Machine Learning Identifies Stemness Features Associated with Oncogenic Dedifferentiation

Malta, T.M.; Sokolov, A.; Gentles, A.J.; Burzykowski, T.; Poisson, L.; Weinstein, J.N.; Kamińska, B.; Huelsken, J.; Omberg, L.; Gevaert, O.; Colaprico, A.; Czerwińska, P.; Mazurek, S.; Mishra, L.; Heyn, H.; Krasnitz, A.; Godwin, A.K.; Lazar, A.J.; Caesar-Johnson, S.J.; Demchok, J.A.; Felau, I.; Kasapi, M.; Ferguson, M.L.; Hutter, C.M.; Sofia, H.J.; Tarnuzzer, R.; Wang, Z.; Yang, L.; Zenklusen, J.C.; Zhang, J.(.; Chudamani, S.; Liu, J.; Lolla, L.; Naresh, R.; Pihl, T.; Sun, Q.; Wan, Y.; Ye, W.; Cho, J.; Defreitas, T.; Frazer, S.; Gehlenborg, N.; Getz, G.; Heiman, D.I.; Kim, J.; Lawrence, M.S.; Lin, P.; Meier, S.; Noble, M.S.; Saksena, G.; Voet, D.; Zhang, H.; Bernard, B.; Chambwe, N.; Dhankani, V.; Knijnenburg, T.; Kramer, R.; Leinonen, K.; Liu, Y.; Miller, M.; Reynolds, S.; Shmulevich, I.; Thorsson, V.; Zhang, W.; Akbani, R.; Broom, B.M.; Hegde, A.M.; Zhenlin, J.; Kanchi, R.S.; Korkut, A.; Jun, L.; Liang, H.; Ling, S.; Liu, W.; Yiling, L.; Mills, G.B.; Kwok-Shing, N.; Rao, A.; Ryan, M.; Wang, J.; Weinstein, J.N.; Zhang, J.; Abeshouse, A.; Armenia, J.; Chakravarty, D.; Chatila, W.K.; de Bruijn, I.; Gao, J.; Gross, B.E.; Heins, Z.J.; Kundra, R.; Konnor, L.; Ladanyi, M.; Luna, A.; Nissan, M.G.; Ochoa, A.; Phillips, S.M.; Reznik, E.; Sanchez-Vega, F.; Sander, C.; Schultz, N.; Sheridan, R.; Sumer, S.O.; Sun, Y.; Taylor, B.S.; Wang, J.; Zhang, H.; Anur, P.; Peto, M.; Spellman, P.; Benz, C.; Stuart, J.M.; Wong, C.K.; Yau, C.; Hayes, D.N.; Parker, J.S.; Wilkerson, M.D.; Ally, A.; Balasundaram, M.; Bowlby, R.; Brooks, D.; Carlsen, R.; Chuah, E.; Dhalla, N.; Holt, R.; Jones, S.J.M.; Kasaian, K.; Lee, D.; Yussanne, M.; Marra, M.A.; Mayo, M.; Moore, R.A.; Mungall, A.J.; Mungall, K.; Robertson, A.G.; Sadeghi, S.; Schein, J.E.; Sipahimalani, P.; Tam, A.; Thiessen, N.; Tse, K.; Wong, T.; Berger, A.C.; Beroukhim, R.; Cherniack, A.D.; Cibulskis, C.; Gabriel, S.B.; Gao, G.F.; Gavin, H.; Meyerson, M.; Schumacher, S.E.; Shih, J.; Kucherlapati, M.H.; Kucherlapati, R.S.; Baylin, S.; Cope, L.; Danilova, L.; Bootwalla, M.S.; Lai, P.H.; Maglinte, D.T.; Van Den Berg, D.J.; Weisenberger, D.J.; Auman, J.T.; Balu, S.; Bodenheimer, T.; Fan, C.; Hoadley, K.A.; Hoyle, A.P.; Jefferys, S.R.; Jones, C.D.; Meng, S.; Mieczkowski, P.A.; Mose, L.E.; Perou, A.H.; Perou, C.M.; Roach, J.; Shi, Y.; Simons, J.V.; Skelly, T.; Soloway, M.G.; Tan, D.; Veluvolu, U.; Fan, H.; Hinoue, T.; Laird, P.W.; Shen, H.; Zhou, W.; Bellair, M.; Chang, K.; Covington, K.; Creighton, C.J.; Dinh, H.; Doddapaneni, H.; Donehower, L.A.; Drummond, J.; Gibbs, R.A.; Glenn, R.; Hale, W.; Han, Y.; Jianhong, H.; Korchina, V.; Lee, S.; Lewis, L.; Wei, L.; Liu, X.; Morgan, M.; Morton, D.; Muzny, D.; Santibanez, J.; Sheth, M.; Shinbrot, E.; Wang, L.; Wang, M.; Wheeler, D.A.; Liu, X.; Zhao, F.; Hess, J.; Appelbaum, E.L.; Bailey, M.; Cordes, M.G.; Ding, L.; Fronick, C.C.; Fulton, L.A.; Fulton, R.S.; Kandoth, C.; Mardis, E.R.; Mclellan, M.D.; Miller, C.A.; Schmidt, H.K.; Wilson, R.K.; Crain, D.; Curley, E.; Gardner, J.; Lau, K.; Mallery, D.; Morris, S.; Paulauskis, J.; Penny, R.; Shelton, C.; Shelton, T.; Sherman, M.; Thompson, E.; Yena, P.; Bowen, J.; Gastier-Foster, J.M.; Gerken, M.; Leraas, K.M.; Lichtenberg, T.M.; Ramirez, N.C.; Wise, L.; Zmuda, E.; Corcoran, N.; Costello, T.; Hovens, C.; Carvalho, A.L.; de Carvalho, A.C.; Fregnani, J.H.; Longatto-Filho, A.; Reis, R.M.; Scapulatempo-Neto, C.; Silveira, H.C.S.; Vidal, D.O.; Burnette, A.; Eschbacher, J.; Hermes, B.; Noss, A.; Singh, R.; Anderson, M.L.; Castro, P.D.; Ittmann, M.; Huntsman, D.; Kohl, B.; Xuan, L.; Thorp, R.; Andry, C.; Duffy, E.R.; Lyadov, V.; Paklina, O.; Setdikova, G.; Shabunin, A.; Tavobilov, M.; Mcpherson, C.; Warnick, R.; Berkowitz, R.; Cramer, D.; Feltmate, C.; Horowitz, N.; Kibel, A.; Muto, M.; Raut, C.P.; Malykh, A.; Barnholtz-Sloan, J.S.; Barrett, W.; Devine, K.; Fulop, J.; Ostrom, Q.T.; Shimmel, K.; Wolinsky, Y.; Sloan, A.E.; De Rose, A.; Giuliante, F.; Goodman, M.; Karlan, B.Y.; Hagedorn, C.H.; Eckman, J.; Harr, J.; Myers, J.; Tucker, K.; Zach, L.A.; Deyarmin, B.; Hai, H.; Kvecher, L.; Larson, C.; Mural, R.J.; Somiari, S.; Vicha, A.; Zelinka, T.; Bennett, J.; Iacocca, M.; Rabeno, B.; Swanson, P.; Latour, M.; Lacombe, L.; Têtu, B.; Bergeron, A.; Mcgraw, M.; Staugaitis, S.M.; Chabot, J.; Hibshoosh, H.; Sepulveda, A.; Tao, S.; Wang, T.; Potapova, O.; Voronina, O.; Desjardins, L.; Mariani, O.; Roman-Roman, S.; Sastre, X.; Stern, M.; Cheng, F.; Signoretti, S.; Berchuck, A.; Bigner, D.; Lipp, E.; Marks, J.; Mccall, S.; Mclendon, R.; Secord, A.; Sharp, A.; Behera, M.; Brat, D.J.; Chen, A.; Delman, K.; Force, S.; Khuri, F.; Magliocca, K.; Maithel, S.; Olson, J.J.; Owonikoko, T.; Pickens, A.; Ramalingam, S.; Shin, D.M.; Sica, G.; Van Meir, E.G.; Zhang, H.; Eijckenboom, W.; Gillis, A.; Korpershoek, E.; Looijenga, L.; Oosterhuis, W.; Stoop, H.; van Kessel, K.E.; Zwarthoff, E.C.; Calatozzolo, C.; Cuppini, L.; Cuzzubbo, S.; Dimeco, F.; Finocchiaro, G.; Mattei, L.; Perin, A.; Pollo, B.; Chen, C.; Houck, J.; Lohavanichbutr, P.; Hartmann, A.; Stoehr, C.; Stoehr, R.; Taubert, H.; Wach, S.; Wullich, B.; Kycler, W.; Murawa, D.; Wiznerowicz, M.; Chung, K.; Edenfield, W.J.; Martin, J.; Baudin, E.; Bubley, G.; Bueno, R.; De Rienzo, A.; Richards, W.G.; Kalkanis, S.; Mikkelsen, T.; Noushmehr, H.; Scarpace, L.; Girard, N.; Aymerich, M.; Campo, E.; Giné, E.; Guillermo, A.L.; Van Bang, N.; Hanh, P.T.; Phu, B.D.; Tang, Y.; Colman, H.; Evason, K.; Dottino, P.R.; Martignetti, J.A.; Gabra, H.; Juhl, H.; Akeredolu, T.; Stepa, S.; Hoon, D.; Ahn, K.; Kang, K.J.; Beuschlein, F.; Breggia, A.; Birrer, M.; Bell, D.; Borad, M.; Bryce, A.H.; Castle, E.; Chandan, V.; Cheville, J.; Copland, J.A.; Farnell, M.; Flotte, T.; Giama, N.; Thai, H.; Kendrick, M.; Kocher, J.; Kopp, K.; Moser, C.; Nagorney, D.; O'Brien, D.; O'Neill, B.P.; Patel, T.; Petersen, G.; Que, F.; Rivera, M.; Roberts, L.; Smallridge, R.; Smyrk, T.; Stanton, M.; Thompson, R.H.; Torbenson, M.; Yang, J.D.; Zhang, L.; Brimo, F.; Ajani, J.A.; Gonzalez, A.M.A.; Behrens, C.; Bondaruk, J.; Broaddus, R.; Czerniak, B.; Esmaeli, B.; Fujimoto, J.; Gershenwald, J.; Guo, C.; Lazar, A.J.; Logothetis, C.; Meric-Bernstam, F.; Moran, C.; Ramondetta, L.; Rice, D.; Sood, A.; Tamboli, P.; Thompson, T.; Troncoso, P.; Tsao, A.; Wistuba, I.; Carter, C.; Haydu, L.; Hersey, P.; Jakrot, V.; Kakavand, H.; Kefford, R.; Lee, K.; Long, G.; Mann, G.; Quinn, M.; Saw, R.; Scolyer, R.; Shannon, K.; Spillane, A.; Stretch, J.; Synott, M.; Thompson, J.; Wilmott, J.; Al-Ahmadie, H.; Chan, T.A.; Ghossein, R.; Gopalan, A.; Levine, D.A.; Reuter, V.; Singer, S.; Singh, B.; Tien, N.V.; Broudy, T.; Mirsaidi, C.; Nair, P.; Drwiega, P.; Miller, J.; Smith, J.; Zaren, H.; Park, J.; Hung, N.P.; Kebebew, E.; Linehan, W.M.; Metwalli, A.R.; Pacak, K.; Pinto, P.A.; Schiffman, M.; Schmidt, L.S.; Vocke, C.D.; Wentzensen, N.; Worrell, R.; Yang, H.; Moncrieff, M.; Goparaju, C.; Melamed, J.; Pass, H.; Botnariuc, N.; Caraman, I.; Cernat, M.; Chemencedji, I.; Clipca, A.; Doruc, S.; Gorincioi, G.; Mura, S.; Pirtac, M.; Stancul, I.; Tcaciuc, D.; Albert, M.; Alexopoulou, I.; Arnaout, A.; Bartlett, J.; Engel, J.; Gilbert, S.; Parfitt, J.; Sekhon, H.; Thomas, G.; Rassl, D.M.; Rintoul, R.C.; Bifulco, C.; Tamakawa, R.; Urba, W.; Hayward, N.; Timmers, H.; Antenucci, A.; Facciolo, F.; Grazi, G.; Marino, M.; Merola, R.; de Krijger, R.; Gimenez-Roqueplo, A.; Piché, A.; Chevalier, S.; Mckercher, G.; Birsoy, K.; Barnett, G.; Brewer, C.; Farver, C.; Naska, T.; Pennell, N.A.; Raymond, D.; Schilero, C.; Smolenski, K.; Williams, F.; Morrison, C.; Borgia, J.A.; Liptay, M.J.; Pool, M.; Seder, C.W.; Junker, K.; Omberg, L.; Dinkin, M.; Manikhas, G.; Alvaro, D.; Bragazzi, M.C.; Cardinale, V.; Carpino, G.; Gaudio, E.; Chesla, D.; Cottingham, S.; Dubina, M.; Moiseenko, F.; Dhanasekaran, R.; Becker, K.; Janssen, K.; Slotta-Huspenina, J.; Abdel-Rahman, M.H.; Aziz, D.; Bell, S.; Cebulla, C.M.; Davis, A.; Duell, R.; Elder, J.B.; Hilty, J.; Kumar, B.; Lang, J.; Lehman, N.L.; Mandt, R.; Nguyen, P.; Pilarski, R.; Rai, K.; Schoenfield, L.; Senecal, K.; Wakely, P.; Hansen, P.; Lechan, R.; Powers, J.; Tischler, A.; Grizzle, W.E.; Sexton, K.C.; Kastl, A.; Henderson, J.; Porten, S.; Waldmann, J.; Fassnacht, M.; Asa, S.L.; Schadendorf, D.; Couce, M.; Graefen, M.; Huland, H.; Sauter, G.; Schlomm, T.; Simon, R.; Tennstedt, P.; Olabode, O.; Nelson, M.; Bathe, O.; Carroll, P.R.; Chan, J.M.; Disaia, P.; Glenn, P.; Kelley, R.K.; Landen, C.N.; Phillips, J.; Prados, M.; Simko, J.; Smith-McCune, K.; Vandenberg, S.; Roggin, K.; Fehrenbach, A.; Kendler, A.; Sifri, S.; Steele, R.; Jimeno, A.; Carey, F.; Forgie, I.; Mannelli, M.; Carney, M.; Hernandez, B.; Campos, B.; Herold-Mende, C.; Jungk, C.; Unterberg, A.; von Deimling, A.; Bossler, A.; Galbraith, J.; Jacobus, L.; Knudson, M.; Knutson, T.; Deqin, M.; Milhem, M.; Sigmund, R.; Godwin, A.K.; Madan, R.; Rosenthal, H.G.; Adebamowo, C.; Adebamowo, S.N.; Boussioutas, A.; Beer, D.; Giordano, T.; Mes-Masson, A.; Saad, F.; Bocklage, T.; Landrum, L.; Mannel, R.; Moore, K.; Moxley, K.; Postier, R.; Walker, J.; Zuna, R.; Feldman, M.; Valdivieso, F.; Dhir, R.; Luketich, J.; Pinero, E.M.M.; Quintero-Aguilo, M.; Carlotti, C.G.; Dos Santos, J.S.; Kemp, R.; Sankarankuty, A.; Tirapelli, D.; Catto, J.; Agnew, K.; Swisher, E.; Creaney, J.; Robinson, B.; Shelley, C.S.; Godwin, E.M.; Kendall, S.; Shipman, C.; Bradford, C.; Carey, T.; Haddad, A.; Moyer, J.; Peterson, L.; Prince, M.; Rozek, L.; Wolf, G.; Bowman, R.; Fong, K.M.; Yang, I.; Korst, R.; Rathmell, W.K.; Fantacone-Campbell, J.L.; Hooke, J.A.; Kovatich, A.J.; Shriver, C.D.; Dipersio, J.; Drake, B.; Govindan, R.; Heath, S.; Ley, T.; Van Tine, B.; Westervelt, P.; Rubin, M.A.; Lee, J.I.; Aredes, N.D.; Mariamidze, A.; Stuart, J.M.; Hoadley, K.A.; Laird, P.W.; Noushmehr, H.; Wiznerowicz, M.

doi:10.1016/j.cell.2018.03.034

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

Machine Learning Identifies Stemness Features Associated with Oncogenic Dedifferentiation / T.M. Malta, A. Sokolov, A.J. Gentles, T. Burzykowski, L. Poisson, J.N. Weinstein, B. Kamińska, J. Huelsken, L. Omberg, O. Gevaert, A. Colaprico, P. Czerwińska, S. Mazurek, L. Mishra, H. Heyn, A. Krasnitz, A.K. Godwin, A.J. Lazar, S.J. Caesar-Johnson, J.A. Demchok, I. Felau, M. Kasapi, M.L. Ferguson, C.M. Hutter, H.J. Sofia, R. Tarnuzzer, Z. Wang, L. Yang, J.C. Zenklusen, J.(. Zhang, S. Chudamani, J. Liu, L. Lolla, R. Naresh, T. Pihl, Q. Sun, Y. Wan, W. Ye, J. Cho, T. Defreitas, S. Frazer, N. Gehlenborg, G. Getz, D.I. Heiman, J. Kim, M.S. Lawrence, P. Lin, S. Meier, M.S. Noble, G. Saksena, D. Voet, H. Zhang, B. Bernard, N. Chambwe, V. Dhankani, T. Knijnenburg, R. Kramer, K. Leinonen, Y. Liu, M. Miller, S. Reynolds, I. Shmulevich, V. Thorsson, W. Zhang, R. Akbani, B.M. Broom, A.M. Hegde, J. Zhenlin, R.S. Kanchi, A. Korkut, L. Jun, H. Liang, S. Ling, W. Liu, L. Yiling, G.B. Mills, N. Kwok-Shing, A. Rao, M. Ryan, J. Wang, J.N. Weinstein, J. Zhang, A. Abeshouse, J. Armenia, D. Chakravarty, W.K. Chatila, I. de Bruijn, J. Gao, B.E. Gross, Z.J. Heins, R. Kundra, L. Konnor, M. Ladanyi, A. Luna, M.G. Nissan, A. Ochoa, S.M. Phillips, E. Reznik, F. Sanchez-Vega, C. Sander, N. Schultz, R. Sheridan, S.O. Sumer, Y. Sun, B.S. Taylor, J. Wang, H. Zhang, P. Anur, M. Peto, P. Spellman, C. Benz, J.M. Stuart, C.K. Wong, C. Yau, D.N. Hayes, J.S. Parker, M.D. Wilkerson, A. Ally, M. Balasundaram, R. Bowlby, D. Brooks, R. Carlsen, E. Chuah, N. Dhalla, R. Holt, S.J.M. Jones, K. Kasaian, D. Lee, M. Yussanne, M.A. Marra, M. Mayo, R.A. Moore, A.J. Mungall, K. Mungall, A.G. Robertson, S. Sadeghi, J.E. Schein, P. Sipahimalani, A. Tam, N. Thiessen, K. Tse, T. Wong, A.C. Berger, R. Beroukhim, A.D. Cherniack, C. Cibulskis, S.B. Gabriel, G.F. Gao, H. Gavin, M. Meyerson, S.E. Schumacher, J. Shih, M.H. Kucherlapati, R.S. Kucherlapati, S. Baylin, L. Cope, L. Danilova, M.S. Bootwalla, P.H. Lai, D.T. Maglinte, D.J. Van Den Berg, D.J. Weisenberger, J.T. Auman, S. Balu, T. Bodenheimer, C. Fan, K.A. Hoadley, A.P. Hoyle, S.R. Jefferys, C.D. Jones, S. Meng, P.A. Mieczkowski, L.E. Mose, A.H. Perou, C.M. Perou, J. Roach, Y. Shi, J.V. Simons, T. Skelly, M.G. Soloway, D. Tan, U. Veluvolu, H. Fan, T. Hinoue, P.W. Laird, H. Shen, W. Zhou, M. Bellair, K. Chang, K. Covington, C.J. Creighton, H. Dinh, H. Doddapaneni, L.A. Donehower, J. Drummond, R.A. Gibbs, R. Glenn, W. Hale, Y. Han, H. Jianhong, V. Korchina, S. Lee, L. Lewis, L. Wei, X. Liu, M. Morgan, D. Morton, D. Muzny, J. Santibanez, M. Sheth, E. Shinbrot, L. Wang, M. Wang, D.A. Wheeler, X. Liu, F. Zhao, J. Hess, E.L. Appelbaum, M. Bailey, M.G. Cordes, L. Ding, C.C. Fronick, L.A. Fulton, R.S. Fulton, C. Kandoth, E.R. Mardis, M.D. Mclellan, C.A. Miller, H.K. Schmidt, R.K. Wilson, D. Crain, E. Curley, J. Gardner, K. Lau, D. Mallery, S. Morris, J. Paulauskis, R. Penny, C. Shelton, T. Shelton, M. Sherman, E. Thompson, P. Yena, J. Bowen, J.M. Gastier-Foster, M. Gerken, K.M. Leraas, T.M. Lichtenberg, N.C. Ramirez, L. Wise, E. Zmuda, N. Corcoran, T. Costello, C. Hovens, A.L. Carvalho, A.C. de Carvalho, J.H. Fregnani, A. Longatto-Filho, R.M. Reis, C. Scapulatempo-Neto, H.C.S. Silveira, D.O. Vidal, A. Burnette, J. Eschbacher, B. Hermes, A. Noss, R. Singh, M.L. Anderson, P.D. Castro, M. Ittmann, D. Huntsman, B. Kohl, L. Xuan, R. Thorp, C. Andry, E.R. Duffy, V. Lyadov, O. Paklina, G. Setdikova, A. Shabunin, M. Tavobilov, C. Mcpherson, R. Warnick, R. Berkowitz, D. Cramer, C. Feltmate, N. Horowitz, A. Kibel, M. Muto, C.P. Raut, A. Malykh, J.S. Barnholtz-Sloan, W. Barrett, K. Devine, J. Fulop, Q.T. Ostrom, K. Shimmel, Y. Wolinsky, A.E. Sloan, A. De Rose, F. Giuliante, M. Goodman, B.Y. Karlan, C.H. Hagedorn, J. Eckman, J. Harr, J. Myers, K. Tucker, L.A. Zach, B. Deyarmin, H. Hai, L. Kvecher, C. Larson, R.J. Mural, S. Somiari, A. Vicha, T. Zelinka, J. Bennett, M. Iacocca, B. Rabeno, P. Swanson, M. Latour, L. Lacombe, B. Têtu, A. Bergeron, M. Mcgraw, S.M. Staugaitis, J. Chabot, H. Hibshoosh, A. Sepulveda, S. Tao, T. Wang, O. Potapova, O. Voronina, L. Desjardins, O. Mariani, S. Roman-Roman, X. Sastre, M. Stern, F. Cheng, S. Signoretti, A. Berchuck, D. Bigner, E. Lipp, J. Marks, S. Mccall, R. Mclendon, A. Secord, A. Sharp, M. Behera, D.J. Brat, A. Chen, K. Delman, S. Force, F. Khuri, K. Magliocca, S. Maithel, J.J. Olson, T. Owonikoko, A. Pickens, S. Ramalingam, D.M. Shin, G. Sica, E.G. Van Meir, H. Zhang, W. Eijckenboom, A. Gillis, E. Korpershoek, L. Looijenga, W. Oosterhuis, H. Stoop, K.E. van Kessel, E.C. Zwarthoff, C. Calatozzolo, L. Cuppini, S. Cuzzubbo, F. Dimeco, G. Finocchiaro, L. Mattei, A. Perin, B. Pollo, C. Chen, J. Houck, P. Lohavanichbutr, A. Hartmann, C. Stoehr, R. Stoehr, H. Taubert, S. Wach, B. Wullich, W. Kycler, D. Murawa, M. Wiznerowicz, K. Chung, W.J. Edenfield, J. Martin, E. Baudin, G. Bubley, R. Bueno, A. De Rienzo, W.G. Richards, S. Kalkanis, T. Mikkelsen, H. Noushmehr, L. Scarpace, N. Girard, M. Aymerich, E. Campo, E. Giné, A.L. Guillermo, N. Van Bang, P.T. Hanh, B.D. Phu, Y. Tang, H. Colman, K. Evason, P.R. Dottino, J.A. Martignetti, H. Gabra, H. Juhl, T. Akeredolu, S. Stepa, D. Hoon, K. Ahn, K.J. Kang, F. Beuschlein, A. Breggia, M. Birrer, D. Bell, M. Borad, A.H. Bryce, E. Castle, V. Chandan, J. Cheville, J.A. Copland, M. Farnell, T. Flotte, N. Giama, H. Thai, M. Kendrick, J. Kocher, K. Kopp, C. Moser, D. Nagorney, D. O'Brien, B.P. O'Neill, T. Patel, G. Petersen, F. Que, M. Rivera, L. Roberts, R. Smallridge, T. Smyrk, M. Stanton, R.H. Thompson, M. Torbenson, J.D. Yang, L. Zhang, F. Brimo, J.A. Ajani, A.M.A. Gonzalez, C. Behrens, J. Bondaruk, R. Broaddus, B. Czerniak, B. Esmaeli, J. Fujimoto, J. Gershenwald, C. Guo, A.J. Lazar, C. Logothetis, F. Meric-Bernstam, C. Moran, L. Ramondetta, D. Rice, A. Sood, P. Tamboli, T. Thompson, P. Troncoso, A. Tsao, I. Wistuba, C. Carter, L. Haydu, P. Hersey, V. Jakrot, H. Kakavand, R. Kefford, K. Lee, G. Long, G. Mann, M. Quinn, R. Saw, R. Scolyer, K. Shannon, A. Spillane, J. Stretch, M. Synott, J. Thompson, J. Wilmott, H. Al-Ahmadie, T.A. Chan, R. Ghossein, A. Gopalan, D.A. Levine, V. Reuter, S. Singer, B. Singh, N.V. Tien, T. Broudy, C. Mirsaidi, P. Nair, P. Drwiega, J. Miller, J. Smith, H. Zaren, J. Park, N.P. Hung, E. Kebebew, W.M. Linehan, A.R. Metwalli, K. Pacak, P.A. Pinto, M. Schiffman, L.S. Schmidt, C.D. Vocke, N. Wentzensen, R. Worrell, H. Yang, M. Moncrieff, C. Goparaju, J. Melamed, H. Pass, N. Botnariuc, I. Caraman, M. Cernat, I. Chemencedji, A. Clipca, S. Doruc, G. Gorincioi, S. Mura, M. Pirtac, I. Stancul, D. Tcaciuc, M. Albert, I. Alexopoulou, A. Arnaout, J. Bartlett, J. Engel, S. Gilbert, J. Parfitt, H. Sekhon, G. Thomas, D.M. Rassl, R.C. Rintoul, C. Bifulco, R. Tamakawa, W. Urba, N. Hayward, H. Timmers, A. Antenucci, F. Facciolo, G. Grazi, M. Marino, R. Merola, R. de Krijger, A. Gimenez-Roqueplo, A. Piché, S. Chevalier, G. Mckercher, K. Birsoy, G. Barnett, C. Brewer, C. Farver, T. Naska, N.A. Pennell, D. Raymond, C. Schilero, K. Smolenski, F. Williams, C. Morrison, J.A. Borgia, M.J. Liptay, M. Pool, C.W. Seder, K. Junker, L. Omberg, M. Dinkin, G. Manikhas, D. Alvaro, M.C. Bragazzi, V. Cardinale, G. Carpino, E. Gaudio, D. Chesla, S. Cottingham, M. Dubina, F. Moiseenko, R. Dhanasekaran, K. Becker, K. Janssen, J. Slotta-Huspenina, M.H. Abdel-Rahman, D. Aziz, S. Bell, C.M. Cebulla, A. Davis, R. Duell, J.B. Elder, J. Hilty, B. Kumar, J. Lang, N.L. Lehman, R. Mandt, P. Nguyen, R. Pilarski, K. Rai, L. Schoenfield, K. Senecal, P. Wakely, P. Hansen, R. Lechan, J. Powers, A. Tischler, W.E. Grizzle, K.C. Sexton, A. Kastl, J. Henderson, S. Porten, J. Waldmann, M. Fassnacht, S.L. Asa, D. Schadendorf, M. Couce, M. Graefen, H. Huland, G. Sauter, T. Schlomm, R. Simon, P. Tennstedt, O. Olabode, M. Nelson, O. Bathe, P.R. Carroll, J.M. Chan, P. Disaia, P. Glenn, R.K. Kelley, C.N. Landen, J. Phillips, M. Prados, J. Simko, K. Smith-McCune, S. Vandenberg, K. Roggin, A. Fehrenbach, A. Kendler, S. Sifri, R. Steele, A. Jimeno, F. Carey, I. Forgie, M. Mannelli, M. Carney, B. Hernandez, B. Campos, C. Herold-Mende, C. Jungk, A. Unterberg, A. von Deimling, A. Bossler, J. Galbraith, L. Jacobus, M. Knudson, T. Knutson, M. Deqin, M. Milhem, R. Sigmund, A.K. Godwin, R. Madan, H.G. Rosenthal, C. Adebamowo, S.N. Adebamowo, A. Boussioutas, D. Beer, T. Giordano, A. Mes-Masson, F. Saad, T. Bocklage, L. Landrum, R. Mannel, K. Moore, K. Moxley, R. Postier, J. Walker, R. Zuna, M. Feldman, F. Valdivieso, R. Dhir, J. Luketich, E.M.M. Pinero, M. Quintero-Aguilo, C.G. Carlotti, J.S. Dos Santos, R. Kemp, A. Sankarankuty, D. Tirapelli, J. Catto, K. Agnew, E. Swisher, J. Creaney, B. Robinson, C.S. Shelley, E.M. Godwin, S. Kendall, C. Shipman, C. Bradford, T. Carey, A. Haddad, J. Moyer, L. Peterson, M. Prince, L. Rozek, G. Wolf, R. Bowman, K.M. Fong, I. Yang, R. Korst, W.K. Rathmell, J.L. Fantacone-Campbell, J.A. Hooke, A.J. Kovatich, C.D. Shriver, J. Dipersio, B. Drake, R. Govindan, S. Heath, T. Ley, B. Van Tine, P. Westervelt, M.A. Rubin, J.I. Lee, N.D. Aredes, A. Mariamidze, J.M. Stuart, K.A. Hoadley, P.W. Laird, H. Noushmehr, M. Wiznerowicz. - In: CELL. - ISSN 0092-8674. - 173:2(2018 Apr 05), pp. 338-354.e15.

Machine Learning Identifies Stemness Features Associated with Oncogenic Dedifferentiation

Malta, Tathiane M.;Sokolov, Artem;Gentles, Andrew J.;Burzykowski, Tomasz;Poisson, Laila;Weinstein, John N.;Kamińska, Bożena;Huelsken, Joerg;Omberg, Larsson;Gevaert, Olivier;Colaprico, Antonio;Czerwińska, Patrycja;Mazurek, Sylwia;Mishra, Lopa;Heyn, Holger;Krasnitz, Alex;Godwin, Andrew K.;Lazar, Alexander J.;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;F. Dimeco^{Membro del Collaboration Group};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;Stuart, Joshua M.;Hoadley, Katherine A.;Laird, Peter W.;Noushmehr, Houtan;Wiznerowicz, Maciej

2018

Abstract

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

Scheda breve

Scheda completa

Scheda completa (DC)

	Parole chiave
	
			cancer stem cells; dedifferentiation; epigenomic; genomic; machine learning; pan-cancer; stemness; The Cancer Genome Atlas; Biochemistry, Genetics and Molecular Biology (all)
		
	Settori scientifico-disciplinari dell'articolo
	
			Settore MED/27 - Neurochirurgia
		
	Data di pubblicazione
	
			5-apr-2018
		
	Rivista in ANCE
	
			CELL
		
	DOI
	
			https://dx.doi.org/10.1016/j.cell.2018.03.034
		
	Tipologia
	
			Article (author)
		
	Appare nelle tipologie:
	
			01 - Articolo su periodico

File in questo prodotto:

File	Dimensione	Formato
Machine Learning Identifies Stemness Features Associated with Oncogenic Dedifferentiation.pdf accesso aperto Tipologia: Publisher's version/PDF Dimensione 9.02 MB Formato Adobe PDF Visualizza/Apri	9.02 MB	Adobe PDF	Visualizza/Apri

Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/586511

Citazioni

944

1163

1151

IRIS Institutional Research Information System - AIR Archivio Istituzionale della Ricerca