Polygenic risk score improves psychosis risk prediction
A new study by UNC researchers finds that using a polygenic risk score (PRS) based on data from genome-wide association studies (GWAS) improves psychosis risk prediction in persons meeting clinical high-risk criteria
Credit: UNC School of Medicine
CHAPEL HILL, N.C. – November 12, 2019 – A new study led by researchers at the University of North Carolina at Chapel Hill has found that that using a polygenic risk score (PRS) based on data from genome-wide association studies (GWAS) improves psychosis risk prediction in persons meeting clinical high-risk criteria.
“Previous studies reported the PRS discriminates persons with established schizophrenia from unaffected persons. Our study is the first to indicate the PRS predicts future psychosis suggesting a PRS may facilitate the development and eventual targeting of preemptive interventions,” said Diana O. Perkins, MD, MPH, a professor of psychiatry in the UNC School of Medicine and lead author of the study, published Nov. 12 in the American Journal of Psychiatry.
Schizophrenia is typically a chronic and disabling disorder affecting about 1 percent of adolescents and young adults. Research criteria for a clinical high-risk syndrome identify persons with a 15-25 percent 2-year risk of psychosis. While the 2-year risk of psychosis in persons meeting research criteria for a high-risk syndrome is about 200-fold higher than the general population risk, the prediction accuracy is still not optimal for the development and implementation of preventative interventions.
Large-scale, genome-wide association studies (GWAS) developed a polygenetic risk score (PRS) that discriminates persons with schizophrenia from persons without schizophrenia. “In this study, we discovered that the PRS improves psychosis risk prediction in persons meeting clinical high-risk criteria,” Perkins said. “Moreover, the PRS improved individualized risk assessments as part of our previously published Psychosis Risk Calculator.”
However, because the PRS was developed in persons of mainly European ancestry, the PRS did not perform as well in non-Europeans and it did in Europeans, Perkins said. Improvements in PRS construction methods and efforts to include non-Europeans in genetic risk studies are needed. With further improvements and given the relatively low cost and wide-availability of genotyping, potential applications of genetic risk scores to psychosis risk screening warrant further exploration, Perkins said.
Co-authors of the study include Clark D. Jeffries, PhD, of UNC’s Renaissance Computing Institute (RENCI), Loes Olde Loohuis, PhD (UCLA), Jenna Barbee (UNC Department of Psychiatry) and North American Prodrome Longitudinal Study (NAPLS) consortium investigators.