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Integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet
BACKGROUND: Dietary high fructose (HFr) is a known metabolic disruptor contributing to development of obesity and diabetes in Western societies. Initial molecular changes from exposure to HFr on liver metabolism may be essential to understand the perturbations leading to insulin resistance and abnor...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8641221/ https://www.ncbi.nlm.nih.gov/pubmed/34861817 http://dx.doi.org/10.1186/s12864-021-08166-0 |
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author | Cox, Laura A. Chan, Jeannie Rao, Prahlad Hamid, Zeeshan Glenn, Jeremy P. Jadhav, Avinash Das, Vivek Karere, Genesio M. Quillen, Ellen Kavanagh, Kylie Olivier, Michael |
author_facet | Cox, Laura A. Chan, Jeannie Rao, Prahlad Hamid, Zeeshan Glenn, Jeremy P. Jadhav, Avinash Das, Vivek Karere, Genesio M. Quillen, Ellen Kavanagh, Kylie Olivier, Michael |
author_sort | Cox, Laura A. |
collection | PubMed |
description | BACKGROUND: Dietary high fructose (HFr) is a known metabolic disruptor contributing to development of obesity and diabetes in Western societies. Initial molecular changes from exposure to HFr on liver metabolism may be essential to understand the perturbations leading to insulin resistance and abnormalities in lipid and carbohydrate metabolism. We studied vervet monkeys (Clorocebus aethiops sabaeus) fed a HFr (n=5) or chow diet (n=5) for 6 weeks, and obtained clinical measures of liver function, blood insulin, cholesterol and triglycerides. In addition, we performed untargeted global transcriptomics, proteomics, and metabolomics analyses on liver biopsies to determine the molecular impact of a HFr diet on coordinated pathways and networks that differed by diet. RESULTS: We show that integration of omics data sets improved statistical significance for some pathways and networks, and decreased significance for others, suggesting that multiple omics datasets enhance confidence in relevant pathway and network identification. Specifically, we found that sirtuin signaling and a peroxisome proliferator activated receptor alpha (PPARA) regulatory network were significantly altered in hepatic response to HFr. Integration of metabolomics and miRNAs data further strengthened our findings. CONCLUSIONS: Our integrated analysis of three types of omics data with pathway and regulatory network analysis demonstrates the usefulness of this approach for discovery of molecular networks central to a biological response. In addition, metabolites aspartic acid and docosahexaenoic acid (DHA), protein ATG3, and genes ATG7, and HMGCS2 link sirtuin signaling and the PPARA network suggesting molecular mechanisms for altered hepatic gluconeogenesis from consumption of a HFr diet. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-08166-0. |
format | Online Article Text |
id | pubmed-8641221 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-86412212021-12-06 Integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet Cox, Laura A. Chan, Jeannie Rao, Prahlad Hamid, Zeeshan Glenn, Jeremy P. Jadhav, Avinash Das, Vivek Karere, Genesio M. Quillen, Ellen Kavanagh, Kylie Olivier, Michael BMC Genomics Research BACKGROUND: Dietary high fructose (HFr) is a known metabolic disruptor contributing to development of obesity and diabetes in Western societies. Initial molecular changes from exposure to HFr on liver metabolism may be essential to understand the perturbations leading to insulin resistance and abnormalities in lipid and carbohydrate metabolism. We studied vervet monkeys (Clorocebus aethiops sabaeus) fed a HFr (n=5) or chow diet (n=5) for 6 weeks, and obtained clinical measures of liver function, blood insulin, cholesterol and triglycerides. In addition, we performed untargeted global transcriptomics, proteomics, and metabolomics analyses on liver biopsies to determine the molecular impact of a HFr diet on coordinated pathways and networks that differed by diet. RESULTS: We show that integration of omics data sets improved statistical significance for some pathways and networks, and decreased significance for others, suggesting that multiple omics datasets enhance confidence in relevant pathway and network identification. Specifically, we found that sirtuin signaling and a peroxisome proliferator activated receptor alpha (PPARA) regulatory network were significantly altered in hepatic response to HFr. Integration of metabolomics and miRNAs data further strengthened our findings. CONCLUSIONS: Our integrated analysis of three types of omics data with pathway and regulatory network analysis demonstrates the usefulness of this approach for discovery of molecular networks central to a biological response. In addition, metabolites aspartic acid and docosahexaenoic acid (DHA), protein ATG3, and genes ATG7, and HMGCS2 link sirtuin signaling and the PPARA network suggesting molecular mechanisms for altered hepatic gluconeogenesis from consumption of a HFr diet. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-08166-0. BioMed Central 2021-12-03 /pmc/articles/PMC8641221/ /pubmed/34861817 http://dx.doi.org/10.1186/s12864-021-08166-0 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 Cox, Laura A. Chan, Jeannie Rao, Prahlad Hamid, Zeeshan Glenn, Jeremy P. Jadhav, Avinash Das, Vivek Karere, Genesio M. Quillen, Ellen Kavanagh, Kylie Olivier, Michael Integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet |
title | Integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet |
title_full | Integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet |
title_fullStr | Integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet |
title_full_unstemmed | Integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet |
title_short | Integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet |
title_sort | integrated omics analysis reveals sirtuin signaling is central to hepatic response to a high fructose diet |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8641221/ https://www.ncbi.nlm.nih.gov/pubmed/34861817 http://dx.doi.org/10.1186/s12864-021-08166-0 |
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