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Prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on TCGA data
In order to explore the prognosis of tumor mutation burden (TMB) and the relationship with tumor infiltrating immune cells in hepatocellular carcinoma (HCC), we downloaded somatic mutation data and transcriptome profiles of 376 HCC patients from The Cancer Genome Atlas (TCGA) cohort. We divided the...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8109113/ https://www.ncbi.nlm.nih.gov/pubmed/33820866 http://dx.doi.org/10.18632/aging.202811 |
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author | Liu, Shaoqing Tang, Qianjie Huang, Jianwen Zhan, Meixiao Zhao, Wei Yang, Xiangyu Li, Yong Qiu, Lige Zhang, Fujun Lu, Ligong He, Xu |
author_facet | Liu, Shaoqing Tang, Qianjie Huang, Jianwen Zhan, Meixiao Zhao, Wei Yang, Xiangyu Li, Yong Qiu, Lige Zhang, Fujun Lu, Ligong He, Xu |
author_sort | Liu, Shaoqing |
collection | PubMed |
description | In order to explore the prognosis of tumor mutation burden (TMB) and the relationship with tumor infiltrating immune cells in hepatocellular carcinoma (HCC), we downloaded somatic mutation data and transcriptome profiles of 376 HCC patients from The Cancer Genome Atlas (TCGA) cohort. We divided the samples into high-TMB and low-TMB groups. A higher TMB level indicated improved overall survival (OS) and was associated with early pathological stages. One hundred and nine differentially expressed genes (DEGs) were identified in HCC. Moreover, based on four hub TMB-related signatures, we constructed a TMB Prognostic model (TMBPM) that possessed good predictive value with area under curve (AUC) of 0.701. HCC patients with higher TMBPM scores showed worse OS outcomes (p < 0.0001). Moreover, DCs subsets not only revealed higher infiltrating abundance in the high-TMB group, but also correlated with worse OS and hazard risk for high-TMB patients in HCC. Meanwhile, CD8+ T cells and B cells were associated with improved survival outcomes. In sum, high TMB indicates good prognosis for HCC and promotes HCC immune infiltration. Hence, DCs and the four hub TMB-related signatures can be used for predicting the prognosis in HCC as supplements to TMB. |
format | Online Article Text |
id | pubmed-8109113 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Impact Journals |
record_format | MEDLINE/PubMed |
spelling | pubmed-81091132021-05-12 Prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on TCGA data Liu, Shaoqing Tang, Qianjie Huang, Jianwen Zhan, Meixiao Zhao, Wei Yang, Xiangyu Li, Yong Qiu, Lige Zhang, Fujun Lu, Ligong He, Xu Aging (Albany NY) Research Paper In order to explore the prognosis of tumor mutation burden (TMB) and the relationship with tumor infiltrating immune cells in hepatocellular carcinoma (HCC), we downloaded somatic mutation data and transcriptome profiles of 376 HCC patients from The Cancer Genome Atlas (TCGA) cohort. We divided the samples into high-TMB and low-TMB groups. A higher TMB level indicated improved overall survival (OS) and was associated with early pathological stages. One hundred and nine differentially expressed genes (DEGs) were identified in HCC. Moreover, based on four hub TMB-related signatures, we constructed a TMB Prognostic model (TMBPM) that possessed good predictive value with area under curve (AUC) of 0.701. HCC patients with higher TMBPM scores showed worse OS outcomes (p < 0.0001). Moreover, DCs subsets not only revealed higher infiltrating abundance in the high-TMB group, but also correlated with worse OS and hazard risk for high-TMB patients in HCC. Meanwhile, CD8+ T cells and B cells were associated with improved survival outcomes. In sum, high TMB indicates good prognosis for HCC and promotes HCC immune infiltration. Hence, DCs and the four hub TMB-related signatures can be used for predicting the prognosis in HCC as supplements to TMB. Impact Journals 2021-04-04 /pmc/articles/PMC8109113/ /pubmed/33820866 http://dx.doi.org/10.18632/aging.202811 Text en Copyright: © 2021 Liu et al. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Liu, Shaoqing Tang, Qianjie Huang, Jianwen Zhan, Meixiao Zhao, Wei Yang, Xiangyu Li, Yong Qiu, Lige Zhang, Fujun Lu, Ligong He, Xu Prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on TCGA data |
title | Prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on TCGA data |
title_full | Prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on TCGA data |
title_fullStr | Prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on TCGA data |
title_full_unstemmed | Prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on TCGA data |
title_short | Prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on TCGA data |
title_sort | prognostic analysis of tumor mutation burden and immune infiltration in hepatocellular carcinoma based on tcga data |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8109113/ https://www.ncbi.nlm.nih.gov/pubmed/33820866 http://dx.doi.org/10.18632/aging.202811 |
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