Author: "Elder P" / Journal: cell reports - Searchworks@Jio Institute Digital Library Search Results

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1. The Integrated Stress Response effector GADD34 is repurposed by neurons to promote stimulus-induced translation

Author: Oliveira, Mauricio M., Mohamed, Muhaned, Elder, Megan K., Banegas-Morales, Keylin, Mamcarz, Maggie, Lu, Emily H., Golhan, Ela A.N., Navrange, Nishika, Chatterjee, Snehajyoti, Abel, Ted, and Klann, Eric
Abstract: Neuronal protein synthesis is required for long-lasting plasticity and long-term memory consolidation. Dephosphorylation of eukaryotic initiation factor 2α is one of the key translational control events that is required to increase de novoprotein synthesis that underlies long-lasting plasticity and memory consolidation. Here, we interrogate the molecular pathways of translational control that are triggered by neuronal stimulation with brain-derived neurotrophic factor (BDNF), which results in eIF2α dephosphorylation and increases in de novoprotein synthesis. Primary rodent neurons exposed to BDNF display elevated translation of GADD34, which facilitates eIF2α dephosphorylation and subsequent de novoprotein synthesis. Furthermore, GADD34 requires G-actin generated by cofilin to dephosphorylate eIF2α and enhance protein synthesis. Finally, GADD34 is required for BDNF-induced translation of synaptic plasticity-related proteins. Overall, we provide evidence that neurons repurpose GADD34, an effector of the Integrated Stress Response, as an orchestrator of rapid increases in eIF2-dependent translation in response to plasticity-inducing stimuli.
Published: 2024
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2. A Comprehensive Patient-Derived Xenograft Collection Representing the Heterogeneity of Melanoma

Author: Krepler, Clemens, Sproesser, Katrin, Brafford, Patricia, Beqiri, Marilda, Garman, Bradley, Xiao, Min, Shannan, Batool, Watters, Andrea, Perego, Michela, Zhang, Gao, Vultur, Adina, Yin, Xiangfan, Liu, Qin, Anastopoulos, Ioannis N., Wubbenhorst, Bradley, Wilson, Melissa A., Xu, Wei, Karakousis, Giorgos, Feldman, Michael, Xu, Xiaowei, Amaravadi, Ravi, Gangadhar, Tara C., Elder, David E., Haydu, Lauren E., Wargo, Jennifer A., Davies, Michael A., Lu, Yiling, Mills, Gordon B., Frederick, Dennie T., Barzily-Rokni, Michal, Flaherty, Keith T., Hoon, Dave S., Guarino, Michael, Bennett, Joseph J., Ryan, Randall W., Petrelli, Nicholas J., Shields, Carol L., Terai, Mizue, Sato, Takami, Aplin, Andrew E., Roesch, Alexander, Darr, David, Angus, Steve, Kumar, Rakesh, Halilovic, Ensar, Caponigro, Giordano, Jeay, Sebastien, Wuerthner, Jens, Walter, Annette, Ocker, Matthias, Boxer, Matthew B., Schuchter, Lynn, Nathanson, Katherine L., and Herlyn, Meenhard
Abstract: Therapy of advanced melanoma is changing dramatically. Following mutational and biological subclassification of this heterogeneous cancer, several targeted and immune therapies were approved and increased survival significantly. To facilitate further advancements through pre-clinical in vivomodeling, we have established 459 patient-derived xenografts (PDX) and live tissue samples from 384 patients representing the full spectrum of clinical, therapeutic, mutational, and biological heterogeneity of melanoma. PDX have been characterized using targeted sequencing and protein arrays and are clinically annotated. This exhaustive live tissue resource includes PDX from 57 samples resistant to targeted therapy, 61 samples from responders and non-responders to immune checkpoint blockade, and 31 samples from brain metastasis. Uveal, mucosal, and acral subtypes are represented as well. We show examples of pre-clinical trials that highlight how the PDX collection can be used to develop and optimize precision therapies, biomarkers of response, and the targeting of rare genetic subgroups.
Published: 2017
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3. Genetic and Genomic Characterization of 462 Melanoma Patient-Derived Xenografts, Tumor Biopsies, and Cell Lines

Author: Garman, Bradley, Anastopoulos, Ioannis N., Krepler, Clemens, Brafford, Patricia, Sproesser, Katrin, Jiang, Yuchao, Wubbenhorst, Bradley, Amaravadi, Ravi, Bennett, Joseph, Beqiri, Marilda, Elder, David, Flaherty, Keith T., Frederick, Dennie T., Gangadhar, Tara C., Guarino, Michael, Hoon, David, Karakousis, Giorgos, Liu, Qin, Mitra, Nandita, Petrelli, Nicholas J., Schuchter, Lynn, Shannan, Batool, Shields, Carol L., Wargo, Jennifer, Wenz, Brandon, Wilson, Melissa A., Xiao, Min, Xu, Wei, Xu, Xaiowei, Yin, Xiangfan, Zhang, Nancy R., Davies, Michael A., Herlyn, Meenhard, and Nathanson, Katherine L.
Abstract: Tumor-sequencing studies have revealed the widespread genetic diversity of melanoma. Sequencing of 108 genes previously implicated in melanomagenesis was performed on 462 patient-derived xenografts (PDXs), cell lines, and tumors to identify mutational and copy number aberrations. Samples came from 371 unique individuals: 263 were naive to treatment, and 108 were previously treated with targeted therapy (34), immunotherapy (54), or both (20). Models of all previously reported major melanoma subtypes (BRAF, NRAS, NF1, KIT, and WT/WT/WT) were identified. Multiple minor melanoma subtypes were also recapitulated, including melanomas with multiple activating mutations in the MAPK-signaling pathway and chromatin-remodeling gene mutations. These well-characterized melanoma PDXs and cell lines can be used not only as reagents for a large array of biological studies but also as pre-clinical models to facilitate drug development.
Published: 2017
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4. 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, 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, 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, Spellman, Paul T., Rathmell, W. Kimryn, and Linehan, W. Marston
Published: 2018
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5. 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., 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, 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, Stuart, Joshua M., Laird, Peter W., Hoadley, Katherine A., Weinstein, John N., Peto, Myron, Pickering, Curtis R., Chen, Zhong, and Van Waes, Carter
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 TET1demethylase 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 ΔNp63oncogene 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
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6. 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, 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, 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, Shmulevich, Ilya, Rao, Arvind U.K., Lazar, Alexander J., Sharma, Ashish, and Thorsson, Vésteinn
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
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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., 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, 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, Sood, Anil K., Gunaratne, Preethi H., and Sumazin, Pavel
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
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8. 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, 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, 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, Monnat, Raymond J., Xiao, Yonghong, and Wang, Chen
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 TP53and BRCA1/2. Other prevalent alterations included epigenetic silencing of the direct repair genes EXO5, MGMT, and ALKBH3in ∼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 TP53mutations. These frequent DDR gene alterations in many human cancers have functional consequences that may determine cancer progression and guide therapy.
Published: 2018
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9. 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., 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, 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, Bathe, Oliver F., and Liang, Han
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 SNAI1or 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
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10. 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., 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, 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, Vincent, Benjamin, Eyras, Eduardo, Chen, Ken, Shmulevich, Ilya, Chen, Feng, and Ding, Li
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. TP53and GATA3have 26 and 18 SCMs, respectively, and ATRXhas 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
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11. 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, 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, 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, Piwnica-Worms, Helen, Ma, Li, and Liang, Han
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 FBXW7with cancer-type-specific patterns and amplified MDM2showing a mutually exclusive pattern with BRAFmutations. 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/TERTamplification, and APC/PTENdeletion. Our analysis highlights the importance of the ubiquitin pathway in cancer development and lays a foundation for developing relevant therapeutic strategies.
Published: 2018
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12. 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., 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, 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, Chen, Ken, Lazar, Alexander J., Fields, Ryan C., Wendl, Michael C., Van Tine, Brian A., Vij, Ravi, Chen, Feng, Nykter, Matti, Shmulevich, Ilya, and Ding, Li
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 ESR1in 6.0% of cases, and we predicted immunogenic peptides, suggesting that fusions may provide leads for targeted drug and immune therapy.
Published: 2018
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13. 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, 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, 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, Sanchez, Yolanda, and Greene, Casey S.
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
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14. 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., 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, 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, Buonamici, Silvia, and Yu, Lihua
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
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15. The integrated stress response effector GADD34 is repurposed by neurons to promote stimulus-induced translation

Author: Mauricio M. Oliveira, Muhaned Mohamed, Megan K. Elder, Keylin Banegas-Morales, Maggie Mamcarz, Emily H. Lu, Ela A.N. Golhan, Nishika Navrange, Snehajyoti Chatterjee, Ted Abel, and Eric Klann
Subjects: CP: Neuroscience, CP: Molecular biology, Biology (General), QH301-705.5
Abstract: Summary: Neuronal protein synthesis is required for long-lasting plasticity and long-term memory consolidation. Dephosphorylation of eukaryotic initiation factor 2α is one of the key translational control events that is required to increase de novo protein synthesis that underlies long-lasting plasticity and memory consolidation. Here, we interrogate the molecular pathways of translational control that are triggered by neuronal stimulation with brain-derived neurotrophic factor (BDNF), which results in eukaryotic initiation factor 2α (eIF2α) dephosphorylation and increases in de novo protein synthesis. Primary rodent neurons exposed to BDNF display elevated translation of GADD34, which facilitates eIF2α dephosphorylation and subsequent de novo protein synthesis. Furthermore, GADD34 requires G-actin generated by cofilin to dephosphorylate eIF2α and enhance protein synthesis. Finally, GADD34 is required for BDNF-induced translation of synaptic plasticity-related proteins. Overall, we provide evidence that neurons repurpose GADD34, an effector of the integrated stress response, as an orchestrator of rapid increases in eIF2-dependent translation in response to plasticity-inducing stimuli.
Published: 2024
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16. A Comprehensive Patient-Derived Xenograft Collection Representing the Heterogeneity of Melanoma

Author: Clemens Krepler, Katrin Sproesser, Patricia Brafford, Marilda Beqiri, Bradley Garman, Min Xiao, Batool Shannan, Andrea Watters, Michela Perego, Gao Zhang, Adina Vultur, Xiangfan Yin, Qin Liu, Ioannis N. Anastopoulos, Bradley Wubbenhorst, Melissa A. Wilson, Wei Xu, Giorgos Karakousis, Michael Feldman, Xiaowei Xu, Ravi Amaravadi, Tara C. Gangadhar, David E. Elder, Lauren E. Haydu, Jennifer A. Wargo, Michael A. Davies, Yiling Lu, Gordon B. Mills, Dennie T. Frederick, Michal Barzily-Rokni, Keith T. Flaherty, Dave S. Hoon, Michael Guarino, Joseph J. Bennett, Randall W. Ryan, Nicholas J. Petrelli, Carol L. Shields, Mizue Terai, Takami Sato, Andrew E. Aplin, Alexander Roesch, David Darr, Steve Angus, Rakesh Kumar, Ensar Halilovic, Giordano Caponigro, Sebastien Jeay, Jens Wuerthner, Annette Walter, Matthias Ocker, Matthew B. Boxer, Lynn Schuchter, Katherine L. Nathanson, and Meenhard Herlyn
Subjects: Biology (General), QH301-705.5
Abstract: Summary: Therapy of advanced melanoma is changing dramatically. Following mutational and biological subclassification of this heterogeneous cancer, several targeted and immune therapies were approved and increased survival significantly. To facilitate further advancements through pre-clinical in vivo modeling, we have established 459 patient-derived xenografts (PDX) and live tissue samples from 384 patients representing the full spectrum of clinical, therapeutic, mutational, and biological heterogeneity of melanoma. PDX have been characterized using targeted sequencing and protein arrays and are clinically annotated. This exhaustive live tissue resource includes PDX from 57 samples resistant to targeted therapy, 61 samples from responders and non-responders to immune checkpoint blockade, and 31 samples from brain metastasis. Uveal, mucosal, and acral subtypes are represented as well. We show examples of pre-clinical trials that highlight how the PDX collection can be used to develop and optimize precision therapies, biomarkers of response, and the targeting of rare genetic subgroups. : Krepler et al. have established a collection of melanoma patient-derived xenografts (PDX). Melanoma is a very heterogeneous cancer, and this large collection includes even rare subtypes and genetic aberrations in sufficient numbers. Multiple PDX from therapy-resistant patients are characterized and tested in pre-clinical trials for second line therapies. Keywords: melanoma, patient-derived xenografts, targeted therapy, immune checkpoint blockade, melanoma brain metastasis, in vivo models, BRAF inhibitor resistance, ERK inhibitor, MDM2 inhibitor, PI3K beta inhibitor
Published: 2017
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17. Genetic and Genomic Characterization of 462 Melanoma Patient-Derived Xenografts, Tumor Biopsies, and Cell Lines

Author: Bradley Garman, Ioannis N. Anastopoulos, Clemens Krepler, Patricia Brafford, Katrin Sproesser, Yuchao Jiang, Bradley Wubbenhorst, Ravi Amaravadi, Joseph Bennett, Marilda Beqiri, David Elder, Keith T. Flaherty, Dennie T. Frederick, Tara C. Gangadhar, Michael Guarino, David Hoon, Giorgos Karakousis, Qin Liu, Nandita Mitra, Nicholas J. Petrelli, Lynn Schuchter, Batool Shannan, Carol L. Shields, Jennifer Wargo, Brandon Wenz, Melissa A. Wilson, Min Xiao, Wei Xu, Xaiowei Xu, Xiangfan Yin, Nancy R. Zhang, Michael A. Davies, Meenhard Herlyn, and Katherine L. Nathanson
Subjects: Biology (General), QH301-705.5
Abstract: Summary: Tumor-sequencing studies have revealed the widespread genetic diversity of melanoma. Sequencing of 108 genes previously implicated in melanomagenesis was performed on 462 patient-derived xenografts (PDXs), cell lines, and tumors to identify mutational and copy number aberrations. Samples came from 371 unique individuals: 263 were naive to treatment, and 108 were previously treated with targeted therapy (34), immunotherapy (54), or both (20). Models of all previously reported major melanoma subtypes (BRAF, NRAS, NF1, KIT, and WT/WT/WT) were identified. Multiple minor melanoma subtypes were also recapitulated, including melanomas with multiple activating mutations in the MAPK-signaling pathway and chromatin-remodeling gene mutations. These well-characterized melanoma PDXs and cell lines can be used not only as reagents for a large array of biological studies but also as pre-clinical models to facilitate drug development. : Garman et al. have characterized melanoma PDXs and cell lines described in Krepler et al. (see the related paper in this issue of Cell Reports), identifying major and minor subtypes, some of which were previously not well defined, targeted and immunotherapy resistance, and tumor heterogeneity, creating a set of reagents for future drug discovery and biological studies. Keywords: melanoma, patient-derived xenografts, massively parallel sequencing, cell lines
Published: 2017
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18. The Cancer Genome Atlas Comprehensive Molecular Characterization of Renal Cell Carcinoma

Author: Christopher J. Ricketts, Aguirre A. De Cubas, Huihui Fan, Christof C. Smith, Martin Lang, Ed Reznik, Reanne Bowlby, Ewan A. Gibb, Rehan Akbani, Rameen Beroukhim, Donald P. Bottaro, Toni K. Choueiri, Richard A. Gibbs, Andrew K. Godwin, Scott Haake, A. Ari Hakimi, Elizabeth P. Henske, James J. Hsieh, Thai H. Ho, Rupa S. Kanchi, Bhavani Krishnan, David J. Kwaitkowski, Wembin Lui, Maria J. Merino, Gordon B. Mills, Jerome Myers, Michael L. Nickerson, Victor E. Reuter, Laura S. Schmidt, C. Simon Shelley, Hui Shen, Brian Shuch, Sabina Signoretti, Ramaprasad Srinivasan, Pheroze Tamboli, George Thomas, Benjamin G. Vincent, Cathy D. Vocke, David A. Wheeler, Lixing Yang, William T. Kim, A. Gordon Robertson, Paul T. Spellman, W. Kimryn Rathmell, W. Marston Linehan, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Ilya Shmulevich, Vesteinn Thorsson, Wei Zhang, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Andrew D. Cherniack, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Toshinori Hinoue, Peter W. Laird, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Li Ding, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Alexander J. Lazar, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, onathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. Keywords: clear cell renal cell carcinoma, papillary renal cell carcinoma, chromophobe renal cell carcinoma, CDKN2A, DNA hypermethylation, immune signature, chromatin remodeling, TCGA, PanCanAtlas
Published: 2018
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19. Driver Fusions and Their Implications in the Development and Treatment of Human Cancers

Author: Qingsong Gao, Wen-Wei Liang, Steven M. Foltz, Gnanavel Mutharasu, Reyka G. Jayasinghe, Song Cao, Wen-Wei Liao, Sheila M. Reynolds, Matthew A. Wyczalkowski, Lijun Yao, Lihua Yu, Sam Q. Sun, Ken Chen, Alexander J. Lazar, Ryan C. Fields, Michael C. Wendl, Brian A. Van Tine, Ravi Vij, Feng Chen, Matti Nykter, Ilya Shmulevich, Li Ding, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Andrew D. Cherniack, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Huihui Fan, Toshinori Hinoue, Peter W. Laird, Hui Shen, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, Jonathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Gao et al. analyze a 9,624 sample TCGA cohort with 33 cancer types to detect gene fusion events. They provide a landscape of fusion events detected, relate fusions to gene expression, focus on kinase fusion structures, examine mutually exclusive mutation and fusion patterns, and highlight fusion druggability. Keywords: fusion, cancer, RNA, translocation, gene fusions
Published: 2018
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20. Spatial Organization and Molecular Correlation of Tumor-Infiltrating Lymphocytes Using Deep Learning on Pathology Images

Author: Joel Saltz, Rajarsi Gupta, Le Hou, Tahsin Kurc, Pankaj Singh, Vu Nguyen, Dimitris Samaras, Kenneth R. Shroyer, Tianhao Zhao, Rebecca Batiste, John Van Arnam, Ilya Shmulevich, Arvind U.K. Rao, Alexander J. Lazar, Ashish Sharma, Vésteinn Thorsson, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Andrew D. Cherniack, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Huihui Fan, Toshinori Hinoue, Peter W. Laird, Hui Shen, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Li Ding, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, onathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Tumor-infiltrating lymphocytes (TILs) were identified from standard pathology cancer images by a deep-learning-derived “computational stain” developed by Saltz et al. They processed 5,202 digital images from 13 cancer types. Resulting TIL maps were correlated with TCGA molecular data, relating TIL content to survival, tumor subtypes, and immune profiles. Keywords: digital pathology, immuno-oncology, machine learning, lymphocytes, tumor microenvironment, deep learning, tumor-infiltrating lymphocytes, artificial intelligence, bioinformatics, computer vision
Published: 2018
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21. Molecular Characterization and Clinical Relevance of Metabolic Expression Subtypes in Human Cancers

Author: Xinxin Peng, Zhongyuan Chen, Farshad Farshidfar, Xiaoyan Xu, Philip L. Lorenzi, Yumeng Wang, Feixiong Cheng, Lin Tan, Kamalika Mojumdar, Di Du, Zhongqi Ge, Jun Li, George V. Thomas, Kivanc Birsoy, Lingxiang Liu, Huiwen Zhang, Zhongming Zhao, Calena Marchand, John N. Weinstein, Oliver F. Bathe, Han Liang, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Ilya Shmulevich, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Andrew D. Cherniack, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Huihui Fan, Toshinori Hinoue, Peter W. Laird, Hui Shen, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Li Ding, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Alexander J. Lazar, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, Jonathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Peng et al. analyze a cohort of 9,125 TCGA samples across 33 cancer types to characterize tumor subtypes based on the expression of seven metabolic pathways. They find metabolic expression subtypes are associated with patient survivals and suggest the therapeutic and predictive relevance of subtype-related master regulators. Keywords: The Cancer Genome Atlas, tumor subtypes, prognostic markers, somatic drivers, master regulator, therapeutic targets, drug sensitivity, carbohydrate metabolism
Published: 2018
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22. Systematic Analysis of Splice-Site-Creating Mutations in Cancer

Author: Reyka G. Jayasinghe, Song Cao, Qingsong Gao, Michael C. Wendl, Nam Sy Vo, Sheila M. Reynolds, Yanyan Zhao, Héctor Climente-González, Shengjie Chai, Fang Wang, Rajees Varghese, Mo Huang, Wen-Wei Liang, Matthew A. Wyczalkowski, Sohini Sengupta, Zhi Li, Samuel H. Payne, David Fenyö, Jeffrey H. Miner, Matthew J. Walter, Benjamin Vincent, Eduardo Eyras, Ken Chen, Ilya Shmulevich, Feng Chen, Li Ding, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Andrew D. Cherniack, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Huihui Fan, Toshinori Hinoue, Peter W. Laird, Hui Shen, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Alexander J. Lazar, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, Jonathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Jayasinghe et al. identify nearly 2,000 splice-site-creating mutations (SCMs) from over 8,000 tumor samples across 33 cancer types. They provide a more accurate interpretation of previously mis-annotated mutations, highlighting the importance of integrating data types to understand the functional and the clinical implications of splicing mutations in human disease. Keywords: splicing, RNA, mutations of clinical relevance
Published: 2018
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23. Genomic and Molecular Landscape of DNA Damage Repair Deficiency across The Cancer Genome Atlas

Author: Theo A. Knijnenburg, Linghua Wang, Michael T. Zimmermann, Nyasha Chambwe, Galen F. Gao, Andrew D. Cherniack, Huihui Fan, Hui Shen, Gregory P. Way, Casey S. Greene, Yuexin Liu, Rehan Akbani, Bin Feng, Lawrence A. Donehower, Chase Miller, Yang Shen, Mostafa Karimi, Haoran Chen, Pora Kim, Peilin Jia, Eve Shinbrot, Shaojun Zhang, Jianfang Liu, Hai Hu, Matthew H. Bailey, Christina Yau, Denise Wolf, Zhongming Zhao, John N. Weinstein, Lei Li, Li Ding, Gordon B. Mills, Peter W. Laird, David A. Wheeler, Ilya Shmulevich, Raymond J. Monnat, Jr., Yonghong Xiao, Chen Wang, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Michael Miller, Sheila Reynolds, Vesteinn Thorsson, Wei Zhang, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Carrie Cibulskis, Stacey B. Gabriel, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Toshinori Hinoue, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Min Wang, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Alexander J. Lazar, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, Jonathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Knijnenburg et al. present The Cancer Genome Atlas (TCGA) Pan-Cancer analysis of DNA damage repair (DDR) deficiency in cancer. They use integrative genomic and molecular analyses to identify frequent DDR alterations across 33 cancer types, correlate gene- and pathway-level alterations with genome-wide measures of genome instability and impaired function, and demonstrate the prognostic utility of DDR deficiency scores. Keywords: The Cancer Genome Atlas PanCanAtlas project, DNA damage repair, somatic mutations, somatic copy-number alterations, epigenetic silencing, DNA damage footprints, mutational signatures, integrative statistical analysis, protein structure analysis
Published: 2018
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24. Somatic Mutational Landscape of Splicing Factor Genes and Their Functional Consequences across 33 Cancer Types

Author: Michael Seiler, Shouyong Peng, Anant A. Agrawal, James Palacino, Teng Teng, Ping Zhu, Peter G. Smith, Silvia Buonamici, Lihua Yu, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Ilya Shmulevich, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Andrew D. Cherniack, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Huihui Fan, Toshinori Hinoue, Peter W. Laird, Hui Shen, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Li Ding, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Alexander J. Lazar, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, Jonathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Seiler et al. report that 119 splicing factor genes carry putative driver mutations over 33 tumor types in TCGA. The most common mutations appear to be mutually exclusive and are associated with lineage-independent altered splicing. Samples with these mutations show deregulation of cell-autonomous pathways and immune infiltration. Keywords: splicing, SF3B1, U2AF1, SRSF2, RBM10, FUBP1, cancer, mutation
Published: 2018
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25. Machine Learning Detects Pan-cancer Ras Pathway Activation in The Cancer Genome Atlas

Author: Gregory P. Way, Francisco Sanchez-Vega, Konnor La, Joshua Armenia, Walid K. Chatila, Augustin Luna, Chris Sander, Andrew D. Cherniack, Marco Mina, Giovanni Ciriello, Nikolaus Schultz, Yolanda Sanchez, Casey S. Greene, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Ilya Shmulevich, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Debyani Chakravarty, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Marc Ladanyi, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Huihui Fan, Toshinori Hinoue, Peter W. Laird, Hui Shen, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Li Ding, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Alexander J. Lazar, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, Jonathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Way et al. develop a machine-learning approach using PanCanAtlas data to detect Ras activation in cancer. Integrating mutation, copy number, and expression data, the authors show that their method detects Ras-activating variants in tumors and sensitivity to MEK inhibitors in cell lines. Keywords: Gene expression, machine learning, Ras, NF1, KRAS, NRAS, HRAS, pan-cancer, TCGA, drug sensitivity
Published: 2018
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26. Pan-Cancer Analysis of lncRNA Regulation Supports Their Targeting of Cancer Genes in Each Tumor Context

Author: Hua-Sheng Chiu, Sonal Somvanshi, Ektaben Patel, Ting-Wen Chen, Vivek P. Singh, Barry Zorman, Sagar L. Patil, Yinghong Pan, Sujash S. Chatterjee, Anil K. Sood, Preethi H. Gunaratne, Pavel Sumazin, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Ilya Shmulevich, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Andrew D. Cherniack, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Huihui Fan, Toshinori Hinoue, Peter W. Laird, Hui Shen, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Li Ding, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Alexander J. Lazar, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, Jonathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Chiu et al. present a pan-cancer analysis of lncRNA regulatory interactions. They suggest that the dysregulation of hundreds of lncRNAs target and alter the expression of cancer genes and pathways in each tumor context. This implies that hundreds of lncRNAs can alter tumor phenotypes in each tumor context. Keywords: lncRNA, regulation, modulation, cancer gene, pan-cancer, noncoding RNA, microRNA, RNA-binding proteins, interactome
Published: 2018
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27. Integrated Genomic Analysis of the Ubiquitin Pathway across Cancer Types

Author: Zhongqi Ge, Jake S. Leighton, Yumeng Wang, Xinxin Peng, Zhongyuan Chen, Hu Chen, Yutong Sun, Fan Yao, Jun Li, Huiwen Zhang, Jianfang Liu, Craig D. Shriver, Hai Hu, Helen Piwnica-Worms, Li Ma, Han Liang, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael Miller, Sheila Reynolds, Ilya Shmulevich, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Pavana Anur, Myron Peto, Paul Spellman, Christopher Benz, Joshua M. Stuart, Christopher K. Wong, Christina Yau, D. Neil Hayes, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Reanne Bowlby, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, A. Gordon Robertson, Sara Sadeghi, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Andrew D. Cherniack, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Juliann Shih, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Katherine A. Hoadley, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Huihui Fan, Toshinori Hinoue, Peter W. Laird, Hui Shen, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Chad J. Creighton, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Li Ding, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Alexander J. Lazar, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, Jonathan Stretch, Maria Synott, John Thompson, James Wilmott, Hikmat Al-Ahmadie, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Rosemary Zuna, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Ge et al. analyze a cohort of 9,125 TCGA samples across 33 cancer types to provide a comprehensive characterization of the ubiquitin pathway. They detect somatic driver candidates in the ubiquitin pathway and identify a cluster of patients with poor survival, highlighting the importance of this pathway in cancer development. Keywords: ubiquitin pathway, pan-cancer analysis, The Cancer Genome Atlas, tumor subtype, cancer prognosis, therapeutic targets, biomarker, FBXW7
Published: 2018
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28. Genomic, Pathway Network, and Immunologic Features Distinguishing Squamous Carcinomas

Author: Joshua D. Campbell, Christina Yau, Reanne Bowlby, Yuexin Liu, Kevin Brennan, Huihui Fan, Alison M. Taylor, Chen Wang, Vonn Walter, Rehan Akbani, Lauren Averett Byers, Chad J. Creighton, Cristian Coarfa, Juliann Shih, Andrew D. Cherniack, Olivier Gevaert, Marcos Prunello, Hui Shen, Pavana Anur, Jianhong Chen, Hui Cheng, D. Neil Hayes, Susan Bullman, Chandra Sekhar Pedamallu, Akinyemi I. Ojesina, Sara Sadeghi, Karen L. Mungall, A. Gordon Robertson, Christopher Benz, Andre Schultz, Rupa S. Kanchi, Carl M. Gay, Apurva Hegde, Lixia Diao, Jing Wang, Wencai Ma, Pavel Sumazin, Hua-Sheng Chiu, Ting-Wen Chen, Preethi Gunaratne, Larry Donehower, Janet S. Rader, Rosemary Zuna, Hikmat Al-Ahmadie, Alexander J. Lazar, Elsa R. Flores, Kenneth Y. Tsai, Jane H. Zhou, Anil K. Rustgi, Esther Drill, Ronglei Shen, Christopher K. Wong, Joshua M. Stuart, Peter W. Laird, Katherine A. Hoadley, John N. Weinstein, Myron Peto, Curtis R. Pickering, Zhong Chen, Carter Van Waes, Samantha J. Caesar-Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan (Julia) Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy DeFreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Michael Miller, Sheila Reynolds, Ilya Shmulevich, Vesteinn Thorsson, Wei Zhang, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Jianjiong Gao, Benjamin E. Gross, Zachary J. Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah M. Phillips, Ed Reznik, Francisco Sanchez-Vega, Chris Sander, Nikolaus Schultz, Robert Sheridan, S. Onur Sumer, Yichao Sun, Barry S. Taylor, Jioajiao Wang, Hongxin Zhang, Paul Spellman, Joel S. Parker, Matthew D. Wilkerson, Adrian Ally, Miruna Balasundaram, Denise Brooks, Rebecca Carlsen, Eric Chuah, Noreen Dhalla, Robert Holt, Steven J.M. Jones, Katayoon Kasaian, Darlene Lee, Yussanne Ma, Marco A. Marra, Michael Mayo, Richard A. Moore, Andrew J. Mungall, Karen Mungall, Jacqueline E. Schein, Payal Sipahimalani, Angela Tam, Nina Thiessen, Kane Tse, Tina Wong, Ashton C. Berger, Rameen Beroukhim, Carrie Cibulskis, Stacey B. Gabriel, Galen F. Gao, Gavin Ha, Matthew Meyerson, Steven E. Schumacher, Melanie H. Kucherlapati, Raju S. Kucherlapati, Stephen Baylin, Leslie Cope, Ludmila Danilova, Moiz S. Bootwalla, Phillip H. Lai, Dennis T. Maglinte, David J. Van Den Berg, Daniel J. Weisenberger, J. Todd Auman, Saianand Balu, Tom Bodenheimer, Cheng Fan, Alan P. Hoyle, Stuart R. Jefferys, Corbin D. Jones, Shaowu Meng, Piotr A. Mieczkowski, Lisle E. Mose, Amy H. Perou, Charles M. Perou, Jeffrey Roach, Yan Shi, Janae V. Simons, Tara Skelly, Matthew G. Soloway, Donghui Tan, Umadevi Veluvolu, Toshinori Hinoue, Wanding Zhou, Michelle Bellair, Kyle Chang, Kyle Covington, Huyen Dinh, HarshaVardhan Doddapaneni, Lawrence A. Donehower, Jennifer Drummond, Richard A. Gibbs, Robert Glenn, Walker Hale, Yi Han, Jianhong Hu, Viktoriya Korchina, Sandra Lee, Lora Lewis, Wei Li, Xiuping Liu, Margaret Morgan, Donna Morton, Donna Muzny, Jireh Santibanez, Margi Sheth, Eve Shinbrot, Linghua Wang, Min Wang, David A. Wheeler, Liu Xi, Fengmei Zhao, Julian Hess, Elizabeth L. Appelbaum, Matthew Bailey, Matthew G. Cordes, Li Ding, Catrina C. Fronick, Lucinda A. Fulton, Robert S. Fulton, Cyriac Kandoth, Elaine R. Mardis, Michael D. McLellan, Christopher A. Miller, Heather K. Schmidt, Richard K. Wilson, Daniel Crain, Erin Curley, Johanna Gardner, Kevin Lau, David Mallery, Scott Morris, Joseph Paulauskis, Robert Penny, Candace Shelton, Troy Shelton, Mark Sherman, Eric Thompson, Peggy Yena, Jay Bowen, Julie M. Gastier-Foster, Mark Gerken, Kristen M. Leraas, Tara M. Lichtenberg, Nilsa C. Ramirez, Lisa Wise, Erik Zmuda, Niall Corcoran, Tony Costello, Christopher Hovens, Andre L. Carvalho, Ana C. de Carvalho, José H. Fregnani, Adhemar Longatto-Filho, Rui M. Reis, Cristovam Scapulatempo-Neto, Henrique C.S. Silveira, Daniel O. Vidal, Andrew Burnette, Jennifer Eschbacher, Beth Hermes, Ardene Noss, Rosy Singh, Matthew L. Anderson, Patricia D. Castro, Michael Ittmann, David Huntsman, Bernard Kohl, Xuan Le, Richard Thorp, Chris Andry, Elizabeth R. Duffy, Vladimir Lyadov, Oxana Paklina, Galiya Setdikova, Alexey Shabunin, Mikhail Tavobilov, Christopher McPherson, Ronald Warnick, Ross Berkowitz, Daniel Cramer, Colleen Feltmate, Neil Horowitz, Adam Kibel, Michael Muto, Chandrajit P. Raut, Andrei Malykh, Jill S. Barnholtz-Sloan, Wendi Barrett, Karen Devine, Jordonna Fulop, Quinn T. Ostrom, Kristen Shimmel, Yingli Wolinsky, Andrew E. Sloan, Agostino De Rose, Felice Giuliante, Marc Goodman, Beth Y. Karlan, Curt H. Hagedorn, John Eckman, Jodi Harr, Jerome Myers, Kelinda Tucker, Leigh Anne Zach, Brenda Deyarmin, Hai Hu, Leonid Kvecher, Caroline Larson, Richard J. Mural, Stella Somiari, Ales Vicha, Tomas Zelinka, Joseph Bennett, Mary Iacocca, Brenda Rabeno, Patricia Swanson, Mathieu Latour, Louis Lacombe, Bernard Têtu, Alain Bergeron, Mary McGraw, Susan M. Staugaitis, John Chabot, Hanina Hibshoosh, Antonia Sepulveda, Tao Su, Timothy Wang, Olga Potapova, Olga Voronina, Laurence Desjardins, Odette Mariani, Sergio Roman-Roman, Xavier Sastre, Marc-Henri Stern, Feixiong Cheng, Sabina Signoretti, Andrew Berchuck, Darell Bigner, Eric Lipp, Jeffrey Marks, Shannon McCall, Roger McLendon, Angeles Secord, Alexis Sharp, Madhusmita Behera, Daniel J. Brat, Amy Chen, Keith Delman, Seth Force, Fadlo Khuri, Kelly Magliocca, Shishir Maithel, Jeffrey J. Olson, Taofeek Owonikoko, Alan Pickens, Suresh Ramalingam, Dong M. Shin, Gabriel Sica, Erwin G. Van Meir, Hongzheng Zhang, Wil Eijckenboom, Ad Gillis, Esther Korpershoek, Leendert Looijenga, Wolter Oosterhuis, Hans Stoop, Kim E. van Kessel, Ellen C. Zwarthoff, Chiara Calatozzolo, Lucia Cuppini, Stefania Cuzzubbo, Francesco DiMeco, Gaetano Finocchiaro, Luca Mattei, Alessandro Perin, Bianca Pollo, Chu Chen, John Houck, Pawadee Lohavanichbutr, Arndt Hartmann, Christine Stoehr, Robert Stoehr, Helge Taubert, Sven Wach, Bernd Wullich, Witold Kycler, Dawid Murawa, Maciej Wiznerowicz, Ki Chung, W. Jeffrey Edenfield, Julie Martin, Eric Baudin, Glenn Bubley, Raphael Bueno, Assunta De Rienzo, William G. Richards, Steven Kalkanis, Tom Mikkelsen, Houtan Noushmehr, Lisa Scarpace, Nicolas Girard, Marta Aymerich, Elias Campo, Eva Giné, Armando López Guillermo, Nguyen Van Bang, Phan Thi Hanh, Bui Duc Phu, Yufang Tang, Howard Colman, Kimberley Evason, Peter R. Dottino, John A. Martignetti, Hani Gabra, Hartmut Juhl, Teniola Akeredolu, Serghei Stepa, Dave Hoon, Keunsoo Ahn, Koo Jeong Kang, Felix Beuschlein, Anne Breggia, Michael Birrer, Debra Bell, Mitesh Borad, Alan H. Bryce, Erik Castle, Vishal Chandan, John Cheville, John A. Copland, Michael Farnell, Thomas Flotte, Nasra Giama, Thai Ho, Michael Kendrick, Jean-Pierre Kocher, Karla Kopp, Catherine Moser, David Nagorney, Daniel O’Brien, Brian Patrick O’Neill, Tushar Patel, Gloria Petersen, Florencia Que, Michael Rivera, Lewis Roberts, Robert Smallridge, Thomas Smyrk, Melissa Stanton, R. Houston Thompson, Michael Torbenson, Ju Dong Yang, Lizhi Zhang, Fadi Brimo, Jaffer A. Ajani, Ana Maria Angulo Gonzalez, Carmen Behrens, Jolanta Bondaruk, Russell Broaddus, Bogdan Czerniak, Bita Esmaeli, Junya Fujimoto, Jeffrey Gershenwald, Charles Guo, Christopher Logothetis, Funda Meric-Bernstam, Cesar Moran, Lois Ramondetta, David Rice, Anil Sood, Pheroze Tamboli, Timothy Thompson, Patricia Troncoso, Anne Tsao, Ignacio Wistuba, Candace Carter, Lauren Haydu, Peter Hersey, Valerie Jakrot, Hojabr Kakavand, Richard Kefford, Kenneth Lee, Georgina Long, Graham Mann, Michael Quinn, Robyn Saw, Richard Scolyer, Kerwin Shannon, Andrew Spillane, onathan Stretch, Maria Synott, John Thompson, James Wilmott, Timothy A. Chan, Ronald Ghossein, Anuradha Gopalan, Douglas A. Levine, Victor Reuter, Samuel Singer, Bhuvanesh Singh, Nguyen Viet Tien, Thomas Broudy, Cyrus Mirsaidi, Praveen Nair, Paul Drwiega, Judy Miller, Jennifer Smith, Howard Zaren, Joong-Won Park, Nguyen Phi Hung, Electron Kebebew, W. Marston Linehan, Adam R. Metwalli, Karel Pacak, Peter A. Pinto, Mark Schiffman, Laura S. Schmidt, Cathy D. Vocke, Nicolas Wentzensen, Robert Worrell, Hannah Yang, Marc Moncrieff, Chandra Goparaju, Jonathan Melamed, Harvey Pass, Natalia Botnariuc, Irina Caraman, Mircea Cernat, Inga Chemencedji, Adrian Clipca, Serghei Doruc, Ghenadie Gorincioi, Sergiu Mura, Maria Pirtac, Irina Stancul, Diana Tcaciuc, Monique Albert, Iakovina Alexopoulou, Angel Arnaout, John Bartlett, Jay Engel, Sebastien Gilbert, Jeremy Parfitt, Harman Sekhon, George Thomas, Doris M. Rassl, Robert C. Rintoul, Carlo Bifulco, Raina Tamakawa, Walter Urba, Nicholas Hayward, Henri Timmers, Anna Antenucci, Francesco Facciolo, Gianluca Grazi, Mirella Marino, Roberta Merola, Ronald de Krijger, Anne-Paule Gimenez-Roqueplo, Alain Piché, Simone Chevalier, Ginette McKercher, Kivanc Birsoy, Gene Barnett, Cathy Brewer, Carol Farver, Theresa Naska, Nathan A. Pennell, Daniel Raymond, Cathy Schilero, Kathy Smolenski, Felicia Williams, Carl Morrison, Jeffrey A. Borgia, Michael J. Liptay, Mark Pool, Christopher W. Seder, Kerstin Junker, Larsson Omberg, Mikhail Dinkin, George Manikhas, Domenico Alvaro, Maria Consiglia Bragazzi, Vincenzo Cardinale, Guido Carpino, Eugenio Gaudio, David Chesla, Sandra Cottingham, Michael Dubina, Fedor Moiseenko, Renumathy Dhanasekaran, Karl-Friedrich Becker, Klaus-Peter Janssen, Julia Slotta-Huspenina, Mohamed H. Abdel-Rahman, Dina Aziz, Sue Bell, Colleen M. Cebulla, Amy Davis, Rebecca Duell, J. Bradley Elder, Joe Hilty, Bahavna Kumar, James Lang, Norman L. Lehman, Randy Mandt, Phuong Nguyen, Robert Pilarski, Karan Rai, Lynn Schoenfield, Kelly Senecal, Paul Wakely, Paul Hansen, Ronald Lechan, James Powers, Arthur Tischler, William E. Grizzle, Katherine C. Sexton, Alison Kastl, Joel Henderson, Sima Porten, Jens Waldmann, Martin Fassnacht, Sylvia L. Asa, Dirk Schadendorf, Marta Couce, Markus Graefen, Hartwig Huland, Guido Sauter, Thorsten Schlomm, Ronald Simon, Pierre Tennstedt, Oluwole Olabode, Mark Nelson, Oliver Bathe, Peter R. Carroll, June M. Chan, Philip Disaia, Pat Glenn, Robin K. Kelley, Charles N. Landen, Joanna Phillips, Michael Prados, Jeffry Simko, Karen Smith-McCune, Scott VandenBerg, Kevin Roggin, Ashley Fehrenbach, Ady Kendler, Suzanne Sifri, Ruth Steele, Antonio Jimeno, Francis Carey, Ian Forgie, Massimo Mannelli, Michael Carney, Brenda Hernandez, Benito Campos, Christel Herold-Mende, Christin Jungk, Andreas Unterberg, Andreas von Deimling, Aaron Bossler, Joseph Galbraith, Laura Jacobus, Michael Knudson, Tina Knutson, Deqin Ma, Mohammed Milhem, Rita Sigmund, Andrew K. Godwin, Rashna Madan, Howard G. Rosenthal, Clement Adebamowo, Sally N. Adebamowo, Alex Boussioutas, David Beer, Thomas Giordano, Anne-Marie Mes-Masson, Fred Saad, Therese Bocklage, Lisa Landrum, Robert Mannel, Kathleen Moore, Katherine Moxley, Russel Postier, Joan Walker, Michael Feldman, Federico Valdivieso, Rajiv Dhir, James Luketich, Edna M. Mora Pinero, Mario Quintero-Aguilo, Carlos Gilberto Carlotti, Jr., Jose Sebastião Dos Santos, Rafael Kemp, Ajith Sankarankuty, Daniela Tirapelli, James Catto, Kathy Agnew, Elizabeth Swisher, Jenette Creaney, Bruce Robinson, Carl Simon Shelley, Eryn M. Godwin, Sara Kendall, Cassaundra Shipman, Carol Bradford, Thomas Carey, Andrea Haddad, Jeffey Moyer, Lisa Peterson, Mark Prince, Laura Rozek, Gregory Wolf, Rayleen Bowman, Kwun M. Fong, Ian Yang, Robert Korst, W. Kimryn Rathmell, J. Leigh Fantacone-Campbell, Jeffrey A. Hooke, Albert J. Kovatich, Craig D. Shriver, John DiPersio, Bettina Drake, Ramaswamy Govindan, Sharon Heath, Timothy Ley, Brian Van Tine, Peter Westervelt, Mark A. Rubin, Jung Il Lee, Natália D. Aredes, and Armaz Mariamidze
Subjects: Biology (General), QH301-705.5
Abstract: Summary: 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. : Campbell et al. reveal that squamous cell cancers from different tissue sites may be distinguished from other cancers and subclassified molecularly by recurrent alterations in chromosomes, DNA methylation, messenger and microRNA expression, or by mutations. These affect squamous cell pathways and programs that provide candidates for therapy. Keywords: genomics, transcriptomics, proteomics, head and neck squamous cell carcinoma, lung squamous cell carcinoma, esophageal squamous cell carcinoma, cervical squamous cell carcinoma, bladder carcinoma with squamous differentiation, human papillomavirus
Published: 2018
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28 results on '"Elder P"'

1. The Integrated Stress Response effector GADD34 is repurposed by neurons to promote stimulus-induced translation

2. A Comprehensive Patient-Derived Xenograft Collection Representing the Heterogeneity of Melanoma

3. Genetic and Genomic Characterization of 462 Melanoma Patient-Derived Xenografts, Tumor Biopsies, and Cell Lines

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

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

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

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

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

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

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

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

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

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

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

15. The integrated stress response effector GADD34 is repurposed by neurons to promote stimulus-induced translation

16. A Comprehensive Patient-Derived Xenograft Collection Representing the Heterogeneity of Melanoma

17. Genetic and Genomic Characterization of 462 Melanoma Patient-Derived Xenografts, Tumor Biopsies, and Cell Lines

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

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

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

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

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

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

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

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

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

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

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

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