Skip to main content
Top
Published in: BMC Ophthalmology 1/2020

Open Access 01-12-2020 | Research article

Probability of myopia in children with high refined carbohydrates consumption in France

Authors: Claire Berticat, Sonia Mamouni, Angelique Ciais, Max Villain, Michel Raymond, Vincent Daien

Published in: BMC Ophthalmology | Issue 1/2020

Login to get access

Abstract

Background

Evaluate risk factors for paediatric myopia in a contemporary French cohort taking into account consumption of refined carbohydrates (starches and sugars).

Methods

An epidemiological cross-sectional study was conducted between May 2017 and May 2018.
Two hundred sixty-four children aged 4 to 18 years attending the Centre Hospitalier Universitaire Gui de Chauliac in Montpellier were recruited. Ophthalmologic or optometric cycloplegic refraction were measured. Evaluated risk factors for myopia were collected, including family history of myopia, outdoor time, reading time, screen time, physical activity, and consumption of refined carbohydrates. Association between the probability of at least one eye showing myopia (defined as < 0 D) and frequency of refined carbohydrates consumption adjusted for risk factors and control factors was tested.

Results

Overall, 86/264 (32.6%) children investigated showed myopia in at least one eye. We included 180 children exhibiting refraction < 3 D in both eyes: 88 (48.9%) girls and 92 (51.1%) boys. The consumption of refined carbohydrates significantly increased the probability of myopia for girls (odds ratio [OR] = 1.07; 95% confidence interval [CI], 1.02–1.13; P = 0.009) but decreased it for boys (OR = 0.94; 95% CI, 0.89–0.98; P = 0.011). The probability of myopia was marginally increased with increased screen time (OR = 2.32; 95% CI, 0.94–6.47; P = 0.083). Outdoor time seemed marginally protective (OR = 0.74; 95% CI, 0.54–1.01; P = 0.057).

Conclusion

Refined carbohydrates consumption could be associated with child myopia, with increased probability for girls and unexpected reduced probability for boys, possibly due to the fact that frequency of carbohydrates consumption do not really capture boy’s chronic hyperglycemia, boys being more physically active than girls at all ages. Some known risk/protective factors of myopia were marginally significant: screen time (risk) and outdoor time (protective). This study reinforces the belief that modifiable risk factors for myopia could be targets for future public health actions.
Appendix
Available only for authorised users
Literature
1.
go back to reference Grosvenor T, Goss D. Role of the cornea in emmetropia and eyopia. Optom Vis Sci. 1998;75:132–45.PubMed Grosvenor T, Goss D. Role of the cornea in emmetropia and eyopia. Optom Vis Sci. 1998;75:132–45.PubMed
2.
go back to reference Flitcroft DI. The complex interactions of retinal, optical and environmental factors in myopia aetiology. Prog Retin Eye Res. 2012;31:622–60.PubMed Flitcroft DI. The complex interactions of retinal, optical and environmental factors in myopia aetiology. Prog Retin Eye Res. 2012;31:622–60.PubMed
3.
go back to reference Pan C-W, Dirani M, Cheng C-Y, Wong T-Y, Saw S-M. The age-specific prevalence of myopia in Asia: a meta-analysis. Optom Vis Sci. 2015;92:258–66.PubMed Pan C-W, Dirani M, Cheng C-Y, Wong T-Y, Saw S-M. The age-specific prevalence of myopia in Asia: a meta-analysis. Optom Vis Sci. 2015;92:258–66.PubMed
4.
go back to reference Chen M, Wu A, Zhang L, Wang W, Chen X, Yu X, et al. The increasing prevalence of myopia and high myopia among high school students in Fenghua city, eastern China: a 15-year population-based survey. BMC Ophthalmol. 2018;18:159.PubMedPubMedCentral Chen M, Wu A, Zhang L, Wang W, Chen X, Yu X, et al. The increasing prevalence of myopia and high myopia among high school students in Fenghua city, eastern China: a 15-year population-based survey. BMC Ophthalmol. 2018;18:159.PubMedPubMedCentral
5.
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;123:1036–42.PubMed 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;123:1036–42.PubMed
6.
go back to reference Morgan IG, Ohno-Matsui K, Saw S-M. Myopia. Lancet. 2012;379:1739–48.PubMed Morgan IG, Ohno-Matsui K, Saw S-M. Myopia. Lancet. 2012;379:1739–48.PubMed
7.
go back to reference London DS, Beezhold B. A phytochemical-rich diet may explain the absence of age-related decline in visual acuity of Amazonian hunter-gatherers in Ecuador. Nutr Res N Y N. 2015;35:107–17. London DS, Beezhold B. A phytochemical-rich diet may explain the absence of age-related decline in visual acuity of Amazonian hunter-gatherers in Ecuador. Nutr Res N Y N. 2015;35:107–17.
8.
go back to reference Li S-M, Li S-Y, Kang M-T, Zhou Y, Liu L-R, Li H, et al. Near work related parameters and myopia in Chinese children: the Anyang childhood eye study. PLoS One. 2015;10:e0134514.PubMedPubMedCentral Li S-M, Li S-Y, Kang M-T, Zhou Y, Liu L-R, Li H, et al. Near work related parameters and myopia in Chinese children: the Anyang childhood eye study. PLoS One. 2015;10:e0134514.PubMedPubMedCentral
9.
go back to reference Mirshahi A, Ponto KA, Hoehn R, Zwiener I, Zeller T, Lackner K, et al. Myopia and level of education: results from the Gutenberg health study. Ophthalmology. 2014;121:2047–52.PubMed Mirshahi A, Ponto KA, Hoehn R, Zwiener I, Zeller T, Lackner K, et al. Myopia and level of education: results from the Gutenberg health study. Ophthalmology. 2014;121:2047–52.PubMed
10.
go back to reference Vera-Díaz FA, Strang NC, Winn B. Nearwork induced transient myopia during myopia progression. Curr Eye Res. 2002;24:289–95.PubMed Vera-Díaz FA, Strang NC, Winn B. Nearwork induced transient myopia during myopia progression. Curr Eye Res. 2002;24:289–95.PubMed
11.
go back to reference Rose KA, Morgan IG, Ip J, Kifley A, Huynh S, Smith W, et al. Outdoor activity reduces the prevalence of myopia in children. Ophthalmology. 2008;115:1279–85.PubMed Rose KA, Morgan IG, Ip J, Kifley A, Huynh S, Smith W, et al. Outdoor activity reduces the prevalence of myopia in children. Ophthalmology. 2008;115:1279–85.PubMed
13.
go back to reference He M, Xiang F, Zeng Y, Mai J, Chen Q, Zhang J, et al. Effect of time spent outdoors at school on the development of myopia among children in China: a randomized clinical trial. JAMA. 2015;314:1142–8.PubMed He M, Xiang F, Zeng Y, Mai J, Chen Q, Zhang J, et al. Effect of time spent outdoors at school on the development of myopia among children in China: a randomized clinical trial. JAMA. 2015;314:1142–8.PubMed
14.
go back to reference Ramessur R, Williams KM, Hammond CJ. Risk factors for myopia in a discordant monozygotic twin study. Ophthalmic Physiol Opt. 2015;35:643–51.PubMedPubMedCentral Ramessur R, Williams KM, Hammond CJ. Risk factors for myopia in a discordant monozygotic twin study. Ophthalmic Physiol Opt. 2015;35:643–51.PubMedPubMedCentral
15.
go back to reference Gardiner P. The diet of growing myopes. Trans Opthal Soc U K. 1956;76:171–80. Gardiner P. The diet of growing myopes. Trans Opthal Soc U K. 1956;76:171–80.
16.
go back to reference Cordain L, Eaton SB, Brand Miller J, Lindeberg S, Jensen C. An evolutionary analysis of the aetiology and pathogenesis of juvenile onset myopia. Acta Ophthalmol Scand. 2002;80:125–35.PubMed Cordain L, Eaton SB, Brand Miller J, Lindeberg S, Jensen C. An evolutionary analysis of the aetiology and pathogenesis of juvenile onset myopia. Acta Ophthalmol Scand. 2002;80:125–35.PubMed
17.
go back to reference Galvis V, López-Jaramillo P, Tello A, Castellanos-Castellanos YA, Camacho PA, Cohen DD, et al. Is myopia another clinical manifestation of insulin resistance? Med Hypotheses. 2016;90:32–40.PubMed Galvis V, López-Jaramillo P, Tello A, Castellanos-Castellanos YA, Camacho PA, Cohen DD, et al. Is myopia another clinical manifestation of insulin resistance? Med Hypotheses. 2016;90:32–40.PubMed
18.
go back to reference Liu X, Wang P, Qu C, Zheng H, Gong B, Ma S, et al. Genetic association study between insulin pathway related genes and high myopia in a Han Chinese population. Mol Biol Rep. 2015;42:303–10.PubMed Liu X, Wang P, Qu C, Zheng H, Gong B, Ma S, et al. Genetic association study between insulin pathway related genes and high myopia in a Han Chinese population. Mol Biol Rep. 2015;42:303–10.PubMed
19.
go back to reference Feldkaemper MP, Neacsu I, Schaeffel F. Insulin acts as a powerful stimulator of axial myopia in chicks. Invest Ophthalmol Vis Sci. 2009;50:13–23.PubMed Feldkaemper MP, Neacsu I, Schaeffel F. Insulin acts as a powerful stimulator of axial myopia in chicks. Invest Ophthalmol Vis Sci. 2009;50:13–23.PubMed
20.
go back to reference Zhuang W, Yang P, Li Z, Sheng X, Zhao J, Li S, et al. Association of insulin-like growth factor-1 polymorphisms with high myopia in the Chinese population. Mol Vis. 2012;18:634–44.PubMedPubMedCentral Zhuang W, Yang P, Li Z, Sheng X, Zhao J, Li S, et al. Association of insulin-like growth factor-1 polymorphisms with high myopia in the Chinese population. Mol Vis. 2012;18:634–44.PubMedPubMedCentral
21.
go back to reference Zhu X, Wallman J. Opposite effects of glucagon and insulin on compensation for spectacle lenses in chicks. Invest Ophthalmol Vis Sci. 2009;50:24–36.PubMed Zhu X, Wallman J. Opposite effects of glucagon and insulin on compensation for spectacle lenses in chicks. Invest Ophthalmol Vis Sci. 2009;50:24–36.PubMed
22.
go back to reference Sheng C, Zhu X, Wallman J. In vitro effects of insulin and RPE on choroidal and scleral components of eye growth in chicks. Exp Eye Res. 2013;116:439–48.PubMed Sheng C, Zhu X, Wallman J. In vitro effects of insulin and RPE on choroidal and scleral components of eye growth in chicks. Exp Eye Res. 2013;116:439–48.PubMed
23.
go back to reference Tang R, Tan J, Deng Z, Zhao S, Miao Y, Zhang W. Insulin-like growth factor-2 antisense oligonucleotides inhibits myopia by expression blocking of retinal insulin-like growth factor-2 in guinea pig. Clin Exp Ophthalmol. 2012;40:503–11.PubMed Tang R, Tan J, Deng Z, Zhao S, Miao Y, Zhang W. Insulin-like growth factor-2 antisense oligonucleotides inhibits myopia by expression blocking of retinal insulin-like growth factor-2 in guinea pig. Clin Exp Ophthalmol. 2012;40:503–11.PubMed
24.
go back to reference Fountaine CJ, Liguori GA, Mozumdar A, Schuna JM Jr. Physical activity and screen time sedentary behaviors in college students. Int J Exerc Sci. 2011;4(2):102–12. Fountaine CJ, Liguori GA, Mozumdar A, Schuna JM Jr. Physical activity and screen time sedentary behaviors in college students. Int J Exerc Sci. 2011;4(2):102–12.
25.
go back to reference Sisson SB, Broyles ST, Baker BL, Katzmarzyk PT. Screen time, physical activity, and overweight in U.S. youth: national survey of children’s health 2003. J Adolesc Health. 2010;47:309–11.PubMed Sisson SB, Broyles ST, Baker BL, Katzmarzyk PT. Screen time, physical activity, and overweight in U.S. youth: national survey of children’s health 2003. J Adolesc Health. 2010;47:309–11.PubMed
26.
go back to reference Sandercock GRH, Ogunleye A, Voss C. Screen time and physical activity in youth: thief of time or lifestyle choice? J Phys Act Health. 2012;9:977–84. Sandercock GRH, Ogunleye A, Voss C. Screen time and physical activity in youth: thief of time or lifestyle choice? J Phys Act Health. 2012;9:977–84.
27.
go back to reference Lim LS, Gazzard G, Low Y-L, Choo R, Tan DTH, Tong L, et al. Dietary factors, myopia, and axial dimensions in children. Ophthalmology. 2010;117:993–997.e4.PubMed Lim LS, Gazzard G, Low Y-L, Choo R, Tan DTH, Tong L, et al. Dietary factors, myopia, and axial dimensions in children. Ophthalmology. 2010;117:993–997.e4.PubMed
28.
go back to reference Kennedy A, Martinez K, Chuang C-C, LaPoint K, McIntosh M. Saturated fatty acid-mediated inflammation and insulin resistance in adipose tissue: mechanisms of action and implications. J Nutr. 2009;139:1–4.PubMed Kennedy A, Martinez K, Chuang C-C, LaPoint K, McIntosh M. Saturated fatty acid-mediated inflammation and insulin resistance in adipose tissue: mechanisms of action and implications. J Nutr. 2009;139:1–4.PubMed
29.
go back to reference Plessz M, Kesse-Guyot E, Zins M, Czernichow S. Les habitudes alimentaires dans la cohorte Constances : équilibre perçu et adéquation aux recommandations nutritionnelles françaises. Bull D’épidémiologie Hebd. 2016;2016:660–6. Plessz M, Kesse-Guyot E, Zins M, Czernichow S. Les habitudes alimentaires dans la cohorte Constances : équilibre perçu et adéquation aux recommandations nutritionnelles françaises. Bull D’épidémiologie Hebd. 2016;2016:660–6.
30.
go back to reference Fox J, Weisberg S. An R Companion to Applied Regression, Third edition. Sage, Thousand Oaks CA. 2019. Fox J, Weisberg S. An R Companion to Applied Regression, Third edition. Sage, Thousand Oaks CA. 2019.
31.
go back to reference Zuur AF, Ieno EN, Elphick CS. A protocol for data exploration to avoid common statistical problems. Methods Ecol Evol. 2010;1:3–14. Zuur AF, Ieno EN, Elphick CS. A protocol for data exploration to avoid common statistical problems. Methods Ecol Evol. 2010;1:3–14.
32.
go back to reference Foster-Powell K, Holt SH, Brand-Miller JC. International table of glycemic index and glycemic load values: 2002. Am J Clin Nutr. 2002;76:5–56.PubMed Foster-Powell K, Holt SH, Brand-Miller JC. International table of glycemic index and glycemic load values: 2002. Am J Clin Nutr. 2002;76:5–56.PubMed
33.
go back to reference Cordain L, Eades MR, Eades MD. Hyperinsulinemic diseases of civilization: more than just syndrome X. Comp Biochem Physiol Part A. 2003;136:95–112. Cordain L, Eades MR, Eades MD. Hyperinsulinemic diseases of civilization: more than just syndrome X. Comp Biochem Physiol Part A. 2003;136:95–112.
34.
go back to reference Mortera RR, Bains Y, Gugliucci A. Fructose at the crossroads of the metabolic syndrome and obesity epidemics. Front Biosci Landmark Ed. 2019;24:186–211.PubMed Mortera RR, Bains Y, Gugliucci A. Fructose at the crossroads of the metabolic syndrome and obesity epidemics. Front Biosci Landmark Ed. 2019;24:186–211.PubMed
35.
go back to reference Tappy L, Lê KA, Tran C, Paquot N. Fructose and metabolic diseases: new findings, new questions. Nutrition. 2010;26:1044–9.PubMed Tappy L, Lê KA, Tran C, Paquot N. Fructose and metabolic diseases: new findings, new questions. Nutrition. 2010;26:1044–9.PubMed
36.
go back to reference Seong J, Kang JY, Sun JS, Kim KW. Hypothalamic inflammation and obesity: a mechanistic review. Arch Pharm Res. 2019;42:383–92.PubMed Seong J, Kang JY, Sun JS, Kim KW. Hypothalamic inflammation and obesity: a mechanistic review. Arch Pharm Res. 2019;42:383–92.PubMed
37.
go back to reference Brown JC, Harhay MO, Harhay MN. The value of anthropometric measures in nutrition and metabolism: comment on anthropometrically predicted visceral adipose tissue and blood-based biomarkers: a cross-sectional analysis. Nutr Metab Insights. 2019;12:1178638819831712.PubMedPubMedCentral Brown JC, Harhay MO, Harhay MN. The value of anthropometric measures in nutrition and metabolism: comment on anthropometrically predicted visceral adipose tissue and blood-based biomarkers: a cross-sectional analysis. Nutr Metab Insights. 2019;12:1178638819831712.PubMedPubMedCentral
38.
go back to reference Deacon CF. Physiology and pharmacology of DPP-4 in glucose homeostasis and the treatment of type 2 diabetes. Front Endocrinol. 2019;10:80. Deacon CF. Physiology and pharmacology of DPP-4 in glucose homeostasis and the treatment of type 2 diabetes. Front Endocrinol. 2019;10:80.
39.
go back to reference Jellinger PS. Metabolic consequences of hyperglycemia and insulin resistance. Clin Cornerstone. 2007;8:S30–42.PubMed Jellinger PS. Metabolic consequences of hyperglycemia and insulin resistance. Clin Cornerstone. 2007;8:S30–42.PubMed
40.
go back to reference Craft S. Insulin resistance and alzheimers disease pathogenesis: potential mechanisms and implications for treatment. Curr Alzheimer Res. 2007;4:147–52.PubMed Craft S. Insulin resistance and alzheimers disease pathogenesis: potential mechanisms and implications for treatment. Curr Alzheimer Res. 2007;4:147–52.PubMed
41.
go back to reference Young FA, Leary GA, Baldwin WR, West DC, Box RA, Harris E, et al. The transmission of refractive errors within eskimo families. Am J Optom Arch Am Acad Optom. 1969;46:676–85.PubMed Young FA, Leary GA, Baldwin WR, West DC, Box RA, Harris E, et al. The transmission of refractive errors within eskimo families. Am J Optom Arch Am Acad Optom. 1969;46:676–85.PubMed
42.
go back to reference Morgan RW, Munro M. Refractive problems in northern natives. Can J Ophthalmol J Can Ophtalmol. 1973;8:226–8. Morgan RW, Munro M. Refractive problems in northern natives. Can J Ophthalmol J Can Ophtalmol. 1973;8:226–8.
43.
go back to reference Wong L, Coggon D, Cruddas M, Hwang CH. Education, reading, and familial tendency as risk factors for myopia in Hong Kong fishermen. J Epidemiol Community Health. 1993;47:50–3.PubMedPubMedCentral Wong L, Coggon D, Cruddas M, Hwang CH. Education, reading, and familial tendency as risk factors for myopia in Hong Kong fishermen. J Epidemiol Community Health. 1993;47:50–3.PubMedPubMedCentral
44.
go back to reference Trost SG, Pate RR, Sallis JF, Freedson PS, Taylor WC, Dowda M, et al. Age and gender differences in objectively measured physical activity in youth. Med Sci Sports Exerc. 2002;34:350–5.PubMed Trost SG, Pate RR, Sallis JF, Freedson PS, Taylor WC, Dowda M, et al. Age and gender differences in objectively measured physical activity in youth. Med Sci Sports Exerc. 2002;34:350–5.PubMed
45.
go back to reference Chassine T, Villain M, Hamel CP, Daien V. How can we prevent myopia progression? Eur J Ophthalmol. 2015;25:280–5.PubMed Chassine T, Villain M, Hamel CP, Daien V. How can we prevent myopia progression? Eur J Ophthalmol. 2015;25:280–5.PubMed
46.
go back to reference Donovan L, Sankaridurg P, Ho A, Chen X, Lin Z, Thomas V, et al. Myopia progression in Chinese children is slower in summer than in winter. Optom Vis Sci Off Publ Am Acad Optom. 2012;89:1196–202. Donovan L, Sankaridurg P, Ho A, Chen X, Lin Z, Thomas V, et al. Myopia progression in Chinese children is slower in summer than in winter. Optom Vis Sci Off Publ Am Acad Optom. 2012;89:1196–202.
47.
go back to reference McCarthy CS, Megaw P, Devadas M, Morgan IG. Dopaminergic agents affect the ability of brief periods of normal vision to prevent form-deprivation myopia. Exp Eye Res. 2007;84:100–7.PubMed McCarthy CS, Megaw P, Devadas M, Morgan IG. Dopaminergic agents affect the ability of brief periods of normal vision to prevent form-deprivation myopia. Exp Eye Res. 2007;84:100–7.PubMed
48.
go back to reference Jiang L, Long K, Schaeffel F, Zhou X, Zheng Y, Ying H, et al. Effects of dopaminergic agents on progression of naturally occurring myopia in albino guinea pigs (Cavia porcellus). Invest Ophthalmol Vis Sci. 2014;55:7508–19.PubMed Jiang L, Long K, Schaeffel F, Zhou X, Zheng Y, Ying H, et al. Effects of dopaminergic agents on progression of naturally occurring myopia in albino guinea pigs (Cavia porcellus). Invest Ophthalmol Vis Sci. 2014;55:7508–19.PubMed
49.
go back to reference Pan C-W, Ramamurthy D, Saw S-M. Worldwide prevalence and risk factors for myopia. Ophthalmic Physiol Opt. 2012;32:3–16.PubMed Pan C-W, Ramamurthy D, Saw S-M. Worldwide prevalence and risk factors for myopia. Ophthalmic Physiol Opt. 2012;32:3–16.PubMed
50.
go back to reference Deere K, Williams C, Leary S, Mattocks C, Ness A, Blair SN, et al. Myopia and later physical activity in adolescence: a prospective study. Br J Sports Med. 2009;43:542–4.PubMedPubMedCentral Deere K, Williams C, Leary S, Mattocks C, Ness A, Blair SN, et al. Myopia and later physical activity in adolescence: a prospective study. Br J Sports Med. 2009;43:542–4.PubMedPubMedCentral
51.
go back to reference Williams KM, Bertelsen G, Cumberland P, Wolfram C, Verhoeven VJM, Anastasopoulos E, et al. Increasing prevalence of myopia in Europe and the impact of education. Ophthalmology. 2015;122:1489–97.PubMedPubMedCentral Williams KM, Bertelsen G, Cumberland P, Wolfram C, Verhoeven VJM, Anastasopoulos E, et al. Increasing prevalence of myopia in Europe and the impact of education. Ophthalmology. 2015;122:1489–97.PubMedPubMedCentral
52.
go back to reference Gao Z, Meng N, Muecke J, Chan WO, Piseth H, Kong A, et al. Refractive error in school children in an urban and rural setting in Cambodia. Ophthalmic Epidemiol. 2012;19:16–22.PubMed Gao Z, Meng N, Muecke J, Chan WO, Piseth H, Kong A, et al. Refractive error in school children in an urban and rural setting in Cambodia. Ophthalmic Epidemiol. 2012;19:16–22.PubMed
Metadata
Title
Probability of myopia in children with high refined carbohydrates consumption in France
Authors
Claire Berticat
Sonia Mamouni
Angelique Ciais
Max Villain
Michel Raymond
Vincent Daien
Publication date
01-12-2020
Publisher
BioMed Central
Published in
BMC Ophthalmology / Issue 1/2020
Electronic ISSN: 1471-2415
DOI
https://doi.org/10.1186/s12886-020-01602-x

Other articles of this Issue 1/2020

BMC Ophthalmology 1/2020 Go to the issue