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1.  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
2.  A New Class of Allosteric HIV-1 Integrase Inhibitors Identified by Crystallographic Fragment Screening of the Catalytic Core Domain* 
The Journal of Biological Chemistry  2016;291(45):23569-23577.
HIV-1 integrase (IN) is essential for virus replication and represents an important multifunctional therapeutic target. Recently discovered quinoline-based allosteric IN inhibitors (ALLINIs) potently impair HIV-1 replication and are currently in clinical trials. ALLINIs exhibit a multimodal mechanism of action by inducing aberrant IN multimerization during virion morphogenesis and by competing with IN for binding to its cognate cellular cofactor LEDGF/p75 during early steps of HIV-1 infection. However, quinoline-based ALLINIs impose a low genetic barrier for the evolution of resistant phenotypes, which highlights a need for discovery of second-generation inhibitors. Using crystallographic screening of a library of 971 fragments against the HIV-1 IN catalytic core domain (CCD) followed by a fragment expansion approach, we have identified thiophenecarboxylic acid derivatives that bind at the CCD-CCD dimer interface at the principal lens epithelium-derived growth factor (LEDGF)/p75 binding pocket. The most active derivative (5) inhibited LEDGF/p75-dependent HIV-1 IN activity in vitro with an IC50 of 72 μm and impaired HIV-1 infection of T cells at an EC50 of 36 μm. The identified lead compound, with a relatively small molecular weight (221 Da), provides an optimal building block for developing a new class of inhibitors. Furthermore, although structurally distinct thiophenecarboxylic acid derivatives target a similar pocket at the IN dimer interface as the quinoline-based ALLINIs, the lead compound, 5, inhibited IN mutants that confer resistance to quinoline-based compounds. Collectively, our findings provide a plausible path for structure-based development of second-generation ALLINIs.
doi:10.1074/jbc.M116.753384
PMCID: PMC5095411  PMID: 27645997
drug discovery; drug screening; human immunodeficiency virus (HIV); integrase; medicinal chemistry; X-ray crystallography; HIV-1; HIV-1 integrase; allosteric inhibitor; fragment screening
3.  Simulating Replica Exchange: Markov State Models, Proposal Schemes, and the Infinite Swapping Limit 
The journal of physical chemistry. B  2016;120(33):8289-8301.
Replica exchange molecular dynamics is a multicanonical simulation technique commonly used to enhance the sampling of solvated biomolecules on rugged free energy landscapes. While replica exchange is relatively easy to implement, there are many unanswered questions about how to use this technique most effciently, especially because it is frequently the case in practice that replica exchange simulations are not fully converged. A replica exchange cycle consists of a series of molecular dynamics steps of a set of replicas moving under different Hamiltonians or at different thermodynamic states followed by one or more replica exchange attempts to swap replicas among the different states. How the replica exchange cycle is constructed affects how rapidly the system equilibrates. We have constructed a Markov state model of replica exchange (MSMRE) using long molecular dynamics simulations of a host–guest binding system as an example, in order to study how different implementations of the replica exchange cycle can affect the sampling effciency. We analyze how the number of replica exchange attempts per cycle, the number of MD steps per cycle, and the interaction between the two parameters affects the largest implied time scale of the MSMRE simulation. The infinite swapping limit is an important concept in replica exchange. We show how to estimate the infinite swapping limit from the diagonal elements of the exchange transition matrix constructed from MSMRE “simulations of simulations” as well as from relatively short runs of the actual replica exchange simulations.
doi:10.1021/acs.jpcb.6b02015
PMCID: PMC5001888  PMID: 27079355
4.  Distinct biological subtypes and patterns of genome evolution in lymphoma revealed by circulating tumor DNA 
Science translational medicine  2016;8(364):364ra155.
Patients with diffuse large B cell lymphoma (DLBCL) exhibit marked diversity in tumor behavior and outcomes, yet the identification of poor-risk groups remains challenging. In addition, the biology underlying these differences is incompletely understood. We hypothesized that characterization of mutational heterogeneity and genomic evolution using circulating tumor DNA (ctDNA) profiling could reveal molecular determinants of adverse outcomes. To address this hypothesis, we applied cancer personalized profiling by deep sequencing (CAPP-Seq) analysis to tumor biopsies and cell-free DNA samples from 92 lymphoma patients and 24 healthy subjects. At diagnosis, the amount of ctDNA was found to strongly correlate with clinical indices and was independently predictive of patient outcomes. We demonstrate that ctDNA genotyping can classify transcriptionally defined tumor subtypes, including DLBCL cell of origin, directly from plasma. By simultaneously tracking multiple somatic mutations in ctDNA, our approach outperformed immunoglobulin sequencing and radiographic imaging for the detection of minimal residual disease and facilitated noninvasive identification of emergent resistance mutations to targeted therapies. In addition, we identified distinct patterns of clonal evolution distinguishing indolent follicular lymphomas from those that transformed into DLBCL, allowing for potential noninvasive prediction of histological transformation. Collectively, our results demonstrate that ctDNA analysis reveals biological factors that underlie lymphoma clinical outcomes and could facilitate individualized therapy.
doi:10.1126/scitranslmed.aai8545
PMCID: PMC5490494  PMID: 27831904
5.  Lymphoma immunotherapy: vaccines, adoptive cell transfer and immunotransplant 
Immunotherapy  2009;1(5):809-824.
Therapy for non-Hodgkin lymphoma has benefited greatly from basic science and clinical research such that chemotherapy and monoclonal antibody therapy have changed some lymphoma subtypes from uniformly lethal to curable, but the majority of lymphoma patients remain incurable. Novel therapies with less toxicity and more specific targeting of tumor cells are needed and immunotherapy is among the most promising of these. Recently completed randomized trials of idiotype vaccines and earlier-phase trials of other vaccine types have shown the ability to induce antitumor T cells and some clinical responses. More recently, trials of adoptive transfer of antitumor T cells have demonstrated techniques to increase the persistence and antitumor effect of these cells. Herein, we discuss lymphoma immunotherapy clinical trial results and what lessons can be taken to improve their effect, including the combination of vaccination and adoptive transfer in an approach we have dubbed ‘immunotransplant’.
doi:10.2217/imt.09.50
PMCID: PMC5469410  PMID: 20636025
adoptive transfer; chimeric antigen receptor; clinical trial; dendritic cell; idiotype immunotherapy; immunotransplant; lymphoma; vaccine
7.  Immunomodulatory antibodies for the treatment of lymphoma: Report on the CALYM Workshop 
Oncoimmunology  2016;5(7):e1186323.
ABSTRACT
In November 2015, the CALYM Carnot Institute held a 2-d workshop to discuss the current and future development of immunomodulatory antibodies for the treatment of lymphoma. Highlights from the workshop are presented in this article.
doi:10.1080/2162402X.2016.1186323
PMCID: PMC5006908  PMID: 27622041
Immunomodulation; immunotherapy; lymphoma; programmed cell death 1 ligand 1; programmed cell death 1 receptor
8.  Binding Energy Distribution Analysis Method (BEDAM): Hamiltonian replica exchange with torsional flattening for binding mode prediction and binding free energy estimation 
Molecular dynamics modeling of complex biological systems is limited by finite simulation time. The simulations are often trapped close to local energy minima separated by high energy barriers. Here, we introduce Hamiltonian replica exchange (H-REMD) with torsional flattening in the Binding Energy Distribution Analysis Method (BEDAM), to reduce energy barriers along torsional degrees of freedom and accelerate sampling of intra-molecular degrees of freedom relevant to protein-ligand binding. The method is tested on a standard benchmark (T4 Lysozyme/L99A/p-xylene complex) and on a library of HIV-1 integrase complexes derived from the SAMPL4 blind challenge. We applied the torsional flattening strategy to 26 of the 53 known binders to the HIV Integrase LEDGF site found to have a binding energy landscape funneled towards the crystal structure. We show that our approach samples the conformational space more efficiently than the original method without flattening when starting from a poorly docked pose with incorrect ligand dihedral angle conformations. In these unfavorable cases convergence to a binding pose within 2-3 angstroms from the crystallographic pose is obtained within a few nanoseconds of the Hamiltonian replica exchange simulation. We found that torsional flattening is insufficient in cases where trapping is due to factors other than torsional energy, such as the formation of incorrect intra-molecular hydrogen bonds and stacking. Work is in progress to generalize the approach to handle these cases and thereby make it more widely applicable.
doi:10.1021/acs.jctc.6b00134
PMCID: PMC4862910  PMID: 27070865
9.  Inference of Epistatic Effects Leading to Entrenchment and Drug Resistance in HIV-1 Protease 
Molecular Biology and Evolution  2017;34(6):1291-1306.
Abstract
Understanding the complex mutation patterns that give rise to drug resistant viral strains provides a foundation for developing more effective treatment strategies for HIV/AIDS. Multiple sequence alignments of drug-experienced HIV-1 protease sequences contain networks of many pair correlations which can be used to build a (Potts) Hamiltonian model of these mutation patterns. Using this Hamiltonian model, we translate HIV-1 protease sequence covariation data into quantitative predictions for the probability of observing specific mutation patterns which are in agreement with the observed sequence statistics. We find that the statistical energies of the Potts model are correlated with the fitness of individual proteins containing therapy-associated mutations as estimated by in vitro measurements of protein stability and viral infectivity. We show that the penalty for acquiring primary resistance mutations depends on the epistatic interactions with the sequence background. Primary mutations which lead to drug resistance can become highly advantageous (or entrenched) by the complex mutation patterns which arise in response to drug therapy despite being destabilizing in the wildtype background. Anticipating epistatic effects is important for the design of future protease inhibitor therapies.
doi:10.1093/molbev/msx095
PMCID: PMC5435099  PMID: 28369521
epistasis, mutational landscape, statistical inference, coevolution, HIV, drug resistance
10.  The Society for Immunotherapy of Cancer consensus statement on immunotherapy for the treatment of hematologic malignancies: multiple myeloma, lymphoma, and acute leukemia 
Increasing knowledge concerning the biology of hematologic malignancies as well as the role of the immune system in the control of these diseases has led to the development and approval of immunotherapies that are resulting in impressive clinical responses. Therefore, the Society for Immunotherapy of Cancer (SITC) convened a hematologic malignancy Cancer Immunotherapy Guidelines panel consisting of physicians, nurses, patient advocates, and patients to develop consensus recommendations for the clinical application of immunotherapy for patients with multiple myeloma, lymphoma, and acute leukemia. These recommendations were developed following the previously established process based on the Institute of Medicine’s clinical practice guidelines. In doing so, a systematic literature search was performed for high-impact studies from 2004 to 2014 and was supplemented with further literature as identified by the panel. The consensus panel met in December of 2014 with the goal to generate consensus recommendations for the clinical use of immunotherapy in patients with hematologic malignancies. During this meeting, consensus panel voting along with discussion were used to rate and review the strength of the supporting evidence from the literature search. These consensus recommendations focus on issues related to patient selection, toxicity management, clinical endpoints, and the sequencing or combination of therapies. Overall, immunotherapy is rapidly emerging as an effective therapeutic strategy for the management of hematologic malignances. Evidence-based consensus recommendations for its clinical application are provided and will be updated as the field evolves.
Electronic supplementary material
The online version of this article (doi:10.1186/s40425-016-0188-z) contains supplementary material, which is available to authorized users.
doi:10.1186/s40425-016-0188-z
PMCID: PMC5168808  PMID: 28018601
Cancer immunotherapy; Hematologic malignancies; Acute leukemia; Lymphoma; Multiple myeloma; Immunotherapy
11.  Tetraspanin CD81, a modulator of immune suppression in cancer and metastasis 
Oncoimmunology  2015;5(5):e1120399.
ABSTRACT
Cancer cells can escape the antitumor immune response by recruiting immune suppressor cells. However, although innate myeloid-derived suppressor cells (MDSCs) and T regulatory (Treg) cells accumulate normally in tumor-bearing CD81-deficient mice, both populations are impaired in their ability to suppress the antitumor immune response.
doi:10.1080/2162402X.2015.1120399
PMCID: PMC4910756  PMID: 27467918
CD81 knockout (CD81KO) mice; myeloid-derived suppressor cells (MDSCs); T regulatory (Treg) cells; tumor
12.  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
13.  Asynchronous Replica Exchange Software for Grid and Heterogeneous Computing 
Parallel replica exchange sampling is an extended ensemble technique often used to accelerate the exploration of the conformational ensemble of atomistic molecular simulations of chemical systems. Inter-process communication and coordination requirements have historically discouraged the deployment of replica exchange on distributed and heterogeneous resources. Here we describe the architecture of a software (named ASyncRE) for performing asynchronous replica exchange molecular simulations on volunteered computing grids and heterogeneous high performance clusters. The asynchronous replica exchange algorithm on which the software is based avoids centralized synchronization steps and the need for direct communication between remote processes. It allows molecular dynamics threads to progress at different rates and enables parameter exchanges among arbitrary sets of replicas independently from other replicas. ASyncRE is written in Python following a modular design conducive to extensions to various replica exchange schemes and molecular dynamics engines. Applications of the software for the modeling of association equilibria of supramolecular and macromolecular complexes on BOINC campus computational grids and on the CPU/MIC heterogeneous hardware of the XSEDE Stampede supercomputer are illustrated. They show the ability of ASyncRE to utilize large grids of desktop computers running the Windows, MacOS, and/or Linux operating systems as well as collections of high performance heterogeneous hardware devices.
doi:10.1016/j.cpc.2015.06.010
PMCID: PMC4834714  PMID: 27103749
replica exchange molecular dynamics; grid computing; BOINC; distributed computing; protein-ligand binding; peptide dimerization
14.  A Stochastic Solution to the Unbinned WHAM Equations 
The Weighted Histogram Analysis Method (WHAM) and unbinned versions such as the Multistate Bennett Acceptance Ratio (MBAR) and Unbinned WHAM (UWHAM) are widely used to compute free energies and expectations from data generated by independent or coupled parallel simulations. Here we introduce a Replica Exchange-like algorithm (RE-SWHAM) that can be used to solve the UWHAM equations stochastically. This method is capable of analyzing large data sets generated by hundreds or even thousands of parallel simulations that are too large to be “WHAMMED” using standard methods. We illustrate the method by applying it to obtain free energy weights for each of the 240 states in a simulation of host-guest ligand binding containing ~ 3.5 × 107 data elements collected from 16 parallel Hamiltonian Replica Exchange simulations, performed at 15 temperatures. In addition to using much less memory, RE-SWHAM showed a nearly eighty fold improvement in computational time compared with UWHAM.
Graphical Abstract
doi:10.1021/acs.jpclett.5b01771
PMCID: PMC4894662  PMID: 26722879
UWHAM; Stochastic Reweighting; Parallel Simulations; Free Energy; MBAR
15.  Large Scale Asynchronous and Distributed Multi-Dimensional Replica Exchange Molecular Simulations and Efficiency Analysis 
Journal of computational chemistry  2015;36(23):1772-1785.
We describe methods to perform replica exchange molecular dynamics (REMD) simulations asynchronously (ASyncRE). The methods are designed to facilitate large scale REMD simulations on grid computing networks consisting of heterogeneous and distributed computing environments as well as on homogeneous high performance clusters. We have implemented these methods on NSF XSEDE clusters and BOINC distributed computing networks at Temple University, and Brooklyn College at CUNY. They are also being implemented on the IBM World Community Grid. To illustrate the methods we have performed extensive (more than 60 microseconds in aggregate) simulations for the beta-cyclodextrin-heptanoate host-guest system in the context of one and two dimensional ASyncRE and we used the results to estimate absolute binding free energies using the Binding Energy Distribution Analysis Method (BEDAM). We propose ways to improve the efficiency of REMD simulations: these include increasing the number of exchanges attempted after a specified MD period up to the fast exchange limit, and/or adjusting the MD period to allow sufficient internal relaxation within each thermodynamic state. Although ASyncRE simulations generally require long MD periods (> picoseconds) per replica exchange cycle to minimize the overhead imposed by heterogeneous computing networks, we found that it is possible to reach an efficiency similar to conventional synchronous REMD, by optimizing the combination of the MD period and the number of exchanges attempted per cycle.
doi:10.1002/jcc.23996
PMCID: PMC4512903  PMID: 26149645
asynchronous replica exchange; molecular dynamics; distributed computing network; efficiency analysis; binding energy distribution analysis method; host-guest system
16.  First Passage Times, Lifetimes, and Relaxation Times of Unfolded Proteins 
Physical review letters  2015;115(4):048101.
The dynamics of proteins in the unfolded state can be quantified in computer simulations by calculating a spectrum of relaxation times which describes the time scales over which the population fluctuations decay to equilibrium. If the unfolded state space is discretized we can evaluate the relaxation time of each state. We derive a simple relation that shows the mean first passage time to any state is equal to the relaxation time of that state divided by the equilibrium population. This explains why mean first passage times from state to state within the unfolded ensemble can be very long but the energy landscape can still be smooth (minimally frustrated). In fact, when the folding kinetics is two-state, all of the unfolded state relaxation times within the unfolded free energy basin are faster than the folding time. This result supports the well-established funnel energy landscape picture and resolves an apparent contradiction between this model and the recently proposed kinetic hub model of protein folding. We validate these concepts by analyzing a Markov State Model of the kinetics in the unfolded state and folding of the mini-protein NTL9 constructed from a 2.9 millisecond simulation provided by D. E. Shaw Research.
PMCID: PMC4531052  PMID: 26252709
17.  Cell-free production of Gaussia princeps luciferase – antibody fragment bioconjugates for ex vivo detection of tumor cells 
Antibody fragments (scFvs) fused to luciferase reporter proteins have been used as highly sensitive optical imaging probes. Gaussia princeps luciferase (GLuc) is an attractive choice for a reporter protein because it is small and bright and does not require ATP to stimulate bioluminescence-producing reactions. Both GLuc and scFv proteins contain multiple disulfide bonds, and consequently the production of active and properly folded GLuc–scFv fusions is challenging. We therefore produced both proteins individually in active form, followed by covalent coupling to produce the intended conjugate.
We used an Escherichia coli-based cell-free protein synthesis (CFPS) platform to produce GLuc and scFv proteins containing non-natural amino acids (nnAAs) for subsequent conjugation by azide–alkyne click chemistry. GLuc mutants with exposed alkyne reactive groups were produced by global replacement of methionine residues in CFPS. Antibody fragment scFvs contained a single exposed azide group using a scheme for site-specific incorporation of tyrosine analogs. Incorporation of tyrosine analogs at specific sites in proteins was performed using an engineered orthogonal tRNA–tRNA synthetase pair from an archaebacterium. The unique azide and alkyne side chains in GLuc and the antibody fragment scFv facilitated conjugation by click chemistry. GLuc–scFv conjugates were shown to differentiate between cells expressing a surface target of the scFv and cells that did not carry this marker.
doi:10.1016/j.bbrc.2009.10.087
PMCID: PMC4939902  PMID: 19852937
Cell-free protein synthesis (CFPS); Non-natural amino acids; Gaussia princeps luciferase; Bioconjugate; Bioluminescence; Cell-surface binding assay
18.  The Efficacy of HGAL and LMO2 in the Separation of Lymphomas Derived From Small B Cells in Nodal and Extranodal Sites, Including the Bone Marrow 
We studied the efficacy of 2 germinal center B-cell markers, HGAL and LMO2, in the separation of lymphomas derived from small B cells, particularly follicular lymphoma (FL) and marginal zone lymphoma occurring in nodal, extranodal, splenic, and bone marrow sites using immunohistochemical analysis for CD10, BCL6, BCL2, HGAL, and LMO2. Our results showed that HGAL and LMO2 are sensitive and specific markers for detecting FL in nodal and extranodal sites. In contrast, all markers were down-regulated in FL infiltrates in the bone marrow. CD10 and HGAL were expressed in a subset of FLs in the bone marrow and were highly correlated with each other and with CD21, a marker of follicular dendritic cells. We conclude that HGAL and LMO2 should be considered in immunohistochemical panels used for the routine workup of lymphomas derived from small B cells. In the bone marrow, staining for HGAL or CD10 can be helpful in making a diagnosis of FL, although they are absent in a subset of cases.
doi:10.1309/AJCP7Z2BIBUNQPLZ
PMCID: PMC4847143  PMID: 21502424
Follicular lymphoma; Marginal zone lymphoma; Germinal center; Bone marrow; Immunohistochemistry; Low-grade B-cell lymphoma
19.  BEDAM Binding Free Energy Predictions for the SAMPL4 Octa-Acid Host Challenge 
The Binding Energy Distribution Analysis Method (BEDAM) protocol has been employed as part of the SAMPL4 blind challenge to predict the binding free energies of a set of octa-acid host-guest complexes. The resulting predictions were consistently judged as some of the most accurate predictions in this category of the SAMPL4 challenge in terms of quantitative accuracy and statistical correlation relative to the experimental values, which were not known at the time the predictions were made. The work has been conducted as part of a hands-on graduate class laboratory session. Collectively the students, aided by automated setup and analysis tools, performed the bulk of the calculations and the numerical and structural analysis. The success of the experiment confirms the reliability of the BEDAM methodology and it shows that physics-based atomistic binding free energy estimation models, when properly streamlined and automated, can be successfully employed by non-specialists.
doi:10.1007/s10822-014-9795-2
PMCID: PMC4832917  PMID: 25726024
20.  Parameterization of an effective potential for protein–ligand binding from host–guest affinity data 
Force field accuracy is still one of the “stalemates” in biomolecular modeling. Model systems with high quality experimental data are valuable instruments for the validation and improvement of effective potentials. With respect to protein–ligand binding, organic host–guest complexes have long served as models for both experimental and computational studies because of the abundance of binding affinity data available for such systems. Binding affinity data collected for cyclodextrin (CD) inclusion complexes, a popular model for molecular recognition, is potentially a more reliable resource for tuning energy parameters than hydration free energy measurements. Convergence of binding free energy calculations on CD host–guest systems can also be obtained rapidly, thus offering the opportunity to assess the robustness of these parameters. In this work, we demonstrate how implicit solvent parameters can be developed using binding affinity experimental data and the binding energy distribution analysis method (BEDAM) and validated using the Grid Inhomogeneous Solvation Theory analysis. These new solvation parameters were used to study protein–ligand binding in two drug targets against the HIV-1 virus and improved the agreement between the calculated and the experimental binding affinities. This work illustrates how benchmark sets of high quality experimental binding affinity data and physics-based binding free energy models can be used to evaluate and optimize force fields for protein–ligand systems.
doi:10.1002/jmr.2489
PMCID: PMC4715590  PMID: 26256816
OPLS; force field; free energy; BEDAM; GIST
21.  Conformational Analysis of the DFG-out Kinase Motif and Biochemical Profiling of Structurally Validated Type II Inhibitors 
Journal of medicinal chemistry  2014;58(1):466-479.
Structural coverage of the human kinome has been steadily increasing over time. The structures provide valuable insights into the molecular basis of kinase function and also provide a foundation for understanding the mechanisms of kinase inhibitors. There are a large number of kinase structures in the PDB for which the Asp and Phe of the DFG motif on the activation loop swap positions, resulting in the formation of a new allosteric pocket. We refer to these structures as “classical DFG-out” conformations in order to distinguish them from conformations which have also been referred to as DFG-out in the literature but which do not have a fully formed allosteric pocket. We have completed a structural analysis of almost two hundred small molecule inhibitors bound to classical DFG-out conformations; we find that they are recognized by both type I and type II inhibitors. In contrast, we find that non-classical DFG-out conformations strongly select against type II inhibitors because these structures have not formed a large enough allosteric pocket to accommodate this type of binding mode. In the course of this study we discovered that the number of structurally validated type II inhibitors that can be found in the PDB and that are also represented in publicly available biochemical profiling studies of kinase inhibitors is very small. We have obtained new profiling results for several additional structurally validated type II inhibitors identified through our conformational analysis. Although the available profiling data for type II inhibitors is still much smaller than for type I inhibitors, a comparison of the two datasets supports the conclusion that type II inhibitors are more selective than type I. We comment on the possible contribution of the DFG-in to DFG-out conformational reorganization to the selectivity.
doi:10.1021/jm501603h
PMCID: PMC4326797  PMID: 25478866
22.  Conformational Analysis of the DFG-Out Kinase Motif and Biochemical Profiling of Structurally Validated Type II Inhibitors 
Journal of Medicinal Chemistry  2014;58(1):466-479.
Structural coverage of the human kinome has been steadily increasing over time. The structures provide valuable insights into the molecular basis of kinase function and also provide a foundation for understanding the mechanisms of kinase inhibitors. There are a large number of kinase structures in the PDB for which the Asp and Phe of the DFG motif on the activation loop swap positions, resulting in the formation of a new allosteric pocket. We refer to these structures as “classical DFG-out” conformations in order to distinguish them from conformations that have also been referred to as DFG-out in the literature but that do not have a fully formed allosteric pocket. We have completed a structural analysis of almost 200 small molecule inhibitors bound to classical DFG-out conformations; we find that they are recognized by both type I and type II inhibitors. In contrast, we find that nonclassical DFG-out conformations strongly select against type II inhibitors because these structures have not formed a large enough allosteric pocket to accommodate this type of binding mode. In the course of this study we discovered that the number of structurally validated type II inhibitors that can be found in the PDB and that are also represented in publicly available biochemical profiling studies of kinase inhibitors is very small. We have obtained new profiling results for several additional structurally validated type II inhibitors identified through our conformational analysis. Although the available profiling data for type II inhibitors is still much smaller than for type I inhibitors, a comparison of the two data sets supports the conclusion that type II inhibitors are more selective than type I. We comment on the possible contribution of the DFG-in to DFG-out conformational reorganization to the selectivity.
doi:10.1021/jm501603h
PMCID: PMC4326797  PMID: 25478866
23.  Distinguishing Binders from False Positives by Free Energy Calculations: Fragment Screening Against the Flap Site of HIV Protease 
Molecular docking is a powerful tool used in drug discovery and structural biology for predicting the structures of ligand–receptor complexes. However, the accuracy of docking calculations can be limited by factors such as the neglect of protein reorganization in the scoring function; as a result, ligand screening can produce a high rate of false positive hits. Although absolute binding free energy methods still have difficulty in accurately rank-ordering binders, we believe that they can be fruitfully employed to distinguish binders from nonbinders and reduce the false positive rate. Here we study a set of ligands that dock favorably to a newly discovered, potentially allosteric site on the flap of HIV-1 protease. Fragment binding to this site stabilizes a closed form of protease, which could be exploited for the design of allosteric inhibitors. Twenty-three top-ranked protein–ligand complexes from AutoDock were subject to the free energy screening using two methods, the recently developed binding energy analysis method (BEDAM) and the standard double decoupling method (DDM). Free energy calculations correctly identified most of the false positives (≥83%) and recovered all the confirmed binders. The results show a gap averaging ≥3.7 kcal/mol, separating the binders and the false positives. We present a formula that decomposes the binding free energy into contributions from the receptor conformational macrostates, which provides insights into the roles of different binding modes. Our binding free energy component analysis further suggests that improving the treatment for the desolvation penalty associated with the unfulfilled polar groups could reduce the rate of false positive hits in docking. The current study demonstrates that the combination of docking with free energy methods can be very useful for more accurate ligand screening against valuable drug targets.
doi:10.1021/jp506376z
PMCID: PMC4306491  PMID: 25189630
24.  New insights into the mechanism of action of immune checkpoint antibodies 
Oncoimmunology  2014;3(8):e954869.
Preclinical models have been developed and applied to predict the clinical efficacy of immune checkpoint antibodies. Now these models can be used to dissect the mechanisms by which such immunotherapeutic antibodies work and to build the rationale for combining immune checkpoint-targeting antibodies with potential synergistic activity in cancer patients.
doi:10.4161/21624011.2014.954869
PMCID: PMC4292403  PMID: 25610751
cancer; CTLA-4; GITR; immunotherapy; immune checkpoint antibodies; OX40
25.  Connecting Free Energy Surfaces in Implicit and Explicit Solvent: an Efficient Method to Compute Conformational and Solvation Free Energies 
The ability to accurately model solvent effects on free energy surfaces is important for understanding many biophysical processes including protein folding and misfolding, allosteric transitions and protein-ligand binding. Although all-atom simulations in explicit solvent can provide an accurate model for biomolecules in solution, explicit solvent simulations are hampered by the slow equilibration on rugged landscapes containing multiple basins separated by barriers. In many cases, implicit solvent models can be used to significantly speed up the conformational sampling; however, implicit solvent simulations do not fully capture the effects of a molecular solvent, and this can lead to loss of accuracy in the estimated free energies. Here we introduce a new approach to compute free energy changes in which the molecular details of explicit solvent simulations are retained while also taking advantage of the speed of the implicit solvent simulations. In this approach, the slow equilibration in explicit solvent, due to the long waiting times before barrier crossing, is avoided by using a thermodynamic cycle which connects the free energy basins in implicit solvent and explicit solvent using a localized decoupling scheme. We test this method by computing conformational free energy differences and solvation free energies of the model system alanine dipeptide in water. The free energy changes between basins in explicit solvent calculated using fully explicit solvent paths agree with the corresponding free energy differences obtained using the implicit/explicit thermodynamic cycle to within 0.3 kcal/mol out of ~3 kcal/mol at only ~8 % of the computational cost. We note that WHAM methods can be used to further improve the efficiency and accuracy of the explicit/implicit thermodynamic cycle.
doi:10.1021/acs.jctc.5b00264
PMCID: PMC4521639  PMID: 26236174
conformational free energy; solvation free energy; MD simulation; explicit solvent model; implicit solvent model

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