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Verhoeven VJM, Hysi PG, Saw SM, Vitart V, Mirshahi A, Guggenheim JA, Cotch MF, Yamashiro K, Baird PN, Mackey DA, Wojciechowski R, Ikram MK, Hewitt AW, Duggal P, Janmahasatian S, Khor CC, Fan Q, Zhou X, Young TL, Tai ES, Goh LK, Li YJ, Aung T, Vithana E, Teo YY, Tay W, Sim X, Rudan I, Hayward C, Wright AF, Polasek O, Campbell H, Wilson JF, Fleck BW, Nakata I, Yoshimura N, Yamada R, Matsuda F, Ohno-Matsui K, Nag A, McMahon G, Pourcain BS, Lu Y, Rahi JS, Cumberland PM, Bhattacharya S, Simpson CL, Atwood LD, Li X, Raffel LJ, Murgia F, Portas L, Despriet DDG, van Koolwijk LME, Wolfram C, Lackner KJ, Tönjes A, Mägi R, Lehtimäki T, Kähönen M, Esko T, Metspalu A, Rantanen T, Pärssinen O, Klein BE, Meitinger T, Spector TD, Oostra BA, Smith AV, de Jong PTVM, Hofman A, Amin N, Karssen LC, Rivadeneira F, Vingerling JR, Eiríksdóttir G, Gudnason V, Döring A, Bettecken T, Uitterlinden AG, Williams C, Zeller T, Castagné R, Oexle K, van Duijn CM, Iyengar SK, Mitchell P, Wang JJ, Höhn R, Pfeiffer N, Bailey-Wilson JE, Stambolian D, Wong TY, Hammond CJ, Klaver CCW. Large scale international replication and meta-analysis study confirms association of the 15q14 locus with myopia. The CREAM consortium. Hum Genet 2012; 131:1467-80. [PMID: 22665138 PMCID: PMC3418496 DOI: 10.1007/s00439-012-1176-0] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2012] [Accepted: 04/27/2012] [Indexed: 12/14/2022]
Abstract
Myopia is a complex genetic disorder and a common cause of visual impairment among working age adults. Genome-wide association studies have identified susceptibility loci on chromosomes 15q14 and 15q25 in Caucasian populations of European ancestry. Here, we present a confirmation and meta-analysis study in which we assessed whether these two loci are also associated with myopia in other populations. The study population comprised 31 cohorts from the Consortium of Refractive Error and Myopia (CREAM) representing 4 different continents with 55,177 individuals; 42,845 Caucasians and 12,332 Asians. We performed a meta-analysis of 14 single nucleotide polymorphisms (SNPs) on 15q14 and 5 SNPs on 15q25 using linear regression analysis with spherical equivalent as a quantitative outcome, adjusted for age and sex. We calculated the odds ratio (OR) of myopia versus hyperopia for carriers of the top-SNP alleles using a fixed effects meta-analysis. At locus 15q14, all SNPs were significantly replicated, with the lowest P value 3.87 × 10(-12) for SNP rs634990 in Caucasians, and 9.65 × 10(-4) for rs8032019 in Asians. The overall meta-analysis provided P value 9.20 × 10(-23) for the top SNP rs634990. The risk of myopia versus hyperopia was OR 1.88 (95 % CI 1.64, 2.16, P < 0.001) for homozygous carriers of the risk allele at the top SNP rs634990, and OR 1.33 (95 % CI 1.19, 1.49, P < 0.001) for heterozygous carriers. SNPs at locus 15q25 did not replicate significantly (P value 5.81 × 10(-2) for top SNP rs939661). We conclude that common variants at chromosome 15q14 influence susceptibility for myopia in Caucasian and Asian populations world-wide.
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Affiliation(s)
- Virginie J. M. Verhoeven
- Department of Ophthalmology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Pirro G. Hysi
- Department of Twin Research and Genetic Epidemiology, King’s College London, St. Thomas’ Hospital, London, UK
| | - Seang-Mei Saw
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore
| | - Veronique Vitart
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Alireza Mirshahi
- Department of Ophthalmology, J. Gutenberg University Medical Center, Mainz, Germany
| | | | - Mary Frances Cotch
- Division of Epidemiology and Clinical Applications, National Eye Institute, Intramural Research Program, National Institutes of Health, Bethesda, USA
| | - Kenji Yamashiro
- Department of Ophthalmology, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Paul N. Baird
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, University of Melbourne, Melbourne, Australia
| | - David A. Mackey
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, University of Melbourne, Melbourne, Australia
- Centre for Ophthalmology and Visual Science, Lions Eye Institute, University of Western Australia, Perth, Australia
| | - Robert Wojciechowski
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, USA
- Inherited Disease Research Branch, National Human Genome Research Institute, National Institutes of Health, Baltimore, USA
| | - M. Kamran Ikram
- Department of Ophthalmology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Ophthalmology, National University Health System, National University of Singapore, Singapore, Singapore
| | - Alex W. Hewitt
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, University of Melbourne, Melbourne, Australia
| | - Priya Duggal
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, USA
| | - Sarayut Janmahasatian
- Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland, USA
| | - Chiea-Chuen Khor
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
| | - Qiao Fan
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | - Xin Zhou
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | - Terri L. Young
- Center for Human Genetics, Duke University Medical Center, Durham, USA
| | - E-Shyong Tai
- Department of Medicine, National University of Singapore, Singapore, Singapore
| | - Liang-Kee Goh
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
- Duke-National University of Singapore Graduate Medical School, Singapore, Singapore
| | - Yi-Ju Li
- Center for Human Genetics, Duke University Medical Center, Durham, USA
| | - Tin Aung
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore
- Department of Ophthalmology, National University Health System, National University of Singapore, Singapore, Singapore
| | - Eranga Vithana
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore
- Department of Ophthalmology, National University Health System, National University of Singapore, Singapore, Singapore
| | - Yik-Ying Teo
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
- Department of Statistics and Applied Probability, National University of Singapore, Singapore, Singapore
- Centre for Molecular Epidemiology, National University of Singapore, Singapore, Singapore
| | - Wanting Tay
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore
| | - Xueling Sim
- Centre for Molecular Epidemiology, National University of Singapore, Singapore, Singapore
| | - Igor Rudan
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Caroline Hayward
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Alan F. Wright
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Ozren Polasek
- Faculty of Medicine, University of Split, Split, Croatia
| | - Harry Campbell
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - James F. Wilson
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | | | - Isao Nakata
- Department of Ophthalmology, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Nagahisa Yoshimura
- Department of Ophthalmology, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Ryo Yamada
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Fumihiko Matsuda
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Kyoko Ohno-Matsui
- Department of Ophthalmology and Visual Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Abhishek Nag
- Department of Twin Research and Genetic Epidemiology, King’s College London, St. Thomas’ Hospital, London, UK
| | - George McMahon
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Beate St. Pourcain
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Yi Lu
- Department of Genetics and Population Health, Queensland Institute of Medical Research, Brisbane, Australia
| | - Jugnoo S. Rahi
- Medical Research Council Centre of Epidemiology for Child Health, Institute of Child Health, University College London, London, UK
- Institute of Ophthalmology, University College London, London, UK
| | - Phillippa M. Cumberland
- Medical Research Council Centre of Epidemiology for Child Health, Institute of Child Health, University College London, London, UK
- Ulverscroft Vision Research Group, University College London, London, UK
| | | | - Claire L. Simpson
- Inherited Disease Research Branch, National Human Genome Research Institute, National Institutes of Health, Baltimore, USA
| | - Larry D. Atwood
- Department of Neurology, Boston University School of Medicine, Boston, USA
| | - Xiaohui Li
- Medical Genetics Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - Leslie J. Raffel
- Medical Genetics Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - Federico Murgia
- Institute of Population Genetics, National Research Council, Sassari, Italy
| | - Laura Portas
- Institute of Population Genetics, National Research Council, Sassari, Italy
| | - Dominiek D. G. Despriet
- Department of Ophthalmology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Leonieke M. E. van Koolwijk
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Glaucoma Service, The Rotterdam Eye Hospital, Rotterdam, The Netherlands
| | - Christian Wolfram
- Department of Ophthalmology, J. Gutenberg University Medical Center, Mainz, Germany
| | - Karl J. Lackner
- Department of Ophthalmology, J. Gutenberg University Medical Center, Mainz, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, J. Gutenberg University Medical Center, Mainz, Germany
| | - Anke Tönjes
- Department of Medicine, University of Leipzig, Leipzig, Germany
- Integrated Research and Treatment Center (IFB) AdiposityDiseases, University of Leipzig, Leipzig, Germany
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- The Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
- University of Tampere School of Medicine, Tampere, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland
- Department of Clinical Physiology, University of Tampere School of Medicine, Tampere, Finland
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | | | - Taina Rantanen
- Department of Health Sciences, Gerontology Research Center, University of Jyväskylä, Jyväskylä, Finland
| | - Olavi Pärssinen
- Department of Ophthalmology, Central Hospital of Central Finland, Jyväskylä, Finland
| | - Barbara E. Klein
- Department of Ophthalmology and Visual Sciences, University of Wisconsin School of Medicine and Public Health, Madison, USA
| | - Thomas Meitinger
- Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Epidemiology I, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, Munich, Germany
| | - Timothy D. Spector
- Department of Twin Research and Genetic Epidemiology, King’s College London, St. Thomas’ Hospital, London, UK
| | - Ben A. Oostra
- Department of Clinical Genetics, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Albert V. Smith
- Department of Medicine, University of Iceland, Reykjavik, Iceland
- Icelandic Heart Association, Kopavogur, Iceland
| | - Paulus T. V. M. de Jong
- Department of Clinical and Molecular Ophthalmogenetics, Netherlands Institute of Neurosciences (NIN), An Institute of the Royal Netherlands Academy of Arts and Sciences (KNAW), Amsterdam, The Netherlands
- Department of Ophthalmology, Academic Medical Center, Amsterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Najaf Amin
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Lennart C. Karssen
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Johannes R. Vingerling
- Department of Ophthalmology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | | | - Vilmundur Gudnason
- Department of Medicine, University of Iceland, Reykjavik, Iceland
- Icelandic Heart Association, Kopavogur, Iceland
| | - Angela Döring
- Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Epidemiology II, Neuherberg, Germany
| | - Thomas Bettecken
- Center for Applied Genotyping, Max Planck Institute of Psychiatry, German Research Institute of Psychiatry, Munich, Germany
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Cathy Williams
- Centre for Child and Adolescent Health, University of Bristol, Bristol, UK
| | - Tanja Zeller
- Clinic for General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Raphaële Castagné
- INSERM UMRS 937, Pierre and Marie Curie University (UPMC, Paris 6) and Medical School, Paris, France
| | - Konrad Oexle
- Institute of Human Genetics, Technical University Munich, Munich, Germany
| | - Cornelia M. van Duijn
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Sudha K. Iyengar
- Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland, USA
| | - Paul Mitchell
- Department of Ophthalmology, Centre for Vision Research, Westmead Millennium Institute, University of Sydney, Sydney, Australia
| | - Jie Jin Wang
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, University of Melbourne, Melbourne, Australia
- Department of Ophthalmology, Centre for Vision Research, Westmead Millennium Institute, University of Sydney, Sydney, Australia
| | - René Höhn
- Department of Ophthalmology, J. Gutenberg University Medical Center, Mainz, Germany
| | - Norbert Pfeiffer
- Department of Ophthalmology, J. Gutenberg University Medical Center, Mainz, Germany
| | - Joan E. Bailey-Wilson
- Inherited Disease Research Branch, National Human Genome Research Institute, National Institutes of Health, Baltimore, USA
| | - Dwight Stambolian
- Department of Ophthalmology, University of Pennsylvania, Philadelphia, USA
| | - Tien-Yin Wong
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore
- Department of Ophthalmology, National University Health System, National University of Singapore, Singapore, Singapore
| | - Christopher J. Hammond
- Department of Twin Research and Genetic Epidemiology, King’s College London, St. Thomas’ Hospital, London, UK
| | - Caroline C. W. Klaver
- Department of Ophthalmology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
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