Drug susceptibility prediction against a panel of drugs using kernelized Bayesian multitask learning

by Gönen, Mehmet, Margolin, Adam A.
Published 2014

Simulation Studies as Designed Experiments: The Comparison of Penalized Regression Models in the “Large p, Small n” Setting

by Chaibub Neto, Elias, Bare, J. Christopher, Margolin, Adam A.
Published 2014

ARACNE: An Algorithm for the Reconstruction of Gene Regulatory Networks in a Mammalian Cellular Context

by Margolin, Adam A, Nemenman, Ilya, Basso, Katia, Wiggins, Chris, Stolovitzky, Gustavo, Favera, Riccardo Dalla, Califano, Andrea
Published 2006

Toward better benchmarking: challenge-based methods assessment in cancer genomics

by Boutros, Paul C, Margolin, Adam A, Stuart, Joshua M, Califano, Andrea, Stolovitzky, Gustavo
Published 2014

ChIP-on-chip significance analysis reveals ubiquitous transcription factor binding

by Margolin, Adam A, Palomero, Teresa, Ferrando, Adolfo A, Califano, Andrea, Stolovitzky, Gustavo
Published 2007

Enabling transparent and collaborative computational analysis of 12 tumor types within The Cancer Genome Atlas

by Omberg, Larsson, Ellrott, Kyle, Yuan, Yuan, Kandoth, Cyriac, Wong, Chris, Kellen, Michael R, Friend, Stephen H, Stuart, Josh, Liang, Han, Margolin, Adam A
Published 2013

Improving Breast Cancer Survival Analysis through Competition-Based Multidimensional Modeling

by Bilal, Erhan, Dutkowski, Janusz, Guinney, Justin, Jang, In Sock, Logsdon, Benjamin A., Pandey, Gaurav, Sauerwine, Benjamin A., Shimoni, Yishai, Moen Vollan, Hans Kristian, Mecham, Brigham H., Rueda, Oscar M., Tost, Jorg, Curtis, Christina, Alvarez, Mariano J., Kristensen, Vessela N., Aparicio, Samuel, Børresen-Dale, Anne-Lise, Caldas, Carlos, Califano, Andrea, Friend, Stephen H., Ideker, Trey, Schadt, Eric E., Stolovitzky, Gustavo A., Margolin, Adam A.
Published 2013

Combining tumor genome simulation with crowdsourcing to benchmark somatic single-nucleotide-variant detection

by Ewing, Adam D, Houlahan, Kathleen E, Hu, Yin, Ellrott, Kyle, Caloian, Cristian, Yamaguchi, Takafumi N, Bare, J Christopher, P’ng, Christine, Waggott, Daryl, Sabelnykova, Veronica Y, Kellen, Michael R, Norman, Thea C, Haussler, David, Friend, Stephen H, Stolovitzky, Gustavo, Margolin, Adam A, Stuart, Joshua M, Boutros, Paul C
Published 2015

Assessing the clinical utility of cancer genomic and proteomic data across tumor types

by Yuan, Yuan, Van Allen, Eliezer M., Omberg, Larsson, Wagle, Nikhil, Amin-Mansour, Ali, Sokolov, Artem, Byers, Lauren A., Xu, Yanxun, Hess, Kenneth R., Diao, Lixia, Han, Leng, Huang, Xuelin, Lawrence, Michael S., Weinstein, John N., Stuart, Josh M., Mills, Gordon B., Garraway, Levi A., Margolin, Adam A., Getz, Gad, Liang, Han
Published 2014

The Cancer Cell Line Encyclopedia enables predictive modeling of anticancer drug sensitivity

by Barretina, Jordi, Caponigro, Giordano, Stransky, Nicolas, Venkatesan, Kavitha, Margolin, Adam A., Kim, Sungjoon, Wilson, Christopher J., Lehár, Joseph, Kryukov, Gregory V., Sonkin, Dmitriy, Reddy, Anupama, Liu, Manway, Murray, Lauren, Berger, Michael F., Monahan, John E., Morais, Paula, Meltzer, Jodi, Korejwa, Adam, Jané-Valbuena, Judit, Mapa, Felipa A., Thibault, Joseph, Bric-Furlong, Eva, Raman, Pichai, Shipway, Aaron, Engels, Ingo H., Cheng, Jill, Yu, Guoying K., Yu, Jianjun, Aspesi, Peter, de Silva, Melanie, Jagtap, Kalpana, Jones, Michael D., Wang, Li, Hatton, Charles, Palescandolo, Emanuele, Gupta, Supriya, Mahan, Scott, Sougnez, Carrie, Onofrio, Robert C., Liefeld, Ted, MacConaill, Laura, Winckler, Wendy, Reich, Michael, Li, Nanxin, Mesirov, Jill P., Gabriel, Stacey B., Getz, Gad, Ardlie, Kristin, Chan, Vivien, Myer, Vic E., Weber, Barbara L., Porter, Jeff, Warmuth, Markus, Finan, Peter, Harris, Jennifer L., Meyerson, Matthew, Golub, Todd R., Morrissey, Michael P., Sellers, William R., Schlegel, Robert, Garraway, Levi A.
Published 2012