Centre for Eye Research Australia (CERA) - Research Publications

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    Large scale international replication and meta-analysis study confirms association of the 15q14 locus with myopia. The CREAM consortium
    Verhoeven, VJM ; Hysi, PG ; Saw, S-M ; 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, C-C ; Fan, Q ; Zhou, X ; Young, TL ; Tai, E-S ; Goh, L-K ; Li, Y-J ; Aung, T ; Vithana, E ; Teo, Y-Y ; 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 ; St Pourcain, B ; 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 ; Toenjes, A ; Maegi, R ; Lehtimaki, T ; Kahonen, M ; Esko, T ; Metspalu, A ; Rantanen, T ; Parssinen, O ; Klein, BE ; Meitinger, T ; Spector, TD ; Oostra, BA ; Smith, AV ; de Jong, PTVM ; Hofman, A ; Amin, N ; Karssen, LC ; Rivadeneira, F ; Vingerling, JR ; Eiriksdottir, G ; Gudnason, V ; Doering, A ; Bettecken, T ; Uitterlinden, AG ; Williams, C ; Zeller, T ; Castagne, R ; Oexle, K ; van Duijn, CM ; Iyengar, SK ; Mitchell, P ; Wang, JJ ; Hoehn, R ; Pfeiffer, N ; Bailey-Wilson, JE ; Stambolian, D ; Wong, T-Y ; Hammond, CJ ; Klaver, CCW (SPRINGER, 2012-09)
    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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    A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants
    Fritsche, LG ; Igl, W ; Bailey, JNC ; Grassmann, F ; Sengupta, S ; Bragg-Gresham, JL ; Burdon, KP ; Hebbring, SJ ; Wen, C ; Gorski, M ; Kim, IK ; Cho, D ; Zack, D ; Souied, E ; Scholl, HPN ; Bala, E ; Lee, KE ; Hunter, DJ ; Sardell, RJ ; Mitchell, P ; Merriam, JE ; Cipriani, V ; Hoffman, JD ; Schick, T ; Lechanteur, YTE ; Guymer, RH ; Johnson, MP ; Jiang, Y ; Stanton, CM ; Buitendijk, GHS ; Zhan, X ; Kwong, AM ; Boleda, A ; Brooks, M ; Gieser, L ; Ratnapriya, R ; Branham, KE ; Foerster, JR ; Heckenlively, JR ; Othman, MI ; Vote, BJ ; Liang, HH ; Souzeau, E ; McAllister, IL ; Isaacs, T ; Hall, J ; Lake, S ; Mackey, DA ; Constable, IJ ; Craig, JE ; Kitchner, TE ; Yang, Z ; Su, Z ; Luo, H ; Chen, D ; Hong, O ; Flagg, K ; Lin, D ; Mao, G ; Ferreyra, H ; Starke, K ; von Strachwitz, CN ; Wolf, A ; Brandl, C ; Rudolph, G ; Olden, M ; Morrison, MA ; Morgan, DJ ; Schu, M ; Ahn, J ; Silvestri, G ; Tsironi, EE ; Park, KH ; Farrer, LA ; Orlin, A ; Brucker, A ; Li, M ; Curcio, CA ; Mohand-Said, S ; Sahel, J-M ; Audo, I ; Benchaboune, M ; Cree, AJ ; Rennie, CA ; Goverdhan, SV ; Grunin, M ; Hagbi-Levi, S ; Campochiaro, P ; Katsanis, N ; Holz, FG ; Blond, F ; Blanche, H ; Deleuze, J-F ; Igo, RP ; Truitt, B ; Peachey, NS ; Meuer, SM ; Myers, CE ; Moore, EL ; Klein, R ; Hauser, MA ; Postel, EA ; Courtenay, MD ; Schwartz, SG ; Kovach, JL ; Scott, WK ; Liew, G ; Tan, AG ; Gopinath, B ; Merriam, JC ; Smith, RT ; Khan, JC ; Shahid, H ; Moore, AT ; McGrath, JA ; Laux, R ; Brantley, MA ; Agarwal, A ; Ersoy, L ; Caramoy, A ; Langmann, T ; Saksens, NTM ; de Jong, EK ; Hoyng, CB ; Cain, MS ; Richardson, AJ ; Martin, TM ; Blangero, J ; Weeks, DE ; Dhillon, B ; van Duijn, CM ; Doheny, KF ; Romm, J ; Klaver, CCW ; Hayward, C ; Gorin, MB ; Klein, ML ; Baird, PN ; den Hollander, AI ; Fauser, S ; Yates, JRW ; Allikmets, R ; Wang, JJ ; Schaumberg, DA ; Klein, BEK ; Hagstrom, SA ; Chowers, I ; Lotery, AJ ; Leveillard, T ; Zhang, K ; Brilliant, MH ; Hewitt, AW ; Swaroop, A ; Chew, EY ; Pericak-Vance, MA ; DeAngelis, M ; Stambolian, D ; Haines, JL ; Iyengar, SK ; Weber, BHF ; Abecasis, GR ; Heid, IM (NATURE PUBLISHING GROUP, 2016-02)
    Advanced age-related macular degeneration (AMD) is the leading cause of blindness in the elderly, with limited therapeutic options. Here we report on a study of >12 million variants, including 163,714 directly genotyped, mostly rare, protein-altering variants. Analyzing 16,144 patients and 17,832 controls, we identify 52 independently associated common and rare variants (P < 5 × 10(-8)) distributed across 34 loci. Although wet and dry AMD subtypes exhibit predominantly shared genetics, we identify the first genetic association signal specific to wet AMD, near MMP9 (difference P value = 4.1 × 10(-10)). Very rare coding variants (frequency <0.1%) in CFH, CFI and TIMP3 suggest causal roles for these genes, as does a splice variant in SLC16A8. Our results support the hypothesis that rare coding variants can pinpoint causal genes within known genetic loci and illustrate that applying the approach systematically to detect new loci requires extremely large sample sizes.
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    Genome-wide association study for refractive astigmatism reveals genetic co-determination with spherical equivalent refractive error: the CREAM consortium
    Li, Q ; Wojciechowski, R ; Simpson, CL ; Hysi, PG ; Verhoeven, VJM ; Ikram, MK ; Hoehn, R ; Vitart, V ; Hewitt, AW ; Oexle, K ; Makela, K-M ; MacGregor, S ; Pirastu, M ; Fan, Q ; Cheng, C-Y ; St Pourcain, B ; McMahon, G ; Kemp, JP ; Northstone, K ; Rahi, JS ; Cumberland, PM ; Martin, NG ; Sanfilippo, PG ; Lu, Y ; Wang, YX ; Hayward, C ; Polasek, O ; Campbell, H ; Bencic, G ; Wright, AF ; Wedenoja, J ; Zeller, T ; Schillert, A ; Mirshahi, A ; Lackner, K ; Yip, SP ; Yap, MKH ; Ried, JS ; Gieger, C ; Murgia, F ; Wilson, JF ; Fleck, B ; Yazar, S ; Vingerling, JR ; Hofman, A ; Uitterlinden, A ; Rivadeneira, F ; Amin, N ; Karssen, L ; Oostra, BA ; Zhou, X ; Teo, Y-Y ; Tai, ES ; Vithana, E ; Barathi, V ; Zheng, Y ; Siantar, RG ; Neelam, K ; Shin, Y ; Lam, J ; Yonova-Doing, E ; Venturini, C ; Hosseini, SM ; Wong, H-S ; Lehtimaki, T ; Kahonen, M ; Raitakari, O ; Timpson, NJ ; Evans, DM ; Khor, C-C ; Aung, T ; Young, TL ; Mitchell, P ; Klein, B ; van Duijn, CM ; Meitinger, T ; Jonas, JB ; Baird, PN ; Mackey, DA ; Wong, TY ; Saw, S-M ; Parssinen, O ; Stambolian, D ; Hammond, CJ ; Klaver, CCW ; Williams, C ; Paterson, AD ; Bailey-Wilson, JE ; Guggenheim, JA (SPRINGER, 2015-02)
    To identify genetic variants associated with refractive astigmatism in the general population, meta-analyses of genome-wide association studies were performed for: White Europeans aged at least 25 years (20 cohorts, N = 31,968); Asian subjects aged at least 25 years (7 cohorts, N = 9,295); White Europeans aged <25 years (4 cohorts, N = 5,640); and all independent individuals from the above three samples combined with a sample of Chinese subjects aged <25 years (N = 45,931). Participants were classified as cases with refractive astigmatism if the average cylinder power in their two eyes was at least 1.00 diopter and as controls otherwise. Genome-wide association analysis was carried out for each cohort separately using logistic regression. Meta-analysis was conducted using a fixed effects model. In the older European group the most strongly associated marker was downstream of the neurexin-1 (NRXN1) gene (rs1401327, P = 3.92E-8). No other region reached genome-wide significance, and association signals were lower for the younger European group and Asian group. In the meta-analysis of all cohorts, no marker reached genome-wide significance: The most strongly associated regions were, NRXN1 (rs1401327, P = 2.93E-07), TOX (rs7823467, P = 3.47E-07) and LINC00340 (rs12212674, P = 1.49E-06). For 34 markers identified in prior GWAS for spherical equivalent refractive error, the beta coefficients for genotype versus spherical equivalent, and genotype versus refractive astigmatism, were highly correlated (r = -0.59, P = 2.10E-04). This work revealed no consistent or strong genetic signals for refractive astigmatism; however, the TOX gene region previously identified in GWAS for spherical equivalent refractive error was the second most strongly associated region. Analysis of additional markers provided evidence supporting widespread genetic co-susceptibility for spherical and astigmatic refractive errors.
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    Genome-wide analysis of multi-ancestry cohorts identifies new loci influencing intraocular pressure and susceptibility to glaucoma
    Hysi, PG ; Cheng, C-Y ; Springelkamp, H ; Macgregor, S ; Bailey, JNC ; Wojciechowski, R ; Vitart, V ; Nag, A ; Hewitt, AW ; Hohn, R ; Venturini, C ; Mirshahi, A ; Ramdas, WD ; Thorleifsson, G ; Vithana, E ; Khor, C-C ; Stefansson, AB ; Liao, J ; Haines, JL ; Amin, N ; Wang, YX ; Wild, PS ; Ozel, AB ; Li, JZ ; Fleck, BW ; Zeller, T ; Staffieri, SE ; Teo, Y-Y ; Cuellar-Partida, G ; Luo, X ; Allingham, RR ; Richards, JE ; Senft, A ; Karssen, LC ; Zheng, Y ; Bellenguez, C ; Xu, L ; Iglesias, AI ; Wilson, JF ; Kang, JH ; van Leeuwen, EM ; Jonsson, V ; Thorsteinsdottir, U ; Despriet, DDG ; Ennis, S ; Moroi, SE ; Martin, NG ; Jansonius, NM ; Yazar, S ; Tai, E-S ; Amouyel, P ; Kirwan, J ; van Koolwijk, LME ; Hauser, MA ; Jonasson, F ; Leo, P ; Loomis, SJ ; Fogarty, R ; Rivadeneira, F ; Kearns, L ; Lackner, KJ ; de Jong, PTVM ; Simpson, CL ; Pennell, CE ; Oostra, BA ; Uitterlinden, AG ; Saw, S-M ; Lotery, AJ ; Bailey-Wilson, JE ; Hofman, A ; Vingerling, JR ; Maubaret, C ; Pfeiffer, N ; Wolfs, RCW ; Lemij, HG ; Young, TL ; Pasquale, LR ; Delcourt, C ; Spector, TD ; Klaver, CCW ; Small, KS ; Burdon, KP ; Stefansson, K ; Wong, T-Y ; Viswanathan, A ; Mackey, DA ; Craig, JE ; Wiggs, JL ; van Duijn, CM ; Hammond, CJ ; Aung, T (NATURE PUBLISHING GROUP, 2014-10)
    Elevated intraocular pressure (IOP) is an important risk factor in developing glaucoma, and variability in IOP might herald glaucomatous development or progression. We report the results of a genome-wide association study meta-analysis of 18 population cohorts from the International Glaucoma Genetics Consortium (IGGC), comprising 35,296 multi-ancestry participants for IOP. We confirm genetic association of known loci for IOP and primary open-angle glaucoma (POAG) and identify four new IOP-associated loci located on chromosome 3q25.31 within the FNDC3B gene (P = 4.19 × 10(-8) for rs6445055), two on chromosome 9 (P = 2.80 × 10(-11) for rs2472493 near ABCA1 and P = 6.39 × 10(-11) for rs8176693 within ABO) and one on chromosome 11p11.2 (best P = 1.04 × 10(-11) for rs747782). Separate meta-analyses of 4 independent POAG cohorts, totaling 4,284 cases and 95,560 controls, showed that 3 of these loci for IOP were also associated with POAG.
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    Genetic Loci for Retinal Arteriolar Microcirculation
    Sim, X ; Jensen, RA ; Ikram, MK ; Cotch, MF ; Li, X ; MacGregor, S ; Xie, J ; Smith, AV ; Boerwinkle, E ; Mitchell, P ; Klein, R ; Klein, BEK ; Glazer, NL ; Lumley, T ; McKnight, B ; Psaty, BM ; de Jong, PTVM ; Hofman, A ; Rivadeneira, F ; Uitterlinden, AG ; van Duijn, CM ; Aspelund, T ; Eiriksdottir, G ; Harris, TB ; Jonasson, F ; Launer, LJ ; Attia, J ; Baird, PN ; Harrap, S ; Holliday, EG ; Inouye, M ; Rochtchina, E ; Scott, RJ ; Viswanathan, A ; Li, G ; Smith, NL ; Wiggins, KL ; Kuo, JZ ; Taylor, KD ; Hewitt, AW ; Martin, NG ; Montgomery, GW ; Sun, C ; Young, TL ; Mackey, DA ; van Zuydam, NR ; Doney, ASF ; Palmer, CNA ; Morris, AD ; Rotter, JI ; Tai, ES ; Gudnason, V ; Vingerling, JR ; Siscovick, DS ; Wang, JJ ; Wong, TY ; Wallace, GR (PUBLIC LIBRARY SCIENCE, 2013-06-12)
    Narrow arterioles in the retina have been shown to predict hypertension as well as other vascular diseases, likely through an increase in the peripheral resistance of the microcirculatory flow. In this study, we performed a genome-wide association study in 18,722 unrelated individuals of European ancestry from the Cohorts for Heart and Aging Research in Genomic Epidemiology consortium and the Blue Mountain Eye Study, to identify genetic determinants associated with variations in retinal arteriolar caliber. Retinal vascular calibers were measured on digitized retinal photographs using a standardized protocol. One variant (rs2194025 on chromosome 5q14 near the myocyte enhancer factor 2C MEF2C gene) was associated with retinal arteriolar caliber in the meta-analysis of the discovery cohorts at genome-wide significance of P-value <5×10(-8). This variant was replicated in an additional 3,939 individuals of European ancestry from the Australian Twins Study and Multi-Ethnic Study of Atherosclerosis (rs2194025, P-value = 2.11×10(-12) in combined meta-analysis of discovery and replication cohorts). In independent studies of modest sample sizes, no significant association was found between this variant and clinical outcomes including coronary artery disease, stroke, myocardial infarction or hypertension. In conclusion, we found one novel loci which underlie genetic variation in microvasculature which may be relevant to vascular disease. The relevance of these findings to clinical outcomes remains to be determined.
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    Meta-analysis of genome-wide association studies identifies novel loci that influence cupping and the glaucomatous process
    Springelkamp, H ; Hoehn, R ; Mishra, A ; Hysi, PG ; Khor, C-C ; Loomis, SJ ; Bailey, JNC ; Gibson, J ; Thorleifsson, G ; Janssen, SF ; Luo, X ; Ramdas, WD ; Vithana, E ; Nongpiur, ME ; Montgomery, G ; Xu, L ; Mountain, JE ; Gharahkhani, P ; Lu, Y ; Amin, N ; Karssen, LC ; Sim, K-S ; van Leeuwen, EM ; Iglesias, AI ; Verhoeven, VJM ; Hauser, MA ; Loon, S-C ; Despriet, DDG ; Nag, A ; Venturini, C ; Sanfilippo, PG ; Schillert, A ; Kang, JH ; Landers, J ; Jonasson, F ; Cree, AJ ; van Koolwijk, LME ; Rivadeneira, F ; Souzeau, E ; Jonsson, V ; Menon, G ; Weinreb, RN ; de Jong, PTVM ; Oostra, BA ; Uitterlinden, AG ; Hofman, A ; Ennis, S ; Thorsteinsdottir, U ; Burdon, KP ; Spector, TD ; Mirshahi, A ; Saw, S-M ; Vingerling, JR ; Teo, Y-Y ; Haines, JL ; Wolfs, RCW ; Lemij, HG ; Tai, E-S ; Jansonius, NM ; Jonas, JB ; Cheng, C-Y ; Aung, T ; Viswanathan, AC ; Klaver, CCW ; Craig, JE ; Macgregor, S ; Mackey, DA ; Lotery, AJ ; Stefansson, K ; Bergen, AAB ; Young, TL ; Wiggs, JL ; Pfeiffer, N ; Wong, T-Y ; Pasquale, LR ; Hewitt, AW ; van Duijn, CM ; Hammond, CJ (NATURE PORTFOLIO, 2014-09)
    Glaucoma is characterized by irreversible optic nerve degeneration and is the most frequent cause of irreversible blindness worldwide. Here, the International Glaucoma Genetics Consortium conducts a meta-analysis of genome-wide association studies of vertical cup-disc ratio (VCDR), an important disease-related optic nerve parameter. In 21,094 individuals of European ancestry and 6,784 individuals of Asian ancestry, we identify 10 new loci associated with variation in VCDR. In a separate risk-score analysis of five case-control studies, Caucasians in the highest quintile have a 2.5-fold increased risk of primary open-angle glaucoma as compared with those in the lowest quintile. This study has more than doubled the known loci associated with optic disc cupping and will allow greater understanding of mechanisms involved in this common blinding condition.
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    Childhood gene-environment interactions and age-dependent effects of genetic variants associated with refractive error and myopia: The CREAM Consortium
    Fan, Q ; Guo, X ; Tideman, JWL ; Williams, KM ; Yazar, S ; Hosseini, SM ; Howe, LD ; St Pourcain, B ; Evans, DM ; Timpson, NJ ; McMahon, G ; Hysi, PG ; Krapohl, E ; Wang, YX ; Jonas, JB ; Baird, PN ; Wang, JJ ; Cheng, C-Y ; Teo, Y-Y ; Wong, T-Y ; Ding, X ; Wojciechowski, R ; Young, TL ; Parssinen, O ; Oexle, K ; Pfeiffer, N ; Bailey-Wilson, JE ; Paterson, AD ; Klaver, CCW ; Plomin, R ; Hammond, CJ ; Mackey, DA ; He, M ; Saw, S-M ; Williams, C ; Guggenheim, JA (NATURE PORTFOLIO, 2016-05-13)
    Myopia, currently at epidemic levels in East Asia, is a leading cause of untreatable visual impairment. Genome-wide association studies (GWAS) in adults have identified 39 loci associated with refractive error and myopia. Here, the age-of-onset of association between genetic variants at these 39 loci and refractive error was investigated in 5200 children assessed longitudinally across ages 7-15 years, along with gene-environment interactions involving the major environmental risk-factors, nearwork and time outdoors. Specific variants could be categorized as showing evidence of: (a) early-onset effects remaining stable through childhood, (b) early-onset effects that progressed further with increasing age, or (c) onset later in childhood (N = 10, 5 and 11 variants, respectively). A genetic risk score (GRS) for all 39 variants explained 0.6% (P = 6.6E-08) and 2.3% (P = 6.9E-21) of the variance in refractive error at ages 7 and 15, respectively, supporting increased effects from these genetic variants at older ages. Replication in multi-ancestry samples (combined N = 5599) yielded evidence of childhood onset for 6 of 12 variants present in both Asians and Europeans. There was no indication that variant or GRS effects altered depending on time outdoors, however 5 variants showed nominal evidence of interactions with nearwork (top variant, rs7829127 in ZMAT4; P = 6.3E-04).
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    Meta-analysis of gene-environment-wide association scans accounting for education level identifies additional loci for refractive error
    Fan, Q ; Verhoeven, VJM ; Wojciechowski, R ; Barathi, VA ; Hysi, PG ; Guggenheim, JA ; Hoehn, R ; Vitart, V ; Khawaja, AP ; Yamashiro, K ; Hosseini, SM ; Lehtimaki, T ; Lu, Y ; Haller, T ; Xie, J ; Delcourt, C ; Pirastu, M ; Wedenoja, J ; Gharahkhani, P ; Venturini, C ; Miyake, M ; Hewitt, AW ; Guo, X ; Mazur, J ; Huffman, JE ; Williams, KM ; Polasek, O ; Campbell, H ; Rudan, I ; Vatavuk, Z ; Wilson, JF ; Joshi, PK ; McMahon, G ; St Pourcain, B ; Evans, DM ; Simpson, CL ; Schwantes-An, T-H ; Igo, RP ; Mirshahi, A ; Cougnard-Gregoire, A ; Bellenguez, C ; Blettner, M ; Raitakari, O ; Kaehoenen, M ; Seppala, I ; Zeller, T ; Meitinger, T ; Ried, JS ; Gieger, C ; Portas, L ; van Leeuwen, EM ; Amin, N ; Uitterlinden, AG ; Rivadeneira, F ; Hofman, A ; Vingerling, JR ; Wang, YX ; Wang, X ; Boh, ET-H ; Ikram, MK ; Sabanayagam, C ; Gupta, P ; Tan, V ; Zhou, L ; Ho, CEH ; Lim, W ; Beuerman, RW ; Siantar, R ; Tai, E-S ; Vithana, E ; Mihailov, E ; Khor, C-C ; Hayward, C ; Luben, RN ; Foster, PJ ; Klein, BEK ; Klein, R ; Wong, H-S ; Mitchell, P ; Metspalu, A ; Aung, T ; Young, TL ; He, M ; Paerssinen, O ; van Duijn, CM ; Wang, JJ ; Williams, C ; Jonas, JB ; Teo, Y-Y ; David, AMM ; Oexle, K ; Yoshimura, N ; Paterson, AD ; Pfeiffer, N ; Wong, T-Y ; Baird, PN ; Stambolian, D ; Bailey-Wilson, JE ; Cheng, C-Y ; Hammond, CJ ; Klaver, CCW ; Saw, S-M ; Rahi, JS ; Korobelnik, J-F ; Kemp, JP ; Timpson, NJ ; Smith, GD ; Craig, JE ; Burdon, KP ; Fogarty, RD ; Iyengar, SK ; Chew, E ; Janmahasatian, S ; Martin, NG ; MacGregor, S ; Xu, L ; Schache, M ; Nangia, V ; Panda-Jonas, S ; Wright, AF ; Fondran, JR ; Lass, JH ; Feng, S ; Zhao, JH ; Khaw, K-T ; Wareham, NJ ; Rantanen, T ; Kaprio, J ; Pang, CP ; Chen, LJ ; Tam, PO ; Jhanji, V ; Young, AL ; Doering, A ; Raffel, LJ ; Cotch, M-F ; Li, X ; Yip, SP ; Yap, MKH ; Biino, G ; Vaccargiu, S ; Fossarello, M ; Fleck, B ; Yazar, S ; Tideman, JWL ; Tedja, M ; Deangelis, MM ; Morrison, M ; Farrer, L ; Zhou, X ; Chen, W ; Mizuki, N ; Meguro, A ; Makela, KM (NATURE PUBLISHING GROUP, 2016-04)
    Myopia is the most common human eye disorder and it results from complex genetic and environmental causes. The rapidly increasing prevalence of myopia poses a major public health challenge. Here, the CREAM consortium performs a joint meta-analysis to test single-nucleotide polymorphism (SNP) main effects and SNP × education interaction effects on refractive error in 40,036 adults from 25 studies of European ancestry and 10,315 adults from 9 studies of Asian ancestry. In European ancestry individuals, we identify six novel loci (FAM150B-ACP1, LINC00340, FBN1, DIS3L-MAP2K1, ARID2-SNAT1 and SLC14A2) associated with refractive error. In Asian populations, three genome-wide significant loci AREG, GABRR1 and PDE10A also exhibit strong interactions with education (P<8.5 × 10(-5)), whereas the interactions are less evident in Europeans. The discovery of these loci represents an important advance in understanding how gene and environment interactions contribute to the heterogeneity of myopia.
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    IMI - Myopia Genetics Report
    Tedja, MS ; Haarman, AEG ; Meester-Smoor, MA ; Kaprio, J ; Mackey, DA ; Guggenheim, JA ; Hammond, CJ ; Verhoeven, VJM ; Klaver, CCW ; Bailey-Wilson, JE ; Baird, PN ; Veluchamy, AB ; Biino, G ; Burdon, KP ; Campbell, H ; Chen, LJ ; Cheng, C-Y ; Chew, EY ; Craig, JE ; Cumberland, PM ; Deangelis, MM ; Delcourt, C ; Ding, X ; van Duijn, CM ; Evans, DM ; Fan, Q ; Fossarello, M ; Foster, PJ ; Gharahkhani, P ; Iglesias, AI ; Guol, X ; Haller, T ; Han, X ; Hayward, C ; He, M ; Hewitt, AW ; Hoang, Q ; Hysi, PG ; Igo, RP ; Iyengar, SK ; Jonas, JB ; Kahonen, M ; Khawaja, AP ; Klein, BE ; Klein, R ; Lass, JH ; Lee, K ; Lehtimaki, T ; Lewis, D ; Li, Q ; Li, S-M ; Lyytikainen, L-P ; MacGregor, S ; Martin, NG ; Meguro, A ; Metspalu, A ; Middlebrooks, C ; Miyake, M ; Mizuki, N ; Musolf, A ; Nickels, S ; Oexle, K ; Pang, CP ; Parssinen, O ; Paterson, AD ; Pfeiffer, N ; Polasek, O ; Rahi, JS ; Raitakari, O ; Rudan, I ; Sahebjada, S ; Saw, S-M ; Stambolian, D ; Simpson, CL ; Tai, E-S ; Tideman, JWL ; Tsujikawa, A ; Verhoeven, VJM ; Vitart, V ; Wang, N ; Wedenoja, J ; Wei, WB ; Williams, C ; Williams, KM ; Wilson, JF ; Wojciechowski, R ; Wang, YX ; Yamashiro, K ; Yam, JCS ; Yap, MKH ; Yazar, S ; Yip, SP ; Young, TL ; Zhou, X (ASSOC RESEARCH VISION OPHTHALMOLOGY INC, 2019-02)
    The knowledge on the genetic background of refractive error and myopia has expanded dramatically in the past few years. This white paper aims to provide a concise summary of current genetic findings and defines the direction where development is needed. We performed an extensive literature search and conducted informal discussions with key stakeholders. Specific topics reviewed included common refractive error, any and high myopia, and myopia related to syndromes. To date, almost 200 genetic loci have been identified for refractive error and myopia, and risk variants mostly carry low risk but are highly prevalent in the general population. Several genes for secondary syndromic myopia overlap with those for common myopia. Polygenic risk scores show overrepresentation of high myopia in the higher deciles of risk. Annotated genes have a wide variety of functions, and all retinal layers appear to be sites of expression. The current genetic findings offer a world of new molecules involved in myopiagenesis. As the missing heritability is still large, further genetic advances are needed. This Committee recommends expanding large-scale, in-depth genetic studies using complementary big data analytics, consideration of gene-environment effects by thorough measurement of environmental exposures, and focus on subgroups with extreme phenotypes and high familial occurrence. Functional characterization of associated variants is simultaneously needed to bridge the knowledge gap between sequence variance and consequence for eye growth.
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    Genome-wide association meta-analysis of corneal curvature identifies novel loci and shared genetic influences across axial length and refractive error
    Fan, Q ; Pozarickij, A ; Tan, NYQ ; Guo, X ; Verhoeven, VJM ; Vitart, V ; Guggenheim, JA ; Miyake, M ; Tideman, JWL ; Khawaja, AP ; Zhang, L ; MacGregor, S ; Hoehn, R ; Chen, P ; Biino, G ; Wedenoja, J ; Saffari, SE ; Tedja, MS ; Xie, J ; Lanca, C ; Wang, YX ; Sahebjada, S ; Mazur, J ; Mirshahi, A ; Martin, NG ; Yazar, S ; Pennell, CE ; Yap, M ; Haarman, AEG ; Enthoven, CA ; Polling, J ; Hewitt, AW ; Jaddoe, VWV ; van Duijn, CM ; Hayward, C ; Polasek, O ; Tai, E-S ; Yoshikatsu, H ; Hysi, PG ; Young, TL ; Tsujikawa, A ; Wang, JJ ; Mitchell, P ; Pfeiffer, N ; Parssinen, O ; Foster, PJ ; Fossarello, M ; Yip, SP ; Williams, C ; Hammond, CJ ; Jonas, JB ; He, M ; Mackey, DA ; Wong, T-Y ; Klaver, CCW ; Saw, S-M ; Baird, PN ; Cheng, C-Y (NATURE PORTFOLIO, 2020-03-19)
    Corneal curvature, a highly heritable trait, is a key clinical endophenotype for myopia - a major cause of visual impairment and blindness in the world. Here we present a trans-ethnic meta-analysis of corneal curvature GWAS in 44,042 individuals of Caucasian and Asian with replication in 88,218 UK Biobank data. We identified 47 loci (of which 26 are novel), with population-specific signals as well as shared signals across ethnicities. Some identified variants showed precise scaling in corneal curvature and eye elongation (i.e. axial length) to maintain eyes in emmetropia (i.e. HDAC11/FBLN2 rs2630445, RBP3 rs11204213); others exhibited association with myopia with little pleiotropic effects on eye elongation. Implicated genes are involved in extracellular matrix organization, developmental process for body and eye, connective tissue cartilage and glycosylation protein activities. Our study provides insights into population-specific novel genes for corneal curvature, and their pleiotropic effect in regulating eye size or conferring susceptibility to myopia.