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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-9427761 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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