Cargando…

Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing

Hypoxia is one of the malignant characteristics of solid tumors and is related to the multiple malignant characteristics of the tumor. No study has not yet reported a systematical analysis of the characteristics of hypoxia from single-cell resolution in gastric cancer. In our research, we investigat...

Descripción completa

Detalles Bibliográficos
Autores principales: Tao, Guoqiang, Jiao, Chengwen, Wang, Yong, Zhou, Qi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9758178/
https://www.ncbi.nlm.nih.gov/pubmed/36526698
http://dx.doi.org/10.1038/s41598-022-26395-5
_version_ 1784851987421986816
author Tao, Guoqiang
Jiao, Chengwen
Wang, Yong
Zhou, Qi
author_facet Tao, Guoqiang
Jiao, Chengwen
Wang, Yong
Zhou, Qi
author_sort Tao, Guoqiang
collection PubMed
description Hypoxia is one of the malignant characteristics of solid tumors and is related to the multiple malignant characteristics of the tumor. No study has not yet reported a systematical analysis of the characteristics of hypoxia from single-cell resolution in gastric cancer. In our research, we investigated the hypoxia features of various types of cells in single-cell resolution, identified hypoxia-related genes by the weighted gene co-expression network analysis method. Through the hypoxia-related genes from single-cell levels, we screened out 13 genes and established a prognostic model. This model performs well in the training dataset and multiple independent verification data sets. We thought that tumor hypoxia might affect the DNA methylation of cells and promote the transcription of genes associated with malignant features, thereby promoting tumor progression. We found that the more tumor associated genes in the high-risk group showed hypomethylation and high hypoxia-risk score group have more tumor-related genes, more immunosuppressive immune cells and more enrichment of cancer -related pathways. The lower risk group is more sensitive to three chemotherapy drugs for gastric cancer. Our study illustrates the crucial role of hypoxia in gastric cancer. Hypoxia-related gene prognostic model has been established and has good performance. Hypoxia-related risk score can also be used to guide a patient’s drug treatment strategy.
format Online
Article
Text
id pubmed-9758178
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-97581782022-12-18 Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing Tao, Guoqiang Jiao, Chengwen Wang, Yong Zhou, Qi Sci Rep Article Hypoxia is one of the malignant characteristics of solid tumors and is related to the multiple malignant characteristics of the tumor. No study has not yet reported a systematical analysis of the characteristics of hypoxia from single-cell resolution in gastric cancer. In our research, we investigated the hypoxia features of various types of cells in single-cell resolution, identified hypoxia-related genes by the weighted gene co-expression network analysis method. Through the hypoxia-related genes from single-cell levels, we screened out 13 genes and established a prognostic model. This model performs well in the training dataset and multiple independent verification data sets. We thought that tumor hypoxia might affect the DNA methylation of cells and promote the transcription of genes associated with malignant features, thereby promoting tumor progression. We found that the more tumor associated genes in the high-risk group showed hypomethylation and high hypoxia-risk score group have more tumor-related genes, more immunosuppressive immune cells and more enrichment of cancer -related pathways. The lower risk group is more sensitive to three chemotherapy drugs for gastric cancer. Our study illustrates the crucial role of hypoxia in gastric cancer. Hypoxia-related gene prognostic model has been established and has good performance. Hypoxia-related risk score can also be used to guide a patient’s drug treatment strategy. Nature Publishing Group UK 2022-12-16 /pmc/articles/PMC9758178/ /pubmed/36526698 http://dx.doi.org/10.1038/s41598-022-26395-5 Text en © The Author(s) 2022 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/) .
spellingShingle Article
Tao, Guoqiang
Jiao, Chengwen
Wang, Yong
Zhou, Qi
Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing
title Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing
title_full Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing
title_fullStr Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing
title_full_unstemmed Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing
title_short Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing
title_sort comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell rna-sequencing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9758178/
https://www.ncbi.nlm.nih.gov/pubmed/36526698
http://dx.doi.org/10.1038/s41598-022-26395-5
work_keys_str_mv AT taoguoqiang comprehensiveanalysisofhypoxiarelatedgenesforprognosisimmunefeaturesanddrugstreatmentstrategyingastriccancerusingbulkandsinglecellrnasequencing
AT jiaochengwen comprehensiveanalysisofhypoxiarelatedgenesforprognosisimmunefeaturesanddrugstreatmentstrategyingastriccancerusingbulkandsinglecellrnasequencing
AT wangyong comprehensiveanalysisofhypoxiarelatedgenesforprognosisimmunefeaturesanddrugstreatmentstrategyingastriccancerusingbulkandsinglecellrnasequencing
AT zhouqi comprehensiveanalysisofhypoxiarelatedgenesforprognosisimmunefeaturesanddrugstreatmentstrategyingastriccancerusingbulkandsinglecellrnasequencing