What does heritability of Alzheimer’s disease represent?

Journal Article (2023)
Author(s)

Emily Baker (Cardiff University)

Ganna Leonenko (Cardiff University)

Karl Michael Schmidt (Cardiff University)

Matthew Hill (Cardiff University)

Amanda J. Myers (University of Miami)

Maryam Shoai (University College London)

Itziar de Rojas (Universitat Internacional de Catalunya, Instituto de Salud Carlos III)

Niccoló Tesi (TU Delft - Electrical Engineering, Mathematics and Computer Science, Amsterdam Neuroscience, Amsterdam UMC)

Henne Holstege (TU Delft - Electrical Engineering, Mathematics and Computer Science, Amsterdam UMC, Amsterdam Neuroscience)

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Research Group
Pattern Recognition and Bioinformatics
DOI related publication
https://doi.org/10.1371/journal.pone.0281440 Final published version
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Publication Year
2023
Language
English
Research Group
Pattern Recognition and Bioinformatics
Journal title
PLoS ONE
Issue number
4 April
Volume number
18
Article number
e0281440
Pages (from-to)
e0281440
Downloads counter
472
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Abstract

Introduction Both late-onset Alzheimer’s disease (AD) and ageing have a strong genetic component. In each case, many associated variants have been discovered, but how much missing heritability remains to be discovered is debated. Variability in the estimation of SNP-based heritability could explain the differences in reported heritability. Methods We compute heritability in five large independent cohorts (N = 7,396, 1,566, 803, 12,528 and 3,963) to determine whether a consensus for the AD heritability estimate can be reached. These cohorts vary by sample size, age of cases and controls and phenotype definition. We compute heritability a) for all SNPs, b) excluding APOE region, c) excluding both APOE and genome-wide association study hit regions, and d) SNPs overlapping a microglia gene-set. Results SNP-based heritability of late onset Alzheimer’s disease is between 38 and 66% when age and genetic disease architecture are correctly accounted for. The heritability estimates decrease by 12% [SD = 8%] on average when the APOE region is excluded and an additional 1% [SD = 3%] when genome-wide significant regions were removed. A microglia gene-set explains 69–84% of our estimates of SNP-based heritability using only 3% of total SNPs in all cohorts. Conclusion The heritability of neurodegenerative disorders cannot be represented as a single number, because it is dependent on the ages of cases and controls. Genome-wide association studies pick up a large proportion of total AD heritability when age and genetic architecture are correctly accounted for. Around 13% of SNP-based heritability can be explained by known genetic loci and the remaining heritability likely resides around microglial related genes.