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Integrative Tumor and Immune Cell Multi-omic Analyses Predict Response to Immune Checkpoint Blockade in Melanoma
In this study, we incorporate analyses of genome-wide sequence and structural alterations with pre- and on-therapy transcriptomic and T cell repertoire features in immunotherapy-naive melanoma patients treated with immune checkpoint blockade. Although tumor mutation burden is associated with improve...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7691441/ https://www.ncbi.nlm.nih.gov/pubmed/33294860 http://dx.doi.org/10.1016/j.xcrm.2020.100139 |
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author | Anagnostou, Valsamo Bruhm, Daniel C. Niknafs, Noushin White, James R. Shao, Xiaoshan M. Sidhom, John William Stein, Julie Tsai, Hua-Ling Wang, Hao Belcaid, Zineb Murray, Joseph Balan, Archana Ferreira, Leonardo Ross-Macdonald, Petra Wind-Rotolo, Megan Baras, Alexander S. Taube, Janis Karchin, Rachel Scharpf, Robert B. Grasso, Catherine Ribas, Antoni Pardoll, Drew M. Topalian, Suzanne L. Velculescu, Victor E. |
author_facet | Anagnostou, Valsamo Bruhm, Daniel C. Niknafs, Noushin White, James R. Shao, Xiaoshan M. Sidhom, John William Stein, Julie Tsai, Hua-Ling Wang, Hao Belcaid, Zineb Murray, Joseph Balan, Archana Ferreira, Leonardo Ross-Macdonald, Petra Wind-Rotolo, Megan Baras, Alexander S. Taube, Janis Karchin, Rachel Scharpf, Robert B. Grasso, Catherine Ribas, Antoni Pardoll, Drew M. Topalian, Suzanne L. Velculescu, Victor E. |
author_sort | Anagnostou, Valsamo |
collection | PubMed |
description | In this study, we incorporate analyses of genome-wide sequence and structural alterations with pre- and on-therapy transcriptomic and T cell repertoire features in immunotherapy-naive melanoma patients treated with immune checkpoint blockade. Although tumor mutation burden is associated with improved treatment response, the mutation frequency in expressed genes is superior in predicting outcome. Increased T cell density in baseline tumors and dynamic changes in regression or expansion of the T cell repertoire during therapy distinguish responders from non-responders. Transcriptome analyses reveal an increased abundance of B cell subsets in tumors from responders and patterns of molecular response related to expressed mutation elimination or retention that reflect clinical outcome. High-dimensional genomic, transcriptomic, and immune repertoire data were integrated into a multi-modal predictor of response. These findings identify genomic and transcriptomic characteristics of tumors and immune cells that predict response to immune checkpoint blockade and highlight the importance of pre-existing T and B cell immunity in therapeutic outcomes. |
format | Online Article Text |
id | pubmed-7691441 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-76914412020-12-07 Integrative Tumor and Immune Cell Multi-omic Analyses Predict Response to Immune Checkpoint Blockade in Melanoma Anagnostou, Valsamo Bruhm, Daniel C. Niknafs, Noushin White, James R. Shao, Xiaoshan M. Sidhom, John William Stein, Julie Tsai, Hua-Ling Wang, Hao Belcaid, Zineb Murray, Joseph Balan, Archana Ferreira, Leonardo Ross-Macdonald, Petra Wind-Rotolo, Megan Baras, Alexander S. Taube, Janis Karchin, Rachel Scharpf, Robert B. Grasso, Catherine Ribas, Antoni Pardoll, Drew M. Topalian, Suzanne L. Velculescu, Victor E. Cell Rep Med Article In this study, we incorporate analyses of genome-wide sequence and structural alterations with pre- and on-therapy transcriptomic and T cell repertoire features in immunotherapy-naive melanoma patients treated with immune checkpoint blockade. Although tumor mutation burden is associated with improved treatment response, the mutation frequency in expressed genes is superior in predicting outcome. Increased T cell density in baseline tumors and dynamic changes in regression or expansion of the T cell repertoire during therapy distinguish responders from non-responders. Transcriptome analyses reveal an increased abundance of B cell subsets in tumors from responders and patterns of molecular response related to expressed mutation elimination or retention that reflect clinical outcome. High-dimensional genomic, transcriptomic, and immune repertoire data were integrated into a multi-modal predictor of response. These findings identify genomic and transcriptomic characteristics of tumors and immune cells that predict response to immune checkpoint blockade and highlight the importance of pre-existing T and B cell immunity in therapeutic outcomes. Elsevier 2020-11-17 /pmc/articles/PMC7691441/ /pubmed/33294860 http://dx.doi.org/10.1016/j.xcrm.2020.100139 Text en © 2020 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Anagnostou, Valsamo Bruhm, Daniel C. Niknafs, Noushin White, James R. Shao, Xiaoshan M. Sidhom, John William Stein, Julie Tsai, Hua-Ling Wang, Hao Belcaid, Zineb Murray, Joseph Balan, Archana Ferreira, Leonardo Ross-Macdonald, Petra Wind-Rotolo, Megan Baras, Alexander S. Taube, Janis Karchin, Rachel Scharpf, Robert B. Grasso, Catherine Ribas, Antoni Pardoll, Drew M. Topalian, Suzanne L. Velculescu, Victor E. Integrative Tumor and Immune Cell Multi-omic Analyses Predict Response to Immune Checkpoint Blockade in Melanoma |
title | Integrative Tumor and Immune Cell Multi-omic Analyses Predict Response to Immune Checkpoint Blockade in Melanoma |
title_full | Integrative Tumor and Immune Cell Multi-omic Analyses Predict Response to Immune Checkpoint Blockade in Melanoma |
title_fullStr | Integrative Tumor and Immune Cell Multi-omic Analyses Predict Response to Immune Checkpoint Blockade in Melanoma |
title_full_unstemmed | Integrative Tumor and Immune Cell Multi-omic Analyses Predict Response to Immune Checkpoint Blockade in Melanoma |
title_short | Integrative Tumor and Immune Cell Multi-omic Analyses Predict Response to Immune Checkpoint Blockade in Melanoma |
title_sort | integrative tumor and immune cell multi-omic analyses predict response to immune checkpoint blockade in melanoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7691441/ https://www.ncbi.nlm.nih.gov/pubmed/33294860 http://dx.doi.org/10.1016/j.xcrm.2020.100139 |
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