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Identification and validation of a miRNA-related expression signature for tumor mutational burden in colorectal cancer
BACKGROUND: Tumor mutational burden (TMB) is a promising predictor, which could stratify colorectal cancer (CRC) patients based on the response to immune checkpoint inhibitors (ICIs). MicroRNAs (miRNAs) act as the key regulators of anti-cancer immune response. However, the relationship between TMB a...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7897378/ https://www.ncbi.nlm.nih.gov/pubmed/33610190 http://dx.doi.org/10.1186/s12957-021-02137-1 |
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author | Xu, Lijun Zheng, Qing |
author_facet | Xu, Lijun Zheng, Qing |
author_sort | Xu, Lijun |
collection | PubMed |
description | BACKGROUND: Tumor mutational burden (TMB) is a promising predictor, which could stratify colorectal cancer (CRC) patients based on the response to immune checkpoint inhibitors (ICIs). MicroRNAs (miRNAs) act as the key regulators of anti-cancer immune response. However, the relationship between TMB and miRNA expression profiles is not elucidated in CRC. METHODS: Differentially expressed miRNAs (DE miRNAs) between the TMB(high) group and the TMB(low) group were identified for the CRC cohort of the TCGA database. In the training cohort, a miRNA-related expression signature for predicting TMB level was developed by the least absolute shrinkage and selection operator (LASSO) method and tested with reference to its discrimination, calibration, and decision curve analysis (DCA) in the validation cohort. Functional enrichment analysis of these TMB-related miRNAs was performed. The correlation between this miRNA-related expression signature and three immune checkpoints was analyzed. RESULTS: Twenty-one out of 43 DE miRNAs were identified as TMB-related miRNAs, which were used to develop a miRNA-related expression signature. This TMB-related miRNA signature demonstrated great discrimination (AUC(test set) = 0.970), satisfactory calibration (P > 0.05), and clinical utility in the validation cohort. Functional enrichment results revealed that these TMB-related miRNAs were mainly involved in biological processes associated with immune response and signaling pathways related with cancer. This miRNA-related expression signature showed a median positive correlation with PD-L1 (R = 0.47, P < 0.05) and CTLA4 (R = 0.39, P < 0.05) and a low positive correlation with PD-1 (R = 0.16, P < 0.05). CONCLUSION: This study presents a miRNA-related expression signature which could stratify CRC patients with different TMB levels. |
format | Online Article Text |
id | pubmed-7897378 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-78973782021-02-22 Identification and validation of a miRNA-related expression signature for tumor mutational burden in colorectal cancer Xu, Lijun Zheng, Qing World J Surg Oncol Research BACKGROUND: Tumor mutational burden (TMB) is a promising predictor, which could stratify colorectal cancer (CRC) patients based on the response to immune checkpoint inhibitors (ICIs). MicroRNAs (miRNAs) act as the key regulators of anti-cancer immune response. However, the relationship between TMB and miRNA expression profiles is not elucidated in CRC. METHODS: Differentially expressed miRNAs (DE miRNAs) between the TMB(high) group and the TMB(low) group were identified for the CRC cohort of the TCGA database. In the training cohort, a miRNA-related expression signature for predicting TMB level was developed by the least absolute shrinkage and selection operator (LASSO) method and tested with reference to its discrimination, calibration, and decision curve analysis (DCA) in the validation cohort. Functional enrichment analysis of these TMB-related miRNAs was performed. The correlation between this miRNA-related expression signature and three immune checkpoints was analyzed. RESULTS: Twenty-one out of 43 DE miRNAs were identified as TMB-related miRNAs, which were used to develop a miRNA-related expression signature. This TMB-related miRNA signature demonstrated great discrimination (AUC(test set) = 0.970), satisfactory calibration (P > 0.05), and clinical utility in the validation cohort. Functional enrichment results revealed that these TMB-related miRNAs were mainly involved in biological processes associated with immune response and signaling pathways related with cancer. This miRNA-related expression signature showed a median positive correlation with PD-L1 (R = 0.47, P < 0.05) and CTLA4 (R = 0.39, P < 0.05) and a low positive correlation with PD-1 (R = 0.16, P < 0.05). CONCLUSION: This study presents a miRNA-related expression signature which could stratify CRC patients with different TMB levels. BioMed Central 2021-02-20 /pmc/articles/PMC7897378/ /pubmed/33610190 http://dx.doi.org/10.1186/s12957-021-02137-1 Text en © The Author(s) 2021 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Xu, Lijun Zheng, Qing Identification and validation of a miRNA-related expression signature for tumor mutational burden in colorectal cancer |
title | Identification and validation of a miRNA-related expression signature for tumor mutational burden in colorectal cancer |
title_full | Identification and validation of a miRNA-related expression signature for tumor mutational burden in colorectal cancer |
title_fullStr | Identification and validation of a miRNA-related expression signature for tumor mutational burden in colorectal cancer |
title_full_unstemmed | Identification and validation of a miRNA-related expression signature for tumor mutational burden in colorectal cancer |
title_short | Identification and validation of a miRNA-related expression signature for tumor mutational burden in colorectal cancer |
title_sort | identification and validation of a mirna-related expression signature for tumor mutational burden in colorectal cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7897378/ https://www.ncbi.nlm.nih.gov/pubmed/33610190 http://dx.doi.org/10.1186/s12957-021-02137-1 |
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