Variability of polygenic prediction for body mass index in Africa
Date
2024
Journal Title
Journal ISSN
Volume Title
Publisher
BioMed Central (BMC)
Abstract
Background: Polygenic prediction studies in continental Africans are scarce. Africa’s genetic and environmental
diversity pose a challenge that limits the generalizability of polygenic risk scores (PRS) for body mass index (BMI)
within the continent. Studies to understand the factors that affect PRS variability within Africa are required.
Methods: Using the first multi-ancestry genome-wide association study (GWAS) meta-analysis for BMI involving
continental Africans, we derived a multi-ancestry PRS and compared its performance to a European ancestry-specific
PRS in continental Africans (AWI-Gen study) and a European cohort (Estonian Biobank). We then evaluated the factors
affecting the performance of the PRS in Africans which included fine-mapping resolution, allele frequencies, linkage
disequilibrium patterns, and PRS-environment interactions.
Results: Polygenic prediction of BMI in continental Africans is poor compared to that in European ancestry individuals.
However, we show that the multi-ancestry PRS is more predictive than the European ancestry-specific PRS
due to its improved fine-mapping resolution. We noted regional variation in polygenic prediction across Africa’s
East, South, and West regions, which was driven by a complex interplay of the PRS with environmental factors, such
as physical activity, smoking, alcohol intake, and socioeconomic status.
Conclusions: Our findings highlight the role of gene-environment interactions in PRS prediction variability in Africa.
PRS methods that correct for these interactions, coupled with the increased representation of Africans in GWAS, may
improve PRS prediction in Africa.
Description
Keywords
BMI, Variability, Polygenic prediction, Polygenic risk score
Citation
Chikowore, T., Läll, K., Micklesfield, L.K. et al. Variability of polygenic prediction for body mass index in Africa. Genome Med 16, 74 (2024). https://doi.org/10.1186/s13073-024-01348-x