Cargando…

Weighted Gene Co-expression Network Analysis Identifies CALD1 as a Biomarker Related to M2 Macrophages Infiltration in Stage III and IV Mismatch Repair-Proficient Colorectal Carcinoma

Immunotherapy has achieved efficacy for advanced colorectal cancer (CRC) patients with a mismatch-repair-deficient (dMMR) subtype. However, little immunotherapy efficacy was observed in patients with the mismatch repair-proficient (pMMR) subtype, and hence, identifying new immune therapeutic targets...

Descripción completa

Detalles Bibliográficos
Autores principales: Zheng, Hang, Bai, Yuge, Wang, Jingui, Chen, Shanwen, Zhang, Junling, Zhu, Jing, Liu, Yucun, Wang, Xin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8116739/
https://www.ncbi.nlm.nih.gov/pubmed/33996905
http://dx.doi.org/10.3389/fmolb.2021.649363
_version_ 1783691460019748864
author Zheng, Hang
Bai, Yuge
Wang, Jingui
Chen, Shanwen
Zhang, Junling
Zhu, Jing
Liu, Yucun
Wang, Xin
author_facet Zheng, Hang
Bai, Yuge
Wang, Jingui
Chen, Shanwen
Zhang, Junling
Zhu, Jing
Liu, Yucun
Wang, Xin
author_sort Zheng, Hang
collection PubMed
description Immunotherapy has achieved efficacy for advanced colorectal cancer (CRC) patients with a mismatch-repair-deficient (dMMR) subtype. However, little immunotherapy efficacy was observed in patients with the mismatch repair-proficient (pMMR) subtype, and hence, identifying new immune therapeutic targets is imperative for those patients. In this study, transcriptome data of stage III/IV CRC patients were retrieved from the Gene Expression Omnibus database. The CIBERSORT algorithm was used to quantify immune cellular compositions, and the results revealed that M2 macrophage fractions were higher in pMMR patients as compared with those with the dMMR subtype; moreover, pMMR patients with higher M2 macrophage fractions experienced shorter overall survival (OS). Subsequently, weighted gene co-expression network analysis and protein–protein interaction network analysis identified six hub genes related to M2 macrophage infiltrations in pMMR CRC patients: CALD1, COL6A1, COL1A2, TIMP3, DCN, and SPARC. Univariate and multivariate Cox regression analyses then determined CALD1 as the independent prognostic biomarker for OS. CALD1 was upregulated specifically the in CMS4 CRC subtype, and single-sample Gene Set Enrichment Analysis (ssGSEA) revealed that CALD1 was significantly correlated with angiogenesis and TGF-β signaling gene sets enrichment scores in stage III/IV pMMR CRC samples. The Estimation of STromal and Immune cells in MAlignant Tumor tissues using Expression data (ESTIMATE) algorithm and correlation analysis revealed that CALD1 was significantly associated with multiple immune and stromal components in a tumor microenvironment. In addition, GSEA demonstrated that high expression of CALD1 was significantly correlated with antigen processing and presentation, chemokine signaling, leukocyte transendothelial migration, vascular smooth muscle contraction, cytokine–cytokine receptor interaction, cell adhesion molecules, focal adhesion, MAPK, and TGF-beta signaling pathways. Furthermore, the proliferation, invasion, and migration abilities of cancer cells were suppressed after reducing CALD1 expression in CRC cell lines. Taken together, multiple bioinformatics analyses and cell-level assays demonstrated that CALD1 could serve as a prognostic biomarker and a prospective therapeutic target for stage III/IV pMMR CRCs.
format Online
Article
Text
id pubmed-8116739
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-81167392021-05-14 Weighted Gene Co-expression Network Analysis Identifies CALD1 as a Biomarker Related to M2 Macrophages Infiltration in Stage III and IV Mismatch Repair-Proficient Colorectal Carcinoma Zheng, Hang Bai, Yuge Wang, Jingui Chen, Shanwen Zhang, Junling Zhu, Jing Liu, Yucun Wang, Xin Front Mol Biosci Molecular Biosciences Immunotherapy has achieved efficacy for advanced colorectal cancer (CRC) patients with a mismatch-repair-deficient (dMMR) subtype. However, little immunotherapy efficacy was observed in patients with the mismatch repair-proficient (pMMR) subtype, and hence, identifying new immune therapeutic targets is imperative for those patients. In this study, transcriptome data of stage III/IV CRC patients were retrieved from the Gene Expression Omnibus database. The CIBERSORT algorithm was used to quantify immune cellular compositions, and the results revealed that M2 macrophage fractions were higher in pMMR patients as compared with those with the dMMR subtype; moreover, pMMR patients with higher M2 macrophage fractions experienced shorter overall survival (OS). Subsequently, weighted gene co-expression network analysis and protein–protein interaction network analysis identified six hub genes related to M2 macrophage infiltrations in pMMR CRC patients: CALD1, COL6A1, COL1A2, TIMP3, DCN, and SPARC. Univariate and multivariate Cox regression analyses then determined CALD1 as the independent prognostic biomarker for OS. CALD1 was upregulated specifically the in CMS4 CRC subtype, and single-sample Gene Set Enrichment Analysis (ssGSEA) revealed that CALD1 was significantly correlated with angiogenesis and TGF-β signaling gene sets enrichment scores in stage III/IV pMMR CRC samples. The Estimation of STromal and Immune cells in MAlignant Tumor tissues using Expression data (ESTIMATE) algorithm and correlation analysis revealed that CALD1 was significantly associated with multiple immune and stromal components in a tumor microenvironment. In addition, GSEA demonstrated that high expression of CALD1 was significantly correlated with antigen processing and presentation, chemokine signaling, leukocyte transendothelial migration, vascular smooth muscle contraction, cytokine–cytokine receptor interaction, cell adhesion molecules, focal adhesion, MAPK, and TGF-beta signaling pathways. Furthermore, the proliferation, invasion, and migration abilities of cancer cells were suppressed after reducing CALD1 expression in CRC cell lines. Taken together, multiple bioinformatics analyses and cell-level assays demonstrated that CALD1 could serve as a prognostic biomarker and a prospective therapeutic target for stage III/IV pMMR CRCs. Frontiers Media S.A. 2021-04-29 /pmc/articles/PMC8116739/ /pubmed/33996905 http://dx.doi.org/10.3389/fmolb.2021.649363 Text en Copyright © 2021 Zheng, Bai, Wang, Chen, Zhang, Zhu, Liu and Wang. 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 Molecular Biosciences
Zheng, Hang
Bai, Yuge
Wang, Jingui
Chen, Shanwen
Zhang, Junling
Zhu, Jing
Liu, Yucun
Wang, Xin
Weighted Gene Co-expression Network Analysis Identifies CALD1 as a Biomarker Related to M2 Macrophages Infiltration in Stage III and IV Mismatch Repair-Proficient Colorectal Carcinoma
title Weighted Gene Co-expression Network Analysis Identifies CALD1 as a Biomarker Related to M2 Macrophages Infiltration in Stage III and IV Mismatch Repair-Proficient Colorectal Carcinoma
title_full Weighted Gene Co-expression Network Analysis Identifies CALD1 as a Biomarker Related to M2 Macrophages Infiltration in Stage III and IV Mismatch Repair-Proficient Colorectal Carcinoma
title_fullStr Weighted Gene Co-expression Network Analysis Identifies CALD1 as a Biomarker Related to M2 Macrophages Infiltration in Stage III and IV Mismatch Repair-Proficient Colorectal Carcinoma
title_full_unstemmed Weighted Gene Co-expression Network Analysis Identifies CALD1 as a Biomarker Related to M2 Macrophages Infiltration in Stage III and IV Mismatch Repair-Proficient Colorectal Carcinoma
title_short Weighted Gene Co-expression Network Analysis Identifies CALD1 as a Biomarker Related to M2 Macrophages Infiltration in Stage III and IV Mismatch Repair-Proficient Colorectal Carcinoma
title_sort weighted gene co-expression network analysis identifies cald1 as a biomarker related to m2 macrophages infiltration in stage iii and iv mismatch repair-proficient colorectal carcinoma
topic Molecular Biosciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8116739/
https://www.ncbi.nlm.nih.gov/pubmed/33996905
http://dx.doi.org/10.3389/fmolb.2021.649363
work_keys_str_mv AT zhenghang weightedgenecoexpressionnetworkanalysisidentifiescald1asabiomarkerrelatedtom2macrophagesinfiltrationinstageiiiandivmismatchrepairproficientcolorectalcarcinoma
AT baiyuge weightedgenecoexpressionnetworkanalysisidentifiescald1asabiomarkerrelatedtom2macrophagesinfiltrationinstageiiiandivmismatchrepairproficientcolorectalcarcinoma
AT wangjingui weightedgenecoexpressionnetworkanalysisidentifiescald1asabiomarkerrelatedtom2macrophagesinfiltrationinstageiiiandivmismatchrepairproficientcolorectalcarcinoma
AT chenshanwen weightedgenecoexpressionnetworkanalysisidentifiescald1asabiomarkerrelatedtom2macrophagesinfiltrationinstageiiiandivmismatchrepairproficientcolorectalcarcinoma
AT zhangjunling weightedgenecoexpressionnetworkanalysisidentifiescald1asabiomarkerrelatedtom2macrophagesinfiltrationinstageiiiandivmismatchrepairproficientcolorectalcarcinoma
AT zhujing weightedgenecoexpressionnetworkanalysisidentifiescald1asabiomarkerrelatedtom2macrophagesinfiltrationinstageiiiandivmismatchrepairproficientcolorectalcarcinoma
AT liuyucun weightedgenecoexpressionnetworkanalysisidentifiescald1asabiomarkerrelatedtom2macrophagesinfiltrationinstageiiiandivmismatchrepairproficientcolorectalcarcinoma
AT wangxin weightedgenecoexpressionnetworkanalysisidentifiescald1asabiomarkerrelatedtom2macrophagesinfiltrationinstageiiiandivmismatchrepairproficientcolorectalcarcinoma