TY - JOUR
T1 - What does heritability of Alzheimer's disease represent?
AU - Baker, Emily
AU - Leonenko, Ganna
AU - Schmidt, Karl Michael
AU - Hill, Matthew
AU - Myers, Amanda J.
AU - Shoai, Maryam
AU - de Rojas, Itziar
AU - Tesi, Niccoló
AU - Holstege, Henne
AU - van der Flier, Wiesje M.
AU - Pijnenburg, Yolande A. L.
AU - Ruiz, Agustin
AU - Hardy, John
AU - van der Lee, Sven
AU - Escott-Price, Valentina
N1 - Publisher Copyright:
© 2023 Baker et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
PY - 2023/4/1
Y1 - 2023/4/1
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85156237486&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0281440
DO - 10.1371/journal.pone.0281440
M3 - Article
C2 - 37115753
SN - 1932-6203
VL - 18
JO - PLoS ONE
JF - PLoS ONE
IS - 4 April
M1 - e0281440
ER -