1316 Enabling single-cell resolution in spatial transcriptomics for comprehensive cellular profiling with variational autoencoders and optimal transport by Janis Taube, Long Yuan, Alexander Szalay, Xuyang Li

100 Integration of multiplex immunofluorescence tyramide signal amplification with InSituPlex staining for immune cell profiling of advanced melanoma by Elizabeth Engle, Janis Taube, Marcus Smith, Jonathan Lai, Kemi Katemboh

121 Quantifying statistical and systematic uncertainties in predicting clinical outcomes using multiplex immunofluorescence by Emily Cohen, Benjamin Green, Elizabeth Engle, Tricia Cottrell, Janis Taube, Joel Sunshine, Jeffrey S Roskes, Margaret Eminizer, Melinda Nagy, Alexander Szalay

Evaluating T-cell cross-reactivity between tumors and immune-related adverse events with TCR sequencing: pitfalls in interpretations of functional relevance by Jiajia Zhang, Franco Verde, Tricia Cottrell, Hans Hammers, Kellie N Smith, Janis Taube, Boyang Zhang, Genevieve J Kaunitz, Poromendro Burman, Hok-Yee Chan, Jody E Hooper, Mohamad E Allaf, Hongkai Ji

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327 Development and validation of a neoantigen-specific T cell gene signature to identify antitumor T cells in lung cancer and melanoma by Jiajia Zhang, Patrick Forde, Taha Merghoub, Julie Brahmer, Matthew Hellmann, Kristen Marrone, Janis Taube, Boyang Zhang, Hongkai Ji, Zhicheng Ji, Justina Caushi, Andrew Pardoll, Kellie Smith, Giacomo Oliveira, Srinivasan Yegnasubramanian, Catherine Wu

Anti-PD-1 elicits regression of undifferentiated pleomorphic sarcomas with UV-mutation signatures by Drew M Pardoll, Evan Lipson, John-William Sidhom, Karim Boudadi, Robert Anders, Dung T Le, Luis A Diaz, Nicolas Llosa, Janis Taube, Lingling Chen, Teniola F Oke, Christian F Meyer, Laurene S Cheung, Thomas B Schaffer, Jillian T Ngo, John McMahon Gross, Holly Kemberling

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222-N Analysis of pathologic features and efficacy outcomes with neoadjuvant nivolumab plus platinum-doublet chemotherapy for resectable non-small cell lung cancer in CheckMate 816... by Keith M Kerr, Elizabeth Thompson, Mariano Provencio, Patrick M Forde, Jaclyn Neely, Ashley Cimino-Mathews, Ludmila Danilova, Daphne Wang, Robert A Anders, Tricia R Cottrell, Nicolas Girard, Janis Taube, Peter Illei, Junliang Cai, Joel Sunshine, Julie Stein Deutsch, Jonathan Spicer, Edward Gabrielson, Jaroslaw Jedrych, Mia Tran, Judy Bushong, Vipul Devas, David Balli, Alex S Baras

Neoadjuvant nivolumab plus ipilimumab in resectable non-small cell lung cancer by Drew M Pardoll, Julie R Brahmer, Patrick M Forde, Jarushka Naidoo, David Jones, Taha Merghoub, Suzanne Topalian, Gary Rosner, Valsamo Anagnostou, Hok Yee Chan, Franco Verde, Daphne Wang, Matthew D Hellmann, Victor E Velculescu, James R White, Tricia R Cottrell, Joshua E Reuss, Stephen Broderick, Kellie N Smith, Marianna Zahurak, Mara Lanis, Joseph C Murray, Caroline McCarthy, Richard Battafarano, Errol Bush, Malcolm Brock, Jinny Ha, Janis Taube, Peter Illei, Ben Levy, Jamie E Chaft

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Society for Immunotherapy of Cancer (SITC) consensus statement on essential biomarkers for immunotherapy clinical protocols by Deborah Collyar, Christian M Capitini, Gary Kohanbash, Yana G Najjar, Carlo B Bifulco, Barbara Seliger, Holden T Maecker, Elizabeth Garrett-Mayer, Joe Yeong, Leslie Cope, Sacha Gnjatic, Sumit K Subudhi, Michael T Lotze, Saman Maleki Vareki, Alaa Ali, Laura Q M Chow, Tricia R Cottrell, Tullia C Bruno, Denise Goh, Codruta Chiuzan, Janis Taube, Ryan J Sullivan, Kristin G Anderson, Isabella C Glitza Oliva, Wim Vos, Paola Grandi, Susan Halabi, Julie Stein Deutsch, Ivan Diaz-Padilla, Anthony R Cillo, Genia Dubrovsky, Sarah Mullin, Elizabeth G Hill, Brian P Hobbs, Phyllis Pettit Nassi, Virgil H Simons, Chris H Takimoto

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