TY - JOUR
T1 - Polygenic risk prediction and SNCA haplotype analysis in a Latino Parkinson's disease cohort
AU - International Parkinson Disease Genomics Consortium (IPDGC)
AU - Latin American Research Consortium on the Genetics of Parkinson's Disease (LARGE-PD)
AU - Loesch, Douglas P.
AU - Horimoto, Andrea R.V.R.
AU - Sarihan, Elif Irem
AU - Inca-Martinez, Miguel
AU - Mason, Emily
AU - Cornejo-Olivas, Mario
AU - Torres, Luis
AU - Mazzetti, Pilar
AU - Cosentino, Carlos
AU - Sarapura-Castro, Elison
AU - Rivera-Valdivia, Andrea
AU - Medina, Angel C.
AU - Dieguez, Elena
AU - Raggio, Victor
AU - Lescano, Andres
AU - Tumas, Vitor
AU - Borges, Vanderci
AU - Ferraz, Henrique B.
AU - Rieder, Carlos R.
AU - Schumacher-Schuh, Artur
AU - Santos-Lobato, Bruno L.
AU - Velez-Pardo, Carlos
AU - Jimenez-Del-Rio, Marlene
AU - Lopera, Francisco
AU - Moreno, Sonia
AU - Chana-Cuevas, Pedro
AU - Fernandez, William
AU - Arboleda, Gonzalo
AU - Arboleda, Humberto
AU - Arboleda-Bustos, Carlos E.
AU - Yearout, Dora
AU - Zabetian, Cyrus P.
AU - Thornton, Timothy A.
AU - Mata, Ignacio F.
AU - O'Connor, Timothy D.
N1 - Publisher Copyright:
© 2022 The Authors
PY - 2022/9
Y1 - 2022/9
N2 - Background: Large-scale Parkinson's disease (PD) genome-wide association studies (GWAS) have, until recently, only been conducted on subjects with European-ancestry. Consequently, polygenic risk scores (PRS) constructed using PD GWAS data are likely to be less predictive when applied to non-European cohorts. Methods: Using GWAS data from the largest study to date, we constructed a PD PRS for a Latino PD cohort (1497 subjects from LARGE-PD) and tested it for association with PD status and age at onset. We validated the PRS performance by testing it in an independent Latino cohort (448 subjects) and by repeating the analysis in LARGE-PD with the addition of 440 external Peruvian controls. We also tested SNCA haplotypes for association with PD risk in LARGE-PD and a European-ancestry PD cohort. Results: The GWAS-significant PD PRS had an area under the receiver-operator curve (AUC) of 0.668 (95% CI: 0.640–0.695) in LARGE-PD. The inclusion of external Peruvian controls mitigated this result, dropping the AUC 0.632 (95% CI: 0.607–0.657). At the SNCA locus, haplotypes differ by ancestry. Ancestry-specific SNCA haplotypes were associated with PD status in both LARGE-PD and the European-ancestry cohort (p-value < 0.05). These haplotypes both include the rs356182 G-allele, but only share 14% of their variants overall. Conclusion: The PD PRS has potential for PD risk prediction in Latinos, but variability caused by admixture patterns and bias in a European-ancestry PD PRS data limits its utility. The inclusion of diverse subjects can help elucidate PD risk loci and improve risk prediction in non-European cohorts.
AB - Background: Large-scale Parkinson's disease (PD) genome-wide association studies (GWAS) have, until recently, only been conducted on subjects with European-ancestry. Consequently, polygenic risk scores (PRS) constructed using PD GWAS data are likely to be less predictive when applied to non-European cohorts. Methods: Using GWAS data from the largest study to date, we constructed a PD PRS for a Latino PD cohort (1497 subjects from LARGE-PD) and tested it for association with PD status and age at onset. We validated the PRS performance by testing it in an independent Latino cohort (448 subjects) and by repeating the analysis in LARGE-PD with the addition of 440 external Peruvian controls. We also tested SNCA haplotypes for association with PD risk in LARGE-PD and a European-ancestry PD cohort. Results: The GWAS-significant PD PRS had an area under the receiver-operator curve (AUC) of 0.668 (95% CI: 0.640–0.695) in LARGE-PD. The inclusion of external Peruvian controls mitigated this result, dropping the AUC 0.632 (95% CI: 0.607–0.657). At the SNCA locus, haplotypes differ by ancestry. Ancestry-specific SNCA haplotypes were associated with PD status in both LARGE-PD and the European-ancestry cohort (p-value < 0.05). These haplotypes both include the rs356182 G-allele, but only share 14% of their variants overall. Conclusion: The PD PRS has potential for PD risk prediction in Latinos, but variability caused by admixture patterns and bias in a European-ancestry PD PRS data limits its utility. The inclusion of diverse subjects can help elucidate PD risk loci and improve risk prediction in non-European cohorts.
UR - http://www.scopus.com/inward/record.url?scp=85136321058&partnerID=8YFLogxK
U2 - 10.1016/j.parkreldis.2022.06.010
DO - 10.1016/j.parkreldis.2022.06.010
M3 - Artículo
C2 - 35917738
AN - SCOPUS:85136321058
SN - 1353-8020
VL - 102
SP - 7
EP - 15
JO - Parkinsonism and Related Disorders
JF - Parkinsonism and Related Disorders
ER -