Discovery, fine-mapping, and conditional analyses of genetic variants associated with C-reactive protein in multiethnic populations using the Metabochip in the Population Architecture using Genomics and Epidemiology (PAGE) study

Hum Mol Genet. 2018 Aug 15;27(16):2940-2953. doi: 10.1093/hmg/ddy211.


C-reactive protein (CRP) is a circulating biomarker indicative of systemic inflammation. We aimed to evaluate genetic associations with CRP levels among non-European-ancestry populations through discovery, fine-mapping and conditional analyses. A total of 30 503 non-European-ancestry participants from 6 studies participating in the Population Architecture using Genomics and Epidemiology study had serum high-sensitivity CRP measurements and ∼200 000 single nucleotide polymorphisms (SNPs) genotyped on the Metabochip. We evaluated the association between each SNP and log-transformed CRP levels using multivariate linear regression, with additive genetic models adjusted for age, sex, the first four principal components of genetic ancestry, and study-specific factors. Differential linkage disequilibrium patterns between race/ethnicity groups were used to fine-map regions associated with CRP levels. Conditional analyses evaluated for multiple independent signals within genetic regions. One hundred and sixty-three unique variants in 12 loci in overall or race/ethnicity-stratified Metabochip-wide scans reached a Bonferroni-corrected P-value <2.5E-7. Three loci have no (HACL1, OLFML2B) or only limited (PLA2G6) previous associations with CRP levels. Six loci had different top hits in race/ethnicity-specific versus overall analyses. Fine-mapping refined the signal in six loci, particularly in HNF1A. Conditional analyses provided evidence for secondary signals in LEPR, IL1RN and HNF1A, and for multiple independent signals in CRP and APOE. We identified novel variants and loci associated with CRP levels, generalized known CRP associations to a multiethnic study population, refined association signals at several loci and found evidence for multiple independent signals at several well-known loci. This study demonstrates the benefit of conducting inclusive genetic association studies in large multiethnic populations.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • C-Reactive Protein / genetics*
  • Carbon-Carbon Lyases
  • Enoyl-CoA Hydratase / genetics
  • Female
  • Genome-Wide Association Study*
  • Glycoproteins / genetics
  • Group VI Phospholipases A2 / genetics
  • Humans
  • Linkage Disequilibrium
  • Male
  • Metagenomics*
  • Molecular Epidemiology / methods*
  • Polymorphism, Single Nucleotide
  • White People / genetics


  • Glycoproteins
  • OLFML3 protein, human
  • C-Reactive Protein
  • Group VI Phospholipases A2
  • PLA2G6 protein, human
  • Carbon-Carbon Lyases
  • HACL1 protein, human
  • Enoyl-CoA Hydratase