, Vesteinn, Colaprico, Antonio, Bertrand, Denis, Gibbs, David L, Weerasinghe, Amila, Huang, Kuan-lin, Tokheim, Collin, Cortés-Ciriano, Isidro, Jayasinghe, Reyka, Chen, Feng, Yu, Lihua, Sun, Sam, Olsen, Catharina, Kim, Jaegil, Taylor, Alison M, Cherniack, Andrew D, Akbani, Rehan, Suphavilai, Chayaporn, Nagarajan, Niranjan, Stuart, Joshua M, Mills, Gordon B, Wyczalkowski, Matthew A, Vincent, Benjamin G, Hutter, Carolyn M, Zenklusen, Jean Claude, Hoadley, Katherine A, Wendl, Michael C, Shmulevich, llya, Lazar, Alexander J, Wheeler, David A, Getz, Gad, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Heiman, David I, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Zhang, Wei, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, and Abeshouse, Adam

Subjects
Biological Sciences, Biomedical and Clinical Sciences, Bioinformatics and Computational Biology, Genetics, Oncology and Carcinogenesis, Human Genome, Biotechnology, Cancer, Cancer Genomics, 2.1 Biological and endogenous factors, Good Health and Well Being, Carcinogenesis, DNA Repair, Databases, Genetic, Genes, Neoplasm, Genomics, Humans, Metabolic Networks and Pathways, Microsatellite Instability, Mutation, Neoplasms, Transcriptome, Tumor Microenvironment, Cancer Genome Atlas Research Network, TCGA, cancer, cancer genomics, omics, oncogenic process, Medical and Health Sciences, Developmental Biology, Biological sciences, Biomedical and clinical sciences
Abstract

The Cancer Genome Atlas (TCGA) has catalyzed systematic characterization of diverse genomic alterations underlying human cancers. At this historic junction marking the completion of genomic characterization of over 11,000 tumors from 33 cancer types, we present our current understanding of the molecular processes governing oncogenesis. We illustrate our insights into cancer through synthesis of the findings of the TCGA PanCancer Atlas project on three facets of oncogenesis: (1) somatic driver mutations, germline pathogenic variants, and their interactions in the tumor; (2) the influence of the tumor genome and epigenome on transcriptome and proteome; and (3) the relationship between tumor and the microenvironment, including implications for drugs targeting driver events and immunotherapies. These results will anchor future characterization of rare and common tumor types, primary and relapsed tumors, and cancers across ancestry groups and will guide the deployment of clinical genomic sequencing.

Published
2018

18. A Comprehensive Pan-Cancer Molecular Study of Gynecologic and Breast Cancers

Author

Berger, Ashton C, Korkut, Anil, Kanchi, Rupa S, Hegde, Apurva M, Lenoir, Walter, Liu, Wenbin, Liu, Yuexin, Fan, Huihui, Shen, Hui, Ravikumar, Visweswaran, Rao, Arvind, Schultz, Andre, Li, Xubin, Sumazin, Pavel, Williams, Cecilia, Mestdagh, Pieter, Gunaratne, Preethi H, Yau, Christina, Bowlby, Reanne, Robertson, A Gordon, Tiezzi, Daniel G, Wang, Chen, Cherniack, Andrew D, Godwin, Andrew K, Kuderer, Nicole M, Rader, Janet S, Zuna, Rosemary E, Sood, Anil K, Lazar, Alexander J, Ojesina, Akinyemi I, Adebamowo, Clement, Adebamowo, Sally N, Baggerly, Keith A, Chen, Ting-Wen, Chiu, Hua-Sheng, Lefever, Steve, Liu, Liang, MacKenzie, Karen, Orsulic, Sandra, Roszik, Jason, Shelley, Carl Simon, Song, Qianqian, Vellano, Christopher P, Wentzensen, Nicolas, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Ju, Zhenlin, Li, Jun, Liang, Han, and Ling, Shiyun

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Biomedical and Clinical Sciences, Oncology and Carcinogenesis, Breast Cancer, Genetics, Precision Medicine, Cancer Genomics, Women's Health, Cancer, Human Genome, 4.1 Discovery and preclinical testing of markers and technologies, Breast Neoplasms, DNA Copy Number Variations, Databases, Genetic, Female, Gene Expression Profiling, Gene Expression Regulation, Neoplastic, Gene Regulatory Networks, Genetic Predisposition to Disease, Genital Neoplasms, Female, Humans, Mutation, Organ Specificity, Prognosis, RNA, Long Noncoding, Receptors, Estrogen, Cancer Genome Atlas Research Network, TCGA, The Cancer Genome Atlas, breast cancer, cervical cancer, gynecologic cancer, omics, ovarian cancer, pan-gynecologic, uterine cancer, uterine carcinosarcoma, Neurosciences, Oncology & Carcinogenesis, Biochemistry and cell biology, Oncology and carcinogenesis
Abstract

We analyzed molecular data on 2,579 tumors from The Cancer Genome Atlas (TCGA) of four gynecological types plus breast. Our aims were to identify shared and unique molecular features, clinically significant subtypes, and potential therapeutic targets. We found 61 somatic copy-number alterations (SCNAs) and 46 significantly mutated genes (SMGs). Eleven SCNAs and 11 SMGs had not been identified in previous TCGA studies of the individual tumor types. We found functionally significant estrogen receptor-regulated long non-coding RNAs (lncRNAs) and gene/lncRNA interaction networks. Pathway analysis identified subtypes with high leukocyte infiltration, raising potential implications for immunotherapy. Using 16 key molecular features, we identified five prognostic subtypes and developed a decision tree that classified patients into the subtypes based on just six features that are assessable in clinical laboratories.

Published
2018

19. Cell-of-Origin Patterns Dominate the Molecular Classification of 10,000 Tumors from 33 Types of Cancer

Author

Hoadley, Katherine A, Yau, Christina, Hinoue, Toshinori, Wolf, Denise M, Lazar, Alexander J, Drill, Esther, Shen, Ronglai, Taylor, Alison M, Cherniack, Andrew D, Thorsson, Vésteinn, Akbani, Rehan, Bowlby, Reanne, Wong, Christopher K, Wiznerowicz, Maciej, Sanchez-Vega, Francisco, Robertson, A Gordon, Schneider, Barbara G, Lawrence, Michael S, Noushmehr, Houtan, Malta, Tathiane M, Network, The Cancer Genome Atlas, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, and Phillips, Sarah M

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Genetics, Human Genome, Cancer Genomics, Networking and Information Technology R&D (NITRD), Biotechnology, Cancer, 2.1 Biological and endogenous factors, Aneuploidy, Chromosomes, Cluster Analysis, CpG Islands, DNA Methylation, Databases, Factual, Humans, MicroRNAs, Mutation, Neoplasm Proteins, Neoplasms, RNA, Messenger, Cancer Genome Atlas Network, TCGA, cancer, cell-of-origin, genome, methylome, organs, proteome, subtypes, tissues, transcriptome, Medical and Health Sciences, Developmental Biology, Biological sciences, Biomedical and clinical sciences
Abstract

We conducted comprehensive integrative molecular analyses of the complete set of tumors in The Cancer Genome Atlas (TCGA), consisting of approximately 10,000 specimens and representing 33 types of cancer. We performed molecular clustering using data on chromosome-arm-level aneuploidy, DNA hypermethylation, mRNA, and miRNA expression levels and reverse-phase protein arrays, of which all, except for aneuploidy, revealed clustering primarily organized by histology, tissue type, or anatomic origin. The influence of cell type was evident in DNA-methylation-based clustering, even after excluding sites with known preexisting tissue-type-specific methylation. Integrative clustering further emphasized the dominant role of cell-of-origin patterns. Molecular similarities among histologically or anatomically related cancer types provide a basis for focused pan-cancer analyses, such as pan-gastrointestinal, pan-gynecological, pan-kidney, and pan-squamous cancers, and those related by stemness features, which in turn may inform strategies for future therapeutic development.

Published
2018

20. Pathogenic Germline Variants in 10,389 Adult Cancers

Author

Huang, Kuan-lin, Mashl, R Jay, Wu, Yige, Ritter, Deborah I, Wang, Jiayin, Oh, Clara, Paczkowska, Marta, Reynolds, Sheila, Wyczalkowski, Matthew A, Oak, Ninad, Scott, Adam D, Krassowski, Michal, Cherniack, Andrew D, Houlahan, Kathleen E, Jayasinghe, Reyka, Wang, Liang-Bo, Zhou, Daniel Cui, Liu, Di, Cao, Song, Kim, Young Won, Koire, Amanda, McMichael, Joshua F, Hucthagowder, Vishwanathan, Kim, Tae-Beom, Hahn, Abigail, Wang, Chen, McLellan, Michael D, Al-Mulla, Fahd, Johnson, Kimberly J, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, and Gao, Jianjiong

Subjects
Biological Sciences, Biomedical and Clinical Sciences, Genetics, Oncology and Carcinogenesis, Cancer, Rare Diseases, Prevention, Cancer Genomics, Human Genome, 2.1 Biological and endogenous factors, DNA Copy Number Variations, Databases, Genetic, Gene Deletion, Gene Frequency, Genetic Predisposition to Disease, Genotype, Germ Cells, Germ-Line Mutation, Humans, Loss of Heterozygosity, Mutation, Missense, Neoplasms, Polymorphism, Single Nucleotide, Proto-Oncogene Proteins c-met, Proto-Oncogene Proteins c-ret, Tumor Suppressor Proteins, Cancer Genome Atlas Research Network, LOH, cancer predisposition, germline and somatic genomes, variant pathogenicity, Medical and Health Sciences, Developmental Biology, Biological sciences, Biomedical and clinical sciences
Abstract

We conducted the largest investigation of predisposition variants in cancer to date, discovering 853 pathogenic or likely pathogenic variants in 8% of 10,389 cases from 33 cancer types. Twenty-one genes showed single or cross-cancer associations, including novel associations of SDHA in melanoma and PALB2 in stomach adenocarcinoma. The 659 predisposition variants and 18 additional large deletions in tumor suppressors, including ATM, BRCA1, and NF1, showed low gene expression and frequent (43%) loss of heterozygosity or biallelic two-hit events. We also discovered 33 such variants in oncogenes, including missenses in MET, RET, and PTPN11 associated with high gene expression. We nominated 47 additional predisposition variants from prioritized VUSs supported by multiple evidences involving case-control frequency, loss of heterozygosity, expression effect, and co-localization with mutations and modified residues. Our integrative approach links rare predisposition variants to functional consequences, informing future guidelines of variant classification and germline genetic testing in cancer.

Published
2018

21. Systematic Analysis of Splice-Site-Creating Mutations in Cancer

Author

Jayasinghe, Reyka G, Cao, Song, Gao, Qingsong, Wendl, Michael C, Vo, Nam Sy, Reynolds, Sheila M, Zhao, Yanyan, Climente-González, Héctor, Chai, Shengjie, Wang, Fang, Varghese, Rajees, Huang, Mo, Liang, Wen-Wei, Wyczalkowski, Matthew A, Sengupta, Sohini, Li, Zhi, Payne, Samuel H, Fenyö, David, Miner, Jeffrey H, Walter, Matthew J, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, and Phillips, Sarah M

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Cancer Genomics, Human Genome, Rare Diseases, Cancer, Immunotherapy, Genetics, 5.1 Pharmaceuticals, 2.1 Biological and endogenous factors, BRCA1 Protein, GATA3 Transcription Factor, HEK293 Cells, Humans, Mutation, Neoplasms, Poly (ADP-Ribose) Polymerase-1, Programmed Cell Death 1 Receptor, RNA Splice Sites, Tumor Suppressor Protein p53, X-linked Nuclear Protein, Cancer Genome Atlas Research Network, RNA, mutations of clinical relevance, splicing, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

For the past decade, cancer genomic studies have focused on mutations leading to splice-site disruption, overlooking those having splice-creating potential. Here, we applied a bioinformatic tool, MiSplice, for the large-scale discovery of splice-site-creating mutations (SCMs) across 8,656 TCGA tumors. We report 1,964 originally mis-annotated mutations having clear evidence of creating alternative splice junctions. TP53 and GATA3 have 26 and 18 SCMs, respectively, and ATRX has 5 from lower-grade gliomas. Mutations in 11 genes, including PARP1, BRCA1, and BAP1, were experimentally validated for splice-site-creating function. Notably, we found that neoantigens induced by SCMs are likely several folds more immunogenic compared to missense mutations, exemplified by the recurrent GATA3 SCM. Further, high expression of PD-1 and PD-L1 was observed in tumors with SCMs, suggesting candidates for immune blockade therapy. Our work highlights the importance of integrating DNA and RNA data for understanding the functional and the clinical implications of mutations in human diseases.

Published
2018

22. Driver Fusions and Their Implications in the Development and Treatment of Human Cancers

Author

Gao, Qingsong, Liang, Wen-Wei, Foltz, Steven M, Mutharasu, Gnanavel, Jayasinghe, Reyka G, Cao, Song, Liao, Wen-Wei, Reynolds, Sheila M, Wyczalkowski, Matthew A, Yao, Lijun, Yu, Lihua, Sun, Sam Q, Group, The Fusion Analysis Working, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S Onur, and Sun, Yichao

Subjects
Biological Sciences, Rare Diseases, Genetics, Human Genome, Cancer Genomics, Digestive Diseases, Biotechnology, Cancer, 5.1 Pharmaceuticals, Good Health and Well Being, Antineoplastic Agents, Carcinogenesis, Cell Line, Tumor, Humans, Molecular Targeted Therapy, Neoplasms, Oncogene Fusion, Oncogene Proteins, Fusion, Fusion Analysis Working Group, Cancer Genome Atlas Research Network, RNA, cancer, fusion, gene fusions, translocation, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

Gene fusions represent an important class of somatic alterations in cancer. We systematically investigated fusions in 9,624 tumors across 33 cancer types using multiple fusion calling tools. We identified a total of 25,664 fusions, with a 63% validation rate. Integration of gene expression, copy number, and fusion annotation data revealed that fusions involving oncogenes tend to exhibit increased expression, whereas fusions involving tumor suppressors have the opposite effect. For fusions involving kinases, we found 1,275 with an intact kinase domain, the proportion of which varied significantly across cancer types. Our study suggests that fusions drive the development of 16.5% of cancer cases and function as the sole driver in more than 1% of them. Finally, we identified druggable fusions involving genes such as TMPRSS2, RET, FGFR3, ALK, and ESR1 in 6.0% of cases, and we predicted immunogenic peptides, suggesting that fusions may provide leads for targeted drug and immune therapy.

Published
2018

23. Molecular Characterization and Clinical Relevance of Metabolic Expression Subtypes in Human Cancers

Author

Peng, Xinxin, Chen, Zhongyuan, Farshidfar, Farshad, Xu, Xiaoyan, Lorenzi, Philip L, Wang, Yumeng, Cheng, Feixiong, Tan, Lin, Mojumdar, Kamalika, Du, Di, Ge, Zhongqi, Li, Jun, Thomas, George V, Birsoy, Kivanc, Liu, Lingxiang, Zhang, Huiwen, Zhao, Zhongming, Marchand, Calena, Weinstein, John N, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, and Reznik, Ed

Subjects
Biological Sciences, Cancer Genomics, Human Genome, Cancer, Nutrition, Genetics, 2.1 Biological and endogenous factors, Cell Line, Tumor, Core Binding Factor Alpha 2 Subunit, Drug Resistance, Neoplasm, HEK293 Cells, Humans, Metabolic Networks and Pathways, Neoplasms, Snail Family Transcription Factors, Transcriptome, Cancer Genome Atlas Research Network, The Cancer Genome Atlas, carbohydrate metabolism, drug sensitivity, master regulator, prognostic markers, somatic drivers, therapeutic targets, tumor subtypes, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

Metabolic reprogramming provides critical information for clinical oncology. Using molecular data of 9,125 patient samples from The Cancer Genome Atlas, we identified tumor subtypes in 33 cancer types based on mRNA expression patterns of seven major metabolic processes and assessed their clinical relevance. Our metabolic expression subtypes correlated extensively with clinical outcome: subtypes with upregulated carbohydrate, nucleotide, and vitamin/cofactor metabolism most consistently correlated with worse prognosis, whereas subtypes with upregulated lipid metabolism showed the opposite. Metabolic subtypes correlated with diverse somatic drivers but exhibited effects convergent on cancer hallmark pathways and were modulated by highly recurrent master regulators across cancer types. As a proof-of-concept example, we demonstrated that knockdown of SNAI1 or RUNX1-master regulators of carbohydrate metabolic subtypes-modulates metabolic activity and drug sensitivity. Our study provides a system-level view of metabolic heterogeneity within and across cancer types and identifies pathway cross-talk, suggesting related prognostic, therapeutic, and predictive utility.

Published
2018

24. Machine Learning Detects Pan-cancer Ras Pathway Activation in The Cancer Genome Atlas

Author

Way, Gregory P, Sanchez-Vega, Francisco, La, Konnor, Armenia, Joshua, Chatila, Walid K, Luna, Augustin, Sander, Chris, Cherniack, Andrew D, Mina, Marco, Ciriello, Giovanni, Schultz, Nikolaus, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Chakravarty, Debyani, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, Ladanyi, Marc, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sheridan, Robert, Sumer, S Onur, Sun, Yichao, Taylor, Barry S, and Wang, Jioajiao

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Genetics, Machine Learning and Artificial Intelligence, Networking and Information Technology R&D (NITRD), Cancer Genomics, Cancer, Precision Medicine, Human Genome, Good Health and Well Being, Cell Line, Tumor, Gene Expression Regulation, Neoplastic, Genome, Human, Humans, Machine Learning, Neoplasms, Signal Transduction, ras Proteins, Cancer Genome Atlas Research Network, Gene expression, HRAS, KRAS, NF1, NRAS, Ras, TCGA, drug sensitivity, machine learning, pan-cancer, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

Precision oncology uses genomic evidence to match patients with treatment but often fails to identify all patients who may respond. The transcriptome of these "hidden responders" may reveal responsive molecular states. We describe and evaluate a machine-learning approach to classify aberrant pathway activity in tumors, which may aid in hidden responder identification. The algorithm integrates RNA-seq, copy number, and mutations from 33 different cancer types across The Cancer Genome Atlas (TCGA) PanCanAtlas project to predict aberrant molecular states in tumors. Applied to the Ras pathway, the method detects Ras activation across cancer types and identifies phenocopying variants. The model, trained on human tumors, can predict response to MEK inhibitors in wild-type Ras cell lines. We also present data that suggest that multiple hits in the Ras pathway confer increased Ras activity. The transcriptome is underused in precision oncology and, combined with machine learning, can aid in the identification of hidden responders.

Published
2018

25. An Integrated TCGA Pan-Cancer Clinical Data Resource to Drive High-Quality Survival Outcome Analytics

Author

Liu, Jianfang, Lichtenberg, Tara, Hoadley, Katherine A, Poisson, Laila M, Lazar, Alexander J, Cherniack, Andrew D, Kovatich, Albert J, Benz, Christopher C, Levine, Douglas A, Lee, Adrian V, Omberg, Larsson, Wolf, Denise M, Shriver, Craig D, Thorsson, Vesteinn, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, and Sumer, S Onur

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Biomedical and Clinical Sciences, Oncology and Carcinogenesis, Human Genome, Genetics, Cancer Genomics, Women's Health, Networking and Information Technology R&D (NITRD), Cancer, Biotechnology, Precision Medicine, Good Health and Well Being, Databases, Genetic, Genomics, Humans, Kaplan-Meier Estimate, Neoplasms, Proportional Hazards Models, Cancer Genome Atlas Research Network, Cox proportional hazards regression model, TCGA, The Cancer Genome Atlas, clinical data resource, disease-free interval, disease-specific survival, follow-up time, overall survival, progression-free interval, translational research, Medical and Health Sciences, Developmental Biology, Biological sciences, Biomedical and clinical sciences
Abstract

For a decade, The Cancer Genome Atlas (TCGA) program collected clinicopathologic annotation data along with multi-platform molecular profiles of more than 11,000 human tumors across 33 different cancer types. TCGA clinical data contain key features representing the democratized nature of the data collection process. To ensure proper use of this large clinical dataset associated with genomic features, we developed a standardized dataset named the TCGA Pan-Cancer Clinical Data Resource (TCGA-CDR), which includes four major clinical outcome endpoints. In addition to detailing major challenges and statistical limitations encountered during the effort of integrating the acquired clinical data, we present a summary that includes endpoint usage recommendations for each cancer type. These TCGA-CDR findings appear to be consistent with cancer genomics studies independent of the TCGA effort and provide opportunities for investigating cancer biology using clinical correlates at an unprecedented scale.

Published
2018

26. Genomic and Molecular Landscape of DNA Damage Repair Deficiency across The Cancer Genome Atlas

Author

Knijnenburg, Theo A, Wang, Linghua, Zimmermann, Michael T, Chambwe, Nyasha, Gao, Galen F, Cherniack, Andrew D, Fan, Huihui, Shen, Hui, Way, Gregory P, Greene, Casey S, Liu, Yuexin, Akbani, Rehan, Feng, Bin, Donehower, Lawrence A, Miller, Chase, Shen, Yang, Karimi, Mostafa, Chen, Haoran, Kim, Pora, Jia, Peilin, Shinbrot, Eve, Zhang, Shaojun, Liu, Jianfang, Hu, Hai, Bailey, Matthew H, Yau, Christina, Wolf, Denise, Zhao, Zhongming, Weinstein, John N, Li, Lei, Ding, Li, Mills, Gordon B, Laird, Peter W, Wheeler, David A, Shmulevich, Ilya, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Miller, Michael, Reynolds, Sheila, Thorsson, Vesteinn, Zhang, Wei, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, and Zhang, Jiexin

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Genetics, Cancer Genomics, Human Genome, Women's Health, Rare Diseases, Cancer, Ovarian Cancer, Orphan Drug, 2.1 Biological and endogenous factors, Cell Line, Tumor, DNA Damage, Gene Silencing, Genome, Human, Humans, Loss of Heterozygosity, Machine Learning, Mutation, Neoplasms, Recombinational DNA Repair, Tumor Suppressor Proteins, Cancer Genome Atlas Research Network, DNA damage footprints, DNA damage repair, The Cancer Genome Atlas PanCanAtlas project, epigenetic silencing, integrative statistical analysis, mutational signatures, protein structure analysis, somatic copy-number alterations, somatic mutations, Biochemistry and Cell Biology, Medical Physiology, Biological sciences
Abstract

DNA damage repair (DDR) pathways modulate cancer risk, progression, and therapeutic response. We systematically analyzed somatic alterations to provide a comprehensive view of DDR deficiency across 33 cancer types. Mutations with accompanying loss of heterozygosity were observed in over 1/3 of DDR genes, including TP53 and BRCA1/2. Other prevalent alterations included epigenetic silencing of the direct repair genes EXO5, MGMT, and ALKBH3 in ∼20% of samples. Homologous recombination deficiency (HRD) was present at varying frequency in many cancer types, most notably ovarian cancer. However, in contrast to ovarian cancer, HRD was associated with worse outcomes in several other cancers. Protein structure-based analyses allowed us to predict functional consequences of rare, recurrent DDR mutations. A new machine-learning-based classifier developed from gene expression data allowed us to identify alterations that phenocopy deleterious TP53 mutations. These frequent DDR gene alterations in many human cancers have functional consequences that may determine cancer progression and guide therapy.

Published
2018

27. Scalable Open Science Approach for Mutation Calling of Tumor Exomes Using Multiple Genomic Pipelines

Author

Ellrott, Kyle, Bailey, Matthew H, Saksena, Gordon, Covington, Kyle R, Kandoth, Cyriac, Stewart, Chip, Hess, Julian, Ma, Chiotti, Kami E, McLellan, Michael, Sofia, Heidi J, Hutter, Carolyn, Getz, Gad, Wheeler, David, Ding, Li, Group, MC3 Working, Network, The Cancer Genome Atlas Research, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, and Schultz, Nikolaus

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Genetics, Cancer Genomics, Cancer, Rare Diseases, Human Genome, Networking and Information Technology R&D (NITRD), Genetic Testing, 2.1 Biological and endogenous factors, Good Health and Well Being, Algorithms, Exome, Genomics, High-Throughput Nucleotide Sequencing, Humans, Information Dissemination, Mutation, Neoplasms, Sequence Analysis, DNA, Software, Exome Sequencing, MC3 Working Group, Cancer Genome Atlas Research Network, PanCanAtlas project, TCGA, large-scale, open science, pan-cancer, reproducible computing, somatic mutation calling, Biochemistry and Cell Biology, Biochemistry and cell biology
Abstract

The Cancer Genome Atlas (TCGA) cancer genomics dataset includes over 10,000 tumor-normal exome pairs across 33 different cancer types, in total >400 TB of raw data files requiring analysis. Here we describe the Multi-Center Mutation Calling in Multiple Cancers project, our effort to generate a comprehensive encyclopedia of somatic mutation calls for the TCGA data to enable robust cross-tumor-type analyses. Our approach accounts for variance and batch effects introduced by the rapid advancement of DNA extraction, hybridization-capture, sequencing, and analysis methods over time. We present best practices for applying an ensemble of seven mutation-calling algorithms with scoring and artifact filtering. The dataset created by this analysis includes 3.5 million somatic variants and forms the basis for PanCan Atlas papers. The results have been made available to the research community along with the methods used to generate them. This project is the result of collaboration from a number of institutes and demonstrates how team science drives extremely large genomics projects.

Published
2018

28. Pan-cancer Alterations of the MYC Oncogene and Its Proximal Network across the Cancer Genome Atlas

Author

Schaub, Franz X, Dhankani, Varsha, Berger, Ashton C, Trivedi, Mihir, Richardson, Anne B, Shaw, Reid, Zhao, Wei, Zhang, Xiaoyang, Ventura, Andrea, Liu, Yuexin, Ayer, Donald E, Hurlin, Peter J, Cherniack, Andrew D, Eisenman, Robert N, Bernard, Brady, Grandori, Carla, Network, The Cancer Genome Atlas, Caesar-Johnson, Samantha J, Demchok, John A, Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L, Hutter, Carolyn M, Sofia, Heidi J, Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C, Zhang, Jiashan, Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I, Kim, Jaegil, Lawrence, Michael S, Lin, Pei, Meier, Sam, Noble, Michael S, Saksena, Gordon, Voet, Doug, Zhang, Hailei, Chambwe, Nyasha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M, Hegde, Apurva M, Ju, Zhenlin, Kanchi, Rupa S, Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B, Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N, Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K, de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E, Heins, Zachary J, Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G, Ochoa, Angelica, Phillips, Sarah M, Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, and Schultz, Nikolaus

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Cancer Genomics, Human Genome, Cancer, Genetics, Biotechnology, 2.1 Biological and endogenous factors, Basic Helix-Loop-Helix Leucine Zipper Transcription Factors, Basic Helix-Loop-Helix Transcription Factors, Biomarkers, Tumor, Carcinogenesis, Chromatin, Computational Biology, Genes, myc, Genomics, Humans, Neoplasms, Oncogenes, Proteomics, Proto-Oncogene Proteins c-myc, Repressor Proteins, Signal Transduction, Transcription Factors, Cancer Genome Atlas Network, MAX, MNT, MYC genomic alterations, TCGA, The Cancer Genome Atlas, Biochemistry and Cell Biology, Biochemistry and cell biology
Abstract

Although the MYC oncogene has been implicated in cancer, a systematic assessment of alterations of MYC, related transcription factors, and co-regulatory proteins, forming the proximal MYC network (PMN), across human cancers is lacking. Using computational approaches, we define genomic and proteomic features associated with MYC and the PMN across the 33 cancers of The Cancer Genome Atlas. Pan-cancer, 28% of all samples had at least one of the MYC paralogs amplified. In contrast, the MYC antagonists MGA and MNT were the most frequently mutated or deleted members, proposing a role as tumor suppressors. MYC alterations were mutually exclusive with PIK3CA, PTEN, APC, or BRAF alterations, suggesting that MYC is a distinct oncogenic driver. Expression analysis revealed MYC-associated pathways in tumor subtypes, such as immune response and growth factor signaling; chromatin, translation, and DNA replication/repair were conserved pan-cancer. This analysis reveals insights into MYC biology and is a reference for biomarkers and therapeutics for cancers with alterations of MYC or the PMN.

Published
2018

29. Comprehensive Molecular Characterization of Muscle-Invasive Bladder Cancer

Author

Robertson, A Gordon, Kim, Jaegil, Al-Ahmadie, Hikmat, Bellmunt, Joaquim, Guo, Guangwu, Cherniack, Andrew D, Hinoue, Toshinori, Laird, Peter W, Hoadley, Katherine A, Akbani, Rehan, Castro, Mauro AA, Gibb, Ewan A, Kanchi, Rupa S, Gordenin, Dmitry A, Shukla, Sachet A, Sanchez-Vega, Francisco, Hansel, Donna E, Czerniak, Bogdan A, Reuter, Victor E, Su, Xiaoping, Carvalho, Benilton de Sa, Chagas, Vinicius S, Mungall, Karen L, Sadeghi, Sara, Pedamallu, Chandra Sekhar, Lu, Yiling, Klimczak, Leszek J, Zhang, Jiexin, Choo, Caleb, Ojesina, Akinyemi I, Bullman, Susan, Leraas, Kristen M, Lichtenberg, Tara M, Wu, Catherine J, Schultz, Nicholaus, Getz, Gad, Meyerson, Matthew, Mills, Gordon B, McConkey, David J, Network, TCGA Research, Albert, Monique, Alexopoulou, Iakovina, Ally, Adrian, Antic, Tatjana, Aron, Manju, Balasundaram, Miruna, Bartlett, John, Baylin, Stephen B, Beaver, Allison, Birol, Inanc, Boice, Lori, Bootwalla, Moiz S, Bowen, Jay, Bowlby, Reanne, Brooks, Denise, Broom, Bradley M, Bshara, Wiam, Burks, Eric, Cárcano, Flavio M, Carlsen, Rebecca, Carvalho, Benilton S, Carvalho, Andre L, Castle, Eric P, Castro, Patricia, Catto, James W, Chesla, David W, Chuah, Eric, Chudamani, Sudha, Cortessis, Victoria K, Cottingham, Sandra L, Crain, Daniel, Curley, Erin, Daneshmand, Siamak, Demchok, John A, Dhalla, Noreen, Djaladat, Hooman, Eckman, John, Egea, Sophie C, Engel, Jay, Felau, Ina, Ferguson, Martin L, Gardner, Johanna, Gastier-Foster, Julie M, Gerken, Mark, Gomez-Fernandez, Carmen R, and Harr, Jodi

Subjects
Biomedical and Clinical Sciences, Oncology and Carcinogenesis, Cancer, Genetics, Cancer Genomics, Urologic Diseases, Human Genome, Biotechnology, 2.1 Biological and endogenous factors, Aetiology, Aged, Cluster Analysis, DNA Methylation, Humans, MicroRNAs, Middle Aged, Muscle, Smooth, RNA, Long Noncoding, Survival Analysis, Urinary Bladder, Urinary Bladder Neoplasms, TCGA Research Network, APOBEC mutation, DNA methylation, basal mRNA subtype, lncRNA transcriptome, luminal mRNA subtype, microRNA, muscle-invasive bladder cancer, neoantigen, neuronal subtype, regulon, Biological Sciences, Medical and Health Sciences, Developmental Biology, Biological sciences, Biomedical and clinical sciences
Abstract

We report a comprehensive analysis of 412 muscle-invasive bladder cancers characterized by multiple TCGA analytical platforms. Fifty-eight genes were significantly mutated, and the overall mutational load was associated with APOBEC-signature mutagenesis. Clustering by mutation signature identified a high-mutation subset with 75% 5-year survival. mRNA expression clustering refined prior clustering analyses and identified a poor-survival "neuronal" subtype in which the majority of tumors lacked small cell or neuroendocrine histology. Clustering by mRNA, long non-coding RNA (lncRNA), and miRNA expression converged to identify subsets with differential epithelial-mesenchymal transition status, carcinoma in situ scores, histologic features, and survival. Our analyses identified 5 expression subtypes that may stratify response to different treatments.

Published
2017

30. Integrated Molecular Characterization of Uterine Carcinosarcoma

Author

Cherniack, Andrew D, Shen, Hui, Walter, Vonn, Stewart, Chip, Murray, Bradley A, Bowlby, Reanne, Hu, Xin, Ling, Shiyun, Soslow, Robert A, Broaddus, Russell R, Zuna, Rosemary E, Robertson, Gordon, Laird, Peter W, Kucherlapati, Raju, Mills, Gordon B, Network, The Cancer Genome Atlas Research, Akbani, Rehan, Ally, Adrian, Auman, J Todd, Balasundaram, Miruna, Balu, Saianand, Baylin, Stephen B, Beroukhim, Rameen, Bodenheimer, Tom, Bogomolniy, Faina, Boice, Lori, Bootwalla, Moiz S, Bowen, Jay, Broaddus, Russell, Brooks, Denise, Carlsen, Rebecca, Cho, Juok, Chuah, Eric, Chudamani, Sudha, Cibulskis, Kristian, Cline, Melissa, Dao, Fanny, David, Mutch, Demchok, John A, Dhalla, Noreen, Dowdy, Sean, Felau, Ina, Ferguson, Martin L, Frazer, Scott, Frick, Jessica, Gabriel, Stacey, Gastier-Foster, Julie M, Gehlenborg, Nils, Gerken, Mark, Getz, Gad, Gupta, Manaswi, Haussler, David, Hayes, D Neil, Heiman, David I, Hess, Julian, Hoadley, Katherine A, Hoffmann, Robert, Holt, Robert A, Hoyle, Alan P, Huang, Mei, Hutter, Carolyn M, Jefferys, Stuart R, Jones, Steven JM, Jones, Corbin D, Kanchi, Rupa S, Kandoth, Cyriac, Kasaian, Katayoon, Kerr, Sarah, Kim, Jaegil, Lai, Phillip H, Lander, Eric, Lawrence, Michael S, Lee, Darlene, Leraas, Kristen M, Leshchiner, Ignaty, Levine, Douglas A, Lichtenberg, Tara M, Lin, Pei, Liu, Jia, Liu, Wenbin, Liu, Yuexin, Lolla, Laxmi, Lu, Yiling, Ma, Yussanne, Maglinte, Dennis T, Marra, Marco A, Mayo, Michael, Meng, Shaowu, Meyerson, Matthew, Mieczkowski, Piotr A, Moore, Richard A, Mose, Lisle E, Mungall, Andrew J, and Mungall, Karen

Subjects
Biological Sciences, Bioinformatics and Computational Biology, Biomedical and Clinical Sciences, Genetics, Oncology and Carcinogenesis, Reproductive Medicine, Human Genome, Cancer, Biotechnology, 2.1 Biological and endogenous factors, Aetiology, Carcinosarcoma, DNA Copy Number Variations, Epithelial-Mesenchymal Transition, Female, Humans, Mutation, Uterine Neoplasms, Cancer Genome Atlas Research Network, EMT, TGGA, The Cancer Genome Atlas, UCS, endometrial cancer, epithelial-to-mesenchymal transition, gynecologic cancer, gynecologic oncology, translational science, uterine carcinosarcoma, Neurosciences, Oncology & Carcinogenesis, Biochemistry and cell biology, Oncology and carcinogenesis
Abstract

We performed genomic, epigenomic, transcriptomic, and proteomic characterizations of uterine carcinosarcomas (UCSs). Cohort samples had extensive copy-number alterations and highly recurrent somatic mutations. Frequent mutations were found in TP53, PTEN, PIK3CA, PPP2R1A, FBXW7, and KRAS, similar to endometrioid and serous uterine carcinomas. Transcriptome sequencing identified a strong epithelial-to-mesenchymal transition (EMT) gene signature in a subset of cases that was attributable to epigenetic alterations at microRNA promoters. The range of EMT scores in UCS was the largest among all tumor types studied via The Cancer Genome Atlas. UCSs shared proteomic features with gynecologic carcinomas and sarcomas with intermediate EMT features. Multiple somatic mutations and copy-number alterations in genes that are therapeutic targets were identified.

Published
2017

31. The Cancer Genome Atlas Comprehensive Molecular Characterization of Renal Cell Carcinoma

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, onathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Ricketts, Christopher J., De Cubas, Aguirre A., Smith, Christof C., Lang, Martin, Gibb, Ewan A., Bottaro, Donald P., Choueiri, Toni K., Haake, Scott, Hakimi, A. Ari, Henske, Elizabeth P., Hsieh, James J., Ho, Thai H., Krishnan, Bhavani, Kwiatkowski, David J., Merino, Maria J., Nickerson, Michael L., Reuter, Victor E., Shelley, C. Simon, Shuch, Brian, Srinivasan, Ramaprasad, Vincent, Benjamin G., Yang, Lixing, Kim, William Y., and Spellman, Paul T.

Published
2018
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32. Spatial Organization and Molecular Correlation of Tumor-Infiltrating Lymphocytes Using Deep Learning on Pathology Images

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, onathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Saltz, Joel, Gupta, Rajarsi, Hou, Le, Kurc, Tahsin, Singh, Pankaj, Nguyen, Vu, Samaras, Dimitris, Shroyer, Kenneth R., Zhao, Tianhao, Batiste, Rebecca, Van Arnam, John, Rao, Arvind U.K., Sharma, Ashish, and Thorsson, Vésteinn

Published
2018
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33. Molecular Characterization and Clinical Relevance of Metabolic Expression Subtypes in Human Cancers

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, Jonathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Peng, Xinxin, Chen, Zhongyuan, Farshidfar, Farshad, Xu, Xiaoyan, Lorenzi, Philip L., Wang, Yumeng, Tan, Lin, Mojumdar, Kamalika, Du, Di, Ge, Zhongqi, Thomas, George V., Liu, Lingxiang, Zhang, Huiwen, Zhao, Zhongming, Marchand, Calena, and Bathe, Oliver F.

Published
2018
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34. Pan-Cancer Analysis of lncRNA Regulation Supports Their Targeting of Cancer Genes in Each Tumor Context

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, Jonathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Chiu, Hua-Sheng, Somvanshi, Sonal, Patel, Ektaben, Chen, Ting-Wen, Singh, Vivek P., Zorman, Barry, Patil, Sagar L., Pan, Yinghong, Chatterjee, Sujash S., Sood, Anil K., Gunaratne, Preethi H., and Sumazin, Pavel

Published
2018
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35. Genomic, Pathway Network, and Immunologic Features Distinguishing Squamous Carcinomas

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, onathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Campbell, Joshua D., Brennan, Kevin, Taylor, Alison M., Wang, Chen, Walter, Vonn, Byers, Lauren Averett, Coarfa, Cristian, Gevaert, Olivier, Prunello, Marcos, Chen, Jianhong, Cheng, Hui, Bullman, Susan, Pedamallu, Chandra Sekhar, Ojesina, Akinyemi I., Mungall, Karen L., Schultz, Andre, Gay, Carl M., Hegde, Apurva, Diao, Lixia, Ma, Wencai, Sumazin, Pavel, Chiu, Hua-Sheng, Chen, Ting-Wen, Gunaratne, Preethi, Donehower, Larry, Rader, Janet S., Flores, Elsa R., Tsai, Kenneth Y., Zhou, Jane H., Rustgi, Anil K., Drill, Esther, Shen, Ronglei, Pickering, Curtis R., Chen, Zhong, and Van Waes, Carter

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2018
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36. Integrated Genomic Analysis of the Ubiquitin Pathway across Cancer Types

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Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, Jonathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Ge, Zhongqi, Leighton, Jake S., Wang, Yumeng, Peng, Xinxin, Chen, Zhongyuan, Chen, Hu, Sun, Yutong, Yao, Fan, Zhang, Huiwen, Liu, Jianfang, Piwnica-Worms, Helen, and Ma, Li

Published
2018
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37. Machine Learning Detects Pan-cancer Ras Pathway Activation in The Cancer Genome Atlas

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, Jonathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Way, Gregory P., Mina, Marco, Ciriello, Giovanni, Sanchez, Yolanda, and Greene, Casey S.

Published
2018
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38. Systematic Analysis of Splice-Site-Creating Mutations in Cancer

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, Jonathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Jayasinghe, Reyka G., Cao, Song, Gao, Qingsong, Wendl, Michael C., Vo, Nam Sy, Reynolds, Sheila M., Zhao, Yanyan, Climente-González, Héctor, Chai, Shengjie, Wang, Fang, Varghese, Rajees, Huang, Mo, Liang, Wen-Wei, Wyczalkowski, Matthew A., Sengupta, Sohini, Li, Zhi, Payne, Samuel H., Fenyö, David, Miner, Jeffrey H., Walter, Matthew J., Vincent, Benjamin, Eyras, Eduardo, Chen, Ken, and Chen, Feng

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2018
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39. Driver Fusions and Their Implications in the Development and Treatment of Human Cancers

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Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, Jonathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Gao, Qingsong, Liang, Wen-Wei, Foltz, Steven M., Mutharasu, Gnanavel, Jayasinghe, Reyka G., Cao, Song, Liao, Wen-Wei, Reynolds, Sheila M., Wyczalkowski, Matthew A., Yao, Lijun, Yu, Lihua, Sun, Sam Q., Chen, Ken, Fields, Ryan C., Wendl, Michael C., Van Tine, Brian A., Vij, Ravi, Chen, Feng, and Nykter, Matti

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2018
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40. Genomic and Molecular Landscape of DNA Damage Repair Deficiency across The Cancer Genome Atlas

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, Jonathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Knijnenburg, Theo A., Zimmermann, Michael T., Way, Gregory P., Greene, Casey S., Feng, Bin, Miller, Chase, Shen, Yang, Karimi, Mostafa, Chen, Haoran, Kim, Pora, Jia, Peilin, Zhang, Shaojun, Liu, Jianfang, Bailey, Matthew H., Wolf, Denise, Zhao, Zhongming, Li, Lei, Monnat, Raymond J., Jr., Xiao, Yonghong, and Wang, Chen

Published
2018
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41. Somatic Mutational Landscape of Splicing Factor Genes and Their Functional Consequences across 33 Cancer Types

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. Todd, Balu, Saianand, Bodenheimer, Tom, Fan, Cheng, Hoadley, Katherine A., Hoyle, Alan P., Jefferys, Stuart R., Jones, Corbin D., Meng, Shaowu, Mieczkowski, Piotr A., Mose, Lisle E., Perou, Amy H., Perou, Charles M., Roach, Jeffrey, Shi, Yan, Simons, Janae V., Skelly, Tara, Soloway, Matthew G., Tan, Donghui, Veluvolu, Umadevi, Fan, Huihui, Hinoue, Toshinori, Laird, Peter W., Shen, Hui, Zhou, Wanding, Bellair, Michelle, Chang, Kyle, Covington, Kyle, Creighton, Chad J., Dinh, Huyen, Doddapaneni, HarshaVardhan, Donehower, Lawrence A., Drummond, Jennifer, Gibbs, Richard A., Glenn, Robert, Hale, Walker, Han, Yi, Hu, Jianhong, Korchina, Viktoriya, Lee, Sandra, Lewis, Lora, Li, Wei, Liu, Xiuping, Morgan, Margaret, Morton, Donna, Muzny, Donna, Santibanez, Jireh, Sheth, Margi, Shinbrot, Eve, Wang, Linghua, Wang, Min, Wheeler, David A., Xi, Liu, Zhao, Fengmei, Hess, Julian, Appelbaum, Elizabeth L., Bailey, Matthew, Cordes, Matthew G., Ding, Li, Fronick, Catrina C., Fulton, Lucinda A., Fulton, Robert S., Kandoth, Cyriac, Mardis, Elaine R., McLellan, Michael D., Miller, Christopher A., Schmidt, Heather K., Wilson, Richard K., Crain, Daniel, Curley, Erin, Gardner, Johanna, Lau, Kevin, Mallery, David, Morris, Scott, Paulauskis, Joseph, Penny, Robert, Shelton, Candace, Shelton, Troy, Sherman, Mark, Thompson, Eric, Yena, Peggy, Bowen, Jay, Gastier-Foster, Julie M., Gerken, Mark, Leraas, Kristen M., Lichtenberg, Tara M., Ramirez, Nilsa C., Wise, Lisa, Zmuda, Erik, Corcoran, Niall, Costello, Tony, Hovens, Christopher, Carvalho, Andre L., de Carvalho, Ana C., Fregnani, José H., Longatto-Filho, Adhemar, Reis, Rui M., Scapulatempo-Neto, Cristovam, Silveira, Henrique C.S., Vidal, Daniel O., Burnette, Andrew, Eschbacher, Jennifer, Hermes, Beth, Noss, Ardene, Singh, Rosy, Anderson, Matthew L., Castro, Patricia D., Ittmann, Michael, Huntsman, David, Kohl, Bernard, Le, Xuan, Thorp, Richard, Andry, Chris, Duffy, Elizabeth R., Lyadov, Vladimir, Paklina, Oxana, Setdikova, Galiya, Shabunin, Alexey, Tavobilov, Mikhail, McPherson, Christopher, Warnick, Ronald, Berkowitz, Ross, Cramer, Daniel, Feltmate, Colleen, Horowitz, Neil, Kibel, Adam, Muto, Michael, Raut, Chandrajit P., Malykh, Andrei, Barnholtz-Sloan, Jill S., Barrett, Wendi, Devine, Karen, Fulop, Jordonna, Ostrom, Quinn T., Shimmel, Kristen, Wolinsky, Yingli, Sloan, Andrew E., De Rose, Agostino, Giuliante, Felice, Goodman, Marc, Karlan, Beth Y., Hagedorn, Curt H., Eckman, John, Harr, Jodi, Myers, Jerome, Tucker, Kelinda, Zach, Leigh Anne, Deyarmin, Brenda, Hu, Hai, Kvecher, Leonid, Larson, Caroline, Mural, Richard J., Somiari, Stella, Vicha, Ales, Zelinka, Tomas, Bennett, Joseph, Iacocca, Mary, Rabeno, Brenda, Swanson, Patricia, Latour, Mathieu, Lacombe, Louis, Têtu, Bernard, Bergeron, Alain, McGraw, Mary, Staugaitis, Susan M., Chabot, John, Hibshoosh, Hanina, Sepulveda, Antonia, Su, Tao, Wang, Timothy, Potapova, Olga, Voronina, Olga, Desjardins, Laurence, Mariani, Odette, Roman-Roman, Sergio, Sastre, Xavier, Stern, Marc-Henri, Cheng, Feixiong, Signoretti, Sabina, Berchuck, Andrew, Bigner, Darell, Lipp, Eric, Marks, Jeffrey, McCall, Shannon, McLendon, Roger, Secord, Angeles, Sharp, Alexis, Behera, Madhusmita, Brat, Daniel J., Chen, Amy, Delman, Keith, Force, Seth, Khuri, Fadlo, Magliocca, Kelly, Maithel, Shishir, Olson, Jeffrey J., Owonikoko, Taofeek, Pickens, Alan, Ramalingam, Suresh, Shin, Dong M., Sica, Gabriel, Van Meir, Erwin G., Zhang, Hongzheng, Eijckenboom, Wil, Gillis, Ad, Korpershoek, Esther, Looijenga, Leendert, Oosterhuis, Wolter, Stoop, Hans, van Kessel, Kim E., Zwarthoff, Ellen C., Calatozzolo, Chiara, Cuppini, Lucia, Cuzzubbo, Stefania, DiMeco, Francesco, Finocchiaro, Gaetano, Mattei, Luca, Perin, Alessandro, Pollo, Bianca, Chen, Chu, Houck, John, Lohavanichbutr, Pawadee, Hartmann, Arndt, Stoehr, Christine, Stoehr, Robert, Taubert, Helge, Wach, Sven, Wullich, Bernd, Kycler, Witold, Murawa, Dawid, Wiznerowicz, Maciej, Chung, Ki, Edenfield, W. Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Angulo Gonzalez, Ana Maria, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, Jonathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Mora Pinero, Edna M., Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Seiler, Michael, Peng, Shouyong, Agrawal, Anant A., Palacino, James, Teng, Teng, Zhu, Ping, Smith, Peter G., Buonamici, Silvia, and Yu, Lihua

Published
2018
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42. The Cancer Genome Atlas Comprehensive Molecular Characterization of Renal Cell Carcinoma

Author

Ricketts, Christopher J., De Cubas, Aguirre A., Fan, Huihui, Smith, Christof C., Lang, Martin, Reznik, Ed, Bowlby, Reanne, Gibb, Ewan A., Akbani, Rehan, Beroukhim, Rameen, Bottaro, Donald P., Choueiri, Toni K., Gibbs, Richard A., Godwin, Andrew K., Haake, Scott, Hakimi, A. Ari, Henske, Elizabeth P., Hsieh, James J., Ho, Thai H., Kanchi, Rupa S., Krishnan, Bhavani, Kwiatkowski, David J., Liu, Wenbin, Merino, Maria J., Mills, Gordon B., Myers, Jerome, Nickerson, Michael L., Reuter, Victor E., Schmidt, Laura S., Shelley, C. Simon, Shen, Hui, Shuch, Brian, Signoretti, Sabina, Srinivasan, Ramaprasad, Tamboli, Pheroze, Thomas, George, Vincent, Benjamin G., Vocke, Cathy D., Wheeler, David A., Yang, Lixing, Kim, William Y., Robertson, A. Gordon, Spellman, Paul T., Rathmell, W. Kimryn, and Linehan, W. Marston

Published
2024
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43. Table S6 from Integrative Molecular Characterization of Malignant Pleural Mesothelioma

Author

Hmeljak, Julija, primary, Sanchez-Vega, Francisco, primary, Hoadley, Katherine A., primary, Shih, Juliann, primary, Stewart, Chip, primary, Heiman, David, primary, Tarpey, Patrick, primary, Danilova, Ludmila, primary, Drill, Esther, primary, Gibb, Ewan A., primary, Bowlby, Reanne, primary, Kanchi, Rupa, primary, Osmanbeyoglu, Hatice U., primary, Sekido, Yoshitaka, primary, Takeshita, Jumpei, primary, Newton, Yulia, primary, Graim, Kiley, primary, Gupta, Manaswi, primary, Gay, Carl M., primary, Diao, Lixia, primary, Gibbs, David L., primary, Thorsson, Vesteinn, primary, Iype, Lisa, primary, Kantheti, Havish, primary, Severson, David T., primary, Ravegnini, Gloria, primary, Desmeules, Patrice, primary, Jungbluth, Achim A., primary, Travis, William D., primary, Dacic, Sanja, primary, Chirieac, Lucian R., primary, Galateau-Sallé, Françoise, primary, Fujimoto, Junya, primary, Husain, Aliya N., primary, Silveira, Henrique C., primary, Rusch, Valerie W., primary, Rintoul, Robert C., primary, Pass, Harvey, primary, Kindler, Hedy, primary, Zauderer, Marjorie G., primary, Kwiatkowski, David J., primary, Bueno, Raphael, primary, Tsao, Anne S., primary, Creaney, Jenette, primary, Lichtenberg, Tara, primary, Leraas, Kristen, primary, Bowen, Jay, primary, Felau, Ina, primary, Zenklusen, Jean Claude, primary, Akbani, Rehan, primary, Cherniack, Andrew D., primary, Byers, Lauren A., primary, Noble, Michael S., primary, Fletcher, Jonathan A., primary, Robertson, A. Gordon, primary, Shen, Ronglai, primary, Aburatani, Hiroyuki, primary, Robinson, Bruce W., primary, Campbell, Peter, primary, Ladanyi, Marc, primary, Ally, Adrian, primary, Anur, Pavana, primary, Armenia, Joshua, primary, Auman, J. Todd, primary, Balasundaram, Miruna, primary, Balu, Saianand, primary, Baylin, Stephen B., primary, Becich, Michael, primary, Behrens, Carmen, primary, Beroukhim, Rameen, primary, Bielski, Craig, primary, Bodenheimer, Tom, primary, Bootwalla, Moiz S., primary, Brooks, Denise, primary, Byers, Lauren Averett, primary, Cárcano, Flávio M., primary, Carlsen, Rebecca, primary, Carvalho, Andre L., primary, Cheung, Dorothy, primary, Chirieac, Lucian, primary, Cho, Juok, primary, Chuah, Eric, primary, Chudamani, Sudha, primary, Cibulskis, Carrie, primary, Cope, Leslie, primary, Crain, Daniel, primary, Curley, Erin, primary, Rienzo, Assunta De, primary, DeFreitas, Timothy, primary, Demchok, John A., primary, Dhalla, Noreen, primary, Dhir, Rajiv, primary, Feldman, Michael, primary, Ferguson, Martin L., primary, Fukuda, Shiro, primary, Gabriel, Stacey B., primary, Sallé, Françoise Galateau, primary, Gao, Jianjiong, primary, Gardner, Johanna, primary, Gastier-Foster, Julie M., primary, Gehlenborg, Nils, primary, Gerken, Mark, primary, Getz, Gad, primary, Goparaju, Chandra, primary, Gross, Benjamin, primary, Guo, Guangwu, primary, Hasegawa, Seiki, primary, Haussler, David, primary, Hayes, D. Neil, primary, Heiman, David I., primary, Heins, Zachary, primary, Holt, Robert A., primary, Hoyle, Alan P., primary, Husain, Aliya, primary, Hutter, Carolyn M., primary, Jefferys, Stuart R., primary, Jones, Steven J.M., primary, Jones, Corbin D., primary, Kanchi, Rupa S., primary, Kasaian, Katayoon, primary, Kim, Jaegil, primary, Kondo, Nobuyuki, primary, Krausz, Thomas, primary, Kundra, Ritika, primary, Kuribayashi, Kozo, primary, Lai, Phillip H., primary, Laird, Peter W., primary, Lawrence, Michael S., primary, Lee, Darlene, primary, Leraas, Kristen M., primary, Lichtenberg, Tara M., primary, Lin, Pei, primary, Liu, Jia, primary, Liu, Wenbin, primary, Liu, Eric Minwei, primary, Lolla, Laxmi, primary, Longatto-Filho, Adhemar, primary, Lu, Yiling, primary, Luketich, James, primary, Ma, Yussanne, primary, Maglinte, Dennis T., primary, Mallory, David, primary, Marra, Marco A., primary, Mayo, Michael, primary, Meier, Sam, primary, Melamed, Jonathan, primary, Meng, Shaowu, primary, Meyerson, Matthew, primary, Mieczkowski, Piotr A., primary, Mills, Gordon B., primary, Moore, Richard A., primary, Moran, Cesar, primary, Morris, Scott, primary, Mose, Lisle E., primary, Mungall, Andrew J., primary, Mungall, Karen, primary, Nakano, Takashi, primary, Naresh, Rashi, primary, Ochoa, Angelica, primary, Osmanbeyoglu, Hatice, primary, Parker, Joel S., primary, Pass, Harvey I., primary, Paulauskis, Joseph, primary, Pennathur, Arjun, primary, Pennell, Nathan A., primary, Penny, Robert, primary, Perou, Charles M., primary, Pihl, Todd, primary, Ramirez, Nilsa C., primary, Rassl, Doris M., primary, Reid, Glen, primary, Reis, Rui M., primary, Reynolds, Sheila M., primary, Rice, David, primary, Richards, William G, primary, Roach, Jeffrey, primary, Rusch, Valerie, primary, Sadeghi, Sara, primary, Saksena, Gordon, primary, Sander, Chris, primary, Sato, Ayuko, primary, Scapulatempo-Neto, Cristovam, primary, Schein, Jacqueline E., primary, Schultz, Nikolaus, primary, Schumacher, Steven E., primary, Seiwert, Tanguy, primary, Severson, David T, primary, Shelton, Candace, primary, Shelton, Troy, primary, Sheridan, Robert, primary, Shi, Yan, primary, Shiraishi, Yuichi, primary, Shmulevich, Ilya, primary, Silveira, Henrique C. S., primary, Simons, Janae V., primary, Sipahimalani, Payal, primary, Skelly, Tara, primary, Sofia, Heidi J., primary, Soloway, Matthew G., primary, Spellman, Paul, primary, Stuart, Josh, primary, Sun, Qiang, primary, Tam, Angela, primary, Tan, Donghui, primary, Tarnuzzer, Roy, primary, Tatsuno, Kenji, primary, Taylor, Barry S, primary, Thiessen, Nina, primary, Thompson, Eric, primary, Tsao, Anne, primary, Tse, Kane, primary, Tsujimura, Tohru, primary, Valdivieso, Federico, primary, Van Den Berg, David J., primary, van Zandwijk, Nico, primary, Veluvolu, Umadevi, primary, Viana, Luciano S., primary, Voet, Douglas, primary, Wan, Yunhu, primary, Wang, Zhining, primary, Wang, Jing, primary, Weaver, Joellen, primary, Weinstein, John N., primary, Weisenberger, Daniel J., primary, Wilkerson, Matthew D., primary, Wise, Lisa, primary, Wistuba, Ignacio, primary, Wong, Tina, primary, Wu, Ye, primary, Yamamoto, Shogo, primary, Yang, Liming, primary, Zenklusen, Jean C., primary, Zhang, Jiashan, primary, Zhang, Hailei, primary, Zhang, Hongxin, primary, and Zmuda, Erik, primary

Published
2023
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44. Data from Integrative Molecular Characterization of Malignant Pleural Mesothelioma

Author

Hmeljak, Julija, primary, Sanchez-Vega, Francisco, primary, Hoadley, Katherine A., primary, Shih, Juliann, primary, Stewart, Chip, primary, Heiman, David, primary, Tarpey, Patrick, primary, Danilova, Ludmila, primary, Drill, Esther, primary, Gibb, Ewan A., primary, Bowlby, Reanne, primary, Kanchi, Rupa, primary, Osmanbeyoglu, Hatice U., primary, Sekido, Yoshitaka, primary, Takeshita, Jumpei, primary, Newton, Yulia, primary, Graim, Kiley, primary, Gupta, Manaswi, primary, Gay, Carl M., primary, Diao, Lixia, primary, Gibbs, David L., primary, Thorsson, Vesteinn, primary, Iype, Lisa, primary, Kantheti, Havish, primary, Severson, David T., primary, Ravegnini, Gloria, primary, Desmeules, Patrice, primary, Jungbluth, Achim A., primary, Travis, William D., primary, Dacic, Sanja, primary, Chirieac, Lucian R., primary, Galateau-Sallé, Françoise, primary, Fujimoto, Junya, primary, Husain, Aliya N., primary, Silveira, Henrique C., primary, Rusch, Valerie W., primary, Rintoul, Robert C., primary, Pass, Harvey, primary, Kindler, Hedy, primary, Zauderer, Marjorie G., primary, Kwiatkowski, David J., primary, Bueno, Raphael, primary, Tsao, Anne S., primary, Creaney, Jenette, primary, Lichtenberg, Tara, primary, Leraas, Kristen, primary, Bowen, Jay, primary, Felau, Ina, primary, Zenklusen, Jean Claude, primary, Akbani, Rehan, primary, Cherniack, Andrew D., primary, Byers, Lauren A., primary, Noble, Michael S., primary, Fletcher, Jonathan A., primary, Robertson, A. Gordon, primary, Shen, Ronglai, primary, Aburatani, Hiroyuki, primary, Robinson, Bruce W., primary, Campbell, Peter, primary, Ladanyi, Marc, primary, Ally, Adrian, primary, Anur, Pavana, primary, Armenia, Joshua, primary, Auman, J. Todd, primary, Balasundaram, Miruna, primary, Balu, Saianand, primary, Baylin, Stephen B., primary, Becich, Michael, primary, Behrens, Carmen, primary, Beroukhim, Rameen, primary, Bielski, Craig, primary, Bodenheimer, Tom, primary, Bootwalla, Moiz S., primary, Brooks, Denise, primary, Byers, Lauren Averett, primary, Cárcano, Flávio M., primary, Carlsen, Rebecca, primary, Carvalho, Andre L., primary, Cheung, Dorothy, primary, Chirieac, Lucian, primary, Cho, Juok, primary, Chuah, Eric, primary, Chudamani, Sudha, primary, Cibulskis, Carrie, primary, Cope, Leslie, primary, Crain, Daniel, primary, Curley, Erin, primary, Rienzo, Assunta De, primary, DeFreitas, Timothy, primary, Demchok, John A., primary, Dhalla, Noreen, primary, Dhir, Rajiv, primary, Feldman, Michael, primary, Ferguson, Martin L., primary, Fukuda, Shiro, primary, Gabriel, Stacey B., primary, Sallé, Françoise Galateau, primary, Gao, Jianjiong, primary, Gardner, Johanna, primary, Gastier-Foster, Julie M., primary, Gehlenborg, Nils, primary, Gerken, Mark, primary, Getz, Gad, primary, Goparaju, Chandra, primary, Gross, Benjamin, primary, Guo, Guangwu, primary, Hasegawa, Seiki, primary, Haussler, David, primary, Hayes, D. Neil, primary, Heiman, David I., primary, Heins, Zachary, primary, Holt, Robert A., primary, Hoyle, Alan P., primary, Husain, Aliya, primary, Hutter, Carolyn M., primary, Jefferys, Stuart R., primary, Jones, Steven J.M., primary, Jones, Corbin D., primary, Kanchi, Rupa S., primary, Kasaian, Katayoon, primary, Kim, Jaegil, primary, Kondo, Nobuyuki, primary, Krausz, Thomas, primary, Kundra, Ritika, primary, Kuribayashi, Kozo, primary, Lai, Phillip H., primary, Laird, Peter W., primary, Lawrence, Michael S., primary, Lee, Darlene, primary, Leraas, Kristen M., primary, Lichtenberg, Tara M., primary, Lin, Pei, primary, Liu, Jia, primary, Liu, Wenbin, primary, Liu, Eric Minwei, primary, Lolla, Laxmi, primary, Longatto-Filho, Adhemar, primary, Lu, Yiling, primary, Luketich, James, primary, Ma, Yussanne, primary, Maglinte, Dennis T., primary, Mallory, David, primary, Marra, Marco A., primary, Mayo, Michael, primary, Meier, Sam, primary, Melamed, Jonathan, primary, Meng, Shaowu, primary, Meyerson, Matthew, primary, Mieczkowski, Piotr A., primary, Mills, Gordon B., primary, Moore, Richard A., primary, Moran, Cesar, primary, Morris, Scott, primary, Mose, Lisle E., primary, Mungall, Andrew J., primary, Mungall, Karen, primary, Nakano, Takashi, primary, Naresh, Rashi, primary, Ochoa, Angelica, primary, Osmanbeyoglu, Hatice, primary, Parker, Joel S., primary, Pass, Harvey I., primary, Paulauskis, Joseph, primary, Pennathur, Arjun, primary, Pennell, Nathan A., primary, Penny, Robert, primary, Perou, Charles M., primary, Pihl, Todd, primary, Ramirez, Nilsa C., primary, Rassl, Doris M., primary, Reid, Glen, primary, Reis, Rui M., primary, Reynolds, Sheila M., primary, Rice, David, primary, Richards, William G, primary, Roach, Jeffrey, primary, Rusch, Valerie, primary, Sadeghi, Sara, primary, Saksena, Gordon, primary, Sander, Chris, primary, Sato, Ayuko, primary, Scapulatempo-Neto, Cristovam, primary, Schein, Jacqueline E., primary, Schultz, Nikolaus, primary, Schumacher, Steven E., primary, Seiwert, Tanguy, primary, Severson, David T, primary, Shelton, Candace, primary, Shelton, Troy, primary, Sheridan, Robert, primary, Shi, Yan, primary, Shiraishi, Yuichi, primary, Shmulevich, Ilya, primary, Silveira, Henrique C. S., primary, Simons, Janae V., primary, Sipahimalani, Payal, primary, Skelly, Tara, primary, Sofia, Heidi J., primary, Soloway, Matthew G., primary, Spellman, Paul, primary, Stuart, Josh, primary, Sun, Qiang, primary, Tam, Angela, primary, Tan, Donghui, primary, Tarnuzzer, Roy, primary, Tatsuno, Kenji, primary, Taylor, Barry S, primary, Thiessen, Nina, primary, Thompson, Eric, primary, Tsao, Anne, primary, Tse, Kane, primary, Tsujimura, Tohru, primary, Valdivieso, Federico, primary, Van Den Berg, David J., primary, van Zandwijk, Nico, primary, Veluvolu, Umadevi, primary, Viana, Luciano S., primary, Voet, Douglas, primary, Wan, Yunhu, primary, Wang, Zhining, primary, Wang, Jing, primary, Weaver, Joellen, primary, Weinstein, John N., primary, Weisenberger, Daniel J., primary, Wilkerson, Matthew D., primary, Wise, Lisa, primary, Wistuba, Ignacio, primary, Wong, Tina, primary, Wu, Ye, primary, Yamamoto, Shogo, primary, Yang, Liming, primary, Zenklusen, Jean C., primary, Zhang, Jiashan, primary, Zhang, Hailei, primary, Zhang, Hongxin, primary, and Zmuda, Erik, primary

Published
2023
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45. Supplementary Data from Integrative Molecular Characterization of Malignant Pleural Mesothelioma

Author

Hmeljak, Julija, primary, Sanchez-Vega, Francisco, primary, Hoadley, Katherine A., primary, Shih, Juliann, primary, Stewart, Chip, primary, Heiman, David, primary, Tarpey, Patrick, primary, Danilova, Ludmila, primary, Drill, Esther, primary, Gibb, Ewan A., primary, Bowlby, Reanne, primary, Kanchi, Rupa, primary, Osmanbeyoglu, Hatice U., primary, Sekido, Yoshitaka, primary, Takeshita, Jumpei, primary, Newton, Yulia, primary, Graim, Kiley, primary, Gupta, Manaswi, primary, Gay, Carl M., primary, Diao, Lixia, primary, Gibbs, David L., primary, Thorsson, Vesteinn, primary, Iype, Lisa, primary, Kantheti, Havish, primary, Severson, David T., primary, Ravegnini, Gloria, primary, Desmeules, Patrice, primary, Jungbluth, Achim A., primary, Travis, William D., primary, Dacic, Sanja, primary, Chirieac, Lucian R., primary, Galateau-Sallé, Françoise, primary, Fujimoto, Junya, primary, Husain, Aliya N., primary, Silveira, Henrique C., primary, Rusch, Valerie W., primary, Rintoul, Robert C., primary, Pass, Harvey, primary, Kindler, Hedy, primary, Zauderer, Marjorie G., primary, Kwiatkowski, David J., primary, Bueno, Raphael, primary, Tsao, Anne S., primary, Creaney, Jenette, primary, Lichtenberg, Tara, primary, Leraas, Kristen, primary, Bowen, Jay, primary, Felau, Ina, primary, Zenklusen, Jean Claude, primary, Akbani, Rehan, primary, Cherniack, Andrew D., primary, Byers, Lauren A., primary, Noble, Michael S., primary, Fletcher, Jonathan A., primary, Robertson, A. Gordon, primary, Shen, Ronglai, primary, Aburatani, Hiroyuki, primary, Robinson, Bruce W., primary, Campbell, Peter, primary, Ladanyi, Marc, primary, Ally, Adrian, primary, Anur, Pavana, primary, Armenia, Joshua, primary, Auman, J. Todd, primary, Balasundaram, Miruna, primary, Balu, Saianand, primary, Baylin, Stephen B., primary, Becich, Michael, primary, Behrens, Carmen, primary, Beroukhim, Rameen, primary, Bielski, Craig, primary, Bodenheimer, Tom, primary, Bootwalla, Moiz S., primary, Brooks, Denise, primary, Byers, Lauren Averett, primary, Cárcano, Flávio M., primary, Carlsen, Rebecca, primary, Carvalho, Andre L., primary, Cheung, Dorothy, primary, Chirieac, Lucian, primary, Cho, Juok, primary, Chuah, Eric, primary, Chudamani, Sudha, primary, Cibulskis, Carrie, primary, Cope, Leslie, primary, Crain, Daniel, primary, Curley, Erin, primary, Rienzo, Assunta De, primary, DeFreitas, Timothy, primary, Demchok, John A., primary, Dhalla, Noreen, primary, Dhir, Rajiv, primary, Feldman, Michael, primary, Ferguson, Martin L., primary, Fukuda, Shiro, primary, Gabriel, Stacey B., primary, Sallé, Françoise Galateau, primary, Gao, Jianjiong, primary, Gardner, Johanna, primary, Gastier-Foster, Julie M., primary, Gehlenborg, Nils, primary, Gerken, Mark, primary, Getz, Gad, primary, Goparaju, Chandra, primary, Gross, Benjamin, primary, Guo, Guangwu, primary, Hasegawa, Seiki, primary, Haussler, David, primary, Hayes, D. Neil, primary, Heiman, David I., primary, Heins, Zachary, primary, Holt, Robert A., primary, Hoyle, Alan P., primary, Husain, Aliya, primary, Hutter, Carolyn M., primary, Jefferys, Stuart R., primary, Jones, Steven J.M., primary, Jones, Corbin D., primary, Kanchi, Rupa S., primary, Kasaian, Katayoon, primary, Kim, Jaegil, primary, Kondo, Nobuyuki, primary, Krausz, Thomas, primary, Kundra, Ritika, primary, Kuribayashi, Kozo, primary, Lai, Phillip H., primary, Laird, Peter W., primary, Lawrence, Michael S., primary, Lee, Darlene, primary, Leraas, Kristen M., primary, Lichtenberg, Tara M., primary, Lin, Pei, primary, Liu, Jia, primary, Liu, Wenbin, primary, Liu, Eric Minwei, primary, Lolla, Laxmi, primary, Longatto-Filho, Adhemar, primary, Lu, Yiling, primary, Luketich, James, primary, Ma, Yussanne, primary, Maglinte, Dennis T., primary, Mallory, David, primary, Marra, Marco A., primary, Mayo, Michael, primary, Meier, Sam, primary, Melamed, Jonathan, primary, Meng, Shaowu, primary, Meyerson, Matthew, primary, Mieczkowski, Piotr A., primary, Mills, Gordon B., primary, Moore, Richard A., primary, Moran, Cesar, primary, Morris, Scott, primary, Mose, Lisle E., primary, Mungall, Andrew J., primary, Mungall, Karen, primary, Nakano, Takashi, primary, Naresh, Rashi, primary, Ochoa, Angelica, primary, Osmanbeyoglu, Hatice, primary, Parker, Joel S., primary, Pass, Harvey I., primary, Paulauskis, Joseph, primary, Pennathur, Arjun, primary, Pennell, Nathan A., primary, Penny, Robert, primary, Perou, Charles M., primary, Pihl, Todd, primary, Ramirez, Nilsa C., primary, Rassl, Doris M., primary, Reid, Glen, primary, Reis, Rui M., primary, Reynolds, Sheila M., primary, Rice, David, primary, Richards, William G, primary, Roach, Jeffrey, primary, Rusch, Valerie, primary, Sadeghi, Sara, primary, Saksena, Gordon, primary, Sander, Chris, primary, Sato, Ayuko, primary, Scapulatempo-Neto, Cristovam, primary, Schein, Jacqueline E., primary, Schultz, Nikolaus, primary, Schumacher, Steven E., primary, Seiwert, Tanguy, primary, Severson, David T, primary, Shelton, Candace, primary, Shelton, Troy, primary, Sheridan, Robert, primary, Shi, Yan, primary, Shiraishi, Yuichi, primary, Shmulevich, Ilya, primary, Silveira, Henrique C. S., primary, Simons, Janae V., primary, Sipahimalani, Payal, primary, Skelly, Tara, primary, Sofia, Heidi J., primary, Soloway, Matthew G., primary, Spellman, Paul, primary, Stuart, Josh, primary, Sun, Qiang, primary, Tam, Angela, primary, Tan, Donghui, primary, Tarnuzzer, Roy, primary, Tatsuno, Kenji, primary, Taylor, Barry S, primary, Thiessen, Nina, primary, Thompson, Eric, primary, Tsao, Anne, primary, Tse, Kane, primary, Tsujimura, Tohru, primary, Valdivieso, Federico, primary, Van Den Berg, David J., primary, van Zandwijk, Nico, primary, Veluvolu, Umadevi, primary, Viana, Luciano S., primary, Voet, Douglas, primary, Wan, Yunhu, primary, Wang, Zhining, primary, Wang, Jing, primary, Weaver, Joellen, primary, Weinstein, John N., primary, Weisenberger, Daniel J., primary, Wilkerson, Matthew D., primary, Wise, Lisa, primary, Wistuba, Ignacio, primary, Wong, Tina, primary, Wu, Ye, primary, Yamamoto, Shogo, primary, Yang, Liming, primary, Zenklusen, Jean C., primary, Zhang, Jiashan, primary, Zhang, Hailei, primary, Zhang, Hongxin, primary, and Zmuda, Erik, primary

Published
2023
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46. Interchromosomal template-switching as a novel molecular mechanism for imprinting perturbations associated with Temple syndrome

Author

Carvalho, Claudia M. B., Coban-Akdemir, Zeynep, Hijazi, Hadia, Yuan, Bo, Pendleton, Matthew, Harrington, Eoghan, Beaulaurier, John, Juul, Sissel, Turner, Daniel J., Kanchi, Rupa S., Jhangiani, Shalini N., Muzny, Donna M., Gibbs, Richard A., Baylor-Hopkins Center for Mendelian Genomics, Stankiewicz, Pawel, Belmont, John W., Shaw, Chad A., Cheung, Sau Wai, Hanchard, Neil A., Sutton, V. Reid, Bader, Patricia I., and Lupski, James R.

Published
2019
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49. Erratum : The Cancer Genome Atlas Comprehensive Molecular Characterization of Renal Cell Carcinoma (Cell Reports (2018) 23(1) (313–326.e5) (S2211124718304364) (10.1016/j.celrep.2018.03.075))

Author

Ricketts, Christopher J., De Cubas, Aguirre A., Fan, Huihui, Smith, Christof C., Lang, Martin, Reznik, Ed, Bowlby, Reanne, Gibb, Ewan A., Akbani, Rehan, Beroukhim, Rameen, Bottaro, Donald P., Choueiri, Toni K., Gibbs, Richard A., Godwin, Andrew K., Haake, Scott, Hakimi, A. Ari, Henske, Elizabeth P., Hsieh, James J., Ho, Thai H., Kanchi, Rupa S., Krishnan, Bhavani, Kwiatkowski, David J., Lui, Wembin, Merino, Maria J., Mills, Gordon B., Myers, Jerome, Nickerson, Michael L., Reuter, Victor E., Schmidt, Laura S., Shelley, C. Simon, Shen, Hui, Shuch, Brian, Signoretti, Sabina, Srinivasan, Ramaprasad, Tamboli, Pheroze, Thomas, George, Vincent, Benjamin G., Vocke, Cathy D., Wheeler, David A., Yang, Lixing, Kim, William Y., Robertson, A. Gordon, Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Zhang, Jiashan (Julia), Timmers, Henri, and de Krijger, Ronald

Subjects
CORRECTION, Biochemistry, Genetics and Molecular Biology(all)
Abstract

(Cell Reports 23, 313–326; April 3, 2018) In the originally published version of this article, the author list contained two errors. Specifically, David J. Kwiatkowski was misspelled as David J. Kwaitkowski, and William Y. Kim was inadvertently written as William T. Kim. Both names have been corrected online. The authors regret this error.

Published
2018

50. The Cancer Genome Atlas Comprehensive Molecular Characterization of Renal Cell Carcinoma

Author

Ricketts, Christopher J., De Cubas, Aguirre A., Fan, Huihui, Smith, Christof C., Lang, Martin, Reznik, Ed, Bowlby, Reanne, Gibb, Ewan A., Akbani, Rehan, Beroukhim, Rameen, Bottaro, Donald P., Choueiri, Toni K., Gibbs, Richard A., Godwin, Andrew K., Haake, Scott, Hakimi, A. Ari, Henske, Elizabeth P., Hsieh, James J., Ho, Thai H., Kanchi, Rupa S., Krishnan, Bhavani, Kwaitkowski, David J., Lui, Wembin, Merino, Maria J., Mills, Gordon B., Myers, Jerome, Nickerson, Michael L., Reuter, Victor E., Schmidt, Laura S., Shelley, Carl Simon, Shen, Hui, Shuch, Brian, Signoretti, Sabina, Srinivasan, Ramaprasad, Tamboli, Pheroze, Thomas, George, Vincent, Benjamin G., Vocke, Cathy D., Wheeler, David A., Yang, Lixing, Kim, William T., Robertson, A. Gordon, Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Zhang, Jiashan (Julia), de Krijger, Ronald, and The Cancer Genome Atlas Research Network

Subjects
CDKN2A, chromophobe renal cell carcinoma, Biochemistry, Genetics and Molecular Biology(all), immune signature, papillary renal cell carcinoma, DNA hypermethylation, clear cell renal cell carcinoma, PanCanAtlas, TCGA, chromatin remodeling
Abstract

Renal cell carcinoma (RCC) is not a single disease, but several histologically defined cancers with different genetic drivers, clinical courses, and therapeutic responses. The current study evaluated 843 RCC from the three major histologic subtypes, including 488 clear cell RCC, 274 papillary RCC, and 81 chromophobe RCC. Comprehensive genomic and phenotypic analysis of the RCC subtypes reveals distinctive features of each subtype that provide the foundation for the development of subtype-specific therapeutic and management strategies for patients affected with these cancers. Somatic alteration of BAP1, PBRM1, and PTEN and altered metabolic pathways correlated with subtype-specific decreased survival, while CDKN2A alteration, increased DNA hypermethylation, and increases in the immune-related Th2 gene expression signature correlated with decreased survival within all major histologic subtypes. CIMP-RCC demonstrated an increased immune signature, and a uniform and distinct metabolic expression pattern identified a subset of metabolically divergent (MD) ChRCC that associated with extremely poor survival. Ricketts et al. find distinctive features of each RCC subtype, providing the foundation for development of subtype-specific therapeutic and management strategies. Somatic alteration of BAP1, PBRM1, and metabolic pathways correlates with subtype-specific decreased survival, while CDKN2A alteration, DNA hypermethylation, and Th2 immune signature correlate with decreased survival within all subtypes.

Published
2018

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