Pyroptosis Patterns Characterized by Distinct Tumor Microenvironment Infiltration Landscapes in Gastric Cancer
Background: The potential role of pyroptosis in tumor microenvironment (TME) reprogramming and immunotherapy has received increasing attention. As most studies have concentrated on a single TME cell type or a single pyroptosis regulator (PR), the overall TME cell-infiltrating characteristics mediate...
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MDPI AG
2021-09-01
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author | Renshen Xiang Yuhang Ge Wei Song Jun Ren Can Kong Tao Fu |
author_facet | Renshen Xiang Yuhang Ge Wei Song Jun Ren Can Kong Tao Fu |
author_sort | Renshen Xiang |
collection | DOAJ |
description | Background: The potential role of pyroptosis in tumor microenvironment (TME) reprogramming and immunotherapy has received increasing attention. As most studies have concentrated on a single TME cell type or a single pyroptosis regulator (PR), the overall TME cell-infiltrating characteristics mediated by the integrated roles of multiple PRs have not been comprehensively recognized. Methods: This study curated 33 PRs and conducted consensus clustering to identify distinct pyroptosis patterns in gastric cancer (GC) patients. A single-sample gene set enrichment analysis algorithm was used to quantify the infiltration density of TME immune cells and the enrichment scores of well-defined biological signatures. The pyroptosis patterns of individuals were quantified using a principal component analysis algorithm called the pyroptosis score (PS). Results: Three distinct pyroptosis patterns with significant survival differences were identified from 1422 GC samples; these patterns were closely associated with three TME cell-infiltrating landscapes—namely, the immune-inflamed, immune-excluded, and immune-desert phenotypes. The PS model generated on the basis of the pyroptosis pattern-related signature genes could accurately predict the TME status, existing molecular subtypes, genetic variation, therapeutic response, and clinical outcome; among which, a relatively high PS was highly consistent with immune activation, molecular subtypes with survival advantages, high tumor mutation burden, high microsatellite instability, and other favorable characteristics. In particular, from the Cancer Genome Atlas database, the PS model exhibited significant prognostic relevance in a pan-cancer analysis, and patients with a relatively high PS exhibited durable therapeutic advantages and better prognostic benefits in anti-PD1/L1 therapy. Conclusions: This study demonstrates that pyroptosis is prominently correlated with TME diversity and complexity, and quantification of the pyroptosis patterns of individuals will enhance our cognition of TME infiltration landscapes and help in formulating more effective immunotherapeutic strategies. |
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issn | 2073-4425 |
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spelling | doaj.art-42dfc92d9a4946f7adf533a7cf792c4c2023-11-22T18:21:29ZengMDPI AGGenes2073-44252021-09-011210153510.3390/genes12101535Pyroptosis Patterns Characterized by Distinct Tumor Microenvironment Infiltration Landscapes in Gastric CancerRenshen Xiang0Yuhang Ge1Wei Song2Jun Ren3Can Kong4Tao Fu5Department of Gastrointestinal Surgery II, Renmin Hospital of Wuhan University, Wuhan 430060, ChinaDepartment of Gastrointestinal Surgery II, Renmin Hospital of Wuhan University, Wuhan 430060, ChinaDepartment of Gastrointestinal Surgery II, Renmin Hospital of Wuhan University, Wuhan 430060, ChinaDepartment of Gastrointestinal Surgery II, Renmin Hospital of Wuhan University, Wuhan 430060, ChinaDepartment of Gastrointestinal Surgery II, Renmin Hospital of Wuhan University, Wuhan 430060, ChinaDepartment of Gastrointestinal Surgery II, Renmin Hospital of Wuhan University, Wuhan 430060, ChinaBackground: The potential role of pyroptosis in tumor microenvironment (TME) reprogramming and immunotherapy has received increasing attention. As most studies have concentrated on a single TME cell type or a single pyroptosis regulator (PR), the overall TME cell-infiltrating characteristics mediated by the integrated roles of multiple PRs have not been comprehensively recognized. Methods: This study curated 33 PRs and conducted consensus clustering to identify distinct pyroptosis patterns in gastric cancer (GC) patients. A single-sample gene set enrichment analysis algorithm was used to quantify the infiltration density of TME immune cells and the enrichment scores of well-defined biological signatures. The pyroptosis patterns of individuals were quantified using a principal component analysis algorithm called the pyroptosis score (PS). Results: Three distinct pyroptosis patterns with significant survival differences were identified from 1422 GC samples; these patterns were closely associated with three TME cell-infiltrating landscapes—namely, the immune-inflamed, immune-excluded, and immune-desert phenotypes. The PS model generated on the basis of the pyroptosis pattern-related signature genes could accurately predict the TME status, existing molecular subtypes, genetic variation, therapeutic response, and clinical outcome; among which, a relatively high PS was highly consistent with immune activation, molecular subtypes with survival advantages, high tumor mutation burden, high microsatellite instability, and other favorable characteristics. In particular, from the Cancer Genome Atlas database, the PS model exhibited significant prognostic relevance in a pan-cancer analysis, and patients with a relatively high PS exhibited durable therapeutic advantages and better prognostic benefits in anti-PD1/L1 therapy. Conclusions: This study demonstrates that pyroptosis is prominently correlated with TME diversity and complexity, and quantification of the pyroptosis patterns of individuals will enhance our cognition of TME infiltration landscapes and help in formulating more effective immunotherapeutic strategies.https://www.mdpi.com/2073-4425/12/10/1535gastric cancerpyroptosistumor microenvironmentgenetic variationimmunotherapy |
spellingShingle | Renshen Xiang Yuhang Ge Wei Song Jun Ren Can Kong Tao Fu Pyroptosis Patterns Characterized by Distinct Tumor Microenvironment Infiltration Landscapes in Gastric Cancer Genes gastric cancer pyroptosis tumor microenvironment genetic variation immunotherapy |
title | Pyroptosis Patterns Characterized by Distinct Tumor Microenvironment Infiltration Landscapes in Gastric Cancer |
title_full | Pyroptosis Patterns Characterized by Distinct Tumor Microenvironment Infiltration Landscapes in Gastric Cancer |
title_fullStr | Pyroptosis Patterns Characterized by Distinct Tumor Microenvironment Infiltration Landscapes in Gastric Cancer |
title_full_unstemmed | Pyroptosis Patterns Characterized by Distinct Tumor Microenvironment Infiltration Landscapes in Gastric Cancer |
title_short | Pyroptosis Patterns Characterized by Distinct Tumor Microenvironment Infiltration Landscapes in Gastric Cancer |
title_sort | pyroptosis patterns characterized by distinct tumor microenvironment infiltration landscapes in gastric cancer |
topic | gastric cancer pyroptosis tumor microenvironment genetic variation immunotherapy |
url | https://www.mdpi.com/2073-4425/12/10/1535 |
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