Cargando…
Differential DNA methylation and changing cell-type proportions as fibrotic stage progresses in NAFLD
BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is characterized by changes in cell composition that occur throughout disease pathogenesis, which includes the development of fibrosis in a subset of patients. DNA methylation (DNAm) is a plausible mechanism underlying these shifts, considering t...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8340447/ https://www.ncbi.nlm.nih.gov/pubmed/34353365 http://dx.doi.org/10.1186/s13148-021-01129-y |
_version_ | 1783733775109193728 |
---|---|
author | Johnson, Nicholas D. Wu, Xiumei Still, Christopher D. Chu, Xin Petrick, Anthony T. Gerhard, Glenn S. Conneely, Karen N. DiStefano, Johanna K. |
author_facet | Johnson, Nicholas D. Wu, Xiumei Still, Christopher D. Chu, Xin Petrick, Anthony T. Gerhard, Glenn S. Conneely, Karen N. DiStefano, Johanna K. |
author_sort | Johnson, Nicholas D. |
collection | PubMed |
description | BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is characterized by changes in cell composition that occur throughout disease pathogenesis, which includes the development of fibrosis in a subset of patients. DNA methylation (DNAm) is a plausible mechanism underlying these shifts, considering that DNAm profiles differ across tissues and cell types, and DNAm may play a role in cell-type differentiation. Previous work investigating the relationship between DNAm and fibrosis in NAFLD has been limited by sample size and the number of CpG sites interrogated. RESULTS: Here, we performed an epigenome-wide analysis using Infinium MethylationEPIC array data from 325 individuals with NAFLD, including 119 with severe fibrosis and 206 with no histological evidence of fibrosis. After adjustment for latent confounders, we identified 7 CpG sites whose DNAm associated with fibrosis (p < 5.96 × 10(–8)). Analysis of RNA-seq data collected from a subset of individuals (N = 56) revealed that gene expression at 288 genes associated with DNAm at one or more of the 7 fibrosis-related CpGs. DNAm-based estimates of cell-type proportions showed that estimated proportions of natural killer cells increased, while epithelial cell proportions decreased with disease stage. Finally, we used an elastic net regression model to assess DNAm as a biomarker of fibrotic stage and found that our model predicted fibrosis with a sensitivity of 0.93 and provided information beyond a model based solely on cell-type proportions. CONCLUSION: These findings are consistent with DNAm as a mechanism underpinning or marking fibrosis-related shifts in cell composition and demonstrate the potential of DNAm as a possible biomarker of NAFLD fibrosis. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01129-y. |
format | Online Article Text |
id | pubmed-8340447 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-83404472021-08-06 Differential DNA methylation and changing cell-type proportions as fibrotic stage progresses in NAFLD Johnson, Nicholas D. Wu, Xiumei Still, Christopher D. Chu, Xin Petrick, Anthony T. Gerhard, Glenn S. Conneely, Karen N. DiStefano, Johanna K. Clin Epigenetics Research BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is characterized by changes in cell composition that occur throughout disease pathogenesis, which includes the development of fibrosis in a subset of patients. DNA methylation (DNAm) is a plausible mechanism underlying these shifts, considering that DNAm profiles differ across tissues and cell types, and DNAm may play a role in cell-type differentiation. Previous work investigating the relationship between DNAm and fibrosis in NAFLD has been limited by sample size and the number of CpG sites interrogated. RESULTS: Here, we performed an epigenome-wide analysis using Infinium MethylationEPIC array data from 325 individuals with NAFLD, including 119 with severe fibrosis and 206 with no histological evidence of fibrosis. After adjustment for latent confounders, we identified 7 CpG sites whose DNAm associated with fibrosis (p < 5.96 × 10(–8)). Analysis of RNA-seq data collected from a subset of individuals (N = 56) revealed that gene expression at 288 genes associated with DNAm at one or more of the 7 fibrosis-related CpGs. DNAm-based estimates of cell-type proportions showed that estimated proportions of natural killer cells increased, while epithelial cell proportions decreased with disease stage. Finally, we used an elastic net regression model to assess DNAm as a biomarker of fibrotic stage and found that our model predicted fibrosis with a sensitivity of 0.93 and provided information beyond a model based solely on cell-type proportions. CONCLUSION: These findings are consistent with DNAm as a mechanism underpinning or marking fibrosis-related shifts in cell composition and demonstrate the potential of DNAm as a possible biomarker of NAFLD fibrosis. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01129-y. BioMed Central 2021-08-05 /pmc/articles/PMC8340447/ /pubmed/34353365 http://dx.doi.org/10.1186/s13148-021-01129-y Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Johnson, Nicholas D. Wu, Xiumei Still, Christopher D. Chu, Xin Petrick, Anthony T. Gerhard, Glenn S. Conneely, Karen N. DiStefano, Johanna K. Differential DNA methylation and changing cell-type proportions as fibrotic stage progresses in NAFLD |
title | Differential DNA methylation and changing cell-type proportions as fibrotic stage progresses in NAFLD |
title_full | Differential DNA methylation and changing cell-type proportions as fibrotic stage progresses in NAFLD |
title_fullStr | Differential DNA methylation and changing cell-type proportions as fibrotic stage progresses in NAFLD |
title_full_unstemmed | Differential DNA methylation and changing cell-type proportions as fibrotic stage progresses in NAFLD |
title_short | Differential DNA methylation and changing cell-type proportions as fibrotic stage progresses in NAFLD |
title_sort | differential dna methylation and changing cell-type proportions as fibrotic stage progresses in nafld |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8340447/ https://www.ncbi.nlm.nih.gov/pubmed/34353365 http://dx.doi.org/10.1186/s13148-021-01129-y |
work_keys_str_mv | AT johnsonnicholasd differentialdnamethylationandchangingcelltypeproportionsasfibroticstageprogressesinnafld AT wuxiumei differentialdnamethylationandchangingcelltypeproportionsasfibroticstageprogressesinnafld AT stillchristopherd differentialdnamethylationandchangingcelltypeproportionsasfibroticstageprogressesinnafld AT chuxin differentialdnamethylationandchangingcelltypeproportionsasfibroticstageprogressesinnafld AT petrickanthonyt differentialdnamethylationandchangingcelltypeproportionsasfibroticstageprogressesinnafld AT gerhardglenns differentialdnamethylationandchangingcelltypeproportionsasfibroticstageprogressesinnafld AT conneelykarenn differentialdnamethylationandchangingcelltypeproportionsasfibroticstageprogressesinnafld AT distefanojohannak differentialdnamethylationandchangingcelltypeproportionsasfibroticstageprogressesinnafld |