Ophthalmology (Eye & Ear Hospital) - Research Publications

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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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    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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    When do myopia genes have their effect? Comparison of genetic risks between children and adults
    Tideman, JWL ; Fan, Q ; Polling, JR ; Guo, X ; Yazar, S ; Khawaja, A ; Hoehn, R ; Lu, Y ; Jaddoe, VWV ; Yamashiro, K ; Yoshikawa, M ; Gerhold-Ay, A ; Nickels, S ; Zeller, T ; He, M ; Boutin, T ; Bencic, G ; Vitart, V ; Mackey, DA ; Foster, PJ ; MacGregor, S ; Williams, C ; Saw, SM ; Guggenheim, JA ; Klaver, CCW (WILEY, 2016-12)
    Previous studies have identified many genetic loci for refractive error and myopia. We aimed to investigate the effect of these loci on ocular biometry as a function of age in children, adolescents, and adults. The study population consisted of three age groups identified from the international CREAM consortium: 5,490 individuals aged <10 years; 5,000 aged 10-25 years; and 16,274 aged >25 years. All participants had undergone standard ophthalmic examination including measurements of axial length (AL) and corneal radius (CR). We examined the lead SNP at all 39 currently known genetic loci for refractive error identified from genome-wide association studies (GWAS), as well as a combined genetic risk score (GRS). The beta coefficient for association between SNP genotype or GRS versus AL/CR was compared across the three age groups, adjusting for age, sex, and principal components. Analyses were Bonferroni-corrected. In the age group <10 years, three loci (GJD2, CHRNG, ZIC2) were associated with AL/CR. In the age group 10-25 years, four loci (BMP2, KCNQ5, A2BP1, CACNA1D) were associated; and in adults 20 loci were associated. Association with GRS increased with age; β = 0.0016 per risk allele (P = 2 × 10-8 ) in <10 years, 0.0033 (P = 5 × 10-15 ) in 10- to 25-year-olds, and 0.0048 (P = 1 × 10-72 ) in adults. Genes with strongest effects (LAMA2, GJD2) had an early effect that increased with age. Our results provide insights on the age span during which myopia genes exert their effect. These insights form the basis for understanding the mechanisms underlying high and pathological myopia.