A phenome-wide association study to discover pleiotropic effects of PCSK9, APOB, and LDLR

Maya S. Safarova, Benjamin A. Satterfield, Xiao Fan, Erin E. Austin, Zhan Ye, Lisa Bastarache, Neil Zheng, Marylyn D. Ritchie, Kenneth M. Borthwick, Marc S. Williams, Eric B. Larson, Aaron Scrol, Gail P. Jarvik, David R. Crosslin, Kathleen Leppig, Laura J. Rasmussen-Torvik, Sarah A. Pendergrass, Amy C. Sturm, Bahram Namjou, Amy Sanghavi ShahRobert J. Carroll, Wendy K. Chung, Wei Qi Wei, Qi Ping Feng, C. Michael Stein, Dan M. Roden, Teri A. Manolio, Daniel J. Schaid, Joshua C. Denny, Scott J. Hebbring, Mariza de Andrade, Iftikhar J. Kullo*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

21 Scopus citations


We conducted an electronic health record (EHR)-based phenome-wide association study (PheWAS) to discover pleiotropic effects of variants in three lipoprotein metabolism genes PCSK9, APOB, and LDLR. Using high-density genotype data, we tested the associations of variants in the three genes with 1232 EHR-derived binary phecodes in 51,700 European-ancestry (EA) individuals and 585 phecodes in 10,276 African-ancestry (AA) individuals; 457 PCSK9, 730 APOB, and 720 LDLR variants were filtered by imputation quality (r 2 > 0.4), minor allele frequency (>1%), linkage disequilibrium (r 2 < 0.3), and association with LDL-C levels, yielding a set of two PCSK9, three APOB, and five LDLR variants in EA but no variants in AA. Cases and controls were defined for each phecode using the PheWAS package in R. Logistic regression assuming an additive genetic model was used with adjustment for age, sex, and the first two principal components. Significant associations were tested in additional cohorts from Vanderbilt University (n = 29,713), the Marshfield Clinic Personalized Medicine Research Project (n = 9562), and UK Biobank (n = 408,455). We identified one PCSK9, two APOB, and two LDLR variants significantly associated with an examined phecode. Only one of the variants was associated with a non-lipid disease phecode, (“myopia”) but this association was not significant in the replication cohorts. In this large-scale PheWAS we did not find LDL-C-related variants in PCSK9, APOB, and LDLR to be associated with non-lipid-related phenotypes including diabetes, neurocognitive disorders, or cataracts.

Original languageEnglish (US)
Article number3
Journalnpj Genomic Medicine
Issue number1
StatePublished - Dec 1 2019

ASJC Scopus subject areas

  • Genetics(clinical)
  • Genetics
  • Molecular Biology


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