Cargando…
Development and Validation of a Nomogram and a Comprehensive Prognostic Analysis of an LncRNA-Associated Competitive Endogenous RNA Network Based on Immune-Related Genes for Locally Advanced Rectal Cancer With Neoadjuvant Therapy
Colorectal cancer (CRC) is a common digestive tract tumor worldwide. In recent years, neoadjuvant chemoradiotherapy (CRT) has been the most comprehensive treatment for locally advanced rectal cancer (LARC). In this study, we explored immune infiltration in rectal cancer (RC) and identified immune-re...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327778/ https://www.ncbi.nlm.nih.gov/pubmed/34350117 http://dx.doi.org/10.3389/fonc.2021.697948 |
_version_ | 1783732164530012160 |
---|---|
author | Wei, Fang-Ze Mei, Shi-Wen Wang, Zhi-Jie Chen, Jia-Nan Shen, Hai-Yu Zhao, Fu-Qiang Li, Juan- Xiao, Ti-Xian Liu, Qian |
author_facet | Wei, Fang-Ze Mei, Shi-Wen Wang, Zhi-Jie Chen, Jia-Nan Shen, Hai-Yu Zhao, Fu-Qiang Li, Juan- Xiao, Ti-Xian Liu, Qian |
author_sort | Wei, Fang-Ze |
collection | PubMed |
description | Colorectal cancer (CRC) is a common digestive tract tumor worldwide. In recent years, neoadjuvant chemoradiotherapy (CRT) has been the most comprehensive treatment for locally advanced rectal cancer (LARC). In this study, we explored immune infiltration in rectal cancer (RC) and identified immune-related differentially expressed genes (IRDEGs). Then, we identified response markers in datasets in GEO databases by principal component analysis (PCA). We also utilized three GEO datasets to identify the up- and downregulated response-related genes simultaneously and then identified genes shared between the PCA markers and three GEO datasets. Based on the hub IRDEGs, we identified target mRNAs and constructed a ceRNA network. Based on the ceRNA network, we explored prognostic biomarkers to develop a prognostic model for RC through Cox regression. We utilized the specimen to validate the expression of the two biomarkers. We also utilized LASSO regression to screen hub IRDEGs and built a nomogram to predict the response of LARC patients to CRT. All of the results show that the nomogram and prognostic model offer good prognostic value and that the ceRNA network can effectively highlight the regulatory relationship. hsa-mir-107 and WDFY3-AS2 may be prognostic biomarkers for RC. |
format | Online Article Text |
id | pubmed-8327778 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83277782021-08-03 Development and Validation of a Nomogram and a Comprehensive Prognostic Analysis of an LncRNA-Associated Competitive Endogenous RNA Network Based on Immune-Related Genes for Locally Advanced Rectal Cancer With Neoadjuvant Therapy Wei, Fang-Ze Mei, Shi-Wen Wang, Zhi-Jie Chen, Jia-Nan Shen, Hai-Yu Zhao, Fu-Qiang Li, Juan- Xiao, Ti-Xian Liu, Qian Front Oncol Oncology Colorectal cancer (CRC) is a common digestive tract tumor worldwide. In recent years, neoadjuvant chemoradiotherapy (CRT) has been the most comprehensive treatment for locally advanced rectal cancer (LARC). In this study, we explored immune infiltration in rectal cancer (RC) and identified immune-related differentially expressed genes (IRDEGs). Then, we identified response markers in datasets in GEO databases by principal component analysis (PCA). We also utilized three GEO datasets to identify the up- and downregulated response-related genes simultaneously and then identified genes shared between the PCA markers and three GEO datasets. Based on the hub IRDEGs, we identified target mRNAs and constructed a ceRNA network. Based on the ceRNA network, we explored prognostic biomarkers to develop a prognostic model for RC through Cox regression. We utilized the specimen to validate the expression of the two biomarkers. We also utilized LASSO regression to screen hub IRDEGs and built a nomogram to predict the response of LARC patients to CRT. All of the results show that the nomogram and prognostic model offer good prognostic value and that the ceRNA network can effectively highlight the regulatory relationship. hsa-mir-107 and WDFY3-AS2 may be prognostic biomarkers for RC. Frontiers Media S.A. 2021-07-19 /pmc/articles/PMC8327778/ /pubmed/34350117 http://dx.doi.org/10.3389/fonc.2021.697948 Text en Copyright © 2021 Wei, Mei, Wang, Chen, Shen, Zhao, Li, Xiao and Liu 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 | Oncology Wei, Fang-Ze Mei, Shi-Wen Wang, Zhi-Jie Chen, Jia-Nan Shen, Hai-Yu Zhao, Fu-Qiang Li, Juan- Xiao, Ti-Xian Liu, Qian Development and Validation of a Nomogram and a Comprehensive Prognostic Analysis of an LncRNA-Associated Competitive Endogenous RNA Network Based on Immune-Related Genes for Locally Advanced Rectal Cancer With Neoadjuvant Therapy |
title | Development and Validation of a Nomogram and a Comprehensive Prognostic Analysis of an LncRNA-Associated Competitive Endogenous RNA Network Based on Immune-Related Genes for Locally Advanced Rectal Cancer With Neoadjuvant Therapy |
title_full | Development and Validation of a Nomogram and a Comprehensive Prognostic Analysis of an LncRNA-Associated Competitive Endogenous RNA Network Based on Immune-Related Genes for Locally Advanced Rectal Cancer With Neoadjuvant Therapy |
title_fullStr | Development and Validation of a Nomogram and a Comprehensive Prognostic Analysis of an LncRNA-Associated Competitive Endogenous RNA Network Based on Immune-Related Genes for Locally Advanced Rectal Cancer With Neoadjuvant Therapy |
title_full_unstemmed | Development and Validation of a Nomogram and a Comprehensive Prognostic Analysis of an LncRNA-Associated Competitive Endogenous RNA Network Based on Immune-Related Genes for Locally Advanced Rectal Cancer With Neoadjuvant Therapy |
title_short | Development and Validation of a Nomogram and a Comprehensive Prognostic Analysis of an LncRNA-Associated Competitive Endogenous RNA Network Based on Immune-Related Genes for Locally Advanced Rectal Cancer With Neoadjuvant Therapy |
title_sort | development and validation of a nomogram and a comprehensive prognostic analysis of an lncrna-associated competitive endogenous rna network based on immune-related genes for locally advanced rectal cancer with neoadjuvant therapy |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327778/ https://www.ncbi.nlm.nih.gov/pubmed/34350117 http://dx.doi.org/10.3389/fonc.2021.697948 |
work_keys_str_mv | AT weifangze developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy AT meishiwen developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy AT wangzhijie developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy AT chenjianan developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy AT shenhaiyu developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy AT zhaofuqiang developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy AT lijuan developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy AT xiaotixian developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy AT liuqian developmentandvalidationofanomogramandacomprehensiveprognosticanalysisofanlncrnaassociatedcompetitiveendogenousrnanetworkbasedonimmunerelatedgenesforlocallyadvancedrectalcancerwithneoadjuvanttherapy |