Cargando…
Integrated single-cell RNA-seq analysis identifies immune heterogeneity associated with KRAS/TP53 mutation status and tumor-sideness in colorectal cancers
BACKGROUND: The main objective of this study was to analyze the effects of KRAS/TP53 mutation status and tumor sideness on the immune microenvironment of colorectal cancer using integrated scRNA-seq data. METHODS: A total of 78 scRNA-seq datasets, comprising 42 treatment-naive colorectal tumors, 13...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9510840/ https://www.ncbi.nlm.nih.gov/pubmed/36172359 http://dx.doi.org/10.3389/fimmu.2022.961350 |
_version_ | 1784797530401275904 |
---|---|
author | Liu, Xiaoyu Xu, Xu Wu, Zhuozhuo Shan, Qungang Wang, Ziyin Wu, Zhiyuan Ding, Xiaoyi Huang, Wei Wang, Zhongmin |
author_facet | Liu, Xiaoyu Xu, Xu Wu, Zhuozhuo Shan, Qungang Wang, Ziyin Wu, Zhiyuan Ding, Xiaoyi Huang, Wei Wang, Zhongmin |
author_sort | Liu, Xiaoyu |
collection | PubMed |
description | BACKGROUND: The main objective of this study was to analyze the effects of KRAS/TP53 mutation status and tumor sideness on the immune microenvironment of colorectal cancer using integrated scRNA-seq data. METHODS: A total of 78 scRNA-seq datasets, comprising 42 treatment-naive colorectal tumors, 13 tumor adjacent tissues and 23 normal mucosa tissues were included. Standardized Seurat procedures were applied to identify cellular components with canonical cell marks. The batch-effect was assessed and corrected using harmony algorithm. The scMetabolism algorithm was used for single-cell metabolic analysis. The results and clinical significance were further validated using immunofluorescent-staining and TCGA-COAD datasets. Immune-infiltration scores of bulk-RNA-seq data were estimated using ssGSEA. The presto-wilcoxauc algorithm was used to identify differentially enriched genes or pathways across different subgroups. Two-sided p-value less than 0.05 was considered statistically significant. RESULTS: We refined the landscape of functional immune cell subtypes, especially T cells and myeloid cells, across normal mucosa, tumor adjacent and tumor tissue. The existence and function of two states of exhausted CD8(+) T (Tex) subtypes in colorectal cancer, and FOLR2(+) LYVE1(+) macrophages indicating unfavorable prognosis in colorectal cancer were identified and validated. The diverse tumor mutation status reshaped the immune cell function and immune checkpoint ligands/receptors (ICLs/ICRs) expression pattern. Importantly, the KRAS/TP53 dual mutations significantly reduced the major energy metabolic functions in immune cells, and promoted the cell-to-cell communications towards immunosuppression in colorectal cancers. The results revealed LAG3, CD24-SIGLEC10 and HBEGF-CD9 pathways as potential therapeutic targets for dual mutant colorectal cancers. CONCLUSIONS: We revealed that the immune microenvironment underwent a gradual remodeling with an enrichment of immunosuppressive myeloid cells from normal mucosa to tumor regions in colorectal cancers. Moreover, we revealed the metabolic heterogeneity of tumor-infiltrating immune cells and suggested that the KRAS/TP53 dual mutation may impair antitumor immunity by reducing T and myeloid cell energy metabolism and reshaping cellular interactions toward immunosuppression. |
format | Online Article Text |
id | pubmed-9510840 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95108402022-09-27 Integrated single-cell RNA-seq analysis identifies immune heterogeneity associated with KRAS/TP53 mutation status and tumor-sideness in colorectal cancers Liu, Xiaoyu Xu, Xu Wu, Zhuozhuo Shan, Qungang Wang, Ziyin Wu, Zhiyuan Ding, Xiaoyi Huang, Wei Wang, Zhongmin Front Immunol Immunology BACKGROUND: The main objective of this study was to analyze the effects of KRAS/TP53 mutation status and tumor sideness on the immune microenvironment of colorectal cancer using integrated scRNA-seq data. METHODS: A total of 78 scRNA-seq datasets, comprising 42 treatment-naive colorectal tumors, 13 tumor adjacent tissues and 23 normal mucosa tissues were included. Standardized Seurat procedures were applied to identify cellular components with canonical cell marks. The batch-effect was assessed and corrected using harmony algorithm. The scMetabolism algorithm was used for single-cell metabolic analysis. The results and clinical significance were further validated using immunofluorescent-staining and TCGA-COAD datasets. Immune-infiltration scores of bulk-RNA-seq data were estimated using ssGSEA. The presto-wilcoxauc algorithm was used to identify differentially enriched genes or pathways across different subgroups. Two-sided p-value less than 0.05 was considered statistically significant. RESULTS: We refined the landscape of functional immune cell subtypes, especially T cells and myeloid cells, across normal mucosa, tumor adjacent and tumor tissue. The existence and function of two states of exhausted CD8(+) T (Tex) subtypes in colorectal cancer, and FOLR2(+) LYVE1(+) macrophages indicating unfavorable prognosis in colorectal cancer were identified and validated. The diverse tumor mutation status reshaped the immune cell function and immune checkpoint ligands/receptors (ICLs/ICRs) expression pattern. Importantly, the KRAS/TP53 dual mutations significantly reduced the major energy metabolic functions in immune cells, and promoted the cell-to-cell communications towards immunosuppression in colorectal cancers. The results revealed LAG3, CD24-SIGLEC10 and HBEGF-CD9 pathways as potential therapeutic targets for dual mutant colorectal cancers. CONCLUSIONS: We revealed that the immune microenvironment underwent a gradual remodeling with an enrichment of immunosuppressive myeloid cells from normal mucosa to tumor regions in colorectal cancers. Moreover, we revealed the metabolic heterogeneity of tumor-infiltrating immune cells and suggested that the KRAS/TP53 dual mutation may impair antitumor immunity by reducing T and myeloid cell energy metabolism and reshaping cellular interactions toward immunosuppression. Frontiers Media S.A. 2022-09-12 /pmc/articles/PMC9510840/ /pubmed/36172359 http://dx.doi.org/10.3389/fimmu.2022.961350 Text en Copyright © 2022 Liu, Xu, Wu, Shan, Wang, Wu, Ding, Huang 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 | Immunology Liu, Xiaoyu Xu, Xu Wu, Zhuozhuo Shan, Qungang Wang, Ziyin Wu, Zhiyuan Ding, Xiaoyi Huang, Wei Wang, Zhongmin Integrated single-cell RNA-seq analysis identifies immune heterogeneity associated with KRAS/TP53 mutation status and tumor-sideness in colorectal cancers |
title | Integrated single-cell RNA-seq analysis identifies immune heterogeneity associated with KRAS/TP53 mutation status and tumor-sideness in colorectal cancers |
title_full | Integrated single-cell RNA-seq analysis identifies immune heterogeneity associated with KRAS/TP53 mutation status and tumor-sideness in colorectal cancers |
title_fullStr | Integrated single-cell RNA-seq analysis identifies immune heterogeneity associated with KRAS/TP53 mutation status and tumor-sideness in colorectal cancers |
title_full_unstemmed | Integrated single-cell RNA-seq analysis identifies immune heterogeneity associated with KRAS/TP53 mutation status and tumor-sideness in colorectal cancers |
title_short | Integrated single-cell RNA-seq analysis identifies immune heterogeneity associated with KRAS/TP53 mutation status and tumor-sideness in colorectal cancers |
title_sort | integrated single-cell rna-seq analysis identifies immune heterogeneity associated with kras/tp53 mutation status and tumor-sideness in colorectal cancers |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9510840/ https://www.ncbi.nlm.nih.gov/pubmed/36172359 http://dx.doi.org/10.3389/fimmu.2022.961350 |
work_keys_str_mv | AT liuxiaoyu integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers AT xuxu integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers AT wuzhuozhuo integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers AT shanqungang integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers AT wangziyin integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers AT wuzhiyuan integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers AT dingxiaoyi integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers AT huangwei integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers AT wangzhongmin integratedsinglecellrnaseqanalysisidentifiesimmuneheterogeneityassociatedwithkrastp53mutationstatusandtumorsidenessincolorectalcancers |