Cargando…
Exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell RNA sequencing
BACKGROUND: Emerging studies have shown that pyroptosis plays a non-negligible role in the development and treatment of tumors. However, the mechanism of pyroptosis in colorectal cancer (CRC) remains still unclear. Therefore, this study investigated the role of pyroptosis in CRC. METHODS: A pyroptos...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10193704/ https://www.ncbi.nlm.nih.gov/pubmed/37198617 http://dx.doi.org/10.1186/s12935-023-02897-8 |
_version_ | 1785043871145656320 |
---|---|
author | Ding, Chengsheng Yang, Xiao Li, Shuchun Zhang, Enkui Fan, Xiaodong Huang, Ling He, Zirui Sun, Jing Ma, Junjun Zang, Lu Zheng, Minhua |
author_facet | Ding, Chengsheng Yang, Xiao Li, Shuchun Zhang, Enkui Fan, Xiaodong Huang, Ling He, Zirui Sun, Jing Ma, Junjun Zang, Lu Zheng, Minhua |
author_sort | Ding, Chengsheng |
collection | PubMed |
description | BACKGROUND: Emerging studies have shown that pyroptosis plays a non-negligible role in the development and treatment of tumors. However, the mechanism of pyroptosis in colorectal cancer (CRC) remains still unclear. Therefore, this study investigated the role of pyroptosis in CRC. METHODS: A pyroptosis-related risk model was developed using univariate Cox regression and LASSO Cox regression analyses. Based on this model, pyroptosis-related risk scores (PRS) of CRC samples with OS time > 0 from Gene Expression Omnibus (GEO) database and The Cancer Genome Atlas (TCGA) database were calculated. The abundance of immune cells in CRC tumor microenvironment (TME) was predicted by single-sample gene-set enrichment analysis (ssGSEA). Then, the responses to chemotherapy and immunotherapy were predicted by pRRophetic algorithm, the tumor immune dysfunction and exclusion (TIDE) and SubMap algorithms, respectively. Moreover, the Cancer Therapeutics Response Portal (CTRP) and PRISM Repurposing dataset (PRISM) were used to explore novel drug treatment strategies of CRC. Finally, we investigated pyroptosis-related genes in the level of single-cell and validated the expression levels of these genes between normal and CRC cell lines by RT-qPCR. RESULTS: Survival analysis showed that CRC samples with low PRS had better overall survival (OS) and progression-free survival (PFS). CRC samples with low PRS had higher immune-related gene expression and immune cell infiltration than those with high PRS. Besides, CRC samples with low PRS were more likely to benefit from 5-fluorouracil based chemotherapy and anti-PD-1 immunotherapy. In novel drug prediction, some compounds such as C6-ceramide and noretynodrel, were inferred as potential drugs for CRC with different PRS. Single-cell analysis revealed pyroptosis-related genes were highly expressed in tumor cells. RT-qPCR also demonstrated different expression levels of these genes between normal and CRC cell lines. CONCLUSIONS: Taken together, this study provides a comprehensive investigation of the role of pyroptosis in CRC at the bulk RNA sequencing (RNA-seq) and single-cell RNA sequencing (scRNA-seq) levels, advances our understanding of CRC characteristics, and guides more effective treatment regimens. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12935-023-02897-8. |
format | Online Article Text |
id | pubmed-10193704 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-101937042023-05-19 Exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell RNA sequencing Ding, Chengsheng Yang, Xiao Li, Shuchun Zhang, Enkui Fan, Xiaodong Huang, Ling He, Zirui Sun, Jing Ma, Junjun Zang, Lu Zheng, Minhua Cancer Cell Int Research BACKGROUND: Emerging studies have shown that pyroptosis plays a non-negligible role in the development and treatment of tumors. However, the mechanism of pyroptosis in colorectal cancer (CRC) remains still unclear. Therefore, this study investigated the role of pyroptosis in CRC. METHODS: A pyroptosis-related risk model was developed using univariate Cox regression and LASSO Cox regression analyses. Based on this model, pyroptosis-related risk scores (PRS) of CRC samples with OS time > 0 from Gene Expression Omnibus (GEO) database and The Cancer Genome Atlas (TCGA) database were calculated. The abundance of immune cells in CRC tumor microenvironment (TME) was predicted by single-sample gene-set enrichment analysis (ssGSEA). Then, the responses to chemotherapy and immunotherapy were predicted by pRRophetic algorithm, the tumor immune dysfunction and exclusion (TIDE) and SubMap algorithms, respectively. Moreover, the Cancer Therapeutics Response Portal (CTRP) and PRISM Repurposing dataset (PRISM) were used to explore novel drug treatment strategies of CRC. Finally, we investigated pyroptosis-related genes in the level of single-cell and validated the expression levels of these genes between normal and CRC cell lines by RT-qPCR. RESULTS: Survival analysis showed that CRC samples with low PRS had better overall survival (OS) and progression-free survival (PFS). CRC samples with low PRS had higher immune-related gene expression and immune cell infiltration than those with high PRS. Besides, CRC samples with low PRS were more likely to benefit from 5-fluorouracil based chemotherapy and anti-PD-1 immunotherapy. In novel drug prediction, some compounds such as C6-ceramide and noretynodrel, were inferred as potential drugs for CRC with different PRS. Single-cell analysis revealed pyroptosis-related genes were highly expressed in tumor cells. RT-qPCR also demonstrated different expression levels of these genes between normal and CRC cell lines. CONCLUSIONS: Taken together, this study provides a comprehensive investigation of the role of pyroptosis in CRC at the bulk RNA sequencing (RNA-seq) and single-cell RNA sequencing (scRNA-seq) levels, advances our understanding of CRC characteristics, and guides more effective treatment regimens. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12935-023-02897-8. BioMed Central 2023-05-18 /pmc/articles/PMC10193704/ /pubmed/37198617 http://dx.doi.org/10.1186/s12935-023-02897-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Ding, Chengsheng Yang, Xiao Li, Shuchun Zhang, Enkui Fan, Xiaodong Huang, Ling He, Zirui Sun, Jing Ma, Junjun Zang, Lu Zheng, Minhua Exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell RNA sequencing |
title | Exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell RNA sequencing |
title_full | Exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell RNA sequencing |
title_fullStr | Exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell RNA sequencing |
title_full_unstemmed | Exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell RNA sequencing |
title_short | Exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell RNA sequencing |
title_sort | exploring the role of pyroptosis in shaping the tumor microenvironment of colorectal cancer by bulk and single-cell rna sequencing |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10193704/ https://www.ncbi.nlm.nih.gov/pubmed/37198617 http://dx.doi.org/10.1186/s12935-023-02897-8 |
work_keys_str_mv | AT dingchengsheng exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT yangxiao exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT lishuchun exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT zhangenkui exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT fanxiaodong exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT huangling exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT hezirui exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT sunjing exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT majunjun exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT zanglu exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing AT zhengminhua exploringtheroleofpyroptosisinshapingthetumormicroenvironmentofcolorectalcancerbybulkandsinglecellrnasequencing |