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Tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer
BACKGROUND: Durable efficacy of immune checkpoint blockade (ICB) occurred in a small number of patients with metastatic gastric cancer (mGC) and the determinant biomarker of response to ICB remains unclear. METHODS: We developed an open-source TMEscore R package, to quantify the tumor microenvironme...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356190/ https://www.ncbi.nlm.nih.gov/pubmed/34376552 http://dx.doi.org/10.1136/jitc-2021-002467 |
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author | Zeng, Dongqiang Wu, Jiani Luo, Huiyan Li, Yong Xiao, Jian Peng, Jianjun Ye, Zilan Zhou, Rui Yu, Yunfang Wang, Gaofeng Huang, Na Wu, Jianhua Rong, Xiaoxiang Sun, Li Sun, Huiying Qiu, Wenjun Xue, Yichen Bin, Jianping Liao, Yulin Li, Nailin Shi, Min Kim, Kyoung-Mee Liao, Wangjun |
author_facet | Zeng, Dongqiang Wu, Jiani Luo, Huiyan Li, Yong Xiao, Jian Peng, Jianjun Ye, Zilan Zhou, Rui Yu, Yunfang Wang, Gaofeng Huang, Na Wu, Jianhua Rong, Xiaoxiang Sun, Li Sun, Huiying Qiu, Wenjun Xue, Yichen Bin, Jianping Liao, Yulin Li, Nailin Shi, Min Kim, Kyoung-Mee Liao, Wangjun |
author_sort | Zeng, Dongqiang |
collection | PubMed |
description | BACKGROUND: Durable efficacy of immune checkpoint blockade (ICB) occurred in a small number of patients with metastatic gastric cancer (mGC) and the determinant biomarker of response to ICB remains unclear. METHODS: We developed an open-source TMEscore R package, to quantify the tumor microenvironment (TME) to aid in addressing this dilemma. Two advanced gastric cancer cohorts (RNAseq, N=45 and NanoString, N=48) and other advanced cancer (N=534) treated with ICB were leveraged to investigate the predictive value of TMEscore. Simultaneously, multi-omics data from The Cancer Genome Atlas of Stomach Adenocarcinoma (TCGA-STAD) and Asian Cancer Research Group (ACRG) were interrogated for underlying mechanisms. RESULTS: The predictive capacity of TMEscore was corroborated in patient with mGC cohorts treated with pembrolizumab in a prospective phase 2 clinical trial (NCT02589496, N=45, area under the curve (AUC)=0.891). Notably, TMEscore, which has a larger AUC than programmed death-ligand 1 combined positive score, tumor mutation burden, microsatellite instability, and Epstein-Barr virus, was also validated in the multicenter advanced gastric cancer cohort using NanoString technology (N=48, AUC=0.877). Exploration of the intrinsic mechanisms of TMEscore with TCGA and ACRG multi-omics data identified TME pertinent mechanisms including mutations, metabolism pathways, and epigenetic features. CONCLUSIONS: Current study highlighted the promising predictive value of TMEscore for patients with mGC. Exploration of TME in multi-omics gastric cancer data may provide the impetus for precision immunotherapy. |
format | Online Article Text |
id | pubmed-8356190 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-83561902021-08-24 Tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer Zeng, Dongqiang Wu, Jiani Luo, Huiyan Li, Yong Xiao, Jian Peng, Jianjun Ye, Zilan Zhou, Rui Yu, Yunfang Wang, Gaofeng Huang, Na Wu, Jianhua Rong, Xiaoxiang Sun, Li Sun, Huiying Qiu, Wenjun Xue, Yichen Bin, Jianping Liao, Yulin Li, Nailin Shi, Min Kim, Kyoung-Mee Liao, Wangjun J Immunother Cancer Immunotherapy Biomarkers BACKGROUND: Durable efficacy of immune checkpoint blockade (ICB) occurred in a small number of patients with metastatic gastric cancer (mGC) and the determinant biomarker of response to ICB remains unclear. METHODS: We developed an open-source TMEscore R package, to quantify the tumor microenvironment (TME) to aid in addressing this dilemma. Two advanced gastric cancer cohorts (RNAseq, N=45 and NanoString, N=48) and other advanced cancer (N=534) treated with ICB were leveraged to investigate the predictive value of TMEscore. Simultaneously, multi-omics data from The Cancer Genome Atlas of Stomach Adenocarcinoma (TCGA-STAD) and Asian Cancer Research Group (ACRG) were interrogated for underlying mechanisms. RESULTS: The predictive capacity of TMEscore was corroborated in patient with mGC cohorts treated with pembrolizumab in a prospective phase 2 clinical trial (NCT02589496, N=45, area under the curve (AUC)=0.891). Notably, TMEscore, which has a larger AUC than programmed death-ligand 1 combined positive score, tumor mutation burden, microsatellite instability, and Epstein-Barr virus, was also validated in the multicenter advanced gastric cancer cohort using NanoString technology (N=48, AUC=0.877). Exploration of the intrinsic mechanisms of TMEscore with TCGA and ACRG multi-omics data identified TME pertinent mechanisms including mutations, metabolism pathways, and epigenetic features. CONCLUSIONS: Current study highlighted the promising predictive value of TMEscore for patients with mGC. Exploration of TME in multi-omics gastric cancer data may provide the impetus for precision immunotherapy. BMJ Publishing Group 2021-08-10 /pmc/articles/PMC8356190/ /pubmed/34376552 http://dx.doi.org/10.1136/jitc-2021-002467 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See https://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Immunotherapy Biomarkers Zeng, Dongqiang Wu, Jiani Luo, Huiyan Li, Yong Xiao, Jian Peng, Jianjun Ye, Zilan Zhou, Rui Yu, Yunfang Wang, Gaofeng Huang, Na Wu, Jianhua Rong, Xiaoxiang Sun, Li Sun, Huiying Qiu, Wenjun Xue, Yichen Bin, Jianping Liao, Yulin Li, Nailin Shi, Min Kim, Kyoung-Mee Liao, Wangjun Tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer |
title | Tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer |
title_full | Tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer |
title_fullStr | Tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer |
title_full_unstemmed | Tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer |
title_short | Tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer |
title_sort | tumor microenvironment evaluation promotes precise checkpoint immunotherapy of advanced gastric cancer |
topic | Immunotherapy Biomarkers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356190/ https://www.ncbi.nlm.nih.gov/pubmed/34376552 http://dx.doi.org/10.1136/jitc-2021-002467 |
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