Cargando…
Single cell and bulk transcriptome analysis identified oxidative stress response-related features of Hepatocellular Carcinoma
Background: Hepatocellular Carcinoma (HCC) is a common lethal digestive system tumor. The oxidative stress mechanism is crucial in the HCC genesis and progression. Methods: Our study analyzed single-cell and bulk sequencing data to compare the microenvironment of non-tumor liver tissues and HCC tiss...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10568628/ https://www.ncbi.nlm.nih.gov/pubmed/37842089 http://dx.doi.org/10.3389/fcell.2023.1191074 |
_version_ | 1785119393302183936 |
---|---|
author | Zhang, Shuqiao Li, Xinyu Zheng, Yilu Liu, Jiahui Hu, Hao Zhang, Shijun Kuang, Weihong |
author_facet | Zhang, Shuqiao Li, Xinyu Zheng, Yilu Liu, Jiahui Hu, Hao Zhang, Shijun Kuang, Weihong |
author_sort | Zhang, Shuqiao |
collection | PubMed |
description | Background: Hepatocellular Carcinoma (HCC) is a common lethal digestive system tumor. The oxidative stress mechanism is crucial in the HCC genesis and progression. Methods: Our study analyzed single-cell and bulk sequencing data to compare the microenvironment of non-tumor liver tissues and HCC tissues. Through these analyses, we aimed to investigate the effect of oxidative stress on cells in the HCC microenvironment and identify critical oxidative stress response-related genes that impact the survival of HCC patients. Results: Our results showed increased oxidative stress in HCC tissue compared to non-tumor tissue. Immune cells in the HCC microenvironment exhibited higher oxidative detoxification capacity, and oxidative stress-induced cell death of dendritic cells was attenuated. HCC cells demonstrated enhanced communication with immune cells through the MIF pathway in a highly oxidative hepatoma microenvironment. Meanwhile, using machine learning and Cox regression screening, we identified PRDX1 as a predictor of early occurrence and prognosis in patients with HCC. The expression level of PRDX1 in HCC was related to dysregulated ribosome biogenesis and positively correlated with the expression of immunological checkpoints (PDCD1LG2, CTLA4, TIGIT, LAIR1). High PRDX1 expression in HCC patients correlated with better sensitivity to immunotherapy agents such as sorafenib, IGF-1R inhibitor, and JAK inhibitor. Conclusion: In conclusion, our study unveiled variations in oxidative stress levels between non-tumor liver and HCC tissues. And we identified oxidative stress gene markers associated with hepatocarcinogenesis development, offering novel insights into the oxidative stress response mechanism in HCC. |
format | Online Article Text |
id | pubmed-10568628 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-105686282023-10-13 Single cell and bulk transcriptome analysis identified oxidative stress response-related features of Hepatocellular Carcinoma Zhang, Shuqiao Li, Xinyu Zheng, Yilu Liu, Jiahui Hu, Hao Zhang, Shijun Kuang, Weihong Front Cell Dev Biol Cell and Developmental Biology Background: Hepatocellular Carcinoma (HCC) is a common lethal digestive system tumor. The oxidative stress mechanism is crucial in the HCC genesis and progression. Methods: Our study analyzed single-cell and bulk sequencing data to compare the microenvironment of non-tumor liver tissues and HCC tissues. Through these analyses, we aimed to investigate the effect of oxidative stress on cells in the HCC microenvironment and identify critical oxidative stress response-related genes that impact the survival of HCC patients. Results: Our results showed increased oxidative stress in HCC tissue compared to non-tumor tissue. Immune cells in the HCC microenvironment exhibited higher oxidative detoxification capacity, and oxidative stress-induced cell death of dendritic cells was attenuated. HCC cells demonstrated enhanced communication with immune cells through the MIF pathway in a highly oxidative hepatoma microenvironment. Meanwhile, using machine learning and Cox regression screening, we identified PRDX1 as a predictor of early occurrence and prognosis in patients with HCC. The expression level of PRDX1 in HCC was related to dysregulated ribosome biogenesis and positively correlated with the expression of immunological checkpoints (PDCD1LG2, CTLA4, TIGIT, LAIR1). High PRDX1 expression in HCC patients correlated with better sensitivity to immunotherapy agents such as sorafenib, IGF-1R inhibitor, and JAK inhibitor. Conclusion: In conclusion, our study unveiled variations in oxidative stress levels between non-tumor liver and HCC tissues. And we identified oxidative stress gene markers associated with hepatocarcinogenesis development, offering novel insights into the oxidative stress response mechanism in HCC. Frontiers Media S.A. 2023-09-28 /pmc/articles/PMC10568628/ /pubmed/37842089 http://dx.doi.org/10.3389/fcell.2023.1191074 Text en Copyright © 2023 Zhang, Li, Zheng, Liu, Hu, Zhang and Kuang. 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 | Cell and Developmental Biology Zhang, Shuqiao Li, Xinyu Zheng, Yilu Liu, Jiahui Hu, Hao Zhang, Shijun Kuang, Weihong Single cell and bulk transcriptome analysis identified oxidative stress response-related features of Hepatocellular Carcinoma |
title | Single cell and bulk transcriptome analysis identified oxidative stress response-related features of Hepatocellular Carcinoma |
title_full | Single cell and bulk transcriptome analysis identified oxidative stress response-related features of Hepatocellular Carcinoma |
title_fullStr | Single cell and bulk transcriptome analysis identified oxidative stress response-related features of Hepatocellular Carcinoma |
title_full_unstemmed | Single cell and bulk transcriptome analysis identified oxidative stress response-related features of Hepatocellular Carcinoma |
title_short | Single cell and bulk transcriptome analysis identified oxidative stress response-related features of Hepatocellular Carcinoma |
title_sort | single cell and bulk transcriptome analysis identified oxidative stress response-related features of hepatocellular carcinoma |
topic | Cell and Developmental Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10568628/ https://www.ncbi.nlm.nih.gov/pubmed/37842089 http://dx.doi.org/10.3389/fcell.2023.1191074 |
work_keys_str_mv | AT zhangshuqiao singlecellandbulktranscriptomeanalysisidentifiedoxidativestressresponserelatedfeaturesofhepatocellularcarcinoma AT lixinyu singlecellandbulktranscriptomeanalysisidentifiedoxidativestressresponserelatedfeaturesofhepatocellularcarcinoma AT zhengyilu singlecellandbulktranscriptomeanalysisidentifiedoxidativestressresponserelatedfeaturesofhepatocellularcarcinoma AT liujiahui singlecellandbulktranscriptomeanalysisidentifiedoxidativestressresponserelatedfeaturesofhepatocellularcarcinoma AT huhao singlecellandbulktranscriptomeanalysisidentifiedoxidativestressresponserelatedfeaturesofhepatocellularcarcinoma AT zhangshijun singlecellandbulktranscriptomeanalysisidentifiedoxidativestressresponserelatedfeaturesofhepatocellularcarcinoma AT kuangweihong singlecellandbulktranscriptomeanalysisidentifiedoxidativestressresponserelatedfeaturesofhepatocellularcarcinoma |