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Transcriptomic profiling of non-alcoholic fatty liver induced by a high-fat and high-sucrose diet in the genetically diverse Collaborative Cross mice.

ABSTRACT: Identification of molecular determinants of the inter-individual and sex variability in the development of nonalcoholic fatty liver disease (NAFLD) is of great importance. Next-generation sequencing (NGS) derived transcriptome profiling (RNA-seq) is a powerful technique to investigate gene transcripts and gene variants for the systems-based analysis of molecular and cellular pathways. The goal of this study was to determine transcriptomic profiles in the livers of male and female Collaborative Cross (CC) mice fed a high-fat and high-sucrose (HF/HS) diet or a control diet for 12 weeks and to identify inter-individual- and sex-specific gene expression differences during the development of NAFLD. Liver mRNA profiles of 10 CC mouse strains (CC003/Unc, CC011/Unc, CC013/GeniUnc, CC019/TauUnc, CC032/GeniUnc, CC040/TauUnc, CC041/TauUnc, CC042/GeniUnc, CC043/GeniUnc, and CC060/Unc) fed an HF/HS diet were generated by deep sequencing, in triplicate, using Illumina NextSeq 500 NGS system. The sequence reads that passed quality filters were analyzed at the transcript level using TopHat followed by Cufflinks. The total number of differentially expressed genes identified by RNA-seq varied between sexes and individual mouse strains and correlated with the severity of liver steatosis. Pathway analysis of differentially expressed genes showed dysregulation of genes involved in lipid metabolism, cell proliferation and death, inflammation, and fibrogenesis pathways in the livers of males and females CC mice. The RNA-seq data were validated and confirmed by qRT-PCR analysis of 27 selected genes associated with lipid metabolism and fibrogenesis using TaqMan assays. Our results show that RNA-seq based transcriptome analysis offers a comprehensive, quantitative, and qualitative evaluation of whole-genome expression that can be used for the identification of unique genes associated with the inter-individual and sex differences in susceptibility to NAFLD at the population level.

ORGANISM(S): Mus musculus

PROVIDER: GSE149863 | GEO | 2020/05/05

REPOSITORIES: GEO

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Project description:The human gut microbiota is an important metabolic organ, yet little is known about how its individual species interact, establish dominant positions, and respond to changes in environmental factors such as diet. In this study, gnotobiotic mice were colonized with an artificial microbiota comprising 12 sequenced human gut bacterial species and fed oscillating diets of disparate composition. Rapid, reproducible, and reversible changes in the structure of this assemblage were observed. Time-series microbial RNA-Seq analyses revealed staggered functional responses to diet shifts throughout the assemblage that were heavily focused on carbohydrate and amino acid metabolism. High-resolution shotgun metaproteomics confirmed many of these responses at a protein level. One member, Bacteroides cellulosilyticus WH2, proved exceptionally fit regardless of diet. Its genome encoded more carbohydrate active enzymes than any previously sequenced member of the Bacteroidetes. Transcriptional profiling indicated that B. cellulosilyticus WH2 is an adaptive forager that tailors its versatile carbohydrate utilization strategy to available dietary polysaccharides, with a strong emphasis on plant-derived xylans abundant in dietary staples like cereal grains. Two highly expressed, diet-specific polysaccharide utilization loci (PULs) in B. cellulosilyticus WH2 were identified, one with characteristics of xylan utilization systems. Introduction of a B. cellulosilyticus WH2 library comprising >90,000 isogenic transposon mutants into gnotobiotic mice, along with the other artificial community members, confirmed that these loci represent critical diet-specific fitness determinants. Carbohydrates that trigger dramatic increases in expression of these two loci and many of the organism’s 111 other predicted PULs were identified by RNA-Seq during in vitro growth on 31 distinct carbohydrate substrates, allowing us to better interpret in vivo RNA-Seq and proteomics data. These results offer insight into how gut microbes adapt to dietary perturbations at both a community level and from the perspective of a well-adapted symbiont with exceptional saccharolytic capabilities, and illustrate the value of artificial communities. An artificial community of 12 human gut bacterial species was introduced into germ-free male C57BL/6J mice at 10-12 weeks of age. Mice were split into two treatment groups, with each treatment group receiving an oscillating diet regimen in which animals were switched between a low fat, high plant polysaccharide (LF/HPP) diet and a high fat, high sugar (HF/HS) diet at two week intervals. One group was started on the LF/HPP diet, was switched to the HF/HS diet, and was then switched back to the LF/HPP diet. The other group was started on the HF/HS diet, was switched to the LF/HPP diet, and was then switched back to the HF/HS diet. Cecal contents were collected from each animal at the time of sacrifice which corresponded to the end of each treatment group's third diet phase. Separate gene expression profiles for each of the 12 species in the artificial community were generated for each sample using a series of custom mask files. 14 total samples (7 from animals consuming the LF/HPP diet at the time of sacrifice, 7 from animals consuming the HF/HS diet at the time of sacrifice). 12 gene expression profiles per sample (1/species).

Project description:Objective: Nonalcoholic fatty liver disease (NAFLD) is linked to obesity and diabetes, suggesting an important role of adipose tissue in the pathogenesis of NAFLD. Here we aim to investigate the interaction between adipose tissue and liver in NAFLD, and identify potential early plasma markers that predict NASH. Research Design and Methods: C57Bl/6 mice were chronically fed a high fat diet to induce NAFLD and compared with mice fed low fat diet. Extensive histological and phenotypical analyses coupled with a time-course study of plasma proteins using multiplex assay was performed. Results: Mice exhibited pronounced heterogeneity in liver histological scoring, leading to classification into 4 subgroups: LF-low (LFL) responders displaying normal liver morphology, LF-high (LFH) responders showing benign hepatic steatosis, HF-low (HFL) responders displaying pre-NASH with macrovesicular lipid droplets, and HF-high (HFH) responders exhibiting overt NASH characterized by ballooning of hepatocytes, presence of Mallory bodies, and activated inflammatory cells. Compared to HFL responders, HFH mice gained weight more rapidly and exhibited adipose tissue dysfunction characterized by decreased final fat mass, enhanced macrophage infiltration and inflammation, and adipose tissue remodelling. Plasma haptoglobin, IL-1β, TIMP-1, adiponectin and leptin were significantly changed in HFH mice. Multivariate analysis indicated that in addition to leptin, plasma CRP, haptoglobin, eotaxin and MIP-1α early in the intervention were positively associated with liver triglycerides. Intermediate prognostic markers of liver triglycerides included IL-18, IL-1β, MIP-1γ and MIP-2, whereas insulin, TIMP-1, GCP-2 and MPO emerged as late markers. Conclusions: Our data support the existence of a tight relationship between adipose tissue dysfunction and NASH pathogenesis and point to several novel potential predictive biomarkers for NASH. Keywords: Expression profiling by array Male wildtype C57Bl/6 mice were fed LFD or HFD for 21 weeks. Mice were divided into 4 groups based on liver histology.

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Transcriptomic profiling of non-alcoholic fatty liver induced by a high-fat and high-sucrose diet in the genetically diverse Collaborative Cross mice.

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