Tyler Anna L, Mahoney J Matthew, Keller Mark P, Baker Candice N, Gaca Margaret, Srivastava Anuj, Gyuricza Isabela Gerdes, Braun Madeleine J, Rosenthal Nadia A, Attie Alan D, Churchill Gary A, Carter Gregory W
The Jackson Laboratory, Bar Harbor, Maine, USA.
University of Wisconsin-Madison, Biochemistry Department, Madison, WI, USA.
Nat Commun. 2025 Jul 1;16(1):5507. doi: 10.1038/s41467-025-61228-9.
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.
尽管许多基因受到局部调控,但最近的证据表明,复杂的远端调控在介导表型变异方面可能更为重要。为了评估远端基因调控在复杂性状中的作用,我们将多组织转录组与生理结果相结合,以模拟饮食诱导的肥胖和代谢疾病在多样性远交小鼠群体中的情况。使用一种新颖的高维中介分析方法,我们识别出一个复合转录组特征,该特征总结了基因对基因表达的影响,并解释了所有代谢性状中30%的变异。该特征具有遗传性,从生物学角度可解释,并且可以根据独立衍生的小鼠队列中的基因表达以及多项人类研究预测肥胖状态。对这种复合中介作用贡献最大的转录本通常具有分布在整个基因组中的复杂远端调控。这些结果表明,与性状相关的转录变异在很大程度上是由远端调控的,但仍然是可识别、可解释且可跨物种转化的。