Ranjan Kumar Maji, Beate Czepukojc, Michael Scherer, Sascha Tierling, Cristina Cadenas, Kathrin Gianmoena, Nina Gasparoni, Karl Nordström, Gilles Gasparoni, Stephan Laggai, Xinyi Yang, Anupam Sinha, Peter Ebert, Maren Falk-Paulsen, Sarah Kinkley, Jessica Hoppstädter, Ho-Ryun Chung, Philip Rosenstiel, Jan G Hengstler, Jörn Walter, Marcel H Schulz, Sonja M Kessler, Alexandra K Kiemer
{"title":"脂肪变性中肝细胞表观遗传景观的改变。","authors":"Ranjan Kumar Maji, Beate Czepukojc, Michael Scherer, Sascha Tierling, Cristina Cadenas, Kathrin Gianmoena, Nina Gasparoni, Karl Nordström, Gilles Gasparoni, Stephan Laggai, Xinyi Yang, Anupam Sinha, Peter Ebert, Maren Falk-Paulsen, Sarah Kinkley, Jessica Hoppstädter, Ho-Ryun Chung, Philip Rosenstiel, Jan G Hengstler, Jörn Walter, Marcel H Schulz, Sonja M Kessler, Alexandra K Kiemer","doi":"10.1186/s13072-023-00504-8","DOIUrl":null,"url":null,"abstract":"<p><p>Fatty liver disease or the accumulation of fat in the liver, has been reported to affect the global population. This comes with an increased risk for the development of fibrosis, cirrhosis, and hepatocellular carcinoma. Yet, little is known about the effects of a diet containing high fat and alcohol towards epigenetic aging, with respect to changes in transcriptional and epigenomic profiles. In this study, we took up a multi-omics approach and integrated gene expression, methylation signals, and chromatin signals to study the epigenomic effects of a high-fat and alcohol-containing diet on mouse hepatocytes. We identified four relevant gene network clusters that were associated with relevant pathways that promote steatosis. Using a machine learning approach, we predict specific transcription factors that might be responsible to modulate the functionally relevant clusters. Finally, we discover four additional CpG loci and validate aging-related differential CpG methylation. Differential CpG methylation linked to aging showed minimal overlap with altered methylation in steatosis.</p>","PeriodicalId":49253,"journal":{"name":"Epigenetics & Chromatin","volume":null,"pages":null},"PeriodicalIF":4.2000,"publicationDate":"2023-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10324225/pdf/","citationCount":"0","resultStr":"{\"title\":\"Alterations in the hepatocyte epigenetic landscape in steatosis.\",\"authors\":\"Ranjan Kumar Maji, Beate Czepukojc, Michael Scherer, Sascha Tierling, Cristina Cadenas, Kathrin Gianmoena, Nina Gasparoni, Karl Nordström, Gilles Gasparoni, Stephan Laggai, Xinyi Yang, Anupam Sinha, Peter Ebert, Maren Falk-Paulsen, Sarah Kinkley, Jessica Hoppstädter, Ho-Ryun Chung, Philip Rosenstiel, Jan G Hengstler, Jörn Walter, Marcel H Schulz, Sonja M Kessler, Alexandra K Kiemer\",\"doi\":\"10.1186/s13072-023-00504-8\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Fatty liver disease or the accumulation of fat in the liver, has been reported to affect the global population. This comes with an increased risk for the development of fibrosis, cirrhosis, and hepatocellular carcinoma. Yet, little is known about the effects of a diet containing high fat and alcohol towards epigenetic aging, with respect to changes in transcriptional and epigenomic profiles. In this study, we took up a multi-omics approach and integrated gene expression, methylation signals, and chromatin signals to study the epigenomic effects of a high-fat and alcohol-containing diet on mouse hepatocytes. We identified four relevant gene network clusters that were associated with relevant pathways that promote steatosis. Using a machine learning approach, we predict specific transcription factors that might be responsible to modulate the functionally relevant clusters. Finally, we discover four additional CpG loci and validate aging-related differential CpG methylation. Differential CpG methylation linked to aging showed minimal overlap with altered methylation in steatosis.</p>\",\"PeriodicalId\":49253,\"journal\":{\"name\":\"Epigenetics & Chromatin\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":4.2000,\"publicationDate\":\"2023-07-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10324225/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Epigenetics & Chromatin\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.1186/s13072-023-00504-8\",\"RegionNum\":2,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"GENETICS & HEREDITY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Epigenetics & Chromatin","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s13072-023-00504-8","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GENETICS & HEREDITY","Score":null,"Total":0}
Alterations in the hepatocyte epigenetic landscape in steatosis.
Fatty liver disease or the accumulation of fat in the liver, has been reported to affect the global population. This comes with an increased risk for the development of fibrosis, cirrhosis, and hepatocellular carcinoma. Yet, little is known about the effects of a diet containing high fat and alcohol towards epigenetic aging, with respect to changes in transcriptional and epigenomic profiles. In this study, we took up a multi-omics approach and integrated gene expression, methylation signals, and chromatin signals to study the epigenomic effects of a high-fat and alcohol-containing diet on mouse hepatocytes. We identified four relevant gene network clusters that were associated with relevant pathways that promote steatosis. Using a machine learning approach, we predict specific transcription factors that might be responsible to modulate the functionally relevant clusters. Finally, we discover four additional CpG loci and validate aging-related differential CpG methylation. Differential CpG methylation linked to aging showed minimal overlap with altered methylation in steatosis.
期刊介绍:
Epigenetics & Chromatin is a peer-reviewed, open access, online journal that publishes research, and reviews, providing novel insights into epigenetic inheritance and chromatin-based interactions. The journal aims to understand how gene and chromosomal elements are regulated and their activities maintained during processes such as cell division, differentiation and environmental alteration.