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Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)F fluorodeoxyglucose PET/CT images in gastric cancer
BACKGROUND: The tumor immune microenvironment could provide prognostic and predictive information. It is necessary to develop a noninvasive radiomics-based biomarker of a previously validated tumor immune microenvironment signature of gastric cancer (GC) with immunohistochemistry staining. METHODS:...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606753/ https://www.ncbi.nlm.nih.gov/pubmed/36311742 http://dx.doi.org/10.3389/fimmu.2022.1019386 |
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author | Li, Junmeng Zhang, Chao Guo, Huihui Li, Shuang You, Yang Zheng, Peiming Zhang, Hongquan Wang, Huanan Bai, Junwei |
author_facet | Li, Junmeng Zhang, Chao Guo, Huihui Li, Shuang You, Yang Zheng, Peiming Zhang, Hongquan Wang, Huanan Bai, Junwei |
author_sort | Li, Junmeng |
collection | PubMed |
description | BACKGROUND: The tumor immune microenvironment could provide prognostic and predictive information. It is necessary to develop a noninvasive radiomics-based biomarker of a previously validated tumor immune microenvironment signature of gastric cancer (GC) with immunohistochemistry staining. METHODS: A total of 230 patients (training (n = 153) or validation (n = 77) cohort) with gastric cancer were subjected to (Positron Emission Tomography-Computed Tomography) radiomics feature extraction (80 features). A radiomics tumor immune microenvironment score (RTIMS) was developed to predict the tumor immune microenvironment signature with LASSO logistic regression. Furthermore, we evaluated its relation with prognosis and chemotherapy benefits. RESULTS: A 8-feature radiomics signature was established and validated (area under the curve=0.692 and 0.713). The RTIMS signature was significantly associated with disease-free survival and overall survival both in the training and validation cohort (all P<0.001). RTIMS was an independent prognostic factor in the Multivariate analysis. Further analysis revealed that high RTIMS patients benefitted from adjuvant chemotherapy (for DFS, stage II: HR 0.208(95% CI 0.061-0.711), p=0.012; stage III: HR 0.321(0.180-0.570), p<0.001, respectively); while there were no benefits from chemotherapy in a low RTIMS patients. CONCLUSION: This PET/CT radiomics model provided a promising way to assess the tumor immune microenvironment and to predict clinical outcomes and chemotherapy response. The RTIMS signature could be useful in estimating tumor immune microenvironment and predicting survival and chemotherapy benefit for patients with gastric cancer, when validated by further prospective randomized trials. |
format | Online Article Text |
id | pubmed-9606753 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96067532022-10-28 Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)F fluorodeoxyglucose PET/CT images in gastric cancer Li, Junmeng Zhang, Chao Guo, Huihui Li, Shuang You, Yang Zheng, Peiming Zhang, Hongquan Wang, Huanan Bai, Junwei Front Immunol Immunology BACKGROUND: The tumor immune microenvironment could provide prognostic and predictive information. It is necessary to develop a noninvasive radiomics-based biomarker of a previously validated tumor immune microenvironment signature of gastric cancer (GC) with immunohistochemistry staining. METHODS: A total of 230 patients (training (n = 153) or validation (n = 77) cohort) with gastric cancer were subjected to (Positron Emission Tomography-Computed Tomography) radiomics feature extraction (80 features). A radiomics tumor immune microenvironment score (RTIMS) was developed to predict the tumor immune microenvironment signature with LASSO logistic regression. Furthermore, we evaluated its relation with prognosis and chemotherapy benefits. RESULTS: A 8-feature radiomics signature was established and validated (area under the curve=0.692 and 0.713). The RTIMS signature was significantly associated with disease-free survival and overall survival both in the training and validation cohort (all P<0.001). RTIMS was an independent prognostic factor in the Multivariate analysis. Further analysis revealed that high RTIMS patients benefitted from adjuvant chemotherapy (for DFS, stage II: HR 0.208(95% CI 0.061-0.711), p=0.012; stage III: HR 0.321(0.180-0.570), p<0.001, respectively); while there were no benefits from chemotherapy in a low RTIMS patients. CONCLUSION: This PET/CT radiomics model provided a promising way to assess the tumor immune microenvironment and to predict clinical outcomes and chemotherapy response. The RTIMS signature could be useful in estimating tumor immune microenvironment and predicting survival and chemotherapy benefit for patients with gastric cancer, when validated by further prospective randomized trials. Frontiers Media S.A. 2022-10-13 /pmc/articles/PMC9606753/ /pubmed/36311742 http://dx.doi.org/10.3389/fimmu.2022.1019386 Text en Copyright © 2022 Li, Zhang, Guo, Li, You, Zheng, Zhang, Wang and Bai https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Li, Junmeng Zhang, Chao Guo, Huihui Li, Shuang You, Yang Zheng, Peiming Zhang, Hongquan Wang, Huanan Bai, Junwei Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)F fluorodeoxyglucose PET/CT images in gastric cancer |
title | Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)F fluorodeoxyglucose PET/CT images in gastric cancer |
title_full | Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)F fluorodeoxyglucose PET/CT images in gastric cancer |
title_fullStr | Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)F fluorodeoxyglucose PET/CT images in gastric cancer |
title_full_unstemmed | Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)F fluorodeoxyglucose PET/CT images in gastric cancer |
title_short | Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)F fluorodeoxyglucose PET/CT images in gastric cancer |
title_sort | non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from (18)f fluorodeoxyglucose pet/ct images in gastric cancer |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606753/ https://www.ncbi.nlm.nih.gov/pubmed/36311742 http://dx.doi.org/10.3389/fimmu.2022.1019386 |
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