Pathway-Specific Polygenic Risk Scores as Predictors of Amyloid-β Deposition and Cognitive Function in a Sample at Increased Risk for Alzheimer's Disease

J Alzheimers Dis. 2017;55(2):473-484. doi: 10.3233/JAD-160195.

Abstract

Polygenic risk scores (PRSs) have been used to combine the effects of variants with small effects identified by genome-wide association studies. We explore the potential for using pathway-specific PRSs as predictors of early changes in Alzheimer's disease (AD)-related biomarkers and cognitive function. Participants were from the Wisconsin Registry for Alzheimer's Prevention, a longitudinal study of adults who were cognitively asymptomatic at enrollment and enriched for a parental history of AD. Using genes associated with AD in the International Genomics of Alzheimer's Project's meta-analysis, we identified clusters of genes that grouped into pathways involved in amyloid-β (Aβ) deposition and neurodegeneration: Aβ clearance, cholesterol metabolism, and immune response. Weighted pathway-specific and overall PRSs were developed and compared to APOE alone. Mixed models were used to assess whether each PRS was associated with cognition in 1,200 individuals, cerebral Aβ deposition measured using amyloid ligand (Pittsburgh compound B) positron emission imaging in 168 individuals, and cerebrospinal fluid Aβ deposition, neurodegeneration, and tau pathology in 111 individuals, with replication performed in an independent sample. We found that PRSs including APOE appeared to be driven by the inclusion of APOE, suggesting that the pathway-specific PRSs used here were not more predictive than an overall PRS or APOE alone. However, pathway-specific PRSs could prove to be useful as more knowledge is gained on the genetic variants involved in specific biological pathways of AD.

Keywords: APOE; Alzheimer’s disease; Pittsburgh compound B; WRAP; amyloid-beta; cerebrospinal fluid; cognitive function; genetic risk scores; genetics; polygenic risk scores.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Alzheimer Disease / cerebrospinal fluid
  • Alzheimer Disease / complications*
  • Alzheimer Disease / diagnostic imaging
  • Alzheimer Disease / genetics*
  • Amyloid beta-Peptides / cerebrospinal fluid*
  • Aniline Compounds / metabolism
  • Apolipoproteins E / genetics
  • Cognition Disorders / diagnostic imaging
  • Cognition Disorders / etiology*
  • Female
  • Genome-Wide Association Study
  • Genotype
  • Humans
  • Longitudinal Studies
  • Male
  • Middle Aged
  • Neuropsychological Tests
  • Polymorphism, Single Nucleotide / genetics*
  • Positron-Emission Tomography
  • Risk Factors
  • Thiazoles / metabolism
  • tau Proteins / cerebrospinal fluid

Substances

  • 2-(4'-(methylamino)phenyl)-6-hydroxybenzothiazole
  • Amyloid beta-Peptides
  • Aniline Compounds
  • Apolipoproteins E
  • Thiazoles
  • tau Proteins