PMCC PMCC

Search tips
Search criteria

Advanced
Results 1-9 (9)
 

Clipboard (0)
None

Select a Filter Below

Journals
Year of Publication
Document Types
author:("Gu, wuemin")
1.  Bayesian Two-stage Biomarker-based Adaptive Design for Targeted Therapy Development 
Statistics in biosciences  2014;8(1):99-128.
We propose a Bayesian two-stage biomarker-based adaptive randomization (AR) design for the development of targeted agents. The design has three main goals: (1) to test the treatment efficacy, (2) to identify prognostic and predictive markers for the targeted agents, and (3) to provide better treatment for patients enrolled in the trial. To treat patients better, both stages are guided by the Bayesian AR based on the individual patient’s biomarker profiles. The AR in the first stage is based on a known marker. A Go/No-Go decision can be made in the first stage by testing the overall treatment effects. If a Go decision is made at the end of the first stage, a two-step Bayesian lasso strategy will be implemented to select additional prognostic or predictive biomarkers to refine the AR in the second stage. We use simulations to demonstrate the good operating characteristics of the design, including the control of per-comparison type I and type II errors, high probability in selecting important markers, and treating more patients with more effective treatments. Bayesian adaptive designs allow for continuous learning. The designs are particularly suitable for the development of multiple targeted agents in the quest of personalized medicine. By estimating treatment effects and identifying relevant biomarkers, the information acquired from the interim data can be used to guide the choice of treatment for each individual patient enrolled in the trial in real time to achieve a better outcome. The design is being implemented in the BATTLE-2 trial in lung cancer at the MD Anderson Cancer Center.
doi:10.1007/s12561-014-9124-2
PMCID: PMC5014437  PMID: 27617040
Adaptive Design; Outcome-Adaptive Randomization; Bayesian Lasso; Predictive and Prognostic Biomarkers; Personalized Medicine; Targeted Therapy; Variable Selection
2.  31st Annual Meeting and Associated Programs of the Society for Immunotherapy of Cancer (SITC 2016): late breaking abstracts 
Althammer, Sonja | Steele, Keith | Rebelatto, Marlon | Tan, Tze Heng | Wiestler, Tobias | Schmidt, Guenter | Higgs, Brandon | Li, Xia | Shi, Li | Jin, Xiaoping | Antal, Joyce | Gupta, Ashok | Ranade, Koustubh | Binning, Gerd | Bellmunt, Joaquim | de Wit, Ronald | Vaughn, David J. | Fradet, Yves | Lee, Jae Lyun | Fong, Lawrence | Vogelzang, Nicholas J. | Climent, Miguel A. | Petrylak, Daniel P. | Choueiri, Toni K. | Necchi, Andrea | Gerritsen, Winald | Gurney, Howard | Quinn, David I. | Culine, Stéphane | Sternberg, Cora N. | Mai, Yabing | Puhlmann, Markus | Perini, Rodolfo F. | Bajorin, Dean F. | Sharma, Padmanee | Callahan, Margaret K. | Calvo, Emiliano | Kim, Joseph W. | de Braud, Filipo | Ott, Patrick A. | Bono, Petri | Pillai, Rathi N. | Morse, Michael | Le, Dung T. | Taylor, Matthew | Spilliopoulou, Pavlina | Bendell, Johanna | Jaeger, Dirk | Chan, Emily | Antonia, Scott J. | Ascierto, Paolo A. | Hennicken, Delphine | Tschaika, Marina | Azrilevich, Alex | Rosenberg, Jonathan | Levy, Ofer | Chan, Christopher | Cojocaru, Gady | Liang, Spencer | Ophir, Eran | Ganguly, Sudipto | Toporik, Amir | Kotturi, Maya | Kfir, Tal Fridman | Murter, Benjamin M. | Logronio, Kathryn | Dassa, Liat | Leung, Ling | Greenwald, Shirley | Azulay, Meir | Kumar, Sandeep | Alteber, Zoya | Pan, Xiaoyu | Machlenkin, Arthur | Benita, Yair | Drake, Andrew W. | Chajut, Ayelet | Salomon, Ran | Vankin, Ilan | Safyon, Einav | Hunter, John | Levine, Zurit | White, Mark | Leidner, Rom | Kang, Hyunseok | Haddad, Robert | Segal, Neil H. | Wirth, Lori J. | Ferris, Robert L. | Hodi, F. Stephen | Sanborn, Rachel E. | Gajewski, Thomas F. | Sharfman, William | McDonald, Dan | Srivastava, Shivani | Gu, Xuemin | Phillips, Penny | Passey, Chaitali | Seiwert, Tanguy | Habtetsion, Tsadik | Zhou, Gang | Sakellariou-Thompson, Donastas | Haymaker, Cara | Creasy, Caitlin | Hurd, Mark | Uraoka, Naohiro | Canales, Jaime Rodriguez | Koptez, Scott | Hwu, Patrick | Maitra, Anirban | Bernatchez, Chantale | Coyle, Scott M. | Roybel, Kole T. | Rupp, Levi J. | Santoro, Stephen P. | Secrest, Stephanie | Spelman, Michael | Ho, Hanson | Gomes, Tina | Tse, Tiffany | Yung-Wu, Chia | Taunton, Jack | Lim, Wendell | Emtage, Peter | Moudgil, Tarsem | Ballesteros-Merino, Carmen | Hilton, Traci | Paustian, Christopher | Leidner, Rom | Page, David | Urba, Walter | Fox, Bernard | Bell, Bryan | Patel, Ashish | Olafsen, Tove | Satpayev, Daulet | Torgov, Michael | Marchioni, Filippo | Romero, Jason | Jiang, Ziyue Karen | Zamilpa, Charles | Keppler, Jennifer S. | Mascioni, Alessandro | Jia, Fang | Lee, Chen-Yu | Gudas, Jean | Sullivan, Ryan J. | Hoshida, Yujin | Logan, Theodore | Khushalani, Nikhil | Giobbie-Hurder, Anita | Margolin, Kim | Roder, Joanna | Bhatt, Rupal | Koon, Henry | Olencki, Thomas | Hutson, Thomas | Curti, Brendan | Blackmon, Shauna | Mier, James W. | Puzanov, Igor | Roder, Heinrich | Stewart, John | Amin, Asim | Ernstoff, Marc S. | Clark, Joseph I. | Atkins, Michael B. | Kaufman, Howard L. | Sosman, Jeffrey | Signoretti, Sabina | McDermott, David F. | Anderson, Abraham A. | Puzanov, Igor | Milhem, Mohammed M. | Andtbacka, Robert H. I. | Minor, David | Gorski, Kevin S. | Baker, Daniel M. | Hamid, Omid | Kaufman, Howard L. | Akporiaye, Emmanuel | Curti, Brendan | Koguchi, Yoshinobu | Leidner, Rom | Sutcliffe, Kim | Conder, Kristie | Urba, Walter | Marron, Thomas | Bhardwaj, Nina | Hammerich, Linda | George, Fiby | Kim-Schulze, Seunghee | Keler, Tibor | Davis, Tom | Crowley, Elizabeth | Salazar, Andres | Brody, Joshua | Monjazeb, Arta | Daly, Megan E. | Riess, Jonathan | Li, Tianhong | Murphy, William J. | Kelly, Karen | Hu, Zhiwei | Shen, Rulong | Campbell, Amanda | McMichael, Elizabeth | Yu, Lianbo | Ramaswam, Bhuvaneswari | London, Cheryl A. | Xu, Tian | Carson, William | Kokolus, Kathleen M. | Repasky, Elizabeth A. | Schell, Todd D. | Drabick, Joseph D. | Messenheimer, David J. | Jensen, Shawn | Fox, Bernard | Rubinstein, Mark | Andrijauskaite, Kristina | Swiderska-syn, Marzena | Lind, Kristin | Choppin, Agnes | Roell, Marina K. | Wrangle, John | Andrijauskaite, Kristina | Swiderska-syn, Marzena | Rhode, Peter | Wong, Hing | Rubinstein, Mark | Ahmad, Shamim | Webb, Mason | Abu-Eid, Rasha | Shrimali, Rajeev | Verma, Vivek | Doroodchi, Atbin | Berrong, Zuzana | Yashar, David | Samara, Raed | Mkrtichyan, Mikayel | Khleif, Samir | Powell, Steven | Gitau, Mark | Sumey, Christopher | Terrell, Andrew | Lohr, Michele | Nowak, Ryan K. | McGraw, Steven | Jensen, Ash | Blanchard, Miran | Gold, Kathryn A. | Cohen, Ezra E. W. | Ellison, Christie | Black, Lora | Lee, John | Spanos, William Chad | Wennerberg, Erik | Schwitzer, Emily | Lhuillier, Claire | Koelwyn, Graeme | Hiner, Rebecca | Jones, Lee | Demaria, Sandra | Amanda, Vandeveer | Greiner, John W. | Schlom, Jeffrey | Bookstaver, Michelle | Jewell, Christopher M. | Paustian, Christopher | Gunderson, Andrew | Boulmay, Brian | Li, Rui | Spieler, Bradley | Happel, Kyle | Moudgil, Tarsem | Feng, Zipei | Ballesteros-Merino, Carmen | Dubay, Christopher | Fisher, Brenda | Koguchi, Yoshinobu | Aung, Sandra | Mederos, Eileen | Bifulco, Carlo B. | McNamara, Michael | Bahjat, Keith | Redmond, William | Ochoa, Augusto | Hu, Hong-Ming | Mehta, Adi | Lund-Johansen, Fridtjof | Fox, Bernard | Urba, Walter | Sanborn, Rachel E. | Hilton, Traci | Bedu-Addo, Frank | Conn, Greg | King, Michael | Dutta, Panna | Shepard, Robert | Einstein, Mark | Adams, Sylvia | Wang, Ena | Jin, Ping | Novik, Yelena | Morrison, Debra | Oratz, Ruth | Marincola, Franco M. | Stroncek, David | Goldberg, Judith | Demaria, Sandra | Formenti, Silvia C. | Galon, Jérôme | Mlecnik, Bernhard | Marliot, Florence | Ou, Fang-Shu | Bifulco, Carlo B. | Lugli, Alessandro | Zlobec, Inti | Rau, Tilman T. | Nagtegaal, Iris D. | Vink-Borger, Elisa | Hartmann, Arndt | Geppert, Carol | Roehrl, Michael H. | Bavi, Prashant | Ohashi, Pamela S. | Wang, Julia Y. | Nguyen, Linh T. | Han, SeongJun | MacGregor, Heather L. | Hafezi-Bakhtiari, Sara | Wouters, Bradley G. | Kawakami, Yutaka | Papivanova, Boryana | Xu, Mingli | Fujita, Tomonobu | Hazama, Shoichi | Suzuki, Nobuaki | Nagano, Hiroaki | Okuno, Kiyotaka | Itoh, Kyogo | Zavadova, Eva | Vocka, Michal | Spacek, Jan | Petruzelka, Lubos | Konopasek, Bohuslav | Dundr, Pavel | Skalova, Helena | Torigoe, Toshihiko | Sato, Noriyuki | Furuhata, Tomohisa | Takemasa, Ichiro | Van den Eynde, Marc | Jouret-Mourin, Anne | Machiels, Jean-Pascal | Fredriksen, Tessa | Lafontaine, Lucie | Buttard, Bénédicte | Church, Sarah | Maby, Pauline | Angell, Helen | Angelova, Mihaela | Vasaturo, Angela | Bindea, Gabriela | Berger, Anne | Lagorce, Christine | Patel, Prabhu S. | Vora, Hemangini H. | Shah, Birva | Patel, Jayendrakumar B. | Rajvik, Kruti N. | Pandya, Shashank J. | Shukla, Shilin N. | Wang, Yili | Zhang, Guanjun | Masucci, Giuseppe V. | Andersson, Emilia K. | Grizzi, Fabio | Laghi, Luigi | Botti, Gerardo | Tatangelo, Fabiana | Delrio, Paolo | Cilberto, Gennaro | Ascierto, Paolo A. | Marincola, Franco | Sargent, Daniel J. | Fox, Bernard A. | Algazi, Alain | Tsai, Katy | Rosenblum, Michael | Nandoskar, Prachi | Andtbacka, Robert H. I. | Li, Amy | Nonomura, John | Takamura, Kathryn | Dwyer, Mary | Browning, Erica | Talia, Reneta | Twitty, Chris | Gargosky, Sharron | Campbell, Jean | Ballesteros-Merino, Carmen | Bifulco, Carlo B. | Fox, Bernard | Le, Mai | Pierce, Robert H. | Daud, Adil | Gartrell, Robyn | Marks, Douglas | Stack, Edward | Lu, Yan | Izaki, Daisuke | Beck, Kristen | Jia, Dan Tong | Armenta, Paul | White-Stern, Ashley | Fu, Yichun | Blake, Zoe | Kaufman, Howard L. | Taback, Bret | Horst, Basil | Saenger, Yvonne M. | Leonardo, Steven | Gorden, Keith | Fulton, Ross B. | Fraser, Kathryn | Kangas, Takashi O. | Walsh, Richard | Ertelt, Kathleen | Graff, Jeremy | Uhlik, Mark | Sims, Jennifer S. | Lei, Liang | Tsujiuchi, Takashi | Bruce, Jeffrey N. | Canoll, Peter | Tolcher, Anthony W | Alley, Evan W | Chichili, Gurunadh | Canoll, Jan E | Moore, Paul | Bonvini, Ezio | Johnson, Syd | Shankar, Sadhna | Vasselli, James | Wigginton, Jon | Powderly, John
doi:10.1186/s40425-016-0191-4
PMCID: PMC5260784
3.  31st Annual Meeting and Associated Programs of the Society for Immunotherapy of Cancer (SITC 2016): part two 
Ager, Casey | Reilley, Matthew | Nicholas, Courtney | Bartkowiak, Todd | Jaiswal, Ashvin | Curran, Michael | Albershardt, Tina C. | Bajaj, Anshika | Archer, Jacob F. | Reeves, Rebecca S. | Ngo, Lisa Y. | Berglund, Peter | ter Meulen, Jan | Denis, Caroline | Ghadially, Hormas | Arnoux, Thomas | Chanuc, Fabien | Fuseri, Nicolas | Wilkinson, Robert W. | Wagtmann, Nicolai | Morel, Yannis | Andre, Pascale | Atkins, Michael B. | Carlino, Matteo S. | Ribas, Antoni | Thompson, John A. | Choueiri, Toni K. | Hodi, F. Stephen | Hwu, Wen-Jen | McDermott, David F. | Atkinson, Victoria | Cebon, Jonathan S. | Fitzharris, Bernie | Jameson, Michael B. | McNeil, Catriona | Hill, Andrew G. | Mangin, Eric | Ahamadi, Malidi | van Vugt, Marianne | van Zutphen, Mariëlle | Ibrahim, Nageatte | Long, Georgina V. | Gartrell, Robyn | Blake, Zoe | Simoes, Ines | Fu, Yichun | Saito, Takuro | Qian, Yingzhi | Lu, Yan | Saenger, Yvonne M. | Budhu, Sadna | De Henau, Olivier | Zappasodi, Roberta | Schlunegger, Kyle | Freimark, Bruce | Hutchins, Jeff | Barker, Christopher A. | Wolchok, Jedd D. | Merghoub, Taha | Burova, Elena | Allbritton, Omaira | Hong, Peter | Dai, Jie | Pei, Jerry | Liu, Matt | Kantrowitz, Joel | Lai, Venus | Poueymirou, William | MacDonald, Douglas | Ioffe, Ella | Mohrs, Markus | Olson, William | Thurston, Gavin | Capasso, Cristian | Frascaro, Federica | Carpi, Sara | Tähtinen, Siri | Feola, Sara | Fusciello, Manlio | Peltonen, Karita | Martins, Beatriz | Sjöberg, Madeleine | Pesonen, Sari | Ranki, Tuuli | Kyruk, Lukasz | Ylösmäki, Erkko | Cerullo, Vincenzo | Cerignoli, Fabio | Xi, Biao | Guenther, Garret | Yu, Naichen | Muir, Lincoln | Zhao, Leyna | Abassi, Yama | Cervera-Carrascón, Víctor | Siurala, Mikko | Santos, João | Havunen, Riikka | Parviainen, Suvi | Hemminki, Akseli | Dalgleish, Angus | Mudan, Satvinder | DeBenedette, Mark | Plachco, Ana | Gamble, Alicia | Grogan, Elizabeth W. | Krisko, John | Tcherepanova, Irina | Nicolette, Charles | Dhupkar, Pooja | Yu, Ling | Kleinerman, Eugenie S. | Gordon, Nancy | Grenga, Italia | Lepone, Lauren | Gameiro, Sofia | Knudson, Karin M. | Fantini, Massimo | Tsang, Kwong | Hodge, James | Donahue, Renee | Schlom, Jeffrey | Evans, Elizabeth | Bussler, Holm | Mallow, Crystal | Reilly, Christine | Torno, Sebold | Scrivens, Maria | Foster, Cathie | Howell, Alan | Balch, Leslie | Knapp, Alyssa | Leonard, John E. | Paris, Mark | Fisher, Terry | Hu-Lieskovan, Siwen | Ribas, Antoni | Smith, Ernest | Zauderer, Maurice | Fogler, William | Franklin, Marilyn | Thayer, Matt | Saims, Dan | Magnani, John L. | Gong, Jian | Gray, Michael | Hutchins, Jeff | Freimark, Bruce | Fromm, George | de Silva, Suresh | Giffin, Louise | Xu, Xin | Rose, Jason | Schreiber, Taylor H. | Fantini, Massimo | Gameiro, Sofia R. | Knudson, Karin M. | Clavijo, Paul E. | Allen, Clint T. | Donahue, Renee | Lepone, Lauren | Grenga, Italia | Hodge, James W. | Tsang, Kwong Y. | Schlom, Jeffrey | Gray, Michael | Gong, Jian | Hutchins, Jeff | Freimark, Bruce | Grogan, Jane | Manieri, Nicholas | Chiang, Eugene | Caplazi, Patrick | Yadav, Mahesh | Hagner, Patrick | Chiu, Hsiling | Waldman, Michelle | Klippel, Anke | Thakurta, Anjan | Pourdehnad, Michael | Gandhi, Anita | Henrich, Ian | Quick, Laura | Young, Rob | Chou, Margaret | Hotson, Andrew | Willingham, Stephen | Ho, Po | Choy, Carmen | Laport, Ginna | McCaffery, Ian | Miller, Richard | Tipton, Kimberly A. | Wong, Kenneth R. | Singson, Victoria | Wong, Chihunt | Chan, Chanty | Huang, Yuanhiu | Liu, Shouchun | Richardson, Jennifer H. | Kavanaugh, W. Michael | West, James | Irving, Bryan A. | Tipton, Kimberly A. | Wong, Kenneth R. | Singson, Victoria | Wong, Chihunt | Chan, Chanty | Huang, Yuanhiu | Liu, Shouchun | Richardson, Jennifer H. | Kavanaugh, W. Michael | West, James | Irving, Bryan A. | Jaini, Ritika | Loya, Matthew | Eng, Charis | Johnson, Melissa L. | Adjei, Alex A. | Opyrchal, Mateusz | Ramalingam, Suresh | Janne, Pasi A. | Dominguez, George | Gabrilovich, Dmitry | de Leon, Laura | Hasapidis, Jeannette | Diede, Scott J. | Ordentlich, Peter | Cruickshank, Scott | Meyers, Michael L. | Hellmann, Matthew D. | Kalinski, Pawel | Zureikat, Amer | Edwards, Robert | Muthuswamy, Ravi | Obermajer, Nataša | Urban, Julie | Butterfield, Lisa H. | Gooding, William | Zeh, Herbert | Bartlett, David | Zubkova, Olga | Agapova, Larissa | Kapralova, Marina | Krasovskaia, Liudmila | Ovsepyan, Armen | Lykov, Maxim | Eremeev, Artem | Bokovanov, Vladimir | Grigoryeva, Olga | Karpov, Andrey | Ruchko, Sergey | Nicolette, Charles | Shuster, Alexandr | Khalil, Danny N. | Campesato, Luis Felipe | Li, Yanyun | Merghoub, Taha | Wolchok, Jedd D. | Lazorchak, Adam S. | Patterson, Troy D. | Ding, Yueyun | Sasikumar, Pottayil | Sudarshan, Naremaddepalli | Gowda, Nagaraj | Ramachandra, Raghuveer | Samiulla, Dodheri | Giri, Sanjeev | Eswarappa, Rajesh | Ramachandra, Murali | Tuck, David | Wyant, Timothy | Leshem, Jasmin | Liu, Xiu-fen | Bera, Tapan | Terabe, Masaki | Bossenmaier, Birgit | Niederfellner, Gerhard | Reiter, Yoram | Pastan, Ira | Xia, Leiming | Xia, Yang | Hu, Yangyang | Wang, Yi | Bao, Yangyi | Dai, Fu | Huang, Shiang | Hurt, Elaine | Hollingsworth, Robert E. | Lum, Lawrence G. | Chang, Alfred E. | Wicha, Max S. | Li, Qiao | Mace, Thomas | Makhijani, Neil | Talbert, Erin | Young, Gregory | Guttridge, Denis | Conwell, Darwin | Lesinski, Gregory B. | Gonzales, Rodney JM Macedo | Huffman, Austin P. | Wang, Ximi K. | Reshef, Ran | MacKinnon, Andy | Chen, Jason | Gross, Matt | Marguier, Gisele | Shwonek, Peter | Sotirovska, Natalija | Steggerda, Susanne | Parlati, Francesco | Makkouk, Amani | Bennett, Mark K. | Chen, Jason | Emberley, Ethan | Gross, Matt | Huang, Tony | Li, Weiqun | MacKinnon, Andy | Marguier, Gisele | Neou, Silinda | Pan, Alison | Zhang, Jing | Zhang, Winter | Parlati, Francesco | Marshall, Netonia | Marron, Thomas U. | Agudo, Judith | Brown, Brian | Brody, Joshua | McQuinn, Christopher | Mace, Thomas | Farren, Matthew | Komar, Hannah | Shakya, Reena | Young, Gregory | Ludwug, Thomas | Lesinski, Gregory B. | Morillon, Y. Maurice | Hammond, Scott A. | Schlom, Jeffrey | Greiner, John W. | Nath, Pulak R. | Schwartz, Anthony L. | Maric, Dragan | Roberts, David D. | Obermajer, Nataša | Bartlett, David | Kalinski, Pawel | Naing, Aung | Papadopoulos, Kyriakos P. | Autio, Karen A. | Wong, Deborah J. | Patel, Manish | Falchook, Gerald | Pant, Shubham | Ott, Patrick A. | Whiteside, Melinda | Patnaik, Amita | Mumm, John | Janku, Filip | Chan, Ivan | Bauer, Todd | Colen, Rivka | VanVlasselaer, Peter | Brown, Gail L. | Tannir, Nizar M. | Oft, Martin | Infante, Jeffrey | Lipson, Evan | Gopal, Ajay | Neelapu, Sattva S. | Armand, Philippe | Spurgeon, Stephen | Leonard, John P. | Hodi, F. Stephen | Sanborn, Rachel E. | Melero, Ignacio | Gajewski, Thomas F. | Maurer, Matthew | Perna, Serena | Gutierrez, Andres A. | Clynes, Raphael | Mitra, Priyam | Suryawanshi, Satyendra | Gladstone, Douglas | Callahan, Margaret K. | Crooks, James | Brown, Sheila | Gauthier, Audrey | de Boisferon, Marc Hillairet | MacDonald, Andrew | Brunet, Laura Rosa | Rothwell, William T. | Bell, Peter | Wilson, James M. | Sato-Kaneko, Fumi | Yao, Shiyin | Zhang, Shannon S. | Carson, Dennis A. | Guiducci, Cristina | Coffman, Robert L. | Kitaura, Kazutaka | Matsutani, Takaji | Suzuki, Ryuji | Hayashi, Tomoko | Cohen, Ezra E. W. | Schaer, David | Li, Yanxia | Dobkin, Julie | Amatulli, Michael | Hall, Gerald | Doman, Thompson | Manro, Jason | Dorsey, Frank Charles | Sams, Lillian | Holmgaard, Rikke | Persaud, Krishnadatt | Ludwig, Dale | Surguladze, David | Kauh, John S. | Novosiadly, Ruslan | Kalos, Michael | Driscoll, Kyla | Pandha, Hardev | Ralph, Christy | Harrington, Kevin | Curti, Brendan | Sanborn, Rachel E. | Akerley, Wallace | Gupta, Sumati | Melcher, Alan | Mansfield, David | Kaufman, David R. | Schmidt, Emmett | Grose, Mark | Davies, Bronwyn | Karpathy, Roberta | Shafren, Darren | Shamalov, Katerina | Cohen, Cyrille | Sharma, Naveen | Allison, James | Shekarian, Tala | Valsesia-Wittmann, Sandrine | Caux, Christophe | Marabelle, Aurelien | Slomovitz, Brian M. | Moore, Kathleen M. | Youssoufian, Hagop | Posner, Marshall | Tewary, Poonam | Brooks, Alan D. | Xu, Ya-Ming | Wijeratne, Kithsiri | Gunatilaka, Leslie A. A. | Sayers, Thomas J. | Vasilakos, John P. | Alston, Tesha | Dovedi, Simon | Elvecrog, James | Grigsby, Iwen | Herbst, Ronald | Johnson, Karen | Moeckly, Craig | Mullins, Stefanie | Siebenaler, Kristen | SternJohn, Julius | Tilahun, Ashenafi | Tomai, Mark A. | Vogel, Katharina | Wilkinson, Robert W. | Vietsch, Eveline E. | Wellstein, Anton | Wythes, Martin | Crosignani, Stefano | Tumang, Joseph | Alekar, Shilpa | Bingham, Patrick | Cauwenberghs, Sandra | Chaplin, Jenny | Dalvie, Deepak | Denies, Sofie | De Maeseneire, Coraline | Feng, JunLi | Frederix, Kim | Greasley, Samantha | Guo, Jie | Hardwick, James | Kaiser, Stephen | Jessen, Katti | Kindt, Erick | Letellier, Marie-Claire | Li, Wenlin | Maegley, Karen | Marillier, Reece | Miller, Nichol | Murray, Brion | Pirson, Romain | Preillon, Julie | Rabolli, Virginie | Ray, Chad | Ryan, Kevin | Scales, Stephanie | Srirangam, Jay | Solowiej, Jim | Stewart, Al | Streiner, Nicole | Torti, Vince | Tsaparikos, Konstantinos | Zheng, Xianxian | Driessens, Gregory | Gomes, Bruno | Kraus, Manfred | Xu, Chunxiao | Zhang, Yanping | Kradjian, Giorgio | Qin, Guozhong | Qi, Jin | Xu, Xiaomei | Marelli, Bo | Yu, Huakui | Guzman, Wilson | Tighe, Rober | Salazar, Rachel | Lo, Kin-Ming | English, Jessie | Radvanyi, Laszlo | Lan, Yan | Zappasodi, Roberta | Budhu, Sadna | Hellmann, Matthew D. | Postow, Michael | Senbabaoglu, Yasin | Gasmi, Billel | Zhong, Hong | Li, Yanyun | Liu, Cailian | Hirschhorhn-Cymerman, Daniel | Wolchok, Jedd D. | Merghoub, Taha | Zha, Yuanyuan | Malnassy, Gregory | Fulton, Noreen | Park, Jae-Hyun | Stock, Wendy | Nakamura, Yusuke | Gajewski, Thomas F. | Liu, Hongtao | Ju, Xiaoming | Kosoff, Rachelle | Ramos, Kimberly | Coder, Brandon | Petit, Robert | Princiotta, Michael | Perry, Kyle | Zou, Jun | Arina, Ainhoa | Fernandez, Christian | Zheng, Wenxin | Beckett, Michael A. | Mauceri, Helena J. | Fu, Yang-Xin | Weichselbaum, Ralph R. | DeBenedette, Mark | Lewis, Whitney | Gamble, Alicia | Nicolette, Charles | Han, Yanyan | Wu, Yeting | Yang, Chou | Huang, Jing | Wu, Dongyun | Li, Jin | Liang, Xiaoling | Zhou, Xiangjun | Hou, Jinlin | Hassan, Raffit | Jahan, Thierry | Antonia, Scott J. | Kindler, Hedy L. | Alley, Evan W. | Honarmand, Somayeh | Liu, Weiqun | Leong, Meredith L. | Whiting, Chan C. | Nair, Nitya | Enstrom, Amanda | Lemmens, Edward E. | Tsujikawa, Takahiro | Kumar, Sushil | Coussens, Lisa M. | Murphy, Aimee L. | Brockstedt, Dirk G. | Koch, Sven D. | Sebastian, Martin | Weiss, Christian | Früh, Martin | Pless, Miklos | Cathomas, Richard | Hilbe, Wolfgang | Pall, Georg | Wehler, Thomas | Alt, Jürgen | Bischoff, Helge | Geissler, Michael | Griesinger, Frank | Kollmeier, Jens | Papachristofilou, Alexandros | Doener, Fatma | Fotin-Mleczek, Mariola | Hipp, Madeleine | Hong, Henoch S. | Kallen, Karl-Josef | Klinkhardt, Ute | Stosnach, Claudia | Scheel, Birgit | Schroeder, Andreas | Seibel, Tobias | Gnad-Vogt, Ulrike | Zippelius, Alfred | Park, Ha-Ram | Ahn, Yong-Oon | Kim, Tae Min | Kim, Soyeon | Kim, Seulki | Lee, Yu Soo | Keam, Bhumsuk | Kim, Dong-Wan | Heo, Dae Seog | Pilon-Thomas, Shari | Weber, Amy | Morse, Jennifer | Kodumudi, Krithika | Liu, Hao | Mullinax, John | Sarnaik, Amod A. | Pike, Luke | Bang, Andrew | Ott, Patrick A. | Balboni, Tracy | Taylor, Allison | Spektor, Alexander | Wilhite, Tyler | Krishnan, Monica | Cagney, Daniel | Alexander, Brian | Aizer, Ayal | Buchbinder, Elizabeth | Awad, Mark | Ghandi, Leena | Hodi, F. Stephen | Schoenfeld, Jonathan | Schwartz, Anthony L. | Nath, Pulak R. | Lessey-Morillon, Elizabeth | Ridnour, Lisa | Roberts, David D. | Segal, Neil H. | Sharma, Manish | Le, Dung T. | Ott, Patrick A. | Ferris, Robert L. | Zelenetz, Andrew D. | Neelapu, Sattva S. | Levy, Ronald | Lossos, Izidore S. | Jacobson, Caron | Ramchandren, Radhakrishnan | Godwin, John | Colevas, A. Dimitrios | Meier, Roland | Krishnan, Suba | Gu, Xuemin | Neely, Jaclyn | Suryawanshi, Satyendra | Timmerman, John | Vanpouille-Box, Claire I. | Formenti, Silvia C. | Demaria, Sandra | Wennerberg, Erik | Mediero, Aranzazu | Cronstein, Bruce N. | Formenti, Silvia C. | Demaria, Sandra | Gustafson, Michael P. | DiCostanzo, AriCeli | Wheatley, Courtney | Kim, Chul-Ho | Bornschlegl, Svetlana | Gastineau, Dennis A. | Johnson, Bruce D. | Dietz, Allan B. | MacDonald, Cameron | Bucsek, Mark | Qiao, Guanxi | Hylander, Bonnie | Repasky, Elizabeth | Turbitt, William J. | Xu, Yitong | Mastro, Andrea | Rogers, Connie J. | Withers, Sita | Wang, Ziming | Khuat, Lam T. | Dunai, Cordelia | Blazar, Bruce R. | Longo, Dan | Rebhun, Robert | Grossenbacher, Steven K. | Monjazeb, Arta | Murphy, William J. | Rowlinson, Scott | Agnello, Giulia | Alters, Susan | Lowe, David | Scharping, Nicole | Menk, Ashley V. | Whetstone, Ryan | Zeng, Xue | Delgoffe, Greg M. | Santos, Patricia M. | Menk, Ashley V. | Shi, Jian | Delgoffe, Greg M. | Butterfield, Lisa H. | Whetstone, Ryan | Menk, Ashley V. | Scharping, Nicole | Delgoffe, Greg | Nagasaka, Misako | Sukari, Ammar | Byrne-Steele, Miranda | Pan, Wenjing | Hou, Xiaohong | Brown, Brittany | Eisenhower, Mary | Han, Jian | Collins, Natalie | Manguso, Robert | Pope, Hans | Shrestha, Yashaswi | Boehm, Jesse | Haining, W. Nicholas | Cron, Kyle R. | Sivan, Ayelet | Aquino-Michaels, Keston | Gajewski, Thomas F. | Orecchioni, Marco | Bedognetti, Davide | Hendrickx, Wouter | Fuoco, Claudia | Spada, Filomena | Sgarrella, Francesco | Cesareni, Gianni | Marincola, Francesco | Kostarelos, Kostas | Bianco, Alberto | Delogu, Lucia | Hendrickx, Wouter | Roelands, Jessica | Boughorbel, Sabri | Decock, Julie | Presnell, Scott | Wang, Ena | Marincola, Franco M. | Kuppen, Peter | Ceccarelli, Michele | Rinchai, Darawan | Chaussabel, Damien | Miller, Lance | Bedognetti, Davide | Nguyen, Andrew | Sanborn, J. Zachary | Vaske, Charles | Rabizadeh, Shahrooz | Niazi, Kayvan | Benz, Steven | Patel, Shashank | Restifo, Nicholas | White, James | Angiuoli, Sam | Sausen, Mark | Jones, Sian | Sevdali, Maria | Simmons, John | Velculescu, Victor | Diaz, Luis | Zhang, Theresa | Sims, Jennifer S. | Barton, Sunjay M. | Gartrell, Robyn | Kadenhe-Chiweshe, Angela | Dela Cruz, Filemon | Turk, Andrew T. | Lu, Yan | Mazzeo, Christopher F. | Kung, Andrew L. | Bruce, Jeffrey N. | Saenger, Yvonne M. | Yamashiro, Darrell J. | Connolly, Eileen P. | Baird, Jason | Crittenden, Marka | Friedman, David | Xiao, Hong | Leidner, Rom | Bell, Bryan | Young, Kristina | Gough, Michael | Bian, Zhen | Kidder, Koby | Liu, Yuan | Curran, Emily | Chen, Xiufen | Corrales, Leticia P. | Kline, Justin | Dunai, Cordelia | Aguilar, Ethan G. | Khuat, Lam T. | Murphy, William J. | Guerriero, Jennifer | Sotayo, Alaba | Ponichtera, Holly | Pourzia, Alexandra | Schad, Sara | Carrasco, Ruben | Lazo, Suzan | Bronson, Roderick | Letai, Anthony | Kornbluth, Richard S. | Gupta, Sachin | Termini, James | Guirado, Elizabeth | Stone, Geoffrey W. | Meyer, Christina | Helming, Laura | Tumang, Joseph | Wilson, Nicholas | Hofmeister, Robert | Radvanyi, Laszlo | Neubert, Natalie J. | Tillé, Laure | Barras, David | Soneson, Charlotte | Baumgaertner, Petra | Rimoldi, Donata | Gfeller, David | Delorenzi, Mauro | Fuertes Marraco, Silvia A. | Speiser, Daniel E. | Abraham, Tara S. | Xiang, Bo | Magee, Michael S. | Waldman, Scott A. | Snook, Adam E. | Blogowski, Wojciech | Zuba-Surma, Ewa | Budkowska, Marta | Salata, Daria | Dolegowska, Barbara | Starzynska, Teresa | Chan, Leo | Somanchi, Srinivas | McCulley, Kelsey | Lee, Dean | Buettner, Nico | Shi, Feng | Myers, Paisley T. | Curbishley, Stuart | Penny, Sarah A. | Steadman, Lora | Millar, David | Speers, Ellen | Ruth, Nicola | Wong, Gabriel | Thimme, Robert | Adams, David | Cobbold, Mark | Thomas, Remy | Hendrickx, Wouter | Al-Muftah, Mariam | Decock, Julie | Wong, Michael KK | Morse, Michael | McDermott, David F. | Clark, Joseph I. | Kaufman, Howard L. | Daniels, Gregory A. | Hua, Hong | Rao, Tharak | Dutcher, Janice P. | Kang, Kai | Saunthararajah, Yogen | Velcheti, Vamsidhar | Kumar, Vikas | Anwar, Firoz | Verma, Amita | Chheda, Zinal | Kohanbash, Gary | Sidney, John | Okada, Kaori | Shrivastav, Shruti | Carrera, Diego A. | Liu, Shuming | Jahan, Naznin | Mueller, Sabine | Pollack, Ian F. | Carcaboso, Angel M. | Sette, Alessandro | Hou, Yafei | Okada, Hideho | Field, Jessica J. | Zeng, Weiping | Shih, Vincent FS | Law, Che-Leung | Senter, Peter D. | Gardai, Shyra J. | Okeley, Nicole M. | Penny, Sarah A. | Abelin, Jennifer G. | Saeed, Abu Z. | Malaker, Stacy A. | Myers, Paisley T. | Shabanowitz, Jeffrey | Ward, Stephen T. | Hunt, Donald F. | Cobbold, Mark | Profusek, Pam | Wood, Laura | Shepard, Dale | Grivas, Petros | Kapp, Kerstin | Volz, Barbara | Oswald, Detlef | Wittig, Burghardt | Schmidt, Manuel | Sefrin, Julian P. | Hillringhaus, Lars | Lifke, Valeria | Lifke, Alexander | Skaletskaya, Anna | Ponte, Jose | Chittenden, Thomas | Setiady, Yulius | Valsesia-Wittmann, Sandrine | Sivado, Eva | Thomas, Vincent | El Alaoui, Meddy | Papot, Sébastien | Dumontet, Charles | Dyson, Mike | McCafferty, John | El Alaoui, Said | Verma, Amita | Kumar, Vikas | Bommareddy, Praveen K. | Kaufman, Howard L. | Zloza, Andrew | Kohlhapp, Frederick | Silk, Ann W. | Jhawar, Sachin | Paneque, Tomas | Bommareddy, Praveen K. | Kohlhapp, Frederick | Newman, Jenna | Beltran, Pedro | Zloza, Andrew | Kaufman, Howard L. | Cao, Felicia | Hong, Bang-Xing | Rodriguez-Cruz, Tania | Song, Xiao-Tong | Gottschalk, Stephen | Calderon, Hugo | Illingworth, Sam | Brown, Alice | Fisher, Kerry | Seymour, Len | Champion, Brian | Eriksson, Emma | Wenthe, Jessica | Hellström, Ann-Charlotte | Paul-Wetterberg, Gabriella | Loskog, Angelica | Eriksson, Emma | Milenova, Ioanna | Wenthe, Jessica | Ståhle, Magnus | Jarblad-Leja, Justyna | Ullenhag, Gustav | Dimberg, Anna | Moreno, Rafael | Alemany, Ramon | Loskog, Angelica | Eriksson, Emma | Milenova, Ioanna | Moreno, Rafael | Alemany, Ramon
Journal for Immunotherapy of Cancer  2016;4(Suppl 1):107-221.
doi:10.1186/s40425-016-0173-6
PMCID: PMC5123381
4.  31st Annual Meeting and Associated Programs of the Society for Immunotherapy of Cancer (SITC 2016): part one 
Lundqvist, Andreas | van Hoef, Vincent | Zhang, Xiaonan | Wennerberg, Erik | Lorent, Julie | Witt, Kristina | Sanz, Laia Masvidal | Liang, Shuo | Murray, Shannon | Larsson, Ola | Kiessling, Rolf | Mao, Yumeng | Sidhom, John-William | Bessell, Catherine A. | Havel, Jonathan | Schneck, Jonathan | Chan, Timothy A. | Sachsenmeier, Eliot | Woods, David | Berglund, Anders | Ramakrishnan, Rupal | Sodre, Andressa | Weber, Jeffrey | Zappasodi, Roberta | Li, Yanyun | Qi, Jingjing | Wong, Philip | Sirard, Cynthia | Postow, Michael | Newman, Walter | Koon, Henry | Velcheti, Vamsidhar | Callahan, Margaret K. | Wolchok, Jedd D. | Merghoub, Taha | Lum, Lawrence G. | Choi, Minsig | Thakur, Archana | Deol, Abhinav | Dyson, Gregory | Shields, Anthony | Haymaker, Cara | Uemura, Marc | Murthy, Ravi | James, Marihella | Wang, Daqing | Brevard, Julie | Monaghan, Catherine | Swann, Suzanne | Geib, James | Cornfeld, Mark | Chunduru, Srinivas | Agrawal, Sudhir | Yee, Cassian | Wargo, Jennifer | Patel, Sapna P. | Amaria, Rodabe | Tawbi, Hussein | Glitza, Isabella | Woodman, Scott | Hwu, Wen-Jen | Davies, Michael A. | Hwu, Patrick | Overwijk, Willem W. | Bernatchez, Chantale | Diab, Adi | Massarelli, Erminia | Segal, Neil H. | Ribrag, Vincent | Melero, Ignacio | Gangadhar, Tara C. | Urba, Walter | Schadendorf, Dirk | Ferris, Robert L. | Houot, Roch | Morschhauser, Franck | Logan, Theodore | Luke, Jason J. | Sharfman, William | Barlesi, Fabrice | Ott, Patrick A. | Mansi, Laura | Kummar, Shivaani | Salles, Gilles | Carpio, Cecilia | Meier, Roland | Krishnan, Suba | McDonald, Dan | Maurer, Matthew | Gu, Xuemin | Neely, Jaclyn | Suryawanshi, Satyendra | Levy, Ronald | Khushalani, Nikhil | Wu, Jennifer | Zhang, Jinyu | Basher, Fahmin | Rubinstein, Mark | Bucsek, Mark | Qiao, Guanxi | MacDonald, Cameron | Hylander, Bonnie | Repasky, Elizabeth | Chatterjee, Shilpak | Daenthanasanmak, Anusara | Chakraborty, Paramita | Toth, Kyle | Meek, Megan | Garrett-Mayer, Elizabeth | Nishimura, Michael | Paulos, Chrystal | Beeson, Craig | Yu, Xuezhong | Mehrotra, Shikhar | Zhao, Fei | Evans, Kathy | Xiao, Christine | Holtzhausen, Alisha | Hanks, Brent A. | Scharping, Nicole | Menk, Ashley V. | Moreci, Rebecca | Whetstone, Ryan | Dadey, Rebekah | Watkins, Simon | Ferris, Robert | Delgoffe, Greg M. | Peled, Jonathan | Devlin, Sean | Staffas, Anna | Lumish, Melissa | Rodriguez, Kori Porosnicu | Ahr, Katya | Perales, Miguel | Giralt, Sergio | Taur, Ying | Pamer, Eric | van den Brink, Marcel R. M. | Jenq, Robert | Annels, Nicola | Pandha, Hardev | Simpson, Guy | Mostafid, Hugh | Harrington, Kevin | Melcher, Alan | Grose, Mark | Davies, Bronwyn | Au, Gough | Karpathy, Roberta | Shafren, Darren | Ricca, Jacob | Merghoub, Taha | Wolchok, Jedd D. | Zamarin, Dmitriy | Batista, Luciana | Marliot, Florence | Vasaturo, Angela | Carpentier, Sabrina | Poggionovo, Cécile | Frayssinet, Véronique | Fieschi, Jacques | Van den Eynde, Marc | Pagès, Franck | Galon, Jérôme | Hermitte, Fabienne | Smith, Sean G. | Nguyen, Khue | Ravindranathan, Sruthi | Koppolu, Bhanu | Zaharoff, David | Schvartsman, Gustavo | Bassett, Roland | McQuade, Jennifer L. | Haydu, Lauren E. | Davies, Michael A. | Tawbi, Hussein | Glitza, Isabella | Kline, Douglas | Chen, Xiufen | Fosco, Dominick | Kline, Justin | Overacre, Abigail | Chikina, Maria | Brunazzi, Erin | Shayan, Gulidanna | Horne, William | Kolls, Jay | Ferris, Robert L. | Delgoffe, Greg M. | Bruno, Tullia C. | Workman, Creg | Vignali, Dario | Adusumilli, Prasad S. | Ansa-Addo, Ephraim A | Li, Zihai | Gerry, Andrew | Sanderson, Joseph P. | Howe, Karen | Docta, Roslin | Gao, Qian | Bagg, Eleanor A. L. | Tribble, Nicholas | Maroto, Miguel | Betts, Gareth | Bath, Natalie | Melchiori, Luca | Lowther, Daniel E. | Ramachandran, Indu | Kari, Gabor | Basu, Samik | Binder-Scholl, Gwendolyn | Chagin, Karen | Pandite, Lini | Holdich, Tom | Amado, Rafael | Zhang, Hua | Glod, John | Bernstein, Donna | Jakobsen, Bent | Mackall, Crystal | Wong, Ryan | Silk, Jonathan D. | Adams, Katherine | Hamilton, Garth | Bennett, Alan D. | Brett, Sara | Jing, Junping | Quattrini, Adriano | Saini, Manoj | Wiedermann, Guy | Gerry, Andrew | Jakobsen, Bent | Binder-Scholl, Gwendolyn | Brewer, Joanna | Duong, MyLinh | Lu, An | Chang, Peter | Mahendravada, Aruna | Shinners, Nicholas | Slawin, Kevin | Spencer, David M. | Foster, Aaron E. | Bayle, J. Henri | Bergamaschi, Cristina | Ng, Sinnie Sin Man | Nagy, Bethany | Jensen, Shawn | Hu, Xintao | Alicea, Candido | Fox, Bernard | Felber, Barbara | Pavlakis, George | Chacon, Jessica | Yamamoto, Tori | Garrabrant, Thomas | Cortina, Luis | Powell, Daniel J. | Donia, Marco | Kjeldsen, Julie Westerlin | Andersen, Rikke | Westergaard, Marie Christine Wulff | Bianchi, Valentina | Legut, Mateusz | Attaf, Meriem | Dolton, Garry | Szomolay, Barbara | Ott, Sascha | Lyngaa, Rikke | Hadrup, Sine Reker | Sewell, Andrew Kelvin | Svane, Inge Marie | Fan, Aaron | Kumai, Takumi | Celis, Esteban | Frank, Ian | Stramer, Amanda | Blaskovich, Michelle A. | Wardell, Seth | Fardis, Maria | Bender, James | Lotze, Michael T. | Goff, Stephanie L. | Zacharakis, Nikolaos | Assadipour, Yasmine | Prickett, Todd D. | Gartner, Jared J. | Somerville, Robert | Black, Mary | Xu, Hui | Chinnasamy, Harshini | Kriley, Isaac | Lu, Lily | Wunderlich, John | Robbins, Paul F. | Rosenberg, Steven | Feldman, Steven A. | Trebska-McGowan, Kasia | Kriley, Isaac | Malekzadeh, Parisa | Payabyab, Eden | Sherry, Richard | Rosenberg, Steven | Goff, Stephanie L. | Gokuldass, Aishwarya | Blaskovich, Michelle A. | Kopits, Charlene | Rabinovich, Brian | Lotze, Michael T. | Green, Daniel S. | Kamenyeva, Olena | Zoon, Kathryn C. | Annunziata, Christina M. | Hammill, Joanne | Helsen, Christopher | Aarts, Craig | Bramson, Jonathan | Harada, Yui | Yonemitsu, Yoshikazu | Helsen, Christopher | Hammill, Joanne | Mwawasi, Kenneth | Denisova, Galina | Bramson, Jonathan | Giri, Rajanish | Jin, Benjamin | Campbell, Tracy | Draper, Lindsey M. | Stevanovic, Sanja | Yu, Zhiya | Weissbrich, Bianca | Restifo, Nicholas P. | Trimble, Cornelia L. | Rosenberg, Steven | Hinrichs, Christian S. | Tsang, Kwong | Fantini, Massimo | Hodge, James W. | Fujii, Rika | Fernando, Ingrid | Jochems, Caroline | Heery, Christopher | Gulley, James | Soon-Shiong, Patrick | Schlom, Jeffrey | Jing, Weiqing | Gershan, Jill | Blitzer, Grace | Weber, James | McOlash, Laura | Johnson, Bryon D. | Kiany, Simin | Gangxiong, Huang | Kleinerman, Eugenie S. | Klichinsky, Michael | Ruella, Marco | Shestova, Olga | Kenderian, Saad | Kim, Miriam | Scholler, John | June, Carl H. | Gill, Saar | Moogk, Duane | Zhong, Shi | Yu, Zhiya | Liadi, Ivan | Rittase, William | Fang, Victoria | Dougherty, Janna | Perez-Garcia, Arianne | Osman, Iman | Zhu, Cheng | Varadarajan, Navin | Restifo, Nicholas P. | Frey, Alan | Krogsgaard, Michelle | Landi, Daniel | Fousek, Kristen | Mukherjee, Malini | Shree, Ankita | Joseph, Sujith | Bielamowicz, Kevin | Byrd, Tiara | Ahmed, Nabil | Hegde, Meenakshi | Lee, Sylvia | Byrd, David | Thompson, John | Bhatia, Shailender | Tykodi, Scott | Delismon, Judy | Chu, Liz | Abdul-Alim, Siddiq | Ohanian, Arpy | DeVito, Anna Marie | Riddell, Stanley | Margolin, Kim | Magalhaes, Isabelle | Mattsson, Jonas | Uhlin, Michael | Nemoto, Satoshi | Villarroel, Patricio Pérez | Nakagawa, Ryosuke | Mule, James J. | Mailloux, Adam W. | Mata, Melinda | Nguyen, Phuong | Gerken, Claudia | DeRenzo, Christopher | Spencer, David M. | Gottschalk, Stephen | Mathieu, Mélissa | Pelletier, Sandy | Stagg, John | Turcotte, Simon | Minutolo, Nicholas | Sharma, Prannda | Tsourkas, Andrew | Powell, Daniel J. | Mockel-Tenbrinck, Nadine | Mauer, Daniela | Drechsel, Katharina | Barth, Carola | Freese, Katharina | Kolrep, Ulrike | Schult, Silke | Assenmacher, Mario | Kaiser, Andrew | Mullinax, John | Hall, MacLean | Le, Julie | Kodumudi, Krithika | Royster, Erica | Richards, Allison | Gonzalez, Ricardo | Sarnaik, Amod | Pilon-Thomas, Shari | Nielsen, Morten | Krarup-Hansen, Anders | Hovgaard, Dorrit | Petersen, Michael Mørk | Loya, Anand Chainsukh | Junker, Niels | Svane, Inge Marie | Rivas, Charlotte | Parihar, Robin | Gottschalk, Stephen | Rooney, Cliona M. | Qin, Haiying | Nguyen, Sang | Su, Paul | Burk, Chad | Duncan, Brynn | Kim, Bong-Hyun | Kohler, M. Eric | Fry, Terry | Rao, Arjun A. | Teyssier, Noam | Pfeil, Jacob | Sgourakis, Nikolaos | Salama, Sofie | Haussler, David | Richman, Sarah A. | Nunez-Cruz, Selene | Gershenson, Zack | Mourelatos, Zissimos | Barrett, David | Grupp, Stephan | Milone, Michael | Rodriguez-Garcia, Alba | Robinson, Matthew K. | Adams, Gregory P. | Powell, Daniel J. | Santos, João | Havunen, Riikka | Siurala, Mikko | Cervera-Carrascón, Víctor | Parviainen, Suvi | Antilla, Marjukka | Hemminki, Akseli | Sethuraman, Jyothi | Santiago, Laurelis | Chen, Jie Qing | Dai, Zhimin | Wardell, Seth | Bender, James | Lotze, Michael T. | Sha, Huizi | Su, Shu | Ding, Naiqing | Liu, Baorui | Stevanovic, Sanja | Pasetto, Anna | Helman, Sarah R. | Gartner, Jared J. | Prickett, Todd D. | Robbins, Paul F. | Rosenberg, Steven A. | Hinrichs, Christian S. | Bhatia, Shailender | Burgess, Melissa | Zhang, Hui | Lee, Tien | Klingemann, Hans | Soon-Shiong, Patrick | Nghiem, Paul | Kirkwood, John M. | Rossi, John M. | Sherman, Marika | Xue, Allen | Shen, Yueh-wei | Navale, Lynn | Rosenberg, Steven A. | Kochenderfer, James N. | Bot, Adrian | Veerapathran, Anandaraman | Gokuldass, Aishwarya | Stramer, Amanda | Sethuraman, Jyothi | Blaskovich, Michelle A. | Wiener, Doris | Frank, Ian | Santiago, Laurelis | Rabinovich, Brian | Fardis, Maria | Bender, James | Lotze, Michael T. | Waller, Edmund K. | Li, Jian-Ming | Petersen, Christopher | Blazar, Bruce R. | Li, Jingxia | Giver, Cynthia R. | Wang, Ziming | Grossenbacher, Steven K. | Sturgill, Ian | Canter, Robert J. | Murphy, William J. | Zhang, Congcong | Burger, Michael C. | Jennewein, Lukas | Waldmann, Anja | Mittelbronn, Michel | Tonn, Torsten | Steinbach, Joachim P. | Wels, Winfried S. | Williams, Jason B. | Zha, Yuanyuan | Gajewski, Thomas F. | Williams, LaTerrica C. | Krenciute, Giedre | Kalra, Mamta | Louis, Chrystal | Gottschalk, Stephen | Xin, Gang | Schauder, David | Jiang, Aimin | Joshi, Nikhil | Cui, Weiguo | Zeng, Xue | Menk, Ashley V. | Scharping, Nicole | Delgoffe, Greg M. | Zhao, Zeguo | Hamieh, Mohamad | Eyquem, Justin | Gunset, Gertrude | Bander, Neil | Sadelain, Michel | Askmyr, David | Abolhalaj, Milad | Lundberg, Kristina | Greiff, Lennart | Lindstedt, Malin | Angell, Helen K. | Kim, Kyoung-Mee | Kim, Seung-Tae | Kim, Sung | Sharpe, Alan D. | Ogden, Julia | Davenport, Anna | Hodgson, Darren R. | Barrett, Carl | Lee, Jeeyun | Kilgour, Elaine | Hanson, Jodi | Caspell, Richard | Karulin, Alexey | Lehmann, Paul | Ansari, Tameem | Schiller, Annemarie | Sundararaman, Srividya | Lehmann, Paul | Hanson, Jodi | Roen, Diana | Karulin, Alexey | Lehmann, Paul | Ayers, Mark | Levitan, Diane | Arreaza, Gladys | Liu, Fang | Mogg, Robin | Bang, Yung-Jue | O’Neil, Bert | Cristescu, Razvan | Friedlander, Philip | Wassman, Karl | Kyi, Chrisann | Oh, William | Bhardwaj, Nina | Bornschlegl, Svetlana | Gustafson, Michael P. | Gastineau, Dennis A. | Parney, Ian F. | Dietz, Allan B. | Carvajal-Hausdorf, Daniel | Mani, Nikita | Velcheti, Vamsidhar | Schalper, Kurt | Rimm, David | Chang, Serena | Levy, Ronald | Kurland, John | Krishnan, Suba | Ahlers, Christoph Matthias | Jure-Kunkel, Maria | Cohen, Lewis | Maecker, Holden | Kohrt, Holbrook | Chen, Shuming | Crabill, George | Pritchard, Theresa | McMiller, Tracee | Pardoll, Drew | Pan, Fan | Topalian, Suzanne | Danaher, Patrick | Warren, Sarah | Dennis, Lucas | White, Andrew M. | D’Amico, Leonard | Geller, Melissa | Disis, Mary L. | Beechem, Joseph | Odunsi, Kunle | Fling, Steven | Derakhshandeh, Roshanak | Webb, Tonya J. | Dubois, Sigrid | Conlon, Kevin | Bryant, Bonita | Hsu, Jennifer | Beltran, Nancy | Müller, Jürgen | Waldmann, Thomas | Duhen, Rebekka | Duhen, Thomas | Thompson, Lucas | Montler, Ryan | Weinberg, Andrew | Kates, Max | Early, Brandon | Yusko, Erik | Schreiber, Taylor H. | Bivalacqua, Trinity J. | Ayers, Mark | Lunceford, Jared | Nebozhyn, Michael | Murphy, Erin | Loboda, Andrey | Kaufman, David R. | Albright, Andrew | Cheng, Jonathan | Kang, S. Peter | Shankaran, Veena | Piha-Paul, Sarina A. | Yearley, Jennifer | Seiwert, Tanguy | Ribas, Antoni | McClanahan, Terrill K. | Cristescu, Razvan | Mogg, Robin | Ayers, Mark | Albright, Andrew | Murphy, Erin | Yearley, Jennifer | Sher, Xinwei | Liu, Xiao Qiao | Nebozhyn, Michael | Lunceford, Jared | Joe, Andrew | Cheng, Jonathan | Plimack, Elizabeth | Ott, Patrick A. | McClanahan, Terrill K. | Loboda, Andrey | Kaufman, David R. | Forrest-Hay, Alex | Guyre, Cheryl A. | Narumiya, Kohei | Delcommenne, Marc | Hirsch, Heather A. | Deshpande, Amit | Reeves, Jason | Shu, Jenny | Zi, Tong | Michaelson, Jennifer | Law, Debbie | Trehu, Elizabeth | Sathyanaryanan, Sriram | Hodkinson, Brendan P. | Hutnick, Natalie A. | Schaffer, Michael E. | Gormley, Michael | Hulett, Tyler | Jensen, Shawn | Ballesteros-Merino, Carmen | Dubay, Christopher | Afentoulis, Michael | Reddy, Ashok | David, Larry | Fox, Bernard | Jayant, Kumar | Agrawal, Swati | Agrawal, Rajendra | Jeyakumar, Ghayathri | Kim, Seongho | Kim, Heejin | Silski, Cynthia | Suisham, Stacey | Heath, Elisabeth | Vaishampayan, Ulka | Vandeven, Natalie | Viller, Natasja Nielsen | O’Connor, Alison | Chen, Hui | Bossen, Bolette | Sievers, Eric | Uger, Robert | Nghiem, Paul | Johnson, Lisa | Kao, Hsiang-Fong | Hsiao, Chin-Fu | Lai, Shu-Chuan | Wang, Chun-Wei | Ko, Jenq-Yuh | Lou, Pei-Jen | Lee, Tsai-Jan | Liu, Tsang-Wu | Hong, Ruey-Long | Kearney, Staci J. | Black, Joshua C. | Landis, Benjamin J. | Koegler, Sally | Hirsch, Brooke | Gianani, Roberto | Kim, Jeffrey | He, Ming-Xiao | Zhang, Bingqing | Su, Nan | Luo, Yuling | Ma, Xiao-Jun | Park, Emily | Kim, Dae Won | Copploa, Domenico | Kothari, Nishi | doo Chang, Young | Kim, Richard | Kim, Namyong | Lye, Melvin | Wan, Ee | Kim, Namyong | Lye, Melvin | Wan, Ee | Kim, Namyong | Lye, Melvin | Wan, Ee | Knaus, Hanna A. | Berglund, Sofia | Hackl, Hubert | Karp, Judith E. | Gojo, Ivana | Luznik, Leo | Hong, Henoch S. | Koch, Sven D. | Scheel, Birgit | Gnad-Vogt, Ulrike | Kallen, Karl-Josef | Wiegand, Volker | Backert, Linus | Kohlbacher, Oliver | Hoerr, Ingmar | Fotin-Mleczek, Mariola | Billingsley, James M. | Koguchi, Yoshinobu | Conrad, Valerie | Miller, William | Gonzalez, Iliana | Poplonski, Tomasz | Meeuwsen, Tanisha | Howells-Ferreira, Ana | Rattray, Rogan | Campbell, Mary | Bifulco, Carlo | Dubay, Christopher | Bahjat, Keith | Curti, Brendan | Urba, Walter | Vetsika, E-K | Kallergi, G. | Aggouraki, Despoina | Lyristi, Z. | Katsarlinos, P. | Koinis, Filippos | Georgoulias, V. | Kotsakis, Athanasios | Martin, Nathan T. | Aeffner, Famke | Kearney, Staci J. | Black, Joshua C. | Cerkovnik, Logan | Pratte, Luke | Kim, Rebecca | Hirsch, Brooke | Krueger, Joseph | Gianani, Roberto | Martínez-Usatorre, Amaia | Jandus, Camilla | Donda, Alena | Carretero-Iglesia, Laura | Speiser, Daniel E. | Zehn, Dietmar | Rufer, Nathalie | Romero, Pedro | Panda, Anshuman | Mehnert, Janice | Hirshfield, Kim M. | Riedlinger, Greg | Damare, Sherri | Saunders, Tracie | Sokol, Levi | Stein, Mark | Poplin, Elizabeth | Rodriguez-Rodriguez, Lorna | Silk, Ann | Chan, Nancy | Frankel, Melissa | Kane, Michael | Malhotra, Jyoti | Aisner, Joseph | Kaufman, Howard L. | Ali, Siraj | Ross, Jeffrey | White, Eileen | Bhanot, Gyan | Ganesan, Shridar | Monette, Anne | Bergeron, Derek | Amor, Amira Ben | Meunier, Liliane | Caron, Christine | Morou, Antigoni | Kaufmann, Daniel | Liberman, Moishe | Jurisica, Igor | Mes-Masson, Anne-Marie | Hamzaoui, Kamel | Lapointe, Rejean | Mongan, Ann | Ku, Yuan-Chieh | Tom, Warren | Sun, Yongming | Pankov, Alex | Looney, Tim | Au-Young, Janice | Hyland, Fiona | Conroy, Jeff | Morrison, Carl | Glenn, Sean | Burgher, Blake | Ji, He | Gardner, Mark | Mongan, Ann | Omilian, Angela R. | Conroy, Jeff | Bshara, Wiam | Angela, Omilian | Burgher, Blake | Ji, He | Glenn, Sean | Morrison, Carl | Mongan, Ann | Obeid, Joseph M. | Erdag, Gulsun | Smolkin, Mark E. | Deacon, Donna H. | Patterson, James W. | Chen, Lieping | Bullock, Timothy N. | Slingluff, Craig L. | Obeid, Joseph M. | Erdag, Gulsun | Deacon, Donna H. | Slingluff, Craig L. | Bullock, Timothy N. | Loffredo, John T. | Vuyyuru, Raja | Beyer, Sophie | Spires, Vanessa M. | Fox, Maxine | Ehrmann, Jon M. | Taylor, Katrina A. | Korman, Alan J. | Graziano, Robert F. | Page, David | Sanchez, Katherine | Ballesteros-Merino, Carmen | Martel, Maritza | Bifulco, Carlo | Urba, Walter | Fox, Bernard | Patel, Sapna P. | De Macedo, Mariana Petaccia | Qin, Yong | Reuben, Alex | Spencer, Christine | Guindani, Michele | Bassett, Roland | Wargo, Jennifer | Racolta, Adriana | Kelly, Brian | Jones, Tobin | Polaske, Nathan | Theiss, Noah | Robida, Mark | Meridew, Jeffrey | Habensus, Iva | Zhang, Liping | Pestic-Dragovich, Lidija | Tang, Lei | Sullivan, Ryan J. | Logan, Theodore | Khushalani, Nikhil | Margolin, Kim | Koon, Henry | Olencki, Thomas | Hutson, Thomas | Curti, Brendan | Roder, Joanna | Blackmon, Shauna | Roder, Heinrich | Stewart, John | Amin, Asim | Ernstoff, Marc S. | Clark, Joseph I. | Atkins, Michael B. | Kaufman, Howard L. | Sosman, Jeffrey | Weber, Jeffrey | McDermott, David F. | Weber, Jeffrey | Kluger, Harriet | Halaban, Ruth | Snzol, Mario | Roder, Heinrich | Roder, Joanna | Asmellash, Senait | Steingrimsson, Arni | Blackmon, Shauna | Sullivan, Ryan J. | Wang, Chichung | Roman, Kristin | Clement, Amanda | Downing, Sean | Hoyt, Clifford | Harder, Nathalie | Schmidt, Guenter | Schoenmeyer, Ralf | Brieu, Nicolas | Yigitsoy, Mehmet | Madonna, Gabriele | Botti, Gerardo | Grimaldi, Antonio | Ascierto, Paolo A. | Huss, Ralf | Athelogou, Maria | Hessel, Harald | Harder, Nathalie | Buchner, Alexander | Schmidt, Guenter | Stief, Christian | Huss, Ralf | Binnig, Gerd | Kirchner, Thomas | Sellappan, Shankar | Thyparambil, Sheeno | Schwartz, Sarit | Cecchi, Fabiola | Nguyen, Andrew | Vaske, Charles | Hembrough, Todd
Journal for Immunotherapy of Cancer  2016;4(Suppl 1):1-106.
doi:10.1186/s40425-016-0172-7
PMCID: PMC5123387
5.  Bayesian adaptive randomization designs for targeted agent development 
Background
With better understanding of the disease’s etiology and mechanism, many targeted agents are being developed to tackle the root cause of problems, hoping to offer more effective and less toxic therapies. Targeted agents, however, do not work for everyone. Hence, the development of target agents requires the evaluation of prognostic and predictive markers. In addition, upon the identification of each patient’s marker profile, it is desirable to treat patients with best available treatments in the clinical trial accordingly.
Methods
Many designs have recently been proposed for the development of targeted agents. These include the simple randomization design, marker stratified design, marker strategy design, efficient targeted design, etc. In contrast to the frequentist designs with equal randomization, we propose novel Bayesian adaptive randomization designs that allow evaluating treatments and markers simultaneously, while providing more patients with effective treatments according to the patients’ marker profiles. Early stopping rules can be implemented to increase the efficiency of the designs.
Results
Through simulations, the operating characteristics of different designs are compared and contrasted. By carefully choosing the design parameters, type I and type II errors can be controlled for Bayesian designs. By incorporating adaptive randomization and early stopping rules, the proposed designs incorporate rational learning from the interim data to make informed decisions. Bayesian design also provides a formal way to incorporate relevant prior information. Compared with previously published designs, the proposed design can be more efficient, more ethical, and is also more flexible in the study conduct.
Limitations
Response adaptive randomization requires the response to be assessed in a relatively short time period. The infrastructure must be set up to allow more frequent monitoring of interim results.
Conclusion
Bayesian adaptive randomization designs are distinctively suitable for the development of multiple targeted agents with multiple biomarkers.
doi:10.1177/1740774510373120
PMCID: PMC5110207  PMID: 20571130
Bayesian adaptive randomization; clinical trial ethics; efficiency; prior information; predictive markers; prognostic markers; targeted therapy
6.  Bayesian Two-step Lasso Strategy for Biomarker Selection in Personalized Medicine Development for Time-to-Event Endpoints 
Contemporary clinical trials  2013;36(2):10.1016/j.cct.2013.09.009.
Summary
Clinical trial designs for targeted therapy development are progressing toward the goal of personalized medicine. Motivated by the need of ongoing efforts to develop targeted agents for lung cancer patients, we propose a Bayesian two-step Lasso procedure for biomarker selection under the proportional hazards model. We seek to identify the key markers that are either prognostic or predictive with respect to treatment from a large number of biomarkers. In the first step of our two-step strategy, we use the Bayesian group Lasso to identify the important marker groups, wherein each group contains the main effect of a single marker and its interactions with treatments. Applying a loose selection criterion in the first step, the goal of first step is to screen out unimportant biomarkers. In the second step, we zoom in to select the individual markers and interactions between markers and treatments in order to identify prognostic or predictive markers using the Bayesian adaptive Lasso. Our strategy takes a full Bayesian approach and is built upon rapid advancement of Lasso methodologies with variable selection. The proposed method is generally applicable to the development of targeted therapies in clinical trials. Our simulation study demonstrates the good performance of the two-step Lasso: Important biomarkers can typically be selected with high probabilities, and unimportant markers can be effectively eliminated from the model.
doi:10.1016/j.cct.2013.09.009
PMCID: PMC3873734  PMID: 24075829
Adaptive Lasso; Bayesian Lasso; Clinical trials; Group Lasso; Proportional hazards model; Targeted therapy design; Variable selection
7.  Identification of Gene Signatures and Molecular Markers for Human Lung Cancer Prognosis using an In vitro Lung Carcinogenesis System 
Lung cancer continues to be a major deadly malignancy. The mortality of this disease could be reduced by improving the ability to predict cancer patients' survival. We hypothesized that genes differentially expressed among cells constituting an in vitro human lung carcinogenesis model consisting of normal, immortalized, transformed, and tumorigenic bronchial epithelial cells are relevant to the clinical outcome of non–small cell lung cancer (NSCLC). Multidimensional scaling, microarray, and functional pathways analyses of the transcriptomes of the above cells were done and combined with integrative genomics to incorporate the microarray data with published NSCLC data sets. Up-regulated (n = 301) and down-regulated genes (n = 358) displayed expression level variation across the in vitro model with progressive changes in cancer-related molecular functions. A subset of these genes (n = 584) separated lung adenocarcinoma clinical samples (n = 361) into two clusters with significant survival differences. Six genes, UBE2C, TPX2, MCM2, MCM6, FEN1, and SFN, selected by functional array analysis, were also effective in prognosis. The mRNA and protein levels of one these genes—UBE2C—were significantly up-regulated in NSCLC tissue relative to normal lung and increased progressively in lung lesions. Moreover, stage I NSCLC patients with positive UBE2C expression exhibited significantly poorer overall and progression-free survival than patients with negative expression. Our studies with this in vitro model have lead to the identification of a robust six-gene signature, which may be valuable for predicting the survival of lung adenocarcinoma patients. Moreover, one of those genes, UBE2C, seems to be a powerful biomarker for NSCLC survival prediction.
doi:10.1158/1940-6207.CAPR-09-0084
PMCID: PMC3382104  PMID: 19638491
8.  A five-gene and corresponding-protein signature for stage-I lung adenocarcinoma prognosis 
PURPOSE
Identification of effective markers for outcome is expected to improve the clinical management of non-small cell lung cancer (NSCLC). Here, we assessed in NSCLC the prognostic efficacy of genes, which we had previously found to be differentially expressed in an in vitro model of human lung carcinogenesis.
EXPERIMENTAL DESIGN
Prediction algorithms and risk-score models were applied to the expression of the genes in publicly available NSCLC expression datasets. The prognostic capacity of the immunohistochemical expression of proteins encoded by these genes was also tested using formalin-fixed paraffin-embedded (FFPE) tissue specimens from 156 lung adenocarcinomas and 79 squamous cell carcinomas (SCCs).
RESULTS
The survival of all-stages (p<0.001, HR=2.0) or stage-I (p<0.001, HR=2.84) adenocarcinoma patients that expressed the five-gene in vitro lung carcinogenesis model (FILM) signature was significantly poorer than that of patients who did not. No survival differences were observed between SCCs predicted to express or lack FILM signature. Moreover, all stages (p<0.001, HR=1.95) or stage-I (p=0.001, HR=2.6) adenocarcinoma patients predicted to be at high risk by FILM transcript exhibited significantly worse survival than patients at low risk. Furthermore, the corresponding protein signature was associated with poor survival (all stages, p<0.001, HR=3.6; stage-I, p<0.001, HR=3.5; stage-IB, p<0.001, HR=4.6) and mortality risk (all stages, p=0.001, HR=4.0; stage-I, p=0.01, HR=3.4; stage-IB, p<0.001, HR=7.2) in lung adenocarcinoma patients.
CONCLUSIONS
Our findings highlight a gene and corresponding protein signature with effective capacity for identification of stage-I lung adenocarcinoma patients with poor prognosis that are likely to benefit from adjuvant therapy.
doi:10.1158/1078-0432.CCR-10-2703
PMCID: PMC3079395  PMID: 21163870
Lung adenocarcinoma; NSCLC; gene signature; prognosis
9.  A simulation study for comparing testing statistics in response-adaptive randomization 
Background
Response-adaptive randomizations are able to assign more patients in a comparative clinical trial to the tentatively better treatment. However, due to the adaptation in patient allocation, the samples to be compared are no longer independent. At large sample sizes, many asymptotic properties of test statistics derived for independent sample comparison are still applicable in adaptive randomization provided that the patient allocation ratio converges to an appropriate target asymptotically. However, the small sample properties of commonly used test statistics in response-adaptive randomization are not fully studied.
Methods
Simulations are systematically conducted to characterize the statistical properties of eight test statistics in six response-adaptive randomization methods at six allocation targets with sample sizes ranging from 20 to 200. Since adaptive randomization is usually not recommended for sample size less than 30, the present paper focuses on the case with a sample of 30 to give general recommendations with regard to test statistics for contingency tables in response-adaptive randomization at small sample sizes.
Results
Among all asymptotic test statistics, the Cook's correction to chi-square test (TMC) is the best in attaining the nominal size of hypothesis test. The William's correction to log-likelihood ratio test (TML) gives slightly inflated type I error and higher power as compared with TMC, but it is more robust against the unbalance in patient allocation. TMC and TML are usually the two test statistics with the highest power in different simulation scenarios. When focusing on TMC and TML, the generalized drop-the-loser urn (GDL) and sequential estimation-adjusted urn (SEU) have the best ability to attain the correct size of hypothesis test respectively. Among all sequential methods that can target different allocation ratios, GDL has the lowest variation and the highest overall power at all allocation ratios. The performance of different adaptive randomization methods and test statistics also depends on allocation targets. At the limiting allocation ratio of drop-the-loser (DL) and randomized play-the-winner (RPW) urn, DL outperforms all other methods including GDL. When comparing the power of test statistics in the same randomization method but at different allocation targets, the powers of log-likelihood-ratio, log-relative-risk, log-odds-ratio, Wald-type Z, and chi-square test statistics are maximized at their corresponding optimal allocation ratios for power. Except for the optimal allocation target for log-relative-risk, the other four optimal targets could assign more patients to the worse arm in some simulation scenarios. Another optimal allocation target, RRSIHR, proposed by Rosenberger and Sriram (Journal of Statistical Planning and Inference, 1997) is aimed at minimizing the number of failures at fixed power using Wald-type Z test statistics. Among allocation ratios that always assign more patients to the better treatment, RRSIHR usually has less variation in patient allocation, and the values of variation are consistent across all simulation scenarios. Additionally, the patient allocation at RRSIHR is not too extreme. Therefore, RRSIHR provides a good balance between assigning more patients to the better treatment and maintaining the overall power.
Conclusion
The Cook's correction to chi-square test and Williams' correction to log-likelihood-ratio test are generally recommended for hypothesis test in response-adaptive randomization, especially when sample sizes are small. The generalized drop-the-loser urn design is the recommended method for its good overall properties. Also recommended is the use of the RRSIHR allocation target.
doi:10.1186/1471-2288-10-48
PMCID: PMC2911470  PMID: 20525382

Results 1-9 (9)