Abstract
To identify genetic factors influencing quantitative traits of biomedical importance, we conducted a genome-wide association study in 8,842 samples from population-based cohorts recruited in Korea. For height and body mass index, most variants detected overlapped those reported in European samples. For the other traits examined, replication of promising GWAS signals in 7,861 independent Korean samples identified six previously unknown loci. For pulse rate, signals reaching genome-wide significance mapped to chromosomes 1q32 (rs12731740, P = 2.9 x 10(-9)) and 6q22 (rs12110693, P = 1.6 x 10(-9)), with the latter approximately 400 kb from the coding sequence of GJA1. For systolic blood pressure, the most compelling association involved chromosome 12q21 and variants near the ATP2B1 gene (rs17249754, P = 1.3 x 10(-7)). For waist-hip ratio, variants on chromosome 12q24 (rs2074356, P = 7.8 x 10(-12)) showed convincing associations, although no regional transcript has strong biological candidacy. Finally, we identified two loci influencing bone mineral density at multiple sites. On chromosome 7q31, rs7776725 (within the FAM3C gene) was associated with bone density at the radius (P = 1.0 x 10(-11)), tibia (P = 1.6 x 10(-6)) and heel (P = 1.9 x 10(-10)). On chromosome 7p14, rs1721400 (mapping close to SFRP4, a frizzled protein gene) showed consistent associations at the same three sites (P = 2.2 x 10(-3), P = 1.4 x 10(-7) and P = 6.0 x 10(-4), respectively). This large-scale GWA analysis of well-characterized Korean population-based samples highlights previously unknown biological pathways.
MeSH Terms
Adult
Aged
Asians/genetics
Body Mass Index
Bone Density/genetics
Cohort Studies
Genetic Predisposition to Disease
Genome, Human/genetics
Genome-Wide Association Study
Genotype
Humans
Middle Aged
Polymorphism, Single Nucleotide
Quantitative Trait Loci/genetics
Waist-Hip Ratio
Authors & Affiliations
32 authors, click to expand affiliations / ORCID
Cho Yoon Shin
Center for Genome Science, National Institute of Health, Seoul, Korea.
Go Min Jin
Kim Young Jin
Heo Jee Yeon
Oh Ji Hee
Ban Hyo-Jeong
Yoon Dankyu
Lee Mi Hee
Kim Dong-Joon
Park Miey
Cha Seung-Hun
Kim Jun-Woo
Han Bok-Ghee
Min Haesook
Ahn Younjhin
Park Man Suk
Han Hye Ree
Jang Hye-Yoon
Cho Eun Young
Lee Jong-Eun
Cho Nam H
Shin Chol
Park Taesung
Park Ji Wan
Lee Jong-Keuk
Cardon Lon
Clarke Geraldine
McCarthy Mark I
Lee Jong-Young
Lee Jong-Koo
Oh Bermseok
Kim Hyung-Lae
References (27)
27 references, click to expand
-
Targeted ablation of plasma membrane Ca2+-ATPase (PMCA) 1 and 4 indicates a major housekeeping function for PMCA1 and a critical role in hyperactivated sperm motility and male fertility for PMCA4.
J Biol Chem. 2004 Aug 6;279(32):33742-50
PMID: 15178683
-
The muscle-specific microRNA miR-1 regulates cardiac arrhythmogenic potential by targeting GJA1 and KCNJ2.
Nat Med. 2007 Apr;13(4):486-91
PMID: 17401374
-
Decoding randomly ordered DNA arrays.
Genome Res. 2004 May;14(5):870-7
PMID: 15078854
-
The Ca2+ pump of the plasma membrane.
J Biol Chem. 1992 Feb 5;267(4):2115-8
PMID: 1310307
-
Genome-wide association scans identified CTNNBL1 as a novel gene for obesity.
Hum Mol Genet. 2008 Jun 15;17(12):1803-13
PMID: 18325910
-
Altered expression of gap junction connexin proteins may partly underlie heart rhythm disturbances in the streptozotocin-induced diabetic rat heart.
Mol Cell Biochem. 2007 Nov;305(1-2):145-51
PMID: 17632690
-
ILEI: a cytokine essential for EMT, tumor formation, and late events in metastasis in epithelial cells.
Cancer Cell. 2006 Sep;10(3):227-39
PMID: 16959614
-
Many sequence variants affecting diversity of adult human height.
Nat Genet. 2008 May;40(5):609-15
PMID: 18391951
-
A new multipoint method for genome-wide association studies by imputation of genotypes.
Nat Genet. 2007 Jul;39(7):906-13
PMID: 17572673
-
A comparison between SNaPshot, pyrosequencing, and biplex invader SNP genotyping methods: accuracy, cost, and throughput.
J Biochem Biophys Methods. 2004 Jul 30;60(1):1-12
PMID: 15236905
-
A common variant in the FTO gene is associated with body mass index and predisposes to childhood and adult obesity.
Science. 2007 May 11;316(5826):889-94
PMID: 17434869
-
Engraftment of connexin 43-expressing cells prevents post-infarct arrhythmia.
Nature. 2007 Dec 6;450(7171):819-24
PMID: 18064002
-
Genotyping using the TaqMan assay.
Curr Protoc Hum Genet. 2008 Jan;Chapter 2:Unit 2.10
PMID: 18428424
-
Genome-wide association analysis identifies 20 loci that influence adult height.
Nat Genet. 2008 May;40(5):575-83
PMID: 18391952
-
Common variants near MC4R are associated with fat mass, weight and risk of obesity.
Nat Genet. 2008 Jun;40(6):768-75
PMID: 18454148
-
Identification of ten loci associated with height highlights new biological pathways in human growth.
Nat Genet. 2008 May;40(5):584-91
PMID: 18391950
-
Differential effects of secreted frizzled-related proteins (sFRPs) on osteoblastic differentiation of mouse mesenchymal cells and apoptosis of osteoblasts.
Biochem Biophys Res Commun. 2008 Mar 7;367(2):399-405
PMID: 18166153
-
New insights into myocardial arrhythmogenesis: distribution of gap-junctional coupling in normal, ischaemic and hypertrophied human hearts.
Clin Sci (Lond). 1996 Jun;90(6):447-52
PMID: 8697713
-
Membrane cofactor protein (MCP; CD46): isoform-specific tyrosine phosphorylation.
J Immunol. 2000 Feb 15;164(4):1839-46
PMID: 10657632
-
Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls.
Nature. 2007 Jun 7;447(7145):661-78
PMID: 17554300
-
Analysis of primitive CD34- and CD34+ hematopoietic cells from adults: gain and loss of CD34 antigen by undifferentiated cells are closely linked to proliferative status in culture.
Stem Cells. 2004;22(4):556-69
PMID: 15277701
-
Heterogeneity in meta-analyses of genome-wide association investigations.
PLoS One. 2007 Sep 05;2(9):e841
PMID: 17786212
-
A genotype calling algorithm for affymetrix SNP arrays.
Bioinformatics. 2006 Jan 1;22(1):7-12
PMID: 16267090
-
Genomic control, a new approach to genetic-based association studies.
Theor Popul Biol. 2001 Nov;60(3):155-66
PMID: 11855950
-
Principal components analysis corrects for stratification in genome-wide association studies.
Nat Genet. 2006 Aug;38(8):904-9
PMID: 16862161
-
Osteoblast-targeted expression of Sfrp4 in mice results in low bone mass.
J Bone Miner Res. 2008 Feb;23(2):271-7
PMID: 17907918
-
Secreted frizzled-related protein 4 is a negative regulator of peak BMD in SAMP6 mice.
J Bone Miner Res. 2006 Nov;21(11):1713-21
PMID: 17002585