Cargando…
Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer
Cellular senescence is associated with tumorigenesis, and the subtype and prognostic signatures of senescence-related genes (SRGs) in the tumor microenvironment (TME) and gut microbiota have not been fully determined. Analysis of 91 SRGs obtained from the GSEA and MSigDB, and mRNA sequencing of gene...
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/PMC9198838/ https://www.ncbi.nlm.nih.gov/pubmed/35721059 http://dx.doi.org/10.3389/fmed.2022.916565 |
_version_ | 1784727729721049088 |
---|---|
author | Dai, Ju-Ji Fu, Yang-Yang Zhong, Xi-Qiang Cen, Wei Ye, Mao-Fei Chen, Xi-Han Pan, Yi-Fei Ye, Le-Chi |
author_facet | Dai, Ju-Ji Fu, Yang-Yang Zhong, Xi-Qiang Cen, Wei Ye, Mao-Fei Chen, Xi-Han Pan, Yi-Fei Ye, Le-Chi |
author_sort | Dai, Ju-Ji |
collection | PubMed |
description | Cellular senescence is associated with tumorigenesis, and the subtype and prognostic signatures of senescence-related genes (SRGs) in the tumor microenvironment (TME) and gut microbiota have not been fully determined. Analysis of 91 SRGs obtained from the GSEA and MSigDB, and mRNA sequencing of genes in the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases enabled the identification of two distinct molecular types of colorectal cancer (CRC). Patient samples were clustered into two subtypes, with Kaplan-Meier survival analyses showing significant differences in patient survival between the two subtypes. Cluster C2 was associated with patient clinicopathological features, high immune score, high abundance of immune infiltrating cells and somewhat high abundance of bacteria. A risk model based on eight SRGs showed that a low risk score was characterized by inhibition of immune activity and was indicative of better prognosis in patients with CRC. In combination with clinical characteristics, risk score was found to be an independent prognostic predictor of survival in patients with CRC. In conclusion, the present study showed that senescence-related subtypes and a signature consisting of eight SRGs were associated with CRC patient prognosis, as well as with immune cell infiltration and gut microbiota. These findings may enable better prediction of CRC patient prognosis and facilitate individualized treatments. |
format | Online Article Text |
id | pubmed-9198838 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91988382022-06-16 Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer Dai, Ju-Ji Fu, Yang-Yang Zhong, Xi-Qiang Cen, Wei Ye, Mao-Fei Chen, Xi-Han Pan, Yi-Fei Ye, Le-Chi Front Med (Lausanne) Medicine Cellular senescence is associated with tumorigenesis, and the subtype and prognostic signatures of senescence-related genes (SRGs) in the tumor microenvironment (TME) and gut microbiota have not been fully determined. Analysis of 91 SRGs obtained from the GSEA and MSigDB, and mRNA sequencing of genes in the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases enabled the identification of two distinct molecular types of colorectal cancer (CRC). Patient samples were clustered into two subtypes, with Kaplan-Meier survival analyses showing significant differences in patient survival between the two subtypes. Cluster C2 was associated with patient clinicopathological features, high immune score, high abundance of immune infiltrating cells and somewhat high abundance of bacteria. A risk model based on eight SRGs showed that a low risk score was characterized by inhibition of immune activity and was indicative of better prognosis in patients with CRC. In combination with clinical characteristics, risk score was found to be an independent prognostic predictor of survival in patients with CRC. In conclusion, the present study showed that senescence-related subtypes and a signature consisting of eight SRGs were associated with CRC patient prognosis, as well as with immune cell infiltration and gut microbiota. These findings may enable better prediction of CRC patient prognosis and facilitate individualized treatments. Frontiers Media S.A. 2022-05-26 /pmc/articles/PMC9198838/ /pubmed/35721059 http://dx.doi.org/10.3389/fmed.2022.916565 Text en Copyright © 2022 Dai, Fu, Zhong, Cen, Ye, Chen, Pan and Ye. 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 | Medicine Dai, Ju-Ji Fu, Yang-Yang Zhong, Xi-Qiang Cen, Wei Ye, Mao-Fei Chen, Xi-Han Pan, Yi-Fei Ye, Le-Chi Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer |
title | Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer |
title_full | Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer |
title_fullStr | Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer |
title_full_unstemmed | Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer |
title_short | Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer |
title_sort | identification of senescence-related subtypes, the development of a prognosis model, and characterization of immune infiltration and gut microbiota in colorectal cancer |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9198838/ https://www.ncbi.nlm.nih.gov/pubmed/35721059 http://dx.doi.org/10.3389/fmed.2022.916565 |
work_keys_str_mv | AT daijuji identificationofsenescencerelatedsubtypesthedevelopmentofaprognosismodelandcharacterizationofimmuneinfiltrationandgutmicrobiotaincolorectalcancer AT fuyangyang identificationofsenescencerelatedsubtypesthedevelopmentofaprognosismodelandcharacterizationofimmuneinfiltrationandgutmicrobiotaincolorectalcancer AT zhongxiqiang identificationofsenescencerelatedsubtypesthedevelopmentofaprognosismodelandcharacterizationofimmuneinfiltrationandgutmicrobiotaincolorectalcancer AT cenwei identificationofsenescencerelatedsubtypesthedevelopmentofaprognosismodelandcharacterizationofimmuneinfiltrationandgutmicrobiotaincolorectalcancer AT yemaofei identificationofsenescencerelatedsubtypesthedevelopmentofaprognosismodelandcharacterizationofimmuneinfiltrationandgutmicrobiotaincolorectalcancer AT chenxihan identificationofsenescencerelatedsubtypesthedevelopmentofaprognosismodelandcharacterizationofimmuneinfiltrationandgutmicrobiotaincolorectalcancer AT panyifei identificationofsenescencerelatedsubtypesthedevelopmentofaprognosismodelandcharacterizationofimmuneinfiltrationandgutmicrobiotaincolorectalcancer AT yelechi identificationofsenescencerelatedsubtypesthedevelopmentofaprognosismodelandcharacterizationofimmuneinfiltrationandgutmicrobiotaincolorectalcancer |