Genomic Structural Equation Modeling Reveals Latent Phenotypes in the Human Cortex with Distinct Genetic Architecture
Rajendra Morey1, Yuanchao Zheng, Delin Sun2
1Duke University.
Research Square
|October 27, 2023
Summary
This study reveals genetically informed brain networks (GIBNs) by analyzing cortical surface area and thickness. These networks link genetic predispositions to various brain disorders and behavioral traits.
Area of Science:
- Neurogenetics
- Brain Imaging Genetics
- Quantitative Genetics
Background:
- Genetic contributions to human cortical structure exhibit pleiotropy.
- This pleiotropy can define unique, neurobiologically distinct cortical parcellations.
- Existing parcellation schemes may not fully capture genetic influences.
Approach:
- Applied genomic structural equation modeling (SEM) to map genetic architecture of cortical surface area (SA) and thickness (CT).
- Utilized LD score regression (LDSC) on GWAS summary statistics to estimate genetic covariance and identify genetically informed brain networks (GIBNs).
- Performed multivariate genome-wide association studies (GWAS) on identified GIBNs.
Key Points:
- Identified 6 GIBNs for cortical SA and 4 GIBNs for CT.
- Discovered 74 genome-wide significant loci associated with GIBNs, many linked to neuroimaging, behavioral, and psychiatric traits.
- SA-derived GIBNs showed genetic correlations with bipolar disorder, cannabis use disorder, ADHD, MDD, and insomnia.
- CT-derived GIBNs showed a negative genetic correlation with alcohol dependence.
Conclusions:
- Genomic SEM effectively identifies GIBNs, offering a novel approach to cortical parcellation.
- GIBNs provide insights into the genetic underpinnings of complex brain disorders and traits.
- Jointly modeling genetic architecture across phenotypes enhances understanding of brain-region-specific genetic influences.
Keywords:
CortexCortical Surface AreaCortical ThicknessGenetically Informed Brain NetworksGenome Wide Association Study (GWAS)Genomic Structural Equation Modeling (gSEM)pleiotropystructural covariance networks (SCN)More Related Videos
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