The Importance of Regulatory Network Structure for Complex Trait Heritability and Evolution
Katherine L Stone1,2, John Platig3,4,5, John Quackenbush1,2,6
1Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Molecular Biology and Evolution
|August 19, 2025
Summary
Complex traits are influenced by regulatory elements interacting across multiple genes. This study reveals heritability clusters in tissue-specific gene modules, with "hubs" driving trait evolution and adaptation.
Area of Science:
- Genetics
- Systems Biology
- Evolutionary Biology
Background:
- Complex traits are influenced by numerous genetic loci, often regulatory elements, exhibiting epistasis and pleiotropy.
- The omnigenic model suggests these interactions explain missed heritability in genome-wide association studies (GWAS).
- Understanding complex trait architecture is crucial for investigating their evolution under environmental pressures.
Purpose of the Study:
- To investigate the molecular basis of complex traits and their adaptive evolution.
- To analyze the distribution of SNP heritability across tissue-specific gene networks.
- To elucidate the role of network structure in complex trait heritability and evolution.
Main Methods:
- Systematic analysis of SNP heritability distribution for 11 traits.
- Examination across 29 tissue-specific expression quantitative trait locus (eQTL) networks.
- Network analysis to identify functionally relevant SNP-gene modules and regulatory hubs.
Main Results:
- SNP heritability is concentrated within specific tissue-specific, functionally relevant SNP-gene modules.
- Key heritability is localized in network
- hubs
- which are central to modules and act as tissue-specific regulatory elements.
- Network structure amplifies genotype-phenotype connections and buffers negative genetic effects, facilitating adaptation.
Conclusions:
- Complex trait architecture is characterized by clustered heritability in tissue-specific regulatory modules.
- Network hubs are critical for trait heritability, adaptation, and are targets of natural selection.
- This framework advances understanding of complex trait genetic architecture and evolutionary dynamics.
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