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9. Central Limit Theorem for Majority Dynamics: Bribing Three Voters Suffices

Author

Berkowitz, Ross and Devlin, Pat

Subjects
Mathematics - Probability, Mathematics - Combinatorics, 05C80 (Primary) 60F05, 68R10, 05C78, 60C05 (Secondary)
Abstract

Given a graph $G$ and some initial labelling $\sigma : V(G) \to \{Red, Blue\}$ of its vertices, the \textit{majority dynamics model} is the deterministic process where at each stage, every vertex simultaneously replaces its label with the majority label among its neighbors (remaining unchanged in the case of a tie). We prove---for a wide range of parameters---that if an initial assignment is fixed and we independently sample an Erd\H{o}s--R\'enyi random graph, $G_{n,p}$, then after one step of majority dynamics, the number of vertices of each label follows a central limit law. As a corollary, we provide a strengthening of a theorem of Benjamini, Chan, O'Donnell, Tamuz, and Tan about the number of steps required for the process to reach unanimity when the initial assignment is also chosen randomly. Moreover, suppose there are initially three more red vertices than blue. In this setting, we prove that if we independently sample the graph $G_{n,1/2}$, then with probability at least $51\%$, the majority dynamics process will converge to every vertex being red. This improves a result of Tran and Vu who addressed the case that the initial lead is at least 10., Comment: 16 pages

Published
2020

10. The impact of the distance traveled between residence and gestational trophoblastic neoplasia reference center and clinical outcomes in Brazilian women

Author

Braga, Antonio, Lopes, Renata, Campos, Vanessa, Freitas, Fernanda, Maestá, Izildinha, Sun, Sue Yazaki, Pedrotti, Luana Giongo, Bessel, Marina, de Sousa, Christiani Bisinoto, Leal, Elaine, Yela, Daniela, Uberti, Elza, Madi, José Mauro, Viggiano, Mauricio, Junior, Joffre Amim, Filho, Jorge Rezende, Elias, Kevin M., Horowitz, Neil S., and Berkowitz, Ross S.

Published
2023
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11. Number of arithmetic progressions in dense random subsets of $\mathbb{Z}/n\mathbb{Z}$

Author

Berkowitz, Ross, Sah, Ashwin, and Sawhney, Mehtaab

Subjects
Mathematics - Combinatorics
Abstract

We examine the behavior of the number of $k$-term arithmetic progressions in a random subset of $\mathbb{Z}/n\mathbb{Z}$. We prove that if a set is chosen by including each element of $\mathbb{Z}/n\mathbb{Z}$ independently with constant probability $p$, then the resulting distribution of $k$-term arithmetic progressions in that set, while obeying a central limit theorem, does not obey a local central limit theorem. The methods involve decomposing the random variable into homogeneous degree $d$ polynomials with respect to the Walsh/Fourier basis. Proving a suitable multivariate central limit theorem for each component of the expansion gives the desired result., Comment: Significant new results, added authors

Published
2019

12. Connected-Intersecting Families of Graphs

Author

Berger, Aaron, Berkowitz, Ross, Devlin, Pat, Doppelt, Michael, Durham, Sonali, Murthy, Tessa, and Vemuri, Harish

Subjects
Mathematics - Combinatorics, 05C35, 05C40, 05D05, 05C50, 90C27
Abstract

For a graph property $\mathcal{P}$ and a common vertex set $V = \{1, 2, \ldots, n\}$, a family of graphs on $V$ is \emph{$\mathcal{P}$-intersecting} iff $G \cap H$ satisfies $\mathcal{P}$ for all $G,H$ in the family. Addressing a question of Chung, Graham, Frankl, and Shearer, we explore---for various $\mathcal{P}$---the maximum cardinality among all $\mathcal{P}$-intersecting families of graphs. In the connected-intersecting case, we resolve the question completely by a short linear algebraic proof showing this maximum is attained by taking all graphs containing a fixed spanning tree (though we show other extremal constructions as well). We also present a new lower bound for containing unions of a fixed subgraph., Comment: 5 pages

Published
2019

13. Presentation, medical complications and development of gestational trophoblastic neoplasia of hydatidiform mole after intracytoplasmic sperm injection as compared to hydatidiform mole after spontaneous conception - a retrospective cohort study and literature review

Author

Braga, Antonio, Andrade, Taiane, do Carmo Borges de Souza, Maria, Campos, Vanessa, Freitas, Fernanda, Maestá, Izildinha, Sun, Sue Yazaki, Pedrotti, Luana Giongo, Bessel, Marina, Junior, Joffre Amim, Filho, Jorge Rezende, Elias, Kevin M., Horowitz, Neil S., and Berkowitz, Ross S.

Published
2023
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16. Contributors

Author

Aviki, Emeline, primary, Berkowitz, Ross S., additional, Broach, Vance, additional, Cantrell, Leigh A., additional, Chui, M. Herman, additional, Cliby, William, additional, Elias, Kevin M., additional, Hedrick Ellenson, Lora, additional, Fader, Amanda N., additional, Filho, Donato Callegaro, additional, Fleming, Nicole D., additional, Frumovitz, Michael, additional, Gershenson, David M., additional, Gordhandas, Sushmita, additional, Grisham, Rachel N., additional, Herbst, Arthur, additional, Hillman, R. Tyler, additional, Hinchcliff, Emily, additional, Hodgson, Anjelica, additional, Horowitz, Neil S., additional, Kertowidjojo, Elizabeth, additional, Kim, Sarah H., additional, Knisely, Anne, additional, Kurnit, Katherine C., additional, Lawson, Barrett, additional, Leitao, Mario M., additional, Levine, Douglas A., additional, Liu, Ying, additional, Long, Beverly, additional, Manning-Geist, Beryl, additional, Miao, Diana, additional, Mueller, Jennifer J., additional, Nagarajan, Priyadharsini, additional, O’Cearbhaill, Roisin E., additional, Peng, Katherine, additional, Ramalingam, Preetha, additional, Ratan, Ravin, additional, Salvo, Gloria, additional, Santin, Alessandro D., additional, Shafer, Aaron, additional, Soliman, Pamela, additional, Somasegar, Sahana, additional, Tymon-Rosario, Joan R., additional, Wright, Jason D., additional, Yamada, S. Diane, additional, and Zivanovic, Oliver, additional

Published
2023
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18. A Local Limit Theorem for Cliques in G(n,p)

Author

Berkowitz, Ross

Subjects
Mathematics - Combinatorics
Abstract

We prove a local limit theorem the number of $r$-cliques in $G(n,p)$ for $p\in(0,1)$ and $r\ge 3$ fixed constants. Our bounds hold in both the $\ell^\infty$ and $\ell^1$ metric. The main work of the paper is an estimate for the characteristic function of this random variable. This is accomplished by introducing a new technique for bounding the characteristic function of constant degree polynomials in independent Bernoulli random variables, combined with a decoupling argument.

Published
2018

19. Expected Chromatic Number of Random Subgraphs

Author

Berkowitz, Ross, Devlin, Pat, Lee, Catherine, Reichard, Henry, and Townley, David

Subjects
Mathematics - Combinatorics
Abstract

Given a graph $G$ and $p \in [0,1]$, let $G_p$ denote the random subgraph of $G$ obtained by keeping each edge independently with probability $p$. Alon, Krivelevich, and Sudokov proved $\mathbb{E} [\chi(G_p)] \geq C_p \frac{\chi(G)}{\log |V(G)|}$, and Bukh conjectured an improvement of $\mathbb{E}[\chi(G_p)] \geq C_p \frac{\chi(G)}{\log \chi(G)}$. We prove a new spectral lower bound on $\mathbb{E}[\chi(G_p)]$, as progress towards Bukh's conjecture. We also propose the stronger conjecture that for any fixed $p \leq 1/2$, among all graphs of fixed chromatic number, $\mathbb{E}[\chi(G_p)]$ is minimized by the complete graph. We prove this stronger conjecture when $G$ is planar or $\chi(G) < 4$. We also consider weaker lower bounds on $\mathbb{E}[\chi(G_p)]$ proposed in a recent paper by Shinkar; we answer two open questions of Shinkar negatively and propose a possible refinement of one of them., Comment: 8 pages plus an appendix (14 total). Multiple figures, one of which before the appendix. Work done as part of the 2018 program of the Summer Undergraduate Math Research at Yale

Published
2018

20. Hamiltonian Berge cycles in random hypergraphs

Author

Bal, Deepak, Berkowitz, Ross, Devlin, Pat, and Schacht, Mathias

Subjects
Mathematics - Combinatorics
Abstract

In this note, we study the emergence of Hamiltonian Berge cycles in random $r$-uniform hypergraphs. For $r\geq 3$, we prove an optimal stopping-time result that if edges are sequently added to an initially empty $r$-graph, then as soon as the minimum degree is at least 2, the hypergraph almost surely has such a cycle. In particular, this determines the threshold probability for Berge Hamiltonicity of the Erd\H{o}s--R\'enyi random $r$-graph, and we also show that the $2$-out random $r$-graph almost surely has such a cycle. We obtain similar results for \textit{weak Berge} cycles as well, thus resolving a conjecture of Poole., Comment: 10 pages; an earlier arxiv draft of this paper did not have our stopping-time results

Published
2018
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26. A Quantitative Local Limit Theorem for Triangles in Random Graphs

Author

Berkowitz, Ross

Subjects
Mathematics - Combinatorics
Abstract

In this paper we prove a quantiative local limit theorem for the distribution of the number of triangles in the Erd\H{o}s-Renyi random graph $G(n,p)$, for a fixed $p\in (0,1)$. This proof is an extension of the previous work of Gilmer and Kopparty, who proved that the local limit theorem held asymptotically for triangles. Our work gives bounds on the $\ell^1$ and $\ell^\infty$ distance of the triangle distribution from a suitable discrete normal.

Published
2016

27. A stability result using the matrix norm to bound the permanent

Author

Berkowitz, Ross and Devlin, Pat

Subjects
Mathematics - Combinatorics, Mathematics - Probability, 05D40, 15A15, 68R05, 05B20
Abstract

We prove a stability version of a general result that bounds the permanent of a matrix in terms of its operator norm. More specifically, suppose $A$ is an $n \times n$ matrix over $\mathbb{C}$ (resp. $\mathbb{R}$), and let $\mathcal{P}$ denote the set of $n \times n$ matrices over $\mathbb{C}$ (resp. $\mathbb{R}$) that can be written as a permutation matrix times a unitary diagonal matrix. Then it is known that the permanent of $A$ satisfies $|\text{perm}(A)| \leq \Vert A \Vert_{2} ^n$ with equality iff $A/ \Vert A \Vert_{2} \in \mathcal{P}$ (where $\Vert A \Vert_2$ is the operator $2$-norm of $A$). We show a stability version of this result asserting that unless $A$ is very close (in a particular sense) to one of these extremal matrices, its permanent is exponentially smaller (as a function of $n$) than $\Vert A \Vert_2 ^n$. In particular, for any fixed $\alpha, \beta > 0$, we show that $|\text{perm}(A)|$ is exponentially smaller than $\Vert A \Vert_2 ^n$ unless all but at most $\alpha n$ rows contain entries of modulus at least $\Vert A \Vert_2 (1 - \beta)$., Comment: 13 pages

Published
2016

28. Predictors for single-agent resistance in FIGO score 5 or 6 gestational trophoblastic neoplasia: a multicentre, retrospective, cohort study

Author

Braga, Antonio, Paiva, Gabriela, Ghorani, Ehsan, Freitas, Fernanda, Velarde, Luis Guillermo Coca, Kaur, Baljeet, Unsworth, Nick, Lozano-Kuehne, Jingky, dos Santos Esteves, Ana Paula Vieira, Rezende Filho, Jorge, Amim, Joffre, Jr, Aguiar, Xianne, Sarwar, Naveed, Elias, Kevin M, Horowitz, Neil S, Berkowitz, Ross S, and Seckl, Michael J

Published
2021
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31. Gestational trophoblastic neoplasia lethality among Brazilian women: A retrospective national cohort study

Author

Freitas, Fernanda, Braga, Antonio, Viggiano, Mauricio, Velarde, Luis Guillermo Coca, Maesta, Izildinha, Uberti, Elza, Madi, Jose Mauro, Yela, Daniela, Fernandes, Karayna, Silveira, Eduardo, Leal, Elaine, Sun, Sue Yazaki, dos Santos Esteves, Ana Paula Vieira, Filho, Jorge Rezende, Junior, Joffre Amim, Elias, Kevin M., Horowitz, Neil S., and Berkowitz, Ross S.

Published
2020
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36. Liquid biopsy of HPV DNA in cervical cancer

Author

Cheung, Tak Hong, Yim, So Fan, Yu, Mei Yun, Worley, Michael J., Jr., Fiascone, Stephen J., Chiu, Rossa W.K., Lo, Keith W.K., Siu, Nelson S.S., Wong, Martin C.S., Yeung, Apple C.M., Wong, Raymond R.Y., Chen, Zi Gui, Elias, Kevin M., Chung, Tony K.H., Berkowitz, Ross S., Wong, Yick Fu, and Chan, Paul K.S.

Published
2019
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43. Contributors

Author

Abbruzzese, James L., primary, Abdel-Wahab, Omar, additional, Abou-Alfa, Ghassan K., additional, Abrahm, Janet L., additional, Abrams, Jeffrey S., additional, Abramson, Jeremy S., additional, Aisner, Dara L., additional, Alonso-Basanta, Michelle, additional, Anampa, Jesus, additional, Anderson, Megan E., additional, Antonarakis, Emmanuel S., additional, Aplenc, Richard, additional, Appelbaum, Frederick R., additional, Araujo, Luiz H., additional, Asban, Ammar, additional, Ashwood, Edward, additional, Awan, Farrukh T., additional, Aylward, Juliet L., additional, Balar, Arjun V., additional, Balentine, Courtney J., additional, Barta, Stefan K., additional, Bartlett, Nancy, additional, Basen-Engquist, Karen, additional, Beaupin, Lynda Kwon, additional, Berkowitz, Ross S., additional, Berry, Donald A., additional, Bevers, Therese, additional, Boggess, John F., additional, Brahmer, Julie R., additional, Brown, Janet, additional, Brown, Karen, additional, Brown, Powel, additional, Browner, Ilene, additional, Bunn, Paul A., additional, Burns, William R., additional, Byrd, John C., additional, Cadoo, Karen, additional, Carbone, David P., additional, Carter, H. Ballentine, additional, Castillo, Jorge J., additional, Chang, Alfred E., additional, Chang, Eric, additional, Chanock, Stephen J., additional, Chapuy, Claudia I., additional, Chauhan, Vikash P., additional, Chen, Herbert, additional, Chen, Ronald C., additional, Cheung, Nai-Kong V., additional, Choe, Jennifer H., additional, Christian, Michaele C., additional, Cinciripini, Paul M., additional, Clarke, Michael F., additional, Coleman, Robert E., additional, Coleman, Robert L., additional, Coletta, Adriana M., additional, Collins, Jerry M., additional, Connors, Jean M., additional, Cools, Michael, additional, Coombes, Kevin R., additional, Cortes, Jorge, additional, Costa, Mauro W., additional, Covey, Anne, additional, Cowan, Kenneth H., additional, Crane, Christopher H., additional, Crawford, Jeffrey, additional, Crooks, Kristy, additional, Culkin, Daniel J., additional, Czito, Brian G., additional, Dalerba, Piero, additional, Dalmau, Josep, additional, Dang, Mai, additional, D'Angelica, Michael, additional, Davies, Kurtis D., additional, Davis, Myrtle, additional, Dea, Nicolas, additional, De Jesus-Acosta, Ana, additional, DeMarzo, Angelo M., additional, DeWeese, Theodore L., additional, Diehn, Maximilian, additional, Digumarthy, Subba R., additional, Dispenzieri, Angela, additional, Do, Khanh T., additional, Dobrenkov, Konstantin, additional, Dome, Jeffrey S., additional, Doroshow, James H., additional, Dorsey, Jay F., additional, Dubard-Gault, Marianne, additional, DuBois, Steven G., additional, Duda, Dan G., additional, Dunlop, Malcolm, additional, Duska, Linda R., additional, Duvic, Madeleine, additional, El Dika, Imane, additional, El-Serag, Hashem, additional, Engelmann, Jeffrey M., additional, Ettinger, David S., additional, Fashoyin-Aje, Lola A., additional, Fearon, Eric R., additional, Ford, James M., additional, Franklin, Wilbur A., additional, Freer, Phoebe E., additional, Freidlin, Boris, additional, Freifeld, Alison G., additional, Friedlander, Terence W., additional, Friedman, Debra L., additional, Fuller, Arian F., additional, Galluzzi, Lorenzo, additional, Gebhardt, Mark C., additional, George, Daniel J., additional, Geyer, Mark B., additional, Giaccia, Amato J., additional, Gilbert, Mark R., additional, Goldner, Whitney, additional, Goldstein, Donald P., additional, Goodman, Annekathryn, additional, Goodman, Karyn A., additional, Gordon, Kathleen, additional, Graeff-Armas, Laura, additional, Greenstein, Alexander J., additional, Grossman, Stuart A., additional, Grupp, Stephan, additional, Gupta, Arjun, additional, Haider, Irfanullah, additional, Haigentz, Missak, additional, Hainsworth, John D., additional, Haithcock, Benjamin E., additional, Hallemeier, Christopher L., additional, Hanash, Samir, additional, Hanrahan, Aphrothiti J., additional, Harding, James, additional, Harrison, Michael R., additional, Hasham, Muneer G., additional, Hawk, Ernest, additional, Hayman, Jonathan, additional, Heinlen, Jonathan E., additional, Henry, N. Lynn, additional, Herman, Joseph, additional, Hobbs, Brian P., additional, Holen, Ingunn, additional, Horn, Leora, additional, Horowitz, Neil S., additional, Horwitz, Steven M., additional, Houghton, Odette, additional, Howard, Scott C., additional, Hudis, Clifford A., additional, Hunger, Stephen P., additional, Hurria, Arti, additional, Ilson, David H., additional, Im, Annie, additional, Iyer, Gopa, additional, Jaffee, Elizabeth M., additional, Jagsi, Reshma, additional, Jain, Rakesh K., additional, Jarnagin, William, additional, Jatoi, Aminah, additional, Jhingran, Anuja, additional, Johnson, David H., additional, Johnston, Brian, additional, Johnston, Patrick G., additional, Judy, Kevin D., additional, Kachnic, Lisa A., additional, Kaidar-Person, Orit, additional, Kalva, Sanjeeva, additional, Kamin, Deborah Y., additional, Kantarjian, Hagop, additional, Karakousis, Giorgos, additional, Karam-Hage, Maher, additional, Kaskas, Nadine M., additional, Kastan, Michael B., additional, Katabi, Nora, additional, Kaul, Daniel R., additional, Kelley, Scott R., additional, Kemeny, Nancy, additional, Kent, Erin E., additional, Kepp, Oliver, additional, Khagi, Simon, additional, Kilgore, Joshua E., additional, Kim, D. Nathan, additional, Kleinschmidt-DeMasters, Bette K., additional, Korn, Edward L., additional, Kroemer, Guido, additional, Ku, Geoffrey Y., additional, Kummar, Shivaani, additional, Ky, Bonnie, additional, Laheru, Daniel A., additional, Lambert, Paul F., additional, Lawler, Mark, additional, Le-Rademacher, Jennifer G., additional, Lee, John Y.K., additional, Lee, Nancy Y., additional, Lee, Susanna L., additional, Leeman, Jonathan E., additional, Linkermann, Andreas, additional, Liu, Jinsong, additional, Lo, Simon, additional, Locasale, Jason W., additional, Loprinzi, Charles L., additional, Lowery, Maeve, additional, Ludwig, Emmy, additional, Lunning, Matthew A., additional, Lustig, Robert A., additional, Machtay, Mitchell, additional, Mackall, Crystal, additional, Mahvi, David A., additional, Mahvi, David M., additional, Maity, Amit, additional, Majithia, Neil, additional, Malumbres, Marcos, additional, Maresso, Karen Colbert, additional, Martin, John D., additional, Matsuo, Koji, additional, Matthews, Natalie H., additional, Mauro, Lauren, additional, Mayer, R. Samuel, additional, McCaskill-Stevens, Worta, additional, McNamara, Megan A., additional, Mehta-Shah, Neha, additional, Merritt, Robert E., additional, Milowsky, Matthew I., additional, Minasian, Lori M., additional, Mitchell, Tara C., additional, Mitsis, Demytra, additional, Mollica, Michelle, additional, Mooney, Margaret, additional, Moustafa, Farah, additional, Nabati, Lida, additional, Naidoo, Jarushka, additional, Narang, Amol, additional, Nelson, Heidi, additional, Nelson, William G., additional, Nesbit, Suzanne, additional, Niglas, Mark, additional, O'Connor, Tracey, additional, Offit, Kenneth, additional, Onciu, Mihaela, additional, O’Reilly, Eileen M., additional, Ostrander, Elaine A., additional, Pappas-Taffer, Lisa, additional, Pardoll, Drew, additional, Park, Jae H., additional, Patel, Anery, additional, Patel, Anish J., additional, Patierno, Steven R., additional, Pavletic, Steven Z., additional, Phillips, Peter C., additional, Post, Miriam D., additional, Pruitt, Amy A., additional, Querfeld, Christiane, additional, Rabius, Vance A., additional, Rajkumar, S. Vincent, additional, Ramadan, Mohammad O., additional, Rankin, Erinn B., additional, Reddy, Sushanth, additional, Reid, Michael A., additional, Reznik, Scott, additional, Rizack, Tina, additional, Robinson, Jason D., additional, Robinson-Bostom, Leslie, additional, Rodriguez-Galindo, Carlos, additional, Romesser, Paul B., additional, Rosen, Steven T., additional, Rosenfeld, Myrna R., additional, Rosenthal, Nadia, additional, Ross, Meredith, additional, Rowland, Julia H., additional, Russell, Anthony H., additional, Sabel, Michael S., additional, Sahgal, Arjun, additional, Salinas, Ryan D., additional, Salo-Mullen, Erin E., additional, Salto-Tellez, Manuel, additional, Sanderson, Sydney M., additional, Sandlund, John T., additional, Santana, Victor M., additional, Savage, Michelle, additional, Schreiber, Eric C., additional, Schuchter, Lynn, additional, Schultz, Liora, additional, Seiden, Michael V., additional, Sellers, Morgan M., additional, Shah, Payal D., additional, Shia, Jinru, additional, Shilo, Konstantin, additional, Small, Eric, additional, Smith, Angela B., additional, Snow, Stephen N., additional, Solit, David B., additional, Sood, Anil K., additional, Soto-Perez-de-Celis, Enrique, additional, Sparano, Joseph A., additional, Spiegelman, Vladimir S., additional, Spunt, Sheri L., additional, Stadler, Zsofia K., additional, Steensma, David P., additional, Stone, Richard M., additional, Stranne, Steven Kent, additional, Stratton, Kelly, additional, Sugden, Bill, additional, Swanson, Andrew M., additional, Tallman, Martin S., additional, Talmadge, James E., additional, Teachey, David T., additional, Teba, Catalina V., additional, Tefferi, Ayalew, additional, Teh, Bin Tean, additional, Teng, Joyce M.C., additional, Tepper, Joel E., additional, Thaker, Premal H., additional, Thrift, Aaron P., additional, Tran, Arthur-Quan, additional, Triska, Grace, additional, Trump, Donald, additional, Tsai, Kenneth, additional, Tseng, Chia-Lin, additional, Tseng, Diane, additional, Van Schaeybroeck, Sandra, additional, Van Tine, Brian A., additional, Vanness, Erin R., additional, Varadhachary, Gauri, additional, Varella-Garcia, Marileila, additional, Wahl, Richard L., additional, Walsh, Michael F., additional, Wang, Thomas, additional, Weiss, Jared, additional, Weissman, Irving L., additional, Westin, Shannon N., additional, White, Jeffrey D., additional, Wilson, Richard, additional, Wong, Richard J., additional, Wood, Gary S., additional, Xu, Yaohui G., additional, Xu-Welliver, Meng, additional, Yust-Katz, Shlomit, additional, Zagar, Timothy, additional, Zeman, Elaine M., additional, Zhang, Tian, additional, and Zwiebel, James A., additional

Published
2020
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48. The Cancer Genome Atlas Comprehensive Molecular Characterization of Renal Cell Carcinoma

Author

Caesar-Johnson, Samantha J., Demchok, John A., Felau, Ina, Kasapi, Melpomeni, Ferguson, Martin L., Hutter, Carolyn M., Sofia, Heidi J., Tarnuzzer, Roy, Wang, Zhining, Yang, Liming, Zenklusen, Jean C., Zhang, Jiashan (Julia), Chudamani, Sudha, Liu, Jia, Lolla, Laxmi, Naresh, Rashi, Pihl, Todd, Sun, Qiang, Wan, Yunhu, Wu, Ye, Cho, Juok, DeFreitas, Timothy, Frazer, Scott, Gehlenborg, Nils, Getz, Gad, Heiman, David I., Kim, Jaegil, Lawrence, Michael S., Lin, Pei, Meier, Sam, Noble, Michael S., Saksena, Gordon, Voet, Doug, Zhang, Hailei, Bernard, Brady, Chambwe, Nyasha, Dhankani, Varsha, Knijnenburg, Theo, Kramer, Roger, Leinonen, Kalle, Liu, Yuexin, Miller, Michael, Reynolds, Sheila, Shmulevich, Ilya, Thorsson, Vesteinn, Zhang, Wei, Akbani, Rehan, Broom, Bradley M., Hegde, Apurva M., Ju, Zhenlin, Kanchi, Rupa S., Korkut, Anil, Li, Jun, Liang, Han, Ling, Shiyun, Liu, Wenbin, Lu, Yiling, Mills, Gordon B., Ng, Kwok-Shing, Rao, Arvind, Ryan, Michael, Wang, Jing, Weinstein, John N., Zhang, Jiexin, Abeshouse, Adam, Armenia, Joshua, Chakravarty, Debyani, Chatila, Walid K., de Bruijn, Ino, Gao, Jianjiong, Gross, Benjamin E., Heins, Zachary J., Kundra, Ritika, La, Konnor, Ladanyi, Marc, Luna, Augustin, Nissan, Moriah G., Ochoa, Angelica, Phillips, Sarah M., Reznik, Ed, Sanchez-Vega, Francisco, Sander, Chris, Schultz, Nikolaus, Sheridan, Robert, Sumer, S. Onur, Sun, Yichao, Taylor, Barry S., Wang, Jioajiao, Zhang, Hongxin, Anur, Pavana, Peto, Myron, Spellman, Paul, Benz, Christopher, Stuart, Joshua M., Wong, Christopher K., Yau, Christina, Hayes, D. Neil, Parker, Joel S., Wilkerson, Matthew D., Ally, Adrian, Balasundaram, Miruna, Bowlby, Reanne, Brooks, Denise, Carlsen, Rebecca, Chuah, Eric, Dhalla, Noreen, Holt, Robert, Jones, Steven J.M., Kasaian, Katayoon, Lee, Darlene, Ma, Yussanne, Marra, Marco A., Mayo, Michael, Moore, Richard A., Mungall, Andrew J., Mungall, Karen, Robertson, A. Gordon, Sadeghi, Sara, Schein, Jacqueline E., Sipahimalani, Payal, Tam, Angela, Thiessen, Nina, Tse, Kane, Wong, Tina, Berger, Ashton C., Beroukhim, Rameen, Cherniack, Andrew D., Cibulskis, Carrie, Gabriel, Stacey B., Gao, Galen F., Ha, Gavin, Meyerson, Matthew, Schumacher, Steven E., Shih, Juliann, Kucherlapati, Melanie H., Kucherlapati, Raju S., Baylin, Stephen, Cope, Leslie, Danilova, Ludmila, Bootwalla, Moiz S., Lai, Phillip H., Maglinte, Dennis T., Van Den Berg, David J., Weisenberger, Daniel J., Auman, J. 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Jeffrey, Martin, Julie, Baudin, Eric, Bubley, Glenn, Bueno, Raphael, De Rienzo, Assunta, Richards, William G., Kalkanis, Steven, Mikkelsen, Tom, Noushmehr, Houtan, Scarpace, Lisa, Girard, Nicolas, Aymerich, Marta, Campo, Elias, Giné, Eva, Guillermo, Armando López, Van Bang, Nguyen, Hanh, Phan Thi, Phu, Bui Duc, Tang, Yufang, Colman, Howard, Evason, Kimberley, Dottino, Peter R., Martignetti, John A., Gabra, Hani, Juhl, Hartmut, Akeredolu, Teniola, Stepa, Serghei, Hoon, Dave, Ahn, Keunsoo, Kang, Koo Jeong, Beuschlein, Felix, Breggia, Anne, Birrer, Michael, Bell, Debra, Borad, Mitesh, Bryce, Alan H., Castle, Erik, Chandan, Vishal, Cheville, John, Copland, John A., Farnell, Michael, Flotte, Thomas, Giama, Nasra, Ho, Thai, Kendrick, Michael, Kocher, Jean-Pierre, Kopp, Karla, Moser, Catherine, Nagorney, David, O’Brien, Daniel, O’Neill, Brian Patrick, Patel, Tushar, Petersen, Gloria, Que, Florencia, Rivera, Michael, Roberts, Lewis, Smallridge, Robert, Smyrk, Thomas, Stanton, Melissa, Thompson, R. Houston, Torbenson, Michael, Yang, Ju Dong, Zhang, Lizhi, Brimo, Fadi, Ajani, Jaffer A., Gonzalez, Ana Maria Angulo, Behrens, Carmen, Bondaruk, Jolanta, Broaddus, Russell, Czerniak, Bogdan, Esmaeli, Bita, Fujimoto, Junya, Gershenwald, Jeffrey, Guo, Charles, Lazar, Alexander J., Logothetis, Christopher, Meric-Bernstam, Funda, Moran, Cesar, Ramondetta, Lois, Rice, David, Sood, Anil, Tamboli, Pheroze, Thompson, Timothy, Troncoso, Patricia, Tsao, Anne, Wistuba, Ignacio, Carter, Candace, Haydu, Lauren, Hersey, Peter, Jakrot, Valerie, Kakavand, Hojabr, Kefford, Richard, Lee, Kenneth, Long, Georgina, Mann, Graham, Quinn, Michael, Saw, Robyn, Scolyer, Richard, Shannon, Kerwin, Spillane, Andrew, Stretch, onathan, Synott, Maria, Thompson, John, Wilmott, James, Al-Ahmadie, Hikmat, Chan, Timothy A., Ghossein, Ronald, Gopalan, Anuradha, Levine, Douglas A., Reuter, Victor, Singer, Samuel, Singh, Bhuvanesh, Tien, Nguyen Viet, Broudy, Thomas, Mirsaidi, Cyrus, Nair, Praveen, Drwiega, Paul, Miller, Judy, Smith, Jennifer, Zaren, Howard, Park, Joong-Won, Hung, Nguyen Phi, Kebebew, Electron, Linehan, W. Marston, Metwalli, Adam R., Pacak, Karel, Pinto, Peter A., Schiffman, Mark, Schmidt, Laura S., Vocke, Cathy D., Wentzensen, Nicolas, Worrell, Robert, Yang, Hannah, Moncrieff, Marc, Goparaju, Chandra, Melamed, Jonathan, Pass, Harvey, Botnariuc, Natalia, Caraman, Irina, Cernat, Mircea, Chemencedji, Inga, Clipca, Adrian, Doruc, Serghei, Gorincioi, Ghenadie, Mura, Sergiu, Pirtac, Maria, Stancul, Irina, Tcaciuc, Diana, Albert, Monique, Alexopoulou, Iakovina, Arnaout, Angel, Bartlett, John, Engel, Jay, Gilbert, Sebastien, Parfitt, Jeremy, Sekhon, Harman, Thomas, George, Rassl, Doris M., Rintoul, Robert C., Bifulco, Carlo, Tamakawa, Raina, Urba, Walter, Hayward, Nicholas, Timmers, Henri, Antenucci, Anna, Facciolo, Francesco, Grazi, Gianluca, Marino, Mirella, Merola, Roberta, de Krijger, Ronald, Gimenez-Roqueplo, Anne-Paule, Piché, Alain, Chevalier, Simone, McKercher, Ginette, Birsoy, Kivanc, Barnett, Gene, Brewer, Cathy, Farver, Carol, Naska, Theresa, Pennell, Nathan A., Raymond, Daniel, Schilero, Cathy, Smolenski, Kathy, Williams, Felicia, Morrison, Carl, Borgia, Jeffrey A., Liptay, Michael J., Pool, Mark, Seder, Christopher W., Junker, Kerstin, Omberg, Larsson, Dinkin, Mikhail, Manikhas, George, Alvaro, Domenico, Bragazzi, Maria Consiglia, Cardinale, Vincenzo, Carpino, Guido, Gaudio, Eugenio, Chesla, David, Cottingham, Sandra, Dubina, Michael, Moiseenko, Fedor, Dhanasekaran, Renumathy, Becker, Karl-Friedrich, Janssen, Klaus-Peter, Slotta-Huspenina, Julia, Abdel-Rahman, Mohamed H., Aziz, Dina, Bell, Sue, Cebulla, Colleen M., Davis, Amy, Duell, Rebecca, Elder, J. Bradley, Hilty, Joe, Kumar, Bahavna, Lang, James, Lehman, Norman L., Mandt, Randy, Nguyen, Phuong, Pilarski, Robert, Rai, Karan, Schoenfield, Lynn, Senecal, Kelly, Wakely, Paul, Hansen, Paul, Lechan, Ronald, Powers, James, Tischler, Arthur, Grizzle, William E., Sexton, Katherine C., Kastl, Alison, Henderson, Joel, Porten, Sima, Waldmann, Jens, Fassnacht, Martin, Asa, Sylvia L., Schadendorf, Dirk, Couce, Marta, Graefen, Markus, Huland, Hartwig, Sauter, Guido, Schlomm, Thorsten, Simon, Ronald, Tennstedt, Pierre, Olabode, Oluwole, Nelson, Mark, Bathe, Oliver, Carroll, Peter R., Chan, June M., Disaia, Philip, Glenn, Pat, Kelley, Robin K., Landen, Charles N., Phillips, Joanna, Prados, Michael, Simko, Jeffry, Smith-McCune, Karen, VandenBerg, Scott, Roggin, Kevin, Fehrenbach, Ashley, Kendler, Ady, Sifri, Suzanne, Steele, Ruth, Jimeno, Antonio, Carey, Francis, Forgie, Ian, Mannelli, Massimo, Carney, Michael, Hernandez, Brenda, Campos, Benito, Herold-Mende, Christel, Jungk, Christin, Unterberg, Andreas, von Deimling, Andreas, Bossler, Aaron, Galbraith, Joseph, Jacobus, Laura, Knudson, Michael, Knutson, Tina, Ma, Deqin, Milhem, Mohammed, Sigmund, Rita, Godwin, Andrew K., Madan, Rashna, Rosenthal, Howard G., Adebamowo, Clement, Adebamowo, Sally N., Boussioutas, Alex, Beer, David, Giordano, Thomas, Mes-Masson, Anne-Marie, Saad, Fred, Bocklage, Therese, Landrum, Lisa, Mannel, Robert, Moore, Kathleen, Moxley, Katherine, Postier, Russel, Walker, Joan, Zuna, Rosemary, Feldman, Michael, Valdivieso, Federico, Dhir, Rajiv, Luketich, James, Pinero, Edna M. Mora, Quintero-Aguilo, Mario, Carlotti, Carlos Gilberto, Jr., Dos Santos, Jose Sebastião, Kemp, Rafael, Sankarankuty, Ajith, Tirapelli, Daniela, Catto, James, Agnew, Kathy, Swisher, Elizabeth, Creaney, Jenette, Robinson, Bruce, Shelley, Carl Simon, Godwin, Eryn M., Kendall, Sara, Shipman, Cassaundra, Bradford, Carol, Carey, Thomas, Haddad, Andrea, Moyer, Jeffey, Peterson, Lisa, Prince, Mark, Rozek, Laura, Wolf, Gregory, Bowman, Rayleen, Fong, Kwun M., Yang, Ian, Korst, Robert, Rathmell, W. Kimryn, Fantacone-Campbell, J. Leigh, Hooke, Jeffrey A., Kovatich, Albert J., Shriver, Craig D., DiPersio, John, Drake, Bettina, Govindan, Ramaswamy, Heath, Sharon, Ley, Timothy, Van Tine, Brian, Westervelt, Peter, Rubin, Mark A., Lee, Jung Il, Aredes, Natália D., Mariamidze, Armaz, Ricketts, Christopher J., De Cubas, Aguirre A., Smith, Christof C., Lang, Martin, Gibb, Ewan A., Bottaro, Donald P., Choueiri, Toni K., Haake, Scott, Hakimi, A. Ari, Henske, Elizabeth P., Hsieh, James J., Ho, Thai H., Krishnan, Bhavani, Kwiatkowski, David J., Merino, Maria J., Nickerson, Michael L., Reuter, Victor E., Shelley, C. Simon, Shuch, Brian, Srinivasan, Ramaprasad, Vincent, Benjamin G., Yang, Lixing, Kim, William Y., and Spellman, Paul T.

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

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

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

Author

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

Published
2018
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