In TranslationGenome-Wide Association Studies in Nephrology Research
Section snippets
Background
Kidney diseases pose a significant global disease burden.1, 2 The most common form, chronic kidney disease (CKD), affects an estimated 10% of adults in many countries and the prevalence is increasing.1, 3, 4, 5 Individuals with impaired kidney function are at increased risk of disease progression to end-stage renal disease (ESRD),6, 7 as well as increased risk of cardiovascular morbidity and mortality.8, 9
Differences in known socioeconomic and cardiovascular risk factors for kidney disease,
Case Vignette
Two separate patients both have important known risk factors for the development and progression of CKD: one is a nonsmoking 55-year-old man of European ancestry with a body mass index of 33 kg/m2, fasting glucose level of 127.0 mg/dL (7.05 mmol/L), and fasting serum triglyceride level of 131.98 mg/dL (1.49 mmol/L). The other patient is a nonsmoking 58-year-old African American woman with a body mass index of 32 kg/m2, fasting glucose level of 96.0 mg/dL (5.33 mmol/L) on chlorpropamide therapy,
Recent Advances
Since 2005, when the first GWAS using a high-throughput single-nucleotide polymorphism (SNP) genotyping array was published,25 a multitude of genetic risk variants for many complex diseases and traits have been identified using this method. By June of 2009, a total of 439 GWAS were published reporting SNP-phenotype associations at P < 5 × 10−8,22 illustrating the feasibility of this approach.
Association Results With Kidney Diseases
Table 2, Table 3 provide an overview of genomic regions identified in GWAS of kidney diseases and measures of kidney function to date. Table 2 summarizes results for studies with a dichotomous outcome (disease). Several studies were conducted to identify genetic risk variants for diabetic nephropathy. For example, a study of type 1 diabetic nephropathy was conducted in individuals in the GoKinD (Genetics of Kidneys in Diabetes) collection.44 Although no SNP showed significant association after
Follow-Up of GWAS Findings, Clinical Utility, and Future Prospects
After initial gene discovery, follow-up on GWAS findings is essential to establish gene function, identify causal variants, characterize the genetic effect in diverse populations and under various exposures, and improve biological insights.
Although it remains to be determined if and how knowledge obtained through GWAS may best be translated into clinical practice, follow-up projects of some of the findings have been initiated with exciting early results. For example, GWAS have led to major
Acknowledgements
Support: The author was supported by the Emmy Noether Programme of the German Research Foundation.
Financial Disclosure: The author declares that she has no relevant financial interests.
References (102)
- et al.
Chronic kidney disease as a global public health problem: approaches and initiatives—a position statement from Kidney Disease: Improving Global Outcomes
Kidney Int
(2007) - et al.
Prevalence of chronic kidney disease in population-based studies: systematic review
BMC Public Health
(2008) - et al.
Risk of incident ESRD: a comprehensive look at cardiovascular risk factors and 17 years of follow-up in the Atherosclerosis Risk in Communities (ARIC) Study
Am J Kidney Dis
(2010) - et al.
Heritability of renal function in hypertensive families of African descent in the Seychelles (Indian Ocean)
Kidney Int
(2005) - et al.
A comprehensive review of genetic association studies
Genet Med
(2002) - et al.
Problems of reporting genetic associations with complex outcomes
Lancet
(2003) - et al.
PLINK: a tool set for whole-genome association and population-based linkage analyses
Am J Hum Genet
(2007) - et al.
Polymorphisms in the non-muscle myosin heavy chain 9 gene (MYH9) are strongly associated with end-stage renal disease historically attributed to hypertension in African Americans
Kidney Int
(2009) - et al.
Genome-wide linkage analysis of serum creatinine in three isolated European populations
Kidney Int
(2009) - et al.
Tamm-Horsfall glycoprotein: biology and clinical relevance
Am J Kidney Dis
(2003)
Alterations of uromodulin biology: a common denominator of the genetically heterogeneous FJHN/MCKD syndrome
Kidney Int
Mutations in the gene encoding tight junction claudin-14 cause autosomal recessive deafness DFNB29
Cell
Methods for high-density admixture mapping of disease genes
Am J Hum Genet
A novel human cDNA highly homologous to the fish hormone stanniocalcin
Mol Cell Endocrinol
Anti-inflammatory and renal protective actions of stanniocalcin-1 in a model of anti-glomerular basement membrane glomerulonephritis
Am J Pathol
Megalin and nonmuscle myosin heavy chain IIA interact with the adaptor protein Disabled-2 in proximal tubule cells
Kidney Int
Association of three genetic loci with uric acid concentration and risk of gout: a genome-wide association study
Lancet
Plasma urate level is directly regulated by a voltage-driven urate efflux transporter URATv1 (SLC2A9) in humans
J Biol Chem
Chronic kidney disease: the global challenge
Lancet
Prevalence of chronic kidney disease in the United States
JAMA
International comparison of the relationship of chronic kidney disease prevalence and ESRD risk
J Am Soc Nephrol
Combining GFR and albuminuria to classify CKD improves prediction of ESRD
J Am Soc Nephrol
Chronic kidney disease and the risks of death, cardiovascular events, and hospitalization
N Engl J Med
Urinary albumin excretion predicts cardiovascular and noncardiovascular mortality in general population
Circulation
Predictors of new-onset kidney disease in a community-based population
JAMA
Chronic Renal Insufficiency Cohort (CRIC) Study: baseline characteristics and associations with kidney function
Clin J Am Soc Nephrol
Genomewide linkage analysis to serum creatinine, GFR, and creatinine clearance in a community-based population: the Framingham Heart Study
J Am Soc Nephrol
Familial aggregation of renal disease in a population-based case-control study
J Am Soc Nephrol
Population-based screening for family history of end-stage renal disease among incident dialysis patients
Am J Nephrol
Familial clustering of chronic kidney disease
Semin Dial
A HapMap harvest of insights into the genetics of common disease
J Clin Invest
Genome-wide association studies for complex traits: consensus, uncertainty and challenges
Nat Rev Genet
Genetic mapping in human disease
Science
Potential etiologic and functional implications of genome-wide association loci for human diseases and traits
Proc Natl Acad Sci U S A
Unravelling the genetic basis of renal diseases; from single gene to multifactorial disorders
J Pathol
Susceptibility genes in common complex kidney disease
Curr Opin Nephrol Hypertens
Complement factor H polymorphism in age-related macular degeneration
Science
The future of genetic studies of complex human diseases
Science
Initial sequencing and analysis of the human genome
Nature
The sequence of the human genome
Science
dbSNP: the NCBI database of genetic variation
Nucl Acids Res
The International HapMap Project
Nature
A haplotype map of the human genome
Nature
A second generation human haplotype map of over 3.1 million SNPs
Nature
Principal components analysis corrects for stratification in genome-wide association studies
Nat Genet
Genotype Imputation
Annu Rev Genomics Hum Genet
GenABEL: an R library for genome-wide association analysis
Bioinformatics
A new multipoint method for genome-wide association studies by imputation of genotypes
Nat Genet
The positives, protocols, and perils of genome-wide association
Am J Med Genet B Neuropsychiatr Genet
Common statistical issues in genome-wide association studies: a review on power, data quality control, genotype calling and population structure
Curr Opin Lipidol
Cited by (71)
Urate transport in health and disease
2021, Best Practice and Research: Clinical RheumatologyCitation Excerpt :The advent of genome-wide association studies (GWAS) provided an unbiased approach to identify urate-associated genes. GWAS shows correlations between a given condition and common single nucleotide polymorphisms (SNPs), which serve as markers for genomic space [20]. After identifying these genomic regions, additional analyses can be done to identify genes that are most likely to underlie the associated SNPs, sometimes identifying novel causal variants that contribute to disease risk.
Meta-analysis uncovers genome-wide significant variants for rapid kidney function decline
2021, Kidney InternationalLoci associated with genomic damage levels in chronic kidney disease patients and controls
2020, Mutation Research - Genetic Toxicology and Environmental MutagenesisClinical molecular nephrology-acute kidney injury and chronic kidney disease
2019, Clinical Molecular Medicine: Principles and PracticeFrom genetic epidemiology to exposome and systems epidemiology
2019, Applied Genomics and Public HealthProtein misfolding in endoplasmic reticulum stress with applications to renal diseases
2019, Advances in Protein Chemistry and Structural BiologyCitation Excerpt :Namely, common variants in the uromodulin (UMOD) and Protein Kinase AMP-Activated Non-Catalytic Subunit Gamma 2 (PRKAG2) genes were shown to be associated with chronic kidney disease (CKD) (Kottgen, 2010) while variants in Claudin 14 (CLDN14) was linked to kidney stone disease (Thorleifsson et al., 2009). Additionally, heritability of the primary outcome measurement of kidney function, Glomerular Filtration Rate (GFR), was estimated to be 0.33 to 0.82 which means that between 33% and 82% of the phenotypic variations in GFR values can be attributed to genetic factors (Kottgen, 2010). Moreover, heritability of end-stage renal disease (ESRD) was investigated by a group of Swedish scientists who studied ESRD in Swedish-born adopted children as well as their biological and adoptive parents.
Originally published online as doi:10.1053/j.ajkd.2010.05.018 on August 23, 2010.