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PMID: 28892062 Published · ppublish English Comparative Study Journal Article Meta-Analysis

Genome-wide association study identifies 112 new loci for body mass index in the Japanese population.

Nature genetics ·Vol. 49 ·No. 10 ·2017-10-00 ·Pages 1458-1467

Akiyama M, Okada Y, Kanai M, Takahashi A, Momozawa Y, Ikeda M, Iwata N, Ikegawa S, Hirata M, Matsuda K, Iwasaki M, Yamaji T, Sawada N, Hachiya T, Tanno K, Shimizu A, Hozawa A, Minegishi N, Tsugane S, Yamamoto M, Kubo M, Kamatani Y

Abstract

Obesity is a risk factor for a wide variety of health problems. In a genome-wide association study (GWAS) of body mass index (BMI) in Japanese people (n = 173,430), we found 85 loci significantly associated with obesity (P < 5.0 × 10-8), of which 51 were previously unknown. We conducted trans-ancestral meta-analyses by integrating these results with the results from a GWAS of Europeans and identified 61 additional new loci. In total, this study identifies 112 novel loci, doubling the number of previously known BMI-associated loci. By annotating associated variants with cell-type-specific regulatory marks, we found enrichment of variants in CD19+ cells. We also found significant genetic correlations between BMI and lymphocyte count (P = 6.46 × 10-5, rg = 0.18) and between BMI and multiple complex diseases. These findings provide genetic evidence that lymphocytes are relevant to body weight regulation and offer insights into the pathogenesis of obesity.

MeSH Terms
Asians/genetics Body Mass Index Body Weight/genetics,physiology Comorbidity Diabetes Mellitus, Type 2/ethnology,genetics Europe/epidemiology Genome-Wide Association Study Humans Japan/epidemiology Lymphocyte Count Obesity/ethnology,genetics,immunology Polymorphism, Single Nucleotide Whites/genetics
Authors & Affiliations
22 authors, click to expand affiliations / ORCID
Akiyama Masato
Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan.
Okada Yukinori
Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan. | Department of Statistical Genetics, Osaka University Graduate School of Medicine, Osaka, Japan. | Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan.
Kanai Masahiro ORCID
Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan.
Takahashi Atsushi ORCID
Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan. | Laboratory for Omics Informatics, Omics Research Center, National Cerebral and Cardiovascular Center, Osaka, Japan.
Momozawa Yukihide
Laboratory for Genotyping Development, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan.
Ikeda Masashi
Department of Psychiatry, Fujita Health University School of Medicine, Aichi, Japan.
Iwata Nakao ORCID
Department of Psychiatry, Fujita Health University School of Medicine, Aichi, Japan.
Ikegawa Shiro
Laboratory for Bone and Joint Diseases, RIKEN Center for Integrative Medical Sciences, Tokyo, Japan.
Hirata Makoto
Institute of Medical Science, the University of Tokyo, Tokyo, Japan.
Matsuda Koichi ORCID
Graduate school of Frontier Sciences, the University of Tokyo, Tokyo, Japan.
Iwasaki Motoki
Division of Epidemiology, Center for Public Health Sciences, National Cancer Center, Tokyo, Japan.
Yamaji Taiki
Division of Epidemiology, Center for Public Health Sciences, National Cancer Center, Tokyo, Japan.
Sawada Norie
Division of Epidemiology, Center for Public Health Sciences, National Cancer Center, Tokyo, Japan.
Hachiya Tsuyoshi
Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan.
Tanno Kozo
Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan. | Department of Hygiene and Preventive Medicine, School of Medicine, Iwate Medical University, Iwate, Japan.
Shimizu Atsushi
Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan.
Hozawa Atsushi
Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan. | Graduate School of Medicine, Tohoku University, Sendai, Japan.
Minegishi Naoko
Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan. | Graduate School of Medicine, Tohoku University, Sendai, Japan.
Tsugane Shoichiro ORCID
Center for Public Health Sciences, National Cancer Center, Tokyo, Japan.
Yamamoto Masayuki
Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan. | Graduate School of Medicine, Tohoku University, Sendai, Japan.
Kubo Michiaki
RIKEN Center for Integrative Medical Sciences, Yokohama, Japan.
Kamatani Yoichiro ORCID
Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan. | Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan.
References (54)
54 references, click to expand
  1. The evolution and population genetics of the ALDH2 locus: random genetic drift, selection, and low levels of recombination.
    Ann Hum Genet. 2004 Mar;68(Pt 2):93-109 PMID: 15008789
  2. FTO Obesity Variant Circuitry and Adipocyte Browning in Humans.
    N Engl J Med. 2015 Sep 3;373(10 ):895-907 PMID: 26287746
  3. Meta-analysis of genome-wide association studies in East Asian-ancestry populations identifies four new loci for body mass index.
    Hum Mol Genet. 2014 Oct 15;23 (20):5492-504 PMID: 24861553
  4. Integrative analysis of 111 reference human epigenomes.
    Nature. 2015 Feb 19;518(7539):317-30 PMID: 25693563
  5. Gigantism and acromegaly due to Xq26 microduplications and GPR101 mutation.
    N Engl J Med. 2014 Dec 18;371(25):2363-74 PMID: 25470569
  6. Overview of the BioBank Japan Project: Study design and profile.
    J Epidemiol. 2017 Mar;27(3S):S2-S8 PMID: 28189464
  7. Principal components analysis corrects for stratification in genome-wide association studies.
    Nat Genet. 2006 Aug;38(8):904-9 PMID: 16862161
  8. Association between the human immune response and body mass index.
    Hum Immunol. 2012 May;73(5):480-5 PMID: 22426256
  9. The BioBank Japan Project.
    Clin Adv Hematol Oncol. 2007 Sep;5(9):696-7 PMID: 17982410
  10. In prehypertension leukocytosis is associated with body mass index but not with blood pressure or incident hypertension.
    J Hypertens. 2014 Feb;32(2):251-9 PMID: 24275841
  11. A linear complexity phasing method for thousands of genomes.
    Nat Methods. 2011 Dec 04;9(2):179-81 PMID: 22138821
  12. LD Score regression distinguishes confounding from polygenicity in genome-wide association studies.
    Nat Genet. 2015 Mar;47(3):291-5 PMID: 25642630
  13. Transethnic meta-analysis of genomewide association studies.
    Genet Epidemiol. 2011 Dec;35(8):809-22 PMID: 22125221
  14. Evidence of positive selection on a class I ADH locus.
    Am J Hum Genet. 2007 Mar;80(3):441-56 PMID: 17273965
  15. Systematic identification of trans eQTLs as putative drivers of known disease associations.
    Nat Genet. 2013 Oct;45(10 ):1238-1243 PMID: 24013639
  16. Genome partitioning of genetic variation for complex traits using common SNPs.
    Nat Genet. 2011 Jun;43(6):519-25 PMID: 21552263
  17. Epidemic obesity and type 2 diabetes in Asia.
    Lancet. 2006 Nov 11;368(9548):1681-8 PMID: 17098087
  18. Height, weight and body mass index (BMI) in psychiatrically ill US Armed Forces personnel.
    Psychol Med. 2003 Feb;33(2):363-8 PMID: 12622316
  19. Genetic variance estimation with imputed variants finds negligible missing heritability for human height and body mass index.
    Nat Genet. 2015 Oct;47(10):1114-20 PMID: 26323059
  20. Body mass index and the risk of rheumatoid arthritis: a systematic review and dose-response meta-analysis.
    Arthritis Res Ther. 2015 Mar 29;17:86 PMID: 25890172
  21. Common variants at CDKAL1 and KLF9 are associated with body mass index in east Asian populations.
    Nat Genet. 2012 Feb 19;44(3):302-6 PMID: 22344221
  22. Association analyses identify 38 susceptibility loci for inflammatory bowel disease and highlight shared genetic risk across populations.
    Nat Genet. 2015 Sep;47(9):979-986 PMID: 26192919
  23. The Influence of Age and Sex on Genetic Associations with Adult Body Size and Shape: A Large-Scale Genome-Wide Interaction Study.
    PLoS Genet. 2015 Oct 01;11(10):e1005378 PMID: 26426971
  24. B Lymphocytes in obesity-related adipose tissue inflammation and insulin resistance.
    Cell Mol Life Sci. 2014 Mar;71(6):1033-43 PMID: 24127133
  25. A high body mass index is associated with reduced risk of rheumatoid arthritis in men, but not in women.
    Rheumatology (Oxford). 2016 Feb;55(2):307-14 PMID: 26350488
  26. Overweight and obesity as determinants of cardiovascular risk: the Framingham experience.
    Arch Intern Med. 2002 Sep 9;162(16):1867-72 PMID: 12196085
  27. Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index.
    Nat Genet. 2010 Nov;42(11):937-48 PMID: 20935630
  28. Genetics of rheumatoid arthritis contributes to biology and drug discovery.
    Nature. 2014 Feb 20;506(7488):376-81 PMID: 24390342
  29. Body-mass index and incidence of cancer: a systematic review and meta-analysis of prospective observational studies.
    Lancet. 2008 Feb 16;371(9612):569-78 PMID: 18280327
  30. An atlas of genetic correlations across human diseases and traits.
    Nat Genet. 2015 Nov;47(11):1236-41 PMID: 26414676
  31. Analysis of protein-coding genetic variation in 60,706 humans.
    Nature. 2016 Aug 17;536(7616):285-91 PMID: 27535533
  32. Comparing methods for performing trans-ethnic meta-analysis of genome-wide association studies.
    Hum Mol Genet. 2013 Jun 1;22(11):2303-11 PMID: 23406875
  33. The origins and drivers of insulin resistance.
    Cell. 2013 Feb 14;152(4):673-84 PMID: 23415219
  34. The Genotype-Tissue Expression (GTEx) project.
    Nat Genet. 2013 Jun;45(6):580-5 PMID: 23715323
  35. Partitioning heritability by functional annotation using genome-wide association summary statistics.
    Nat Genet. 2015 Nov;47(11):1228-35 PMID: 26414678
  36. Cross-sectional analysis of BioBank Japan clinical data: A large cohort of 200,000 patients with 47 common diseases.
    J Epidemiol. 2017 Mar;27(3S):S9-S21 PMID: 28190657
  37. Lower Muscle Mass and Body Fat in Adolescent Idiopathic Scoliosis Are Associated With Abnormal Leptin Bioavailability.
    Spine (Phila Pa 1976). 2016 Jun;41(11):940-6 PMID: 26656046
  38. MaCH: using sequence and genotype data to estimate haplotypes and unobserved genotypes.
    Genet Epidemiol. 2010 Dec;34(8):816-34 PMID: 21058334
  39. Large-scale association analyses identify new loci influencing glycemic traits and provide insight into the underlying biological pathways.
    Nat Genet. 2012 Sep;44(9):991-1005 PMID: 22885924
  40. Body mass index as predictor for asthma: a cohort study of 118,723 males and females.
    Eur Respir J. 2010 Jun;35(6):1235-42 PMID: 20075044
  41. Chromatin marks identify critical cell types for fine mapping complex trait variants.
    Nat Genet. 2013 Feb;45(2):124-30 PMID: 23263488
  42. LD Hub: a centralized database and web interface to perform LD score regression that maximizes the potential of summary level GWAS data for SNP heritability and genetic correlation analysis.
    Bioinformatics. 2017 Jan 15;33(2):272-279 PMID: 27663502
  43. LocusZoom: regional visualization of genome-wide association scan results.
    Bioinformatics. 2010 Sep 15;26(18):2336-7 PMID: 20634204
  44. Impact of type 2 diabetes susceptibility variants on quantitative glycemic traits reveals mechanistic heterogeneity.
    Diabetes. 2014 Jun;63(6):2158-71 PMID: 24296717
  45. Height and body mass index in young adulthood and risk of schizophrenia: a longitudinal study of 1 347 520 Swedish men.
    Acta Psychiatr Scand. 2007 Nov;116(5):378-85 PMID: 17919157
  46. PLINK: a tool set for whole-genome association and population-based linkage analyses.
    Am J Hum Genet. 2007 Sep;81(3):559-75 PMID: 17701901
  47. Obesity.
    Lancet. 2005 Oct 1;366(9492):1197-209 PMID: 16198769
  48. A map of human genome variation from population-scale sequencing.
    Nature. 2010 Oct 28;467(7319):1061-73 PMID: 20981092
  49. GCTA: a tool for genome-wide complex trait analysis.
    Am J Hum Genet. 2011 Jan 7;88(1):76-82 PMID: 21167468
  50. Common inherited variation in mitochondrial genes is not enriched for associations with type 2 diabetes or related glycemic traits.
    PLoS Genet. 2010 Aug 12;6(8):null PMID: 20714348
  51. Genetic studies of body mass index yield new insights for obesity biology.
    Nature. 2015 Feb 12;518(7538):197-206 PMID: 25673413
  52. Ossification of the posterior longitudinal ligament: an update on its biology, epidemiology, and natural history.
    Neurosurgery. 2006 Jun;58(6):1027-39; discussion 1027-39 PMID: 16723881
  53. ANNOVAR: functional annotation of genetic variants from high-throughput sequencing data.
    Nucleic Acids Res. 2010 Sep;38(16):e164 PMID: 20601685
  54. B cells promote insulin resistance through modulation of T cells and production of pathogenic IgG antibodies.
    Nat Med. 2011 May;17(5):610-7 PMID: 21499269
Article Info
Journal
Nature genetics
Abbr.
Nat Genet
ISSN
1546-1718
Published
2017-10-00
Epub
2017-00-11
Pages
1458-1467
Language
English
Region
United States
NLM ID
9216904
Subset
IM
Analysis Services
Analysis Services

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