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Colorectal Cancer Cell Differentiation Trajectory Predicts Patient Immunotherapy Response and Prognosis
OBJECTIVES: This study aimed to investigate the differentiation state and clinical significance of colorectal cancer cells, as well as to predict the immune response and prognosis of patients based on differentiation-related genes of colorectal cancer. INTRODUCTION: Colorectal cancer cells exhibit d...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9421035/ https://www.ncbi.nlm.nih.gov/pubmed/36036380 http://dx.doi.org/10.1177/10732748221121382 |
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author | Qin, Yuling Li, Meiqin Lin, Qiumei Pan, Xiaolan Liang, Yihua Huang, Zhaodong Liu, Zhimin Huang, Lingsha Fang, Min |
author_facet | Qin, Yuling Li, Meiqin Lin, Qiumei Pan, Xiaolan Liang, Yihua Huang, Zhaodong Liu, Zhimin Huang, Lingsha Fang, Min |
author_sort | Qin, Yuling |
collection | PubMed |
description | OBJECTIVES: This study aimed to investigate the differentiation state and clinical significance of colorectal cancer cells, as well as to predict the immune response and prognosis of patients based on differentiation-related genes of colorectal cancer. INTRODUCTION: Colorectal cancer cells exhibit different differentiation states under the influence of the tumor microenvironment, which determines the cell fates. METHODS: We combined single-cell sequencing (scRNA-seq) data from The Cancer Genome Atlas source with extensive transcriptome data from the Gene Expression Omnibus database. We obtained colorectal cancer differentiation-related genes using cell trajectory analysis and developed a colorectal cancer differentiation-related gene based molecular typing and prognostic model to predict the immune response and prognosis of patients with colorectal cancer. RESULTS: We identified 5 distinct cell differentiation subsets and 620 colorectal cancer differentiation-related genes. Colorectal cancer differentiation-related genes were significantly associated with metabolism, angiogenesis, and immunity. We separated patients into 3 subtypes based on colorectal cancer differentiation-related gene expression in the tumor and found differences among the different subtypes in immune infiltration status, immune checkpoint gene expression, clinicopathological features, and overall survival. Immunotherapeutic interventions involving a highly expressed immune checkpoint blockade may be selectively effective in the corresponding cancer subtypes. We built a risk score prediction model (5-year AUC: .729) consisting of the 4 most important predictors of survival (TIMP1, MMP1, LGALS4, and ITLN1). Finally, we generated and validated a nomogram consisting of the risk score and clinicopathological variables. CONCLUSION: This study highlights the significance of genes involved in cell differentiation for clinical prognosis and immunotherapy in patients and provides prospective therapeutic targets for colorectal cancer. |
format | Online Article Text |
id | pubmed-9421035 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-94210352022-08-30 Colorectal Cancer Cell Differentiation Trajectory Predicts Patient Immunotherapy Response and Prognosis Qin, Yuling Li, Meiqin Lin, Qiumei Pan, Xiaolan Liang, Yihua Huang, Zhaodong Liu, Zhimin Huang, Lingsha Fang, Min Cancer Control Original Research Article OBJECTIVES: This study aimed to investigate the differentiation state and clinical significance of colorectal cancer cells, as well as to predict the immune response and prognosis of patients based on differentiation-related genes of colorectal cancer. INTRODUCTION: Colorectal cancer cells exhibit different differentiation states under the influence of the tumor microenvironment, which determines the cell fates. METHODS: We combined single-cell sequencing (scRNA-seq) data from The Cancer Genome Atlas source with extensive transcriptome data from the Gene Expression Omnibus database. We obtained colorectal cancer differentiation-related genes using cell trajectory analysis and developed a colorectal cancer differentiation-related gene based molecular typing and prognostic model to predict the immune response and prognosis of patients with colorectal cancer. RESULTS: We identified 5 distinct cell differentiation subsets and 620 colorectal cancer differentiation-related genes. Colorectal cancer differentiation-related genes were significantly associated with metabolism, angiogenesis, and immunity. We separated patients into 3 subtypes based on colorectal cancer differentiation-related gene expression in the tumor and found differences among the different subtypes in immune infiltration status, immune checkpoint gene expression, clinicopathological features, and overall survival. Immunotherapeutic interventions involving a highly expressed immune checkpoint blockade may be selectively effective in the corresponding cancer subtypes. We built a risk score prediction model (5-year AUC: .729) consisting of the 4 most important predictors of survival (TIMP1, MMP1, LGALS4, and ITLN1). Finally, we generated and validated a nomogram consisting of the risk score and clinicopathological variables. CONCLUSION: This study highlights the significance of genes involved in cell differentiation for clinical prognosis and immunotherapy in patients and provides prospective therapeutic targets for colorectal cancer. SAGE Publications 2022-08-27 /pmc/articles/PMC9421035/ /pubmed/36036380 http://dx.doi.org/10.1177/10732748221121382 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Research Article Qin, Yuling Li, Meiqin Lin, Qiumei Pan, Xiaolan Liang, Yihua Huang, Zhaodong Liu, Zhimin Huang, Lingsha Fang, Min Colorectal Cancer Cell Differentiation Trajectory Predicts Patient Immunotherapy Response and Prognosis |
title | Colorectal Cancer Cell Differentiation Trajectory Predicts Patient Immunotherapy Response and Prognosis |
title_full | Colorectal Cancer Cell Differentiation Trajectory Predicts Patient Immunotherapy Response and Prognosis |
title_fullStr | Colorectal Cancer Cell Differentiation Trajectory Predicts Patient Immunotherapy Response and Prognosis |
title_full_unstemmed | Colorectal Cancer Cell Differentiation Trajectory Predicts Patient Immunotherapy Response and Prognosis |
title_short | Colorectal Cancer Cell Differentiation Trajectory Predicts Patient Immunotherapy Response and Prognosis |
title_sort | colorectal cancer cell differentiation trajectory predicts patient immunotherapy response and prognosis |
topic | Original Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9421035/ https://www.ncbi.nlm.nih.gov/pubmed/36036380 http://dx.doi.org/10.1177/10732748221121382 |
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