Cargando…
A novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer
BACKGROUND: Metastasis remains the leading cause of mortality in patients diagnosed with colorectal cancer (CRC). The pivotal contribution of the immune microenvironment in the initiation and progression of CRC metastasis has gained significant attention. METHODS: A total of 453 CRC patients from Th...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10169605/ https://www.ncbi.nlm.nih.gov/pubmed/37180113 http://dx.doi.org/10.3389/fimmu.2023.1161382 |
_version_ | 1785039074606710784 |
---|---|
author | Pan, Bei Yue, Yanzhe Ding, Wenbo Sun, Li Xu, Mu Wang, Shukui |
author_facet | Pan, Bei Yue, Yanzhe Ding, Wenbo Sun, Li Xu, Mu Wang, Shukui |
author_sort | Pan, Bei |
collection | PubMed |
description | BACKGROUND: Metastasis remains the leading cause of mortality in patients diagnosed with colorectal cancer (CRC). The pivotal contribution of the immune microenvironment in the initiation and progression of CRC metastasis has gained significant attention. METHODS: A total of 453 CRC patients from The Cancer Genome Atlas (TCGA) were included as the training set, and GSE39582, GSE17536, GSE29621, GSE71187 were included as the validation set. The single-sample gene set enrichment analysis (ssGSEA) was performed to assess the immune infiltration of patients. Least absolute shrinkage and selection operator (LASSO) regression analysis, Time-dependent receiver operating characteristic (ROC) and Kaplan-Meier analysis were used to construct and validate risk models based on R package. CTSW and FABP4-knockout CRC cells were constructed via CRISPR-Cas9 system. Western-blot and Transwell assay were utilized to explore the role of fatty acid binding protein 4 (FABP4) / cathepsin W (CTSW) in CRC metastasis and immunity. RESULTS: Based on the normal/tumor, high-/low-immune cell infiltration, and metastatic/non-metastatic group, we identified 161 differentially expressed genes. After random assignment and LASSO regression analysis, a prognostic model containing 3 metastasis- and immune-related gene pairs was constructed and represented good prognostic prediction efficiency in the training set and 4 independent CRC cohorts. According to this model, we clustered patients and found that the high-risk group was associated with stage, T and M stage. In addition, the high-risk group also shown higher immune infiltration and high sensitivity to PARP inhibitors. Further, FABP4 and CTSW derived from the constitutive model were identified to be involved in metastasis and immunity of CRC. CONCLUSION: In conclusion, a validated prognosis predictive model for CRC was constructed. CTSW and FABP4 are potential targets for CRC treatment. |
format | Online Article Text |
id | pubmed-10169605 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101696052023-05-11 A novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer Pan, Bei Yue, Yanzhe Ding, Wenbo Sun, Li Xu, Mu Wang, Shukui Front Immunol Immunology BACKGROUND: Metastasis remains the leading cause of mortality in patients diagnosed with colorectal cancer (CRC). The pivotal contribution of the immune microenvironment in the initiation and progression of CRC metastasis has gained significant attention. METHODS: A total of 453 CRC patients from The Cancer Genome Atlas (TCGA) were included as the training set, and GSE39582, GSE17536, GSE29621, GSE71187 were included as the validation set. The single-sample gene set enrichment analysis (ssGSEA) was performed to assess the immune infiltration of patients. Least absolute shrinkage and selection operator (LASSO) regression analysis, Time-dependent receiver operating characteristic (ROC) and Kaplan-Meier analysis were used to construct and validate risk models based on R package. CTSW and FABP4-knockout CRC cells were constructed via CRISPR-Cas9 system. Western-blot and Transwell assay were utilized to explore the role of fatty acid binding protein 4 (FABP4) / cathepsin W (CTSW) in CRC metastasis and immunity. RESULTS: Based on the normal/tumor, high-/low-immune cell infiltration, and metastatic/non-metastatic group, we identified 161 differentially expressed genes. After random assignment and LASSO regression analysis, a prognostic model containing 3 metastasis- and immune-related gene pairs was constructed and represented good prognostic prediction efficiency in the training set and 4 independent CRC cohorts. According to this model, we clustered patients and found that the high-risk group was associated with stage, T and M stage. In addition, the high-risk group also shown higher immune infiltration and high sensitivity to PARP inhibitors. Further, FABP4 and CTSW derived from the constitutive model were identified to be involved in metastasis and immunity of CRC. CONCLUSION: In conclusion, a validated prognosis predictive model for CRC was constructed. CTSW and FABP4 are potential targets for CRC treatment. Frontiers Media S.A. 2023-04-26 /pmc/articles/PMC10169605/ /pubmed/37180113 http://dx.doi.org/10.3389/fimmu.2023.1161382 Text en Copyright © 2023 Pan, Yue, Ding, Sun, Xu 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 Pan, Bei Yue, Yanzhe Ding, Wenbo Sun, Li Xu, Mu Wang, Shukui A novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer |
title | A novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer |
title_full | A novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer |
title_fullStr | A novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer |
title_full_unstemmed | A novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer |
title_short | A novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer |
title_sort | novel prognostic signatures based on metastasis- and immune-related gene pairs for colorectal cancer |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10169605/ https://www.ncbi.nlm.nih.gov/pubmed/37180113 http://dx.doi.org/10.3389/fimmu.2023.1161382 |
work_keys_str_mv | AT panbei anovelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT yueyanzhe anovelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT dingwenbo anovelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT sunli anovelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT xumu anovelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT wangshukui anovelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT panbei novelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT yueyanzhe novelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT dingwenbo novelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT sunli novelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT xumu novelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer AT wangshukui novelprognosticsignaturesbasedonmetastasisandimmunerelatedgenepairsforcolorectalcancer |