Document Type

Article

Publication Date

7-1-2025

Keywords

JGM, JMG, SS1, Animals, Mice, Transcriptome, Obesity, Humans, Male, Gene Expression Regulation, Gene Expression Profiling, Multifactorial Inheritance, Female, Metabolic Diseases, Phenotype, Quantitative Trait, Heritable

JAX Source

Nat Commun. 2025;16(1):5507.

ISSN

2041-1723

PMID

40595617

DOI

https://doi.org/10.1038/s41467-025-61228-9

Grant

R01GM115518 to G. W. C., and R01GM141309 to J.M.

Abstract

Although many genes are subject to local regulation, recent evidence suggests that complex distal regulation may be more important in mediating phenotypic variability. To assess the role of distal gene regulation in complex traits, we combine multi-tissue transcriptomes with physiological outcomes to model diet-induced obesity and metabolic disease in a population of Diversity Outbred mice. Using a novel high-dimensional mediation analysis, we identify a composite transcriptome signature that summarizes genetic effects on gene expression and explains 30% of the variation across all metabolic traits. The signature is heritable, interpretable in biological terms, and predicts obesity status from gene expression in an independently derived mouse cohort and multiple human studies. Transcripts contributing most strongly to this composite mediator frequently have complex, distal regulation distributed throughout the genome. These results suggest that trait-relevant variation in transcription is largely distally regulated, but is nonetheless identifiable, interpretable, and translatable across species.

Creative Commons License

Creative Commons Attribution 4.0 International License
This work is licensed under a Creative Commons Attribution 4.0 International License.

Share

COinS