Considering the APOE locus in Alzheimer’s disease polygenic scores in the Health and Retirement Study: a longitudinal panel study

Abstract Background Polygenic scores are a strategy to aggregate the small, additive effects of single nucleotide polymorphisms across the genome. With phenotypes like Alzheimer’s disease, which have a strong and well-established genomic locus (APOE), the cumulative effect of genetic variants outsid...

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Main Authors: Erin B. Ware, Jessica D. Faul, Colter M. Mitchell, Kelly M. Bakulski
Format: Article
Language:English
Published: BMC 2020-11-01
Series:BMC Medical Genomics
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12920-020-00815-9
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spelling doaj-1488ad7eef6742c99ea5253df534a40f2021-04-02T13:16:41ZengBMCBMC Medical Genomics1755-87942020-11-0113111310.1186/s12920-020-00815-9Considering the APOE locus in Alzheimer’s disease polygenic scores in the Health and Retirement Study: a longitudinal panel studyErin B. Ware0Jessica D. Faul1Colter M. Mitchell2Kelly M. Bakulski3Survey Research Center, Institute for Social Research, University of MichiganSurvey Research Center, Institute for Social Research, University of MichiganSurvey Research Center, Institute for Social Research, University of MichiganDepartment of Epidemiology, School of Public Health, University of MichiganAbstract Background Polygenic scores are a strategy to aggregate the small, additive effects of single nucleotide polymorphisms across the genome. With phenotypes like Alzheimer’s disease, which have a strong and well-established genomic locus (APOE), the cumulative effect of genetic variants outside of this area has not been well established in a population-representative sample. Methods Here we examine the association between polygenic scores for Alzheimer’s disease both with and without the APOE region (chr19: 45,384,477 to 45,432,606, build 37/hg 19) at different P value thresholds and dementia. We also investigate the addition of APOE-ε4 carrier status and its effect on the polygenic score—dementia association in the Health and Retirement Study using generalized linear models accounting for repeated measures by individual and use a binomial distribution, logit link, and unstructured correlation structure. Results In a large sample of European ancestry participants of the Health and Retirement Study (n = 9872) with an average of 5.2 (standard deviation 1.8) visit spaced two years apart, we found that including the APOE region through weighted variants in a polygenic score was insufficient to capture the large amount of risk attributed to this region. We also found that a polygenic score with a P value threshold of 0.01 had the strongest association with the odds of dementia in this sample (odds ratio = 1.10 95%CI 1.0 to 1.2). Conclusion We recommend removing the APOE region from polygenic score calculation and treating the APOE locus as an independent covariate when modeling dementia. We also recommend using a moderately conservative P value threshold (e.g. 0.01) when creating polygenic scores for Alzheimer’s disease on dementia. These recommendations may help elucidate relationships between polygenic scores and regions of strong significance for phenotypes similar to Alzheimer’s disease.http://link.springer.com/article/10.1186/s12920-020-00815-9Polygenic scoreAlzheimer’s diseaseDementiaApolipoprotein EP-valueThresholding
collection DOAJ
language English
format Article
sources DOAJ
author Erin B. Ware
Jessica D. Faul
Colter M. Mitchell
Kelly M. Bakulski
spellingShingle Erin B. Ware
Jessica D. Faul
Colter M. Mitchell
Kelly M. Bakulski
Considering the APOE locus in Alzheimer’s disease polygenic scores in the Health and Retirement Study: a longitudinal panel study
BMC Medical Genomics
Polygenic score
Alzheimer’s disease
Dementia
Apolipoprotein E
P-value
Thresholding
author_facet Erin B. Ware
Jessica D. Faul
Colter M. Mitchell
Kelly M. Bakulski
author_sort Erin B. Ware
title Considering the APOE locus in Alzheimer’s disease polygenic scores in the Health and Retirement Study: a longitudinal panel study
title_short Considering the APOE locus in Alzheimer’s disease polygenic scores in the Health and Retirement Study: a longitudinal panel study
title_full Considering the APOE locus in Alzheimer’s disease polygenic scores in the Health and Retirement Study: a longitudinal panel study
title_fullStr Considering the APOE locus in Alzheimer’s disease polygenic scores in the Health and Retirement Study: a longitudinal panel study
title_full_unstemmed Considering the APOE locus in Alzheimer’s disease polygenic scores in the Health and Retirement Study: a longitudinal panel study
title_sort considering the apoe locus in alzheimer’s disease polygenic scores in the health and retirement study: a longitudinal panel study
publisher BMC
series BMC Medical Genomics
issn 1755-8794
publishDate 2020-11-01
description Abstract Background Polygenic scores are a strategy to aggregate the small, additive effects of single nucleotide polymorphisms across the genome. With phenotypes like Alzheimer’s disease, which have a strong and well-established genomic locus (APOE), the cumulative effect of genetic variants outside of this area has not been well established in a population-representative sample. Methods Here we examine the association between polygenic scores for Alzheimer’s disease both with and without the APOE region (chr19: 45,384,477 to 45,432,606, build 37/hg 19) at different P value thresholds and dementia. We also investigate the addition of APOE-ε4 carrier status and its effect on the polygenic score—dementia association in the Health and Retirement Study using generalized linear models accounting for repeated measures by individual and use a binomial distribution, logit link, and unstructured correlation structure. Results In a large sample of European ancestry participants of the Health and Retirement Study (n = 9872) with an average of 5.2 (standard deviation 1.8) visit spaced two years apart, we found that including the APOE region through weighted variants in a polygenic score was insufficient to capture the large amount of risk attributed to this region. We also found that a polygenic score with a P value threshold of 0.01 had the strongest association with the odds of dementia in this sample (odds ratio = 1.10 95%CI 1.0 to 1.2). Conclusion We recommend removing the APOE region from polygenic score calculation and treating the APOE locus as an independent covariate when modeling dementia. We also recommend using a moderately conservative P value threshold (e.g. 0.01) when creating polygenic scores for Alzheimer’s disease on dementia. These recommendations may help elucidate relationships between polygenic scores and regions of strong significance for phenotypes similar to Alzheimer’s disease.
topic Polygenic score
Alzheimer’s disease
Dementia
Apolipoprotein E
P-value
Thresholding
url http://link.springer.com/article/10.1186/s12920-020-00815-9
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