bioRxiv (Cold Spring Harbor Laboratory) · 2019 · 12 citations · 34 references
Life SciencesGeneticsPsychologyBehavioral GeneticsGenomicsHuman GeneticsAggressionDevelopmental Behavioral GeneticsGenome-wide Association StudiesHeritabilityMarker-trait AssociationPolygenic TraitsGene-based Association AnalysisGenetic Association AnalysisGenomic HeritabilityHeritability Estimation From Association DataHeritability Of BehaviorHeritability Of Behavioral TraitsMeta-analysis Of Genetic StudiesPolygenic Trait Analysis
Abstract Childhood aggressive behavior (AGG) has a substantial heritability of around 50%. Here we present a genome-wide association meta-analysis (GWAMA) of childhood AGG, in which all phenotype measures across childhood ages from multiple assessors were included. We analyzed phenotype assessments for a total of 328 935 observations from 87 485 children aged between 1.5 and 18 years, while accounting for sample overlap. We also meta-analyzed within subsets of the data – i.e. within rater, instrument and age. SNP-heritability for the overall meta-analysis (AGG overall ) was 3.31% (SE=0.0038). We found no genome-wide significant SNPs for AGG overall . The gene-based analysis returned three significant genes: ST3GAL3 ( P =1.6E-06), PCDH7 ( P =2.0E-06) and IPO13 ( P =2.5E-06). All three genes have previously been associated with educational traits. Polygenic scores based on our GWAMA significantly predicted aggression in a holdout sample of children (variance explained = 0.44%) and in retrospectively assessed childhood aggression (variance explained = 0.20%). Genetic correlations ( r g ) among rater-specific assessment of AGG ranged from r g =0.46 between self- and teacher-assessment to r g =0.81 between mother- and teacher-assessment. We obtained moderate to strong r g ’s with selected phenotypes from multiple domains, but hardly with any of the classical biomarkers thought to be associated with AGG. Significant genetic correlations were observed with most psychiatric and psychological traits (range | r g | : 0.19 – 1.00), except for obsessive-compulsive disorder. Aggression had a negative genetic correlation ( r g =~ −0.5) with cognitive traits and age at first birth. Aggression was strongly genetically correlated with smoking phenotypes (range | r g | : 0.46 – 0.60). The genetic correlations between aggression and psychiatric disorders were weaker for teacher-reported AGG than for mother- and self-reported AGG. The current GWAMA of childhood aggression provides a powerful tool to interrogate the rater-specific genetic etiology of AGG.
34
Second-generation PLINK: rising to the challenge of larger and richer datasets
Christopher Chang, Carson C. Chow, Laurent CAM Tellier et al. · GigaScience · 2015 · 14K citations · Full text
The UK Biobank resource with deep phenotyping and genomic data
Clare Bycroft, Colin Freeman, Desislava Petkova et al. · Nature · 2018 · 9.7K citations · Full text
GCTA: A Tool for Genome-wide Complex Trait Analysis
Jian Yang, Sang Lee, Michael E. Goddard et al. · The American Journal of Human Genetics · 2010 · 9.3K citations · Full text