Age-related late-onset disease heritability patterns and implications for genome-wide association studies

被引:10
|
作者
Oliynyk, Roman Teo [1 ,2 ]
机构
[1] Univ Auckland, Ctr Computat Evolut, Auckland, New Zealand
[2] Univ Auckland, Dept Comp Sci, Auckland, New Zealand
来源
PEERJ | 2019年 / 7卷
关键词
GWAS; Genetics; Polygenic risk; Heritability; Genomics; Model; Late-onset disease; Age; Simulation; SNP; Variant; ALZHEIMERS-DISEASE; MISSING HERITABILITY; NORDIC TWIN; GENETIC ARCHITECTURE; VARIANCE-ESTIMATION; STATISTICAL POWER; PROSTATE-CANCER; BREAST-CANCER; FAMILIAL RISK; SAMPLE-SIZE;
D O I
10.7717/peerj.7168
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Genome-wide association studies (GWASs) and other computational biology techniques are gradually discovering the causal gene variants that contribute to late-onset human diseases. After more than a decade of genome-wide association study efforts, these can account for only a fraction of the heritability implied by familial studies, the so-called "missing heritability" problem. Computer simulations of polygenic late-onset diseases (LODs) in an aging population have quantified the risk allele frequency decrease at older ages caused by individuals with higher polygenic risk scores (PRSs) becoming ill proportionately earlier. This effect is most prominent for diseases characterized by high cumulative incidence and high heritability, examples of which include Alzheimer's disease, coronary artery disease, cerebral stroke, and type 2 diabetes. The incidence rate for LODs grows exponentially for decades after early onset ages, guaranteeing that the cohorts used for GWASs overrepresent older individuals with lower PRSs, whose disease cases are disproportionately due to environmental causes such as old age itself. This mechanism explains the decline in clinical predictive power with age and the lower discovery power of familial studies of heritability and GWASs. It also explains the relatively constant-with-age heritability found for LODs of lower prevalence, exemplified by cancers.
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页数:27
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