Advances in Genetic Risk Scores for Alzheimer’s Disease and Dementia: A Systematic Review
Stefanos N. Sampatakakis, Niki Mourtzi, Alex Hatzimanolis, Nikolaos Scarmeas

TL;DR
This paper reviews recent advances in using genetic risk scores to predict Alzheimer’s disease and dementia, highlighting new methods and their potential for improving prediction accuracy.
Contribution
The paper systematically categorizes and evaluates different types of genetic risk scores for dementia, emphasizing novel integrative approaches.
Findings
Twenty studies were analyzed, grouped into polygenic, pathway-specific, and complex genetic risk scores.
Combining polygenic risk scores with biological pathways improves dementia prediction accuracy.
New genetic risk scores offer better understanding of dementia's genetic basis.
Abstract
Background: Research concerning the genetic risk for dementia has recently been headed towards new directions. Novel findings from genome-wide association studies have highlighted the association of Alzheimer’s disease incidence with many gene polymorphisms, apart from the Apolipoprotein-E genotype. The identification of additional genetic risk factors has led to the construction of specific genetic risk scores for dementia, considering many different genetic factors and specific biological pathways related to Alzheimer’s disease. Methods: We conducted a systematic review following the Preferred Reporting Items for Systematic Reviews and Meta-Analysis method, summarizing existing data regarding genetic risk scores for Alzheimer’s disease and dementia, in order to improve the current understanding of the genetic underpinnings of dementia. In specific, five databases (PubMed/MEDLINE,…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsHealth, Environment, Cognitive Aging · Genetic Associations and Epidemiology · Genomics and Rare Diseases
