Cargando…
A signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma
Growing evidences suggest that autophagy plays a momentous part in the tumorigenesis and development of hepatocellular carcinoma (HCC). However, there are not many researches to predict the prognosis of HCC using autophagy-related genes. Therefore, based on the clinical information and RNA-Seq data...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8806227/ https://www.ncbi.nlm.nih.gov/pubmed/33622179 http://dx.doi.org/10.1080/21655979.2021.1880084 |
_version_ | 1784643396462182400 |
---|---|
author | Cao, Jie Wu, Lili Lei, Xin Shi, Keqing Shi, Liang |
author_facet | Cao, Jie Wu, Lili Lei, Xin Shi, Keqing Shi, Liang |
author_sort | Cao, Jie |
collection | PubMed |
description | Growing evidences suggest that autophagy plays a momentous part in the tumorigenesis and development of hepatocellular carcinoma (HCC). However, there are not many researches to predict the prognosis of HCC using autophagy-related genes. Therefore, based on the clinical information and RNA-Seq data of The Cancer Genome Atlas data portal (TCGA), 13 autophagy‑related gene pairs were screened to build the autophagy‑related signature to predict the prognosis by least absolute shrinkage and selection operator (LASSO) regression analysis. Besides, the International Cancer Genome Consortium (ICGC) cohort was further applied to verify the autophagy‑related prognostic signature. Gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) and gene set enrichment analysis (GSEA) were also used to predict the relevant function of the autophagy-related gene pairs signature. As shown in the results, the autophagy-related gene pairs were mainly involved in process utilizing autophagic mechanism, autophagy, macroautophagy and cellular response to oxidative stress. The immune cell levels in the high-risk and low-risk group were explored, which showed that the three immune cells were obviously increased in the high-risk group, while the five immune cells were obviously increased in the low-risk group. In conclusion, an autophagy‑related prognostic signature was established to predict the prognosis of HCC patients with great accuracy and we found that autophagy‑related prognostic signature was related to infiltrating immune cells. |
format | Online Article Text |
id | pubmed-8806227 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
spelling | pubmed-88062272022-02-02 A signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma Cao, Jie Wu, Lili Lei, Xin Shi, Keqing Shi, Liang Bioengineered Research Paper Growing evidences suggest that autophagy plays a momentous part in the tumorigenesis and development of hepatocellular carcinoma (HCC). However, there are not many researches to predict the prognosis of HCC using autophagy-related genes. Therefore, based on the clinical information and RNA-Seq data of The Cancer Genome Atlas data portal (TCGA), 13 autophagy‑related gene pairs were screened to build the autophagy‑related signature to predict the prognosis by least absolute shrinkage and selection operator (LASSO) regression analysis. Besides, the International Cancer Genome Consortium (ICGC) cohort was further applied to verify the autophagy‑related prognostic signature. Gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) and gene set enrichment analysis (GSEA) were also used to predict the relevant function of the autophagy-related gene pairs signature. As shown in the results, the autophagy-related gene pairs were mainly involved in process utilizing autophagic mechanism, autophagy, macroautophagy and cellular response to oxidative stress. The immune cell levels in the high-risk and low-risk group were explored, which showed that the three immune cells were obviously increased in the high-risk group, while the five immune cells were obviously increased in the low-risk group. In conclusion, an autophagy‑related prognostic signature was established to predict the prognosis of HCC patients with great accuracy and we found that autophagy‑related prognostic signature was related to infiltrating immune cells. Taylor & Francis 2021-02-23 /pmc/articles/PMC8806227/ /pubmed/33622179 http://dx.doi.org/10.1080/21655979.2021.1880084 Text en © 2021 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Paper Cao, Jie Wu, Lili Lei, Xin Shi, Keqing Shi, Liang A signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma |
title | A signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma |
title_full | A signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma |
title_fullStr | A signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma |
title_full_unstemmed | A signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma |
title_short | A signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma |
title_sort | signature of 13 autophagy‑related gene pairs predicts prognosis in hepatocellular carcinoma |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8806227/ https://www.ncbi.nlm.nih.gov/pubmed/33622179 http://dx.doi.org/10.1080/21655979.2021.1880084 |
work_keys_str_mv | AT caojie asignatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT wulili asignatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT leixin asignatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT shikeqing asignatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT shiliang asignatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT caojie signatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT wulili signatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT leixin signatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT shikeqing signatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma AT shiliang signatureof13autophagyrelatedgenepairspredictsprognosisinhepatocellularcarcinoma |