Missing heritability: is the gap closing? An analysis of 32 complex traits in the Lifelines Cohort Study

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作者
Ilja M Nolte
Peter J van der Most
Behrooz Z Alizadeh
Paul IW de Bakker
H Marike Boezen
Marcel Bruinenberg
Lude Franke
Pim van der Harst
Gerjan Navis
Dirkje S Postma
Marianne G Rots
Ronald P Stolk
Morris A Swertz
Bruce HR Wolffenbuttel
Cisca Wijmenga
Harold Snieder
机构
[1] Unit of Genetic Epidemiology and Bioinformatics,Department of Epidemiology
[2] University of Groningen,Department of Medical Genetics
[3] University Medical Center Groningen,Department of Epidemiology
[4] Center for Molecular Medicine,Department of Genetics
[5] University Medical Center Utrecht,Department of Cardiology
[6] Julius Center for Health Sciences and Primary Care,Department of Nephrology
[7] University Medical Center Utrecht,Department of Pulmonology
[8] Lifelines Cohort Study,Department of Medical Biology
[9] University of Groningen,Department of Endocrinology
[10] University Medical Center Groningen,undefined
[11] University of Groningen,undefined
[12] University Medical Center Groningen,undefined
[13] University of Groningen,undefined
[14] University Medical Center Groningen,undefined
[15] University of Groningen,undefined
[16] University Medical Center Groningen,undefined
[17] University of Groningen,undefined
[18] University Medical Center Groningen,undefined
[19] University of Groningen,undefined
[20] University Medical Center Groningen,undefined
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摘要
Despite the recent explosive rise in number of genetic markers for complex disease traits identified in genome-wide association studies, there is still a large gap between the known heritability of these traits and the part explained by these markers. To gauge whether this ‘heritability gap’ is closing, we first identified genome-wide significant SNPs from the literature and performed replication analyses for 32 highly relevant traits from five broad disease areas in 13 436 subjects of the Lifelines Cohort. Next, we calculated the variance explained by multi-SNP genetic risk scores (GRSs) for each trait, and compared it to their broad- and narrow-sense heritabilities captured by all common SNPs. The majority of all previously-associated SNPs (median=75%) were significantly associated with their respective traits. All GRSs were significant, with unweighted GRSs generally explaining less phenotypic variance than weighted GRSs, for which the explained variance was highest for height (15.5%) and varied between 0.02 and 6.7% for the other traits. Broad-sense common-SNP heritability estimates were significant for all traits, with the additive effect of common SNPs explaining 48.9% of the variance for height and between 5.6 and 39.2% for the other traits. Dominance effects were uniformly small (0–1.5%) and not significant. On average, the variance explained by the weighted GRSs accounted for only 10.7% of the common-SNP heritability of the 32 traits. These results indicate that GRSs may not yet be ready for accurate personalized prediction of complex disease traits limiting widespread adoption in clinical practice.
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页码:877 / 885
页数:8
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