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Ferroptosis Patterns Correlate with Immune Microenvironment Characterization in Gastric Cancer
OBJECTIVE: We aimed to build a ferroptosis-based classifier to characterize the molecular features of gastric cancers (GC) and investigate the relationship between different ferroptosis patterns and GC tumor microenvironment (TME). METHODS: Based on the genomic and clinical information from TCGA por...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
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2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8520437/ https://www.ncbi.nlm.nih.gov/pubmed/34675624 http://dx.doi.org/10.2147/IJGM.S331291 |
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author | Jiang, Xiaotao Liu, Fan Liu, Peng Yan, Yanhua Lan, Shaoyang Zhuang, Kunhai Liu, Yufeng Jiang, Kailin Huang, Yuancheng Nie, Kechao Zheng, Zhihua Pan, Jinglin Zheng, Junhui Liu, Fengbin Xu, Shijie Li, Peiwu Wen, Yi |
author_facet | Jiang, Xiaotao Liu, Fan Liu, Peng Yan, Yanhua Lan, Shaoyang Zhuang, Kunhai Liu, Yufeng Jiang, Kailin Huang, Yuancheng Nie, Kechao Zheng, Zhihua Pan, Jinglin Zheng, Junhui Liu, Fengbin Xu, Shijie Li, Peiwu Wen, Yi |
author_sort | Jiang, Xiaotao |
collection | PubMed |
description | OBJECTIVE: We aimed to build a ferroptosis-based classifier to characterize the molecular features of gastric cancers (GC) and investigate the relationship between different ferroptosis patterns and GC tumor microenvironment (TME). METHODS: Based on the genomic and clinical information from TCGA portal and GEO database, non-negative matrix factorization (NMF) was used to identify ferroptosis subtypes in GC patients. In order to estimate the ferroptosis levels, we established ferroptosis subtype score (FSS) to quantify ferroptosis patterns and ferroptosis potential index (FPI) by principal component analysis (PCA). The correlations of different ferroptosis patterns with TME cell-infiltrating characteristics (including immune cell infiltration, immune checkpoints expression levels, tumor mutational burden (TMB) and immunotherapy response) were systematically analyzed. RESULTS: Two ferroptosis subtypes, C1 (with lower FSS) and C2 (with higher FSS), were determined. C2 displayed a significantly lower FPI than C1. Besides, C2 was associated with diffuse subtype while C1 with intestinal subtype. As for TME characteristics, C2 was in accordance with the immune-excluded phenotype as it showed more active immune and stromal activities but lower TMB, less probability of immunotherapy response and poorer prognosis. C1 was linked to immune-inflamed phenotype as it had lower stromal activities but increased neoantigen load, enhanced response to immunotherapy and relatively better prognosis. CONCLUSION: The systematic assessment of ferroptosis patterns and ferroptosis levels presented in our study implied that ferroptosis serves as an important factor in the formation of TME, which may expand the understanding of TME and provide a novel perspective for the development of targeted immunotherapeutic strategies for GC patients. |
format | Online Article Text |
id | pubmed-8520437 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-85204372021-10-20 Ferroptosis Patterns Correlate with Immune Microenvironment Characterization in Gastric Cancer Jiang, Xiaotao Liu, Fan Liu, Peng Yan, Yanhua Lan, Shaoyang Zhuang, Kunhai Liu, Yufeng Jiang, Kailin Huang, Yuancheng Nie, Kechao Zheng, Zhihua Pan, Jinglin Zheng, Junhui Liu, Fengbin Xu, Shijie Li, Peiwu Wen, Yi Int J Gen Med Original Research OBJECTIVE: We aimed to build a ferroptosis-based classifier to characterize the molecular features of gastric cancers (GC) and investigate the relationship between different ferroptosis patterns and GC tumor microenvironment (TME). METHODS: Based on the genomic and clinical information from TCGA portal and GEO database, non-negative matrix factorization (NMF) was used to identify ferroptosis subtypes in GC patients. In order to estimate the ferroptosis levels, we established ferroptosis subtype score (FSS) to quantify ferroptosis patterns and ferroptosis potential index (FPI) by principal component analysis (PCA). The correlations of different ferroptosis patterns with TME cell-infiltrating characteristics (including immune cell infiltration, immune checkpoints expression levels, tumor mutational burden (TMB) and immunotherapy response) were systematically analyzed. RESULTS: Two ferroptosis subtypes, C1 (with lower FSS) and C2 (with higher FSS), were determined. C2 displayed a significantly lower FPI than C1. Besides, C2 was associated with diffuse subtype while C1 with intestinal subtype. As for TME characteristics, C2 was in accordance with the immune-excluded phenotype as it showed more active immune and stromal activities but lower TMB, less probability of immunotherapy response and poorer prognosis. C1 was linked to immune-inflamed phenotype as it had lower stromal activities but increased neoantigen load, enhanced response to immunotherapy and relatively better prognosis. CONCLUSION: The systematic assessment of ferroptosis patterns and ferroptosis levels presented in our study implied that ferroptosis serves as an important factor in the formation of TME, which may expand the understanding of TME and provide a novel perspective for the development of targeted immunotherapeutic strategies for GC patients. Dove 2021-10-12 /pmc/articles/PMC8520437/ /pubmed/34675624 http://dx.doi.org/10.2147/IJGM.S331291 Text en © 2021 Jiang et al. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Jiang, Xiaotao Liu, Fan Liu, Peng Yan, Yanhua Lan, Shaoyang Zhuang, Kunhai Liu, Yufeng Jiang, Kailin Huang, Yuancheng Nie, Kechao Zheng, Zhihua Pan, Jinglin Zheng, Junhui Liu, Fengbin Xu, Shijie Li, Peiwu Wen, Yi Ferroptosis Patterns Correlate with Immune Microenvironment Characterization in Gastric Cancer |
title | Ferroptosis Patterns Correlate with Immune Microenvironment Characterization in Gastric Cancer |
title_full | Ferroptosis Patterns Correlate with Immune Microenvironment Characterization in Gastric Cancer |
title_fullStr | Ferroptosis Patterns Correlate with Immune Microenvironment Characterization in Gastric Cancer |
title_full_unstemmed | Ferroptosis Patterns Correlate with Immune Microenvironment Characterization in Gastric Cancer |
title_short | Ferroptosis Patterns Correlate with Immune Microenvironment Characterization in Gastric Cancer |
title_sort | ferroptosis patterns correlate with immune microenvironment characterization in gastric cancer |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8520437/ https://www.ncbi.nlm.nih.gov/pubmed/34675624 http://dx.doi.org/10.2147/IJGM.S331291 |
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