Integrated analysis of the transcriptome and its interaction with the metabolome in metabolic associated fatty liver disease: Gut microbiome signatures, correlation networks, and effect of PNPLA3 genotype

Proteomics. 2023 Sep;23(18):e2200414. doi: 10.1002/pmic.202200414. Epub 2023 Jul 31.

Abstract

Interactions between communities of the gut microbiome and with the host could affect the onset and progression of metabolic associated fatty liver disease (MAFLD), and can be useful as new diagnostic and prognostic biomarkers. In this study, we performed a multi-omics approach to unravel gut microbiome signatures from 32 biopsy-proven patients (10 simple steatosis -SS- and 22 steatohepatitis -SH-) and 19 healthy volunteers (HV). Human and microbial transcripts were differentially identified between groups (MAFLD vs. HV/SH vs. SS), and analyzed for weighted correlation networks together with previously detected metabolites from the same set of samples. We observed that expression of Desulfobacteraceae bacterium, methanogenic archaea, Mushu phage, opportunistic pathogenic fungi Fusarium proliferatum and Candida sorbophila, protozoa Blastocystis spp. and Fonticula alba were upregulated in MAFLD and SH. Desulfobacteraceae bacterium and Mushu phage were hub species in the onset of MAFLD, whereas the activity of Fonticula alba, Faecalibacterium prausnitzii, and Mushu phage act as key regulators of the progression to SH. A combination of clinical, metabolomic, and transcriptomic parameters showed the highest predictive capacity for MAFLD and SH (AUC = 0.96). In conclusion, faecal microbiome markers from several community members contribute to the switch in signatures characteristic of MAFLD and its progression towards SH.

Keywords: fatty liver; microbiota; multi-omics; network; pnpla3.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Acyltransferases* / genetics
  • Gastrointestinal Microbiome* / genetics
  • Genotype
  • Humans
  • Metabolome
  • Non-alcoholic Fatty Liver Disease* / genetics
  • Non-alcoholic Fatty Liver Disease* / microbiology
  • Phospholipases A2, Calcium-Independent* / genetics
  • Transcriptome / genetics

Substances

  • PNPLA3 protein, human
  • Acyltransferases
  • Phospholipases A2, Calcium-Independent