Integration of Multi-omics Data from Mouse Diversity Panel Highlights Mitochondrial Dysfunction in Non-alcoholic Fatty Liver Disease

Cell Syst. 2018 Jan 24;6(1):103-115.e7. doi: 10.1016/j.cels.2017.12.006. Epub 2018 Jan 18.

Abstract

The etiology of non-alcoholic fatty liver disease (NAFLD), the most common form of chronic liver disease, is poorly understood. To understand the causal mechanisms underlying NAFLD, we conducted a multi-omics, multi-tissue integrative study using the Hybrid Mouse Diversity Panel, consisting of ∼100 strains of mice with various degrees of NAFLD. We identified both tissue-specific biological processes and processes that were shared between adipose and liver tissues. We then used gene network modeling to predict candidate regulatory genes of these NAFLD processes, including Fasn, Thrsp, Pklr, and Chchd6. In vivo knockdown experiments of the candidate genes improved both steatosis and insulin resistance. Further in vitro testing demonstrated that downregulation of both Pklr and Chchd6 lowered mitochondrial respiration and led to a shift toward glycolytic metabolism, thus highlighting mitochondria dysfunction as a key mechanistic driver of NAFLD.

Keywords: glycolysis; integrative genomics; key driver genes; mitochondrial dysfunction; mouse diversity panel; multi-omics integration; network modeling; non-alcoholic fatty liver disease; oxidative phosphorylation; systems biology.

MeSH terms

  • Animals
  • Databases, Genetic
  • Gene Expression Profiling / methods
  • Gene Regulatory Networks / genetics
  • Genomics / methods
  • HEK293 Cells
  • Humans
  • Insulin Resistance
  • Lipid Metabolism
  • Liver / metabolism
  • Male
  • Mice
  • Mice, Inbred C57BL
  • Mice, Inbred Strains / genetics
  • Mitochondria / metabolism
  • Non-alcoholic Fatty Liver Disease / etiology*
  • Non-alcoholic Fatty Liver Disease / genetics*
  • Non-alcoholic Fatty Liver Disease / metabolism
  • Obesity / metabolism
  • Polymorphism, Single Nucleotide / genetics
  • Proteomics / methods
  • Ribosomal Proteins / genetics
  • Transcriptome

Substances

  • Ribosomal Proteins