Cargando…
Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis
Non-alcoholic fatty liver disease (NAFLD) encompasses a broad spectrum of conditions from simple steatosis (non-alcoholic fatty liver (NAFL)) to non-alcoholic steatohepatitis (NASH), and its global prevalence continues to rise. NASH, the progressive form of NAFLD, has higher risks of liver and non-l...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10046227/ https://www.ncbi.nlm.nih.gov/pubmed/36979950 http://dx.doi.org/10.3390/biomedicines11030970 |
_version_ | 1785013618318770176 |
---|---|
author | Zhu, Yalan Zhang, He Jiang, Pengjun Xie, Chengxia Luo, Yao Chen, Jie |
author_facet | Zhu, Yalan Zhang, He Jiang, Pengjun Xie, Chengxia Luo, Yao Chen, Jie |
author_sort | Zhu, Yalan |
collection | PubMed |
description | Non-alcoholic fatty liver disease (NAFLD) encompasses a broad spectrum of conditions from simple steatosis (non-alcoholic fatty liver (NAFL)) to non-alcoholic steatohepatitis (NASH), and its global prevalence continues to rise. NASH, the progressive form of NAFLD, has higher risks of liver and non-liver related adverse outcomes compared with those patients with NAFL alone. Therefore, the present study aimed to explore the mechanisms in the progression of NAFLD and to develop a model to diagnose NASH based on the transcriptome and epigenome. Differentially expressed genes (DEGs) and differentially methylated genes (DMGs) among the three groups (normal, NAFL, and NASH) were identified, and the functional analysis revealed that the development of NAFLD was primarily related to the oxidoreductase-related activity, PPAR signaling pathway, tight junction, and pathogenic Escherichia coli infection. The logistic regression (LR) model, consisting of ApoF, THOP1, and BICC1, outperformed the other five models. With the highest AUC (0.8819, 95%CI: 0.8128–0.9511) and a sensitivity of 97.87%, as well as a specificity of 64.71%, the LR model was determined as the diagnostic model, which can differentiate NASH from NAFL. In conclusion, several potential mechanisms were screened out based on the transcriptome and epigenome, and a diagnostic model was built to help patient stratification for NAFLD populations. |
format | Online Article Text |
id | pubmed-10046227 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100462272023-03-29 Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis Zhu, Yalan Zhang, He Jiang, Pengjun Xie, Chengxia Luo, Yao Chen, Jie Biomedicines Article Non-alcoholic fatty liver disease (NAFLD) encompasses a broad spectrum of conditions from simple steatosis (non-alcoholic fatty liver (NAFL)) to non-alcoholic steatohepatitis (NASH), and its global prevalence continues to rise. NASH, the progressive form of NAFLD, has higher risks of liver and non-liver related adverse outcomes compared with those patients with NAFL alone. Therefore, the present study aimed to explore the mechanisms in the progression of NAFLD and to develop a model to diagnose NASH based on the transcriptome and epigenome. Differentially expressed genes (DEGs) and differentially methylated genes (DMGs) among the three groups (normal, NAFL, and NASH) were identified, and the functional analysis revealed that the development of NAFLD was primarily related to the oxidoreductase-related activity, PPAR signaling pathway, tight junction, and pathogenic Escherichia coli infection. The logistic regression (LR) model, consisting of ApoF, THOP1, and BICC1, outperformed the other five models. With the highest AUC (0.8819, 95%CI: 0.8128–0.9511) and a sensitivity of 97.87%, as well as a specificity of 64.71%, the LR model was determined as the diagnostic model, which can differentiate NASH from NAFL. In conclusion, several potential mechanisms were screened out based on the transcriptome and epigenome, and a diagnostic model was built to help patient stratification for NAFLD populations. MDPI 2023-03-21 /pmc/articles/PMC10046227/ /pubmed/36979950 http://dx.doi.org/10.3390/biomedicines11030970 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 Zhu, Yalan Zhang, He Jiang, Pengjun Xie, Chengxia Luo, Yao Chen, Jie Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis |
title | Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis |
title_full | Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis |
title_fullStr | Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis |
title_full_unstemmed | Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis |
title_short | Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis |
title_sort | transcriptional and epigenetic alterations in the progression of non-alcoholic fatty liver disease and biomarkers helping to diagnose non-alcoholic steatohepatitis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10046227/ https://www.ncbi.nlm.nih.gov/pubmed/36979950 http://dx.doi.org/10.3390/biomedicines11030970 |
work_keys_str_mv | AT zhuyalan transcriptionalandepigeneticalterationsintheprogressionofnonalcoholicfattyliverdiseaseandbiomarkershelpingtodiagnosenonalcoholicsteatohepatitis AT zhanghe transcriptionalandepigeneticalterationsintheprogressionofnonalcoholicfattyliverdiseaseandbiomarkershelpingtodiagnosenonalcoholicsteatohepatitis AT jiangpengjun transcriptionalandepigeneticalterationsintheprogressionofnonalcoholicfattyliverdiseaseandbiomarkershelpingtodiagnosenonalcoholicsteatohepatitis AT xiechengxia transcriptionalandepigeneticalterationsintheprogressionofnonalcoholicfattyliverdiseaseandbiomarkershelpingtodiagnosenonalcoholicsteatohepatitis AT luoyao transcriptionalandepigeneticalterationsintheprogressionofnonalcoholicfattyliverdiseaseandbiomarkershelpingtodiagnosenonalcoholicsteatohepatitis AT chenjie transcriptionalandepigeneticalterationsintheprogressionofnonalcoholicfattyliverdiseaseandbiomarkershelpingtodiagnosenonalcoholicsteatohepatitis |