Transcripts with high distal heritability mediate genetic effects on complex metabolic traits.
Biorxiv : the Preprint Server for Biology
|October 10, 2024
Summary
Complex gene regulation, often far from the gene itself, significantly impacts traits like obesity. This study identified a gene expression signature predicting metabolic disease, highlighting the importance of distal genetic effects.
Area of Science:
- Genetics
- Systems Biology
- Metabolic Disease Research
Background:
- Phenotypic variability in complex traits is influenced by gene regulation.
- Recent evidence points to distal gene regulation playing a critical role.
- Understanding these complex regulatory mechanisms is key to deciphering disease etiology.
Purpose of the Study:
- To investigate the role of distal gene regulation in mediating complex traits.
- To model diet-induced obesity and metabolic disease using multi-tissue transcriptomes and physiological outcomes.
- To identify genetic effects on gene expression that contribute to metabolic variation.
Main Methods:
- Utilized multi-tissue transcriptomes and physiological data from Diversity Outbred mice.
- Applied a novel high-dimensional mediation analysis to model gene expression and metabolic traits.
- Validated findings in an independent mouse cohort and human studies.
Main Results:
- Identified a composite transcriptome signature explaining 30% of variation in metabolic traits.
- The signature was heritable, biologically interpretable, and predictive of obesity.
- Key transcripts showed complex, distal regulation across the genome.
Conclusions:
- Trait-relevant variation in transcription is predominantly distally regulated.
- Distal gene regulation, though complex, is identifiable, interpretable, and translatable across species.
- This highlights distal regulation as a major contributor to phenotypic variability in metabolic diseases.
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