Skip to main content
Top
Published in: European Journal of Epidemiology 8/2019

Open Access 01-08-2019 | Refractive Errors | OPHTHALMIC EPIDEMIOLOGY

Interaction between lifestyle and genetic susceptibility in myopia: the Generation R study

Authors: Clair A. Enthoven, Jan Willem Lodewijk Tideman, Jan Roelof Polling, Milly S. Tedja, Hein Raat, Adriana I. Iglesias, Virginie J. M. Verhoeven, Caroline C. W. Klaver

Published in: European Journal of Epidemiology | Issue 8/2019

Login to get access

Abstract

Myopia is a refractive error of the eye caused by a complex interplay between nature and nurture. The aim of this study was to investigate whether environmental risk factors can influence the genetic effect in children developing myopia. A total of 3422 children participating in the birth-cohort study Generation R underwent an extensive eye examination at 9 years with measurements of refractive error and axial length corneal radius ratio (AL/CR). Environmental risk factors were evaluated using a questionnaire, and environmental risk scores (ERS) were calculated using backward regression analyses. Genetic risk scores (GRS) were calculated based on all currently known risk variants for myopia. Gene-environment interaction (G×E) was investigated using linear and logistic regression analyses. The predictive value of G×E and parental myopia was estimated using receiver operating characteristic curves. Myopia prevalence was 12%. Both GRS (P < 0.01) and ERS (P < 0.01) were significantly associated with myopia and AL/CR, as was G×E interaction (P < 0.01 for myopia; P = 0.07 for AL/CR). The predictive value of parental myopia was 0.67 (95% CI 0.65–0.70), similar to the values of GRS (0.67; 95% CI 0.64–0.70; P = 0.98) and ERS (0.69; 95% CI 0.66–0.72; P = 0.98). Adding G×E interaction significantly improved the predictive value to 0.73 (95% CI 0.70–0.75; P < 0.01). This study provides evidence that nature and nurture are equally important for myopia and AL/CR; however, the combination has the strongest influence. Since myopia genes are common in the population, adjustment of lifestyle should be a major focus in the prevention of myopia.
Appendix
Available only for authorised users
Literature
2.
go back to reference Wei S, Sun Y, Li S, Hu J, Yang X, Lin C, et al. Refractive errors in University students in Central China: the Anyang University Students Eye Study. Investig Ophthalmol Vis Sci. 2018;59(11):4691–700.CrossRef Wei S, Sun Y, Li S, Hu J, Yang X, Lin C, et al. Refractive errors in University students in Central China: the Anyang University Students Eye Study. Investig Ophthalmol Vis Sci. 2018;59(11):4691–700.CrossRef
3.
go back to reference Holden BA, Fricke TR, Wilson DA, Jong M, Naidoo KS, Sankaridurg P, et al. Global prevalence of myopia and high myopia and temporal trends from 2000 through 2050. Ophthalmology. 2016;123(5):1036–42.CrossRefPubMed Holden BA, Fricke TR, Wilson DA, Jong M, Naidoo KS, Sankaridurg P, et al. Global prevalence of myopia and high myopia and temporal trends from 2000 through 2050. Ophthalmology. 2016;123(5):1036–42.CrossRefPubMed
5.
go back to reference Tideman JL, Snabel MC, Tedja MS, et al. Association of axial length with risk of uncorrectable visual impairment for europeans with myopia. JAMA Ophthalmology. 2016;134(12):1355–63.CrossRefPubMed Tideman JL, Snabel MC, Tedja MS, et al. Association of axial length with risk of uncorrectable visual impairment for europeans with myopia. JAMA Ophthalmology. 2016;134(12):1355–63.CrossRefPubMed
7.
go back to reference Tedja MS, Wojciechowski R, Hysi PG, Eriksson N, Furlotte NA, Verhoeven VJM, et al. Genome-wide association meta-analysis highlights light-induced signaling as a driver for refractive error. Nat Genet. 2018;50(6):834–48.CrossRefPubMedPubMedCentral Tedja MS, Wojciechowski R, Hysi PG, Eriksson N, Furlotte NA, Verhoeven VJM, et al. Genome-wide association meta-analysis highlights light-induced signaling as a driver for refractive error. Nat Genet. 2018;50(6):834–48.CrossRefPubMedPubMedCentral
8.
go back to reference Verhoeven VJM, Iglesias AI, Tedja MS, Leeuwen EM, Hysi PG, Wojciechowski R et al. Newly identified genes for refractive error and risk of myopia. Poster session presented at the Association for Research in Vision and Ophthalmology (ARVO) conference; Baltimore, United States2017. Verhoeven VJM, Iglesias AI, Tedja MS, Leeuwen EM, Hysi PG, Wojciechowski R et al. Newly identified genes for refractive error and risk of myopia. Poster session presented at the Association for Research in Vision and Ophthalmology (ARVO) conference; Baltimore, United States2017.
11.
go back to reference Huang H-M, Chang DS-T, Wu P-C. The association between near work activities and myopia in children—a systematic review and meta-analysis. PLoS ONE. 2015;10(10):e0140419.CrossRefPubMedPubMedCentral Huang H-M, Chang DS-T, Wu P-C. The association between near work activities and myopia in children—a systematic review and meta-analysis. PLoS ONE. 2015;10(10):e0140419.CrossRefPubMedPubMedCentral
13.
go back to reference Wojciechowski R, Yee SS, Simpson CL, Bailey-Wilson JE, Stambolian D. Matrix metalloproteinases and educational attainment in refractive error: evidence of gene-environment interactions in the Age-Related Eye Disease Study. Ophthalmology. 2013;120(2):298–305.CrossRefPubMed Wojciechowski R, Yee SS, Simpson CL, Bailey-Wilson JE, Stambolian D. Matrix metalloproteinases and educational attainment in refractive error: evidence of gene-environment interactions in the Age-Related Eye Disease Study. Ophthalmology. 2013;120(2):298–305.CrossRefPubMed
14.
go back to reference Fan Q, Wojciechowski R, Kamran Ikram M, Cheng CY, Chen P, Zhou X, et al. Education influences the association between genetic variants and refractive error: a meta-analysis of five Singapore studies. Hum Mol Genet. 2014;23(2):546–54.CrossRefPubMed Fan Q, Wojciechowski R, Kamran Ikram M, Cheng CY, Chen P, Zhou X, et al. Education influences the association between genetic variants and refractive error: a meta-analysis of five Singapore studies. Hum Mol Genet. 2014;23(2):546–54.CrossRefPubMed
15.
go back to reference Fan Q, Verhoeven VJ, Wojciechowski R, Barathi VA, Hysi PG, Guggenheim JA, et al. Meta-analysis of gene-environment-wide association scans accounting for education level identifies additional loci for refractive error. Nat Commun. 2016;7:11008.CrossRefPubMedPubMedCentral Fan Q, Verhoeven VJ, Wojciechowski R, Barathi VA, Hysi PG, Guggenheim JA, et al. Meta-analysis of gene-environment-wide association scans accounting for education level identifies additional loci for refractive error. Nat Commun. 2016;7:11008.CrossRefPubMedPubMedCentral
16.
go back to reference Tkatchenko AV, Tkatchenko TV, Guggenheim JA, Verhoeven VJM, Hysi PG, Wojciechowski R, et al. APLP2 regulates refractive error and myopia development in mice and humans. PLoS Genet. 2015;11(8):e1005432.CrossRefPubMedPubMedCentral Tkatchenko AV, Tkatchenko TV, Guggenheim JA, Verhoeven VJM, Hysi PG, Wojciechowski R, et al. APLP2 regulates refractive error and myopia development in mice and humans. PLoS Genet. 2015;11(8):e1005432.CrossRefPubMedPubMedCentral
17.
go back to reference Fan Q, Guo X, Tideman JW, Williams KM, Yazar S, Hosseini SM, et al. Childhood gene-environment interactions and age-dependent effects of genetic variants associated with refractive error and myopia: the CREAM Consortium. Sci Rep. 2016;6:25853.CrossRefPubMedPubMedCentral Fan Q, Guo X, Tideman JW, Williams KM, Yazar S, Hosseini SM, et al. Childhood gene-environment interactions and age-dependent effects of genetic variants associated with refractive error and myopia: the CREAM Consortium. Sci Rep. 2016;6:25853.CrossRefPubMedPubMedCentral
19.
go back to reference Fledelius HC. Myopia profile in Copenhagen medical students 1996–98. Refractive stability over a century is suggested. Acta Ophthalmol Scand. 2000;78(5):501–5.CrossRefPubMed Fledelius HC. Myopia profile in Copenhagen medical students 1996–98. Refractive stability over a century is suggested. Acta Ophthalmol Scand. 2000;78(5):501–5.CrossRefPubMed
22.
go back to reference Ngo CS, Pan C-W, Finkelstein EA, Lee C-F, Wong IB, Ong J, et al. A cluster randomised controlled trial evaluating an incentive-based outdoor physical activity programme to increase outdoor time and prevent myopia in children. Ophthalmic Physiol Opt. 2014;34(3):362–8. https://doi.org/10.1111/opo.12112.CrossRefPubMed Ngo CS, Pan C-W, Finkelstein EA, Lee C-F, Wong IB, Ong J, et al. A cluster randomised controlled trial evaluating an incentive-based outdoor physical activity programme to increase outdoor time and prevent myopia in children. Ophthalmic Physiol Opt. 2014;34(3):362–8. https://​doi.​org/​10.​1111/​opo.​12112.CrossRefPubMed
23.
go back to reference Jones LA, Sinnott LT, Mutti DO, Mitchell GL, Moeschberger ML, Zadnik K. Parental history of myopia, sports and outdoor activities, and future myopia. Investig Ophthalmol Vis Sci. 2007;48(8):3524–32.CrossRef Jones LA, Sinnott LT, Mutti DO, Mitchell GL, Moeschberger ML, Zadnik K. Parental history of myopia, sports and outdoor activities, and future myopia. Investig Ophthalmol Vis Sci. 2007;48(8):3524–32.CrossRef
24.
go back to reference Tideman JWL, Polling JR, Jaddoe VWV, Vingerling JR, Klaver CCW. Environmental risk factors can reduce axial length elongation and myopia incidence in 6- to 9-year-old children. Ophthalmology. 2019;126(1):127–36.CrossRefPubMed Tideman JWL, Polling JR, Jaddoe VWV, Vingerling JR, Klaver CCW. Environmental risk factors can reduce axial length elongation and myopia incidence in 6- to 9-year-old children. Ophthalmology. 2019;126(1):127–36.CrossRefPubMed
26.
go back to reference Kruithof CJ, Kooijman MN, van Duijn CM, Franco OH, de Jongste JC, Klaver CC, et al. The generation R study: Biobank update 2015. Eur J Epidemiol. 2014;29(12):911–27.CrossRefPubMed Kruithof CJ, Kooijman MN, van Duijn CM, Franco OH, de Jongste JC, Klaver CC, et al. The generation R study: Biobank update 2015. Eur J Epidemiol. 2014;29(12):911–27.CrossRefPubMed
27.
go back to reference Camparini M, Cassinari P, Ferrigno L, Macaluso C. ETDRS-fast: implementing psychophysical adaptive methods to standardized visual acuity measurement with ETDRS charts. Investig Ophthalmol Vis Sci. 2001;42(6):1226–31. Camparini M, Cassinari P, Ferrigno L, Macaluso C. ETDRS-fast: implementing psychophysical adaptive methods to standardized visual acuity measurement with ETDRS charts. Investig Ophthalmol Vis Sci. 2001;42(6):1226–31.
28.
go back to reference Leone JF, Mitchell P, Morgan IG, Kifley A, Rose KA. Use of visual acuity to screen for significant refractive errors in adolescents: is it reliable? Arch Ophthalmol. 2010;128(7):894–9.CrossRefPubMed Leone JF, Mitchell P, Morgan IG, Kifley A, Rose KA. Use of visual acuity to screen for significant refractive errors in adolescents: is it reliable? Arch Ophthalmol. 2010;128(7):894–9.CrossRefPubMed
30.
go back to reference Medina-Gomez C, Felix JF, Estrada K, Peters MJ, Herrera L, Kruithof CJ, et al. Challenges in conducting genome-wide association studies in highly admixed multi-ethnic populations: the Generation R Study. Eur J Epidemiol. 2015;30(4):317–30.CrossRefPubMedPubMedCentral Medina-Gomez C, Felix JF, Estrada K, Peters MJ, Herrera L, Kruithof CJ, et al. Challenges in conducting genome-wide association studies in highly admixed multi-ethnic populations: the Generation R Study. Eur J Epidemiol. 2015;30(4):317–30.CrossRefPubMedPubMedCentral
31.
go back to reference Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D, et al. PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet. 2007;81(3):559–75.CrossRefPubMedPubMedCentral Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D, et al. PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet. 2007;81(3):559–75.CrossRefPubMedPubMedCentral
32.
go back to reference Chang CC, Chow CC, Tellier LC, Vattikuti S, Purcell SM, Lee JJ. Second-generation PLINK: rising to the challenge of larger and richer datasets. Gigascience. 2015;4:7.CrossRefPubMedPubMedCentral Chang CC, Chow CC, Tellier LC, Vattikuti S, Purcell SM, Lee JJ. Second-generation PLINK: rising to the challenge of larger and richer datasets. Gigascience. 2015;4:7.CrossRefPubMedPubMedCentral
36.
go back to reference Robin X, Turck N, Hainard A, Tiberti N, Lisacek F, Sanchez JC, et al. pROC: an open-source package for R and S + to analyze and compare ROC curves. BMC Bioinf. 2011;12:77.CrossRef Robin X, Turck N, Hainard A, Tiberti N, Lisacek F, Sanchez JC, et al. pROC: an open-source package for R and S + to analyze and compare ROC curves. BMC Bioinf. 2011;12:77.CrossRef
37.
go back to reference Team RC. R: A language and environment for statistical computing. 3.5.1 ed: R Foundation for Statistical Computing, Vienna, Austria; 2018. Team RC. R: A language and environment for statistical computing. 3.5.1 ed: R Foundation for Statistical Computing, Vienna, Austria; 2018.
38.
go back to reference Corp. I. IBM SPSS Statistics for Windows. Version 24.0 ed: Armonk, NY: IBM Corp.; 2016 Corp. I. IBM SPSS Statistics for Windows. Version 24.0 ed: Armonk, NY: IBM Corp.; 2016
39.
go back to reference Tideman JW, Fan Q, Polling JR, Guo X, Yazar S, Khawaja A, et al. When do myopia genes have their effect? Comparison of genetic risks between children and adults. Genet Epidemiol. 2016;40(8):756–66.CrossRefPubMed Tideman JW, Fan Q, Polling JR, Guo X, Yazar S, Khawaja A, et al. When do myopia genes have their effect? Comparison of genetic risks between children and adults. Genet Epidemiol. 2016;40(8):756–66.CrossRefPubMed
41.
go back to reference Smaldone G, Campagna O, Pacella F, Pacella E, La Torre G. Computer use and onset of myopia in children: a systematic review. Senses Sci. 2015;2(1):1–7. Smaldone G, Campagna O, Pacella F, Pacella E, La Torre G. Computer use and onset of myopia in children: a systematic review. Senses Sci. 2015;2(1):1–7.
43.
go back to reference Zadnik K, Sinnott LT, Cotter SA, Jones-Jordan LA, Kleinstein RN, Manny RE, et al. Prediction of Juvenile-Onset Myopia. JAMA Ophthalmol. 2015;133(6):683–9.CrossRefPubMedPubMedCentral Zadnik K, Sinnott LT, Cotter SA, Jones-Jordan LA, Kleinstein RN, Manny RE, et al. Prediction of Juvenile-Onset Myopia. JAMA Ophthalmol. 2015;133(6):683–9.CrossRefPubMedPubMedCentral
Metadata
Title
Interaction between lifestyle and genetic susceptibility in myopia: the Generation R study
Authors
Clair A. Enthoven
Jan Willem Lodewijk Tideman
Jan Roelof Polling
Milly S. Tedja
Hein Raat
Adriana I. Iglesias
Virginie J. M. Verhoeven
Caroline C. W. Klaver
Publication date
01-08-2019
Publisher
Springer Netherlands
Published in
European Journal of Epidemiology / Issue 8/2019
Print ISSN: 0393-2990
Electronic ISSN: 1573-7284
DOI
https://doi.org/10.1007/s10654-019-00512-7

Other articles of this Issue 8/2019

European Journal of Epidemiology 8/2019 Go to the issue