Cargando…

Elucidating Cuproptosis-Associated Genes in the Progression from Nash to HCC Using Bulk and Single-Cell RNA Sequencing Analyses and Experimental Validation

Background and Objectives: Non-alcoholic steatohepatitis (NASH) is a significant risk factor for hepatocellular carcinoma (HCC) development. Timely treatment during the NASH stage is essential to minimize the possibility of disease progression to HCC. Cuproptosis is a newly identified form of cellul...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhao, Zizuo, Luan, Tiankuo, Wan, Jingyuan, Du, Hui, Hu, Jun, Liu, Hao, Gong, Xia, Kuang, Ge, Wang, Bin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10536385/
https://www.ncbi.nlm.nih.gov/pubmed/37763758
http://dx.doi.org/10.3390/medicina59091639
_version_ 1785112853204697088
author Zhao, Zizuo
Luan, Tiankuo
Wan, Jingyuan
Du, Hui
Hu, Jun
Liu, Hao
Gong, Xia
Kuang, Ge
Wang, Bin
author_facet Zhao, Zizuo
Luan, Tiankuo
Wan, Jingyuan
Du, Hui
Hu, Jun
Liu, Hao
Gong, Xia
Kuang, Ge
Wang, Bin
author_sort Zhao, Zizuo
collection PubMed
description Background and Objectives: Non-alcoholic steatohepatitis (NASH) is a significant risk factor for hepatocellular carcinoma (HCC) development. Timely treatment during the NASH stage is essential to minimize the possibility of disease progression to HCC. Cuproptosis is a newly identified form of cellular death that could impact the progression of various diseases and cancers. Materials and Methods: Transcriptome and single-cell sequencing datasets were utilized to investigate the role of cuproptosis-related genes (CRGs) in NASH progression to HCC. FDX1, LIPT1, and PDHP were identified as CRGs in NASH patients, and FDX1, DBT, GCSH, SLC31A1, and DLAT were identified as CRGs in patients with NASH progressing to HCC. FDX1 was found to play a significant role in both NASH patients and patients with NASH progressing to HCC. This study constructed cuproptosis-related clusters (CRCs) using the Nonnegative Matrix Factorization algorithm, and they were linked to fatty acid metabolism and the PPAR signaling pathway in both NASH CRCs and HCC CRCs. The Weighted Correlation Network Analysis algorithm identified CRP, CRC, TAT, CXCL10, and ACTA1 as highly relevant genes in NASH CRCs and HCC CRCs. The expression of FDX1 was validated in both mouse models and human NASH samples. Results: The investigation highlights FDX1 as a pivotal CRG in both NASH and NASH progression to HCC. The comprehensive characterization of CRGs sheds light on their potential biofunctional importance in the context of NASH and HCC. Our experimental results show that FDX1 expression was significantly increased in NASH patients. Conclusions: The present study identified key CRGs, revealing their potential impact on NASH and HCC. Meanwhile, targeting FDX1 may prevent the progression of NASH to HCC.
format Online
Article
Text
id pubmed-10536385
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-105363852023-09-29 Elucidating Cuproptosis-Associated Genes in the Progression from Nash to HCC Using Bulk and Single-Cell RNA Sequencing Analyses and Experimental Validation Zhao, Zizuo Luan, Tiankuo Wan, Jingyuan Du, Hui Hu, Jun Liu, Hao Gong, Xia Kuang, Ge Wang, Bin Medicina (Kaunas) Article Background and Objectives: Non-alcoholic steatohepatitis (NASH) is a significant risk factor for hepatocellular carcinoma (HCC) development. Timely treatment during the NASH stage is essential to minimize the possibility of disease progression to HCC. Cuproptosis is a newly identified form of cellular death that could impact the progression of various diseases and cancers. Materials and Methods: Transcriptome and single-cell sequencing datasets were utilized to investigate the role of cuproptosis-related genes (CRGs) in NASH progression to HCC. FDX1, LIPT1, and PDHP were identified as CRGs in NASH patients, and FDX1, DBT, GCSH, SLC31A1, and DLAT were identified as CRGs in patients with NASH progressing to HCC. FDX1 was found to play a significant role in both NASH patients and patients with NASH progressing to HCC. This study constructed cuproptosis-related clusters (CRCs) using the Nonnegative Matrix Factorization algorithm, and they were linked to fatty acid metabolism and the PPAR signaling pathway in both NASH CRCs and HCC CRCs. The Weighted Correlation Network Analysis algorithm identified CRP, CRC, TAT, CXCL10, and ACTA1 as highly relevant genes in NASH CRCs and HCC CRCs. The expression of FDX1 was validated in both mouse models and human NASH samples. Results: The investigation highlights FDX1 as a pivotal CRG in both NASH and NASH progression to HCC. The comprehensive characterization of CRGs sheds light on their potential biofunctional importance in the context of NASH and HCC. Our experimental results show that FDX1 expression was significantly increased in NASH patients. Conclusions: The present study identified key CRGs, revealing their potential impact on NASH and HCC. Meanwhile, targeting FDX1 may prevent the progression of NASH to HCC. MDPI 2023-09-11 /pmc/articles/PMC10536385/ /pubmed/37763758 http://dx.doi.org/10.3390/medicina59091639 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhao, Zizuo
Luan, Tiankuo
Wan, Jingyuan
Du, Hui
Hu, Jun
Liu, Hao
Gong, Xia
Kuang, Ge
Wang, Bin
Elucidating Cuproptosis-Associated Genes in the Progression from Nash to HCC Using Bulk and Single-Cell RNA Sequencing Analyses and Experimental Validation
title Elucidating Cuproptosis-Associated Genes in the Progression from Nash to HCC Using Bulk and Single-Cell RNA Sequencing Analyses and Experimental Validation
title_full Elucidating Cuproptosis-Associated Genes in the Progression from Nash to HCC Using Bulk and Single-Cell RNA Sequencing Analyses and Experimental Validation
title_fullStr Elucidating Cuproptosis-Associated Genes in the Progression from Nash to HCC Using Bulk and Single-Cell RNA Sequencing Analyses and Experimental Validation
title_full_unstemmed Elucidating Cuproptosis-Associated Genes in the Progression from Nash to HCC Using Bulk and Single-Cell RNA Sequencing Analyses and Experimental Validation
title_short Elucidating Cuproptosis-Associated Genes in the Progression from Nash to HCC Using Bulk and Single-Cell RNA Sequencing Analyses and Experimental Validation
title_sort elucidating cuproptosis-associated genes in the progression from nash to hcc using bulk and single-cell rna sequencing analyses and experimental validation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10536385/
https://www.ncbi.nlm.nih.gov/pubmed/37763758
http://dx.doi.org/10.3390/medicina59091639
work_keys_str_mv AT zhaozizuo elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation
AT luantiankuo elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation
AT wanjingyuan elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation
AT duhui elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation
AT hujun elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation
AT liuhao elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation
AT gongxia elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation
AT kuangge elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation
AT wangbin elucidatingcuproptosisassociatedgenesintheprogressionfromnashtohccusingbulkandsinglecellrnasequencinganalysesandexperimentalvalidation