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Targeted Next-generation Sequencing and Bioinformatics Pipeline to Evaluate Genetic Determinants of Constitutional Disease
Published on: April 4, 2018
African ancestry-enriched variants in the GATM gene are associated with elevated serum creatinine levels
Shivam Sharma1, Courtney A Astore1, Leonardo Mariño-Ramírez2
1School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia.
Insights
Higher serum creatinine (Scr) levels in individuals of African ancestry are explained by African ancestry-enriched variants that up-regulate the GATM gene. These genetic factors are key to understanding kidney function differences.
Area of Science:
- Genetics
- Nephrology
- Population Health
Background:
- Serum creatinine (Scr) is a standard measure of kidney function.
- Individuals of African ancestry exhibit higher Scr levels than other groups, a difference not fully explained by known factors.
Purpose of the Study:
- To investigate the hypothesis that African ancestry-enriched genetic variants are associated with elevated Scr levels.
- To identify specific genetic variants contributing to higher Scr in individuals of African ancestry.
Main Methods:
- Analysis of whole genome sequence data from 18,979 participants in the All of Us Research Program with African-European admixture.
- Utilized genome-wide association studies (GWAS), haplotype-based admixture mapping, and ancestry-specific GWAS to identify Scr-associated variants.
- Fine mapping and expression quantitative trait loci (eQTL) analysis to pinpoint causal variants and genes.
Main Results:
- A significant association peak on chromosome 15 (15q23) was identified across multiple GWAS methods.
- The lead variant (rs2467850) is African ancestry-enriched and positively associated with Scr levels.
- 14 variants near the GATM gene were identified, with 13 positively associated with GATM expression and African ancestry-enrichment. An Scr polygenic score attenuated the ancestry-Scr association.
Conclusions:
- African ancestry-enriched variants up-regulate the GATM gene, explaining higher Scr levels in individuals of African ancestry.
- Genetic data can improve the calibration of kidney function equations for diverse populations.
- Highlights the importance of considering genetic ancestry in clinical assessments of kidney health.
Background:
Serum creatinine (Scr) levels are routinely used to estimate kidney function and health. Individuals of African ancestry have higher Scr levels - controlling for differences in age, sex, size, kidney function, and disease status - compared to individuals from other ancestral backgrounds. The reason for this difference is unknown. We hypothesized that there may be genetic variants found at relatively high frequency in African ancestry groups (African ancestry-enriched variants) that are associated with elevated Scr levels African ancestry individuals.
Methods:
Our study sample is made up of participants from the All of Us Research Program. We used whole genome sequence data to estimate genetic ancestry for All of Us participants and selected a cohort of 18,979 participants with two way African-European admixture, available Scr level measures, and demographic covariables. We performed a series of ancestry-informed association studies of Scr levels on this cohort to test our hypothesis of African ancestry-enriched variants associated with Scr.
Results:
Study participants show an average of 80.8% African and 17.5% European ancestry. Participant Scr levels are positively correlated with African ancestry for females (ρ=0.79) and males (ρ=0.84). The same peak of genome-wide significant associations was identified on chromosome 15 (15q23:45.3Mb-45.5Mb) using standard GWAS, haplotype-based admixture mapping, and ancestry-specific GWAS. The alternate allele for the lead GWAS variant (rs2467850, chr15:45379909:C:T) is positively associated with Scr levels (β=0.07, p=2.28×10-17) and found at higher frequency in African (0.413) compared to European ancestry (0.001) groups. Fine mapping identified a credible set of 14 variants co-located with the GATM gene, which encodes a biosynthetic enzyme for creatine, a metabolic precursor of creatinine. 13 of these variants are positively associated with GATM expression, based on a previous study of whole blood eQTL in African Americans, and they all show similar pamerns of African ancestry-enrichment. An Scr polygenic score based on 10 African ancestry-enriched variants completely amenuates the observed association of African ancestry with Scr levels.
Conclusions:
Our findings indicate that African ancestry-enriched variants up-regulate the GATM, thereby explaining the higher levels of Scr observed in individuals of African ancestry, and underscore the potential for using genetic data to bemer calibrate kidney function equations.
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