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Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer

The tumor immune microenvironment (TIME) is associated with tumor prognosis and immunotherapy response. Here we develop and validate a CT-based radiomics score (RS) using 2272 gastric cancer (GC) patients to investigate the relationship between the radiomics imaging biomarker and the neutrophil-to-l...

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Autores principales: Huang, Weicai, Jiang, Yuming, Xiong, Wenjun, Sun, Zepang, Chen, Chuanli, Yuan, Qingyu, Zhou, Kangneng, Han, Zhen, Feng, Hao, Chen, Hao, Liang, Xiaokun, Yu, Shitong, Hu, Yanfeng, Yu, Jiang, Chen, Yan, Zhao, Liying, Liu, Hao, Zhou, Zhiwei, Wang, Wei, Xu, Yikai, Li, Guoxin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9427761/
https://www.ncbi.nlm.nih.gov/pubmed/36042205
http://dx.doi.org/10.1038/s41467-022-32816-w
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author Huang, Weicai
Jiang, Yuming
Xiong, Wenjun
Sun, Zepang
Chen, Chuanli
Yuan, Qingyu
Zhou, Kangneng
Han, Zhen
Feng, Hao
Chen, Hao
Liang, Xiaokun
Yu, Shitong
Hu, Yanfeng
Yu, Jiang
Chen, Yan
Zhao, Liying
Liu, Hao
Zhou, Zhiwei
Wang, Wei
Wang, Wei
Xu, Yikai
Li, Guoxin
author_facet Huang, Weicai
Jiang, Yuming
Xiong, Wenjun
Sun, Zepang
Chen, Chuanli
Yuan, Qingyu
Zhou, Kangneng
Han, Zhen
Feng, Hao
Chen, Hao
Liang, Xiaokun
Yu, Shitong
Hu, Yanfeng
Yu, Jiang
Chen, Yan
Zhao, Liying
Liu, Hao
Zhou, Zhiwei
Wang, Wei
Wang, Wei
Xu, Yikai
Li, Guoxin
author_sort Huang, Weicai
collection PubMed
description The tumor immune microenvironment (TIME) is associated with tumor prognosis and immunotherapy response. Here we develop and validate a CT-based radiomics score (RS) using 2272 gastric cancer (GC) patients to investigate the relationship between the radiomics imaging biomarker and the neutrophil-to-lymphocyte ratio (NLR) in the TIME, including its correlation with prognosis and immunotherapy response in advanced GC. The RS achieves an AUC of 0.795–0.861 in predicting the NLR in the TIME. Notably, the radiomics imaging biomarker is indistinguishable from the IHC-derived NLR status in predicting DFS and OS in each cohort (HR range: 1.694–3.394, P < 0.001). We find the objective responses of a cohort of anti-PD-1 immunotherapy patients is significantly higher in the low-RS group (60.9% and 42.9%) than in the high-RS group (8.1% and 14.3%). The radiomics imaging biomarker is a noninvasive method to evaluate TIME, and may correlate with prognosis and anti PD-1 immunotherapy response in GC patients.
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spelling pubmed-94277612022-09-01 Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer Huang, Weicai Jiang, Yuming Xiong, Wenjun Sun, Zepang Chen, Chuanli Yuan, Qingyu Zhou, Kangneng Han, Zhen Feng, Hao Chen, Hao Liang, Xiaokun Yu, Shitong Hu, Yanfeng Yu, Jiang Chen, Yan Zhao, Liying Liu, Hao Zhou, Zhiwei Wang, Wei Wang, Wei Xu, Yikai Li, Guoxin Nat Commun Article The tumor immune microenvironment (TIME) is associated with tumor prognosis and immunotherapy response. Here we develop and validate a CT-based radiomics score (RS) using 2272 gastric cancer (GC) patients to investigate the relationship between the radiomics imaging biomarker and the neutrophil-to-lymphocyte ratio (NLR) in the TIME, including its correlation with prognosis and immunotherapy response in advanced GC. The RS achieves an AUC of 0.795–0.861 in predicting the NLR in the TIME. Notably, the radiomics imaging biomarker is indistinguishable from the IHC-derived NLR status in predicting DFS and OS in each cohort (HR range: 1.694–3.394, P < 0.001). We find the objective responses of a cohort of anti-PD-1 immunotherapy patients is significantly higher in the low-RS group (60.9% and 42.9%) than in the high-RS group (8.1% and 14.3%). The radiomics imaging biomarker is a noninvasive method to evaluate TIME, and may correlate with prognosis and anti PD-1 immunotherapy response in GC patients. Nature Publishing Group UK 2022-08-30 /pmc/articles/PMC9427761/ /pubmed/36042205 http://dx.doi.org/10.1038/s41467-022-32816-w Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Huang, Weicai
Jiang, Yuming
Xiong, Wenjun
Sun, Zepang
Chen, Chuanli
Yuan, Qingyu
Zhou, Kangneng
Han, Zhen
Feng, Hao
Chen, Hao
Liang, Xiaokun
Yu, Shitong
Hu, Yanfeng
Yu, Jiang
Chen, Yan
Zhao, Liying
Liu, Hao
Zhou, Zhiwei
Wang, Wei
Wang, Wei
Xu, Yikai
Li, Guoxin
Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer
title Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer
title_full Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer
title_fullStr Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer
title_full_unstemmed Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer
title_short Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer
title_sort noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9427761/
https://www.ncbi.nlm.nih.gov/pubmed/36042205
http://dx.doi.org/10.1038/s41467-022-32816-w
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