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Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment
BACKGROUND: The risk factors of papillary thyroid carcinoma (PTC) recurrence are meaningful for patients and clinicians. Tumor mutation burden (TMB) has been a biomarker for the effectiveness of immune checkpoint inhibitor (ICI) and prognosis in cancer. However, the role of TMB and its latent signif...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8261145/ https://www.ncbi.nlm.nih.gov/pubmed/34248843 http://dx.doi.org/10.3389/fendo.2021.674616 |
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author | Guo, Mengli Chen, Zhen Li, Yayi Li, Sijin Shen, Fei Gan, Xiaoxiong Feng, Jianhua Cai, Wensong Liu, Qingzhi Xu, Bo |
author_facet | Guo, Mengli Chen, Zhen Li, Yayi Li, Sijin Shen, Fei Gan, Xiaoxiong Feng, Jianhua Cai, Wensong Liu, Qingzhi Xu, Bo |
author_sort | Guo, Mengli |
collection | PubMed |
description | BACKGROUND: The risk factors of papillary thyroid carcinoma (PTC) recurrence are meaningful for patients and clinicians. Tumor mutation burden (TMB) has been a biomarker for the effectiveness of immune checkpoint inhibitor (ICI) and prognosis in cancer. However, the role of TMB and its latent significance with immune cell infiltration in PTC are still unclear. Herein, we aimed to explore the effect of TMB on PTC prognosis. MATERIAL AND METHODS: RNA-seq and DNA-seq datasets of PTC patients were downloaded from The Cancer Genome Atlas (TCGA) database. The Gene Ontology (GO) and gene set enrichment analysis (GSEA 4.0.1) were applied further to explore potential differences in PTC patients’ biological functions. The differentially expressed genes (DEGs) and immune microenvironment between the high and low TMB groups were determined. RESULTS: TMB had the highest AUC score than other clinical indicators in ROC analysis on recurrence-free survival, and a higher TMB score was related to a worse prognosis. Further, GSEA showed a higher level of oxidative phosphorylation (OXPHOS) in the high TMB group, and four genes correlated with recurrence-free survival rate were identified. The abundance of CD8(+) T cells and M1 macrophages in the high TMB group was significantly lower than that in the low TMB group. CONCLUSIONS: Our study found that TMB was a better predictor variable at evaluating the risk of PTC recurrence. Moreover, TMB-related genes conferred dramatically correlated prognosis, which was worth exploring in guiding postoperative follow-up and predicting recurrence for PTC patients. |
format | Online Article Text |
id | pubmed-8261145 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82611452021-07-08 Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment Guo, Mengli Chen, Zhen Li, Yayi Li, Sijin Shen, Fei Gan, Xiaoxiong Feng, Jianhua Cai, Wensong Liu, Qingzhi Xu, Bo Front Endocrinol (Lausanne) Endocrinology BACKGROUND: The risk factors of papillary thyroid carcinoma (PTC) recurrence are meaningful for patients and clinicians. Tumor mutation burden (TMB) has been a biomarker for the effectiveness of immune checkpoint inhibitor (ICI) and prognosis in cancer. However, the role of TMB and its latent significance with immune cell infiltration in PTC are still unclear. Herein, we aimed to explore the effect of TMB on PTC prognosis. MATERIAL AND METHODS: RNA-seq and DNA-seq datasets of PTC patients were downloaded from The Cancer Genome Atlas (TCGA) database. The Gene Ontology (GO) and gene set enrichment analysis (GSEA 4.0.1) were applied further to explore potential differences in PTC patients’ biological functions. The differentially expressed genes (DEGs) and immune microenvironment between the high and low TMB groups were determined. RESULTS: TMB had the highest AUC score than other clinical indicators in ROC analysis on recurrence-free survival, and a higher TMB score was related to a worse prognosis. Further, GSEA showed a higher level of oxidative phosphorylation (OXPHOS) in the high TMB group, and four genes correlated with recurrence-free survival rate were identified. The abundance of CD8(+) T cells and M1 macrophages in the high TMB group was significantly lower than that in the low TMB group. CONCLUSIONS: Our study found that TMB was a better predictor variable at evaluating the risk of PTC recurrence. Moreover, TMB-related genes conferred dramatically correlated prognosis, which was worth exploring in guiding postoperative follow-up and predicting recurrence for PTC patients. Frontiers Media S.A. 2021-06-23 /pmc/articles/PMC8261145/ /pubmed/34248843 http://dx.doi.org/10.3389/fendo.2021.674616 Text en Copyright © 2021 Guo, Chen, Li, Li, Shen, Gan, Feng, Cai, Liu and Xu 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 | Endocrinology Guo, Mengli Chen, Zhen Li, Yayi Li, Sijin Shen, Fei Gan, Xiaoxiong Feng, Jianhua Cai, Wensong Liu, Qingzhi Xu, Bo Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment |
title | Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment |
title_full | Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment |
title_fullStr | Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment |
title_full_unstemmed | Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment |
title_short | Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment |
title_sort | tumor mutation burden predicts relapse in papillary thyroid carcinoma with changes in genes and immune microenvironment |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8261145/ https://www.ncbi.nlm.nih.gov/pubmed/34248843 http://dx.doi.org/10.3389/fendo.2021.674616 |
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