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Ophthalmology

Development of a nomogram for predicting myopia risk among school-age children: a case-control study

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Article: 2331056 | Received 15 Oct 2023, Accepted 23 Feb 2024, Published online: 20 Mar 2024

References

  • Tsai TH, Liu YL, Ma IH, et al. Evolution of the prevalence of myopia among Taiwanese schoolchildren: a review of survey data from 1983 through 2017. Ophthalmology. 2021;128(2):1–7. doi: 10.1016/j.ophtha.2020.07.017.
  • Qiao J, Wang Y, Li X, et al. A Lancet Commission on 70 years of women’s reproductive, maternal, newborn, child, and adolescent health in China. Lancet. 2021;397(10293):2497–2536. doi: 10.1016/S0140-6736(20)32708-2.
  • Holden BA, Fricke TR, Wilson DA, et al. Global prevalence of myopia and high myopia and temporal trends from 2000 through 2050. Ophthalmology. 2016;123(5):1036–1042. doi: 10.1016/j.ophtha.2016.01.006.
  • World Health Organization. Keeping the focus on Vision 2020. Perspect Public Health. 2017;137(4):210–211. doi: 10.1177/1757913917707911.
  • Xu L, Wang Y, Li Y, et al. Causes of blindness and visual impairment in urban and rural areas in Beijing: the Beijing Eye Study. Ophthalmology. 2006;113(7):1134.e1–1134.e11. doi: 10.1016/j.ophtha.2006.01.035.
  • Yokoi T, Ohno-Matsui K. Diagnosis and treatment of myopic maculopathy. Asia Pac J Ophthalmol (Phila). 2018;7(6):415–421. doi: 10.22608/APO.2018290.
  • Lee YY, Lo CT, Sheu SJ, et al. Risk factors for and progression of myopia in young Taiwanese men. Ophthalmic Epidemiol. 2015;22(1):66–73. doi: 10.3109/09286586.2014.988874.
  • Bar Dayan Y, Levin A, Morad Y, et al. The changing prevalence of myopia in young adults: a 13-year series of population-based prevalence surveys. Invest Ophthalmol Vis Sci. 2005;46(8):2760–2765. doi: 10.1167/iovs.04-0260.
  • Ma J. Pay attention to implementing measures, promote prevention and control of myopia. Zhonghua Yu Fang Yi Xue Za Zhi. 2021;55(4):440–445. doi: 10.3760/cma.j.cn112150-20210223-00178.
  • Lanca C, Saw SM. The association between digital screen time and myopia: a systematic review. Ophthalmic Physiol Opt. 2020;40(2):216–229. doi: 10.1111/opo.12657.
  • Guan H, Yu NN, Wang H, et al. Impact of various types of near work and time spent outdoors at different times of day on visual acuity and refractive error among Chinese school-going children. PLoS One. 2019;14(4):e0215827. doi: 10.1371/journal.pone.0215827.
  • Qian DJ, Zhong H, Li J, et al. Myopia among school students in rural China (Yunnan). Ophthalmic Physiol Opt. 2016;36(4):381–387. doi: 10.1111/opo.12287.
  • Huang HM, Chang DS, Wu PC. The association between near work activities and myopia in children – a systematic review and meta-analysis. PLoS One. 2015;10(10):e0140419. doi: 10.1371/journal.pone.0140419.
  • He M, Xiang F, Zeng Y, 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(11):1142–1148. doi: 10.1001/jama.2015.10803.
  • Wu LJ, Wang YX, You QS, et al. Risk factors of myopic shift among primary school children in Beijing, China: a prospective study. Int J Med Sci. 2015;12(8):633–638. doi: 10.7150/ijms.12133.
  • Jee D, Morgan IG, Kim EC. Inverse relationship between sleep duration and myopia. Acta Ophthalmol. 2016;94(3):e204–e210. doi: 10.1111/aos.12776.
  • Mutti DO, Mitchell GL, Moeschberger ML, et al. Parental myopia, near work, school achievement, and children’s refractive error. Invest Ophthalmol Vis Sci. 2002;43(12):3633–3640.
  • Zhang M, Gazzard G, Fu Z, et al. Validating the accuracy of a model to predict the onset of myopia in children. Invest Ophthalmol Vis Sci. 2011;52(8):5836–5841. doi: 10.1167/iovs.10-5592.
  • Gu J, Liu J, Hong Y, et al. Nomogram for predicting risk factor of urosepsis in patients with diabetes after percutaneous nephrolithotomy. BMC Anesthesiol. 2022;22(1):87. doi: 10.1186/s12871-022-01629-1.
  • Hsieh FY, Bloch DA, Larsen MD. A simple method of sample size calculation for linear and logistic regression. Statist Med. 1998;17(14):1623–1634. doi: 10.1002/(sici)1097-0258(19980730)17:14<1623::aid-sim871>3.0.co;2-s.
  • National Health Commission of the People’s Republic of China. Specification for screening of refractive error in primary and secondary school students (WS/T 663-2020). Beijing: National Health Commission of the People’s Republic of China; 2020.
  • Cheng J, Sun J, Yao K, et al. A variable selection method based on mutual information and variance inflation factor. Spectrochim Acta A Mol Biomol Spectrosc. 2022;268:120652. doi: 10.1016/j.saa.2021.120652.
  • Naidoo KS, Fricke TR, Frick KD, et al. Potential lost productivity resulting from the global burden of myopia: systematic review, meta-analysis, and modeling. Ophthalmology. 2019;126(3):338–346. doi: 10.1016/j.ophtha.2018.10.029.
  • Dong L, Kang YK, Li Y, et al. Prevalence and time trends of myopia in children and adolescents in China: a systemic review and meta-analysis. Retina. 2020;40(3):399–411. doi: 10.1097/IAE.0000000000002590.
  • Lee GW, Kim JH, Kang SW, et al. Structural profile of dome-shaped macula in degenerative myopia and its association with macular disorders. BMC Ophthalmol. 2020;20(1):202. doi: 10.1186/s12886-020-01473-2.
  • Hoang QV, Chan X, Zhu X, et al. Editorial: advances in management and treatment of high myopia and its complications. Front Med (Lausanne). 2022;9:846540. doi: 10.3389/fmed.2022.846540.
  • Jiang D, Zhang D, Zhang Y, et al. The trend of myopia rate in 61350 children and adolescents: a cross-sectional research in Ningbo, Zhejiang. Acta Ophthalmol. 2020;98(4):e525–e526. doi: 10.1111/aos.14343.
  • Wang J, Li Y, Zhao Z, et al. School-based epidemiology study of myopia in Tianjin, China. Int Ophthalmol. 2020;40(9):2213–2222. doi: 10.1007/s10792-020-01400-w.
  • Harrington SC, Stack J, O’Dwyer V. Risk factors associated with myopia in schoolchildren in Ireland. Br J Ophthalmol. 2019;103(12):1803–1809. doi: 10.1136/bjophthalmol-2018-313325.
  • Shapira Y, Mimouni M, Machluf Y, et al. The increasing burden of myopia in Israel among young adults over a generation: analysis of predisposing factors. Ophthalmology. 2019;126(12):1617–1626. doi: 10.1016/j.ophtha.2019.06.025.
  • Zhang Y, Qiu K, Zhang Q. Ametropia prevalence of primary school students in Chinese multi-ethnic regions. Strabismus. 2020;28(1):13–16. doi: 10.1080/09273972.2019.1665691.
  • Czepita M, Czepita D, Safranow K. Role of gender in the prevalence of myopia among polish schoolchildren. J Ophthalmol. 2019;2019:9748576–9748574. doi: 10.1155/2019/9748576.
  • Morgan IG, Rose KA. Myopia: is the nature-nurture debate finally over? Clin Exp Optom. 2019;102(1):3–17. doi: 10.1111/cxo.12845.
  • Pan CW, Ramamurthy D, Saw SM. Worldwide prevalence and risk factors for myopia. Ophthalmic Physiol Opt. 2012;32(1):3–16. doi: 10.1111/j.1475-1313.2011.00884.x.
  • Gwiazda J, Hyman L, Hussein M, et al. A randomized clinical trial of progressive addition lenses versus single vision lenses on the progression of myopia in children. Invest Ophthalmol Vis Sci. 2003;44(4):1492–1500. doi: 10.1167/iovs.02-0816.
  • He X, Zou H, Lu L, et al. Axial length/corneal radius ratio: association with refractive state and role on myopia detection combined with visual acuity in Chinese schoolchildren. PLoS One. 2015;10(2):e0111766. doi: 10.1371/journal.pone.0111766.
  • Hansen MH, Kessel L, Li XQ, et al. Axial length change and its relationship with baseline choroidal thickness – a five-year longitudinal study in Danish adolescents: the CCC2000 eye study. BMC Ophthalmol. 2020;20(1):152. doi: 10.1186/s12886-020-01427-8.
  • González Blanco F, Sanz Ferńandez JC, Muńoz Sanz MA. Axial length, corneal radius, and age of myopia onset. Optom Vis Sci. 2008;85(2):89–96. doi: 10.1097/OPX.0b013e3181622602.
  • Zhou P, Wang DD, Fan L, et al. Thin central corneal thickness may be a risk factor for myopia progression in children. J Ophthalmol. 2023;2023:3815863–3815867. doi: 10.1155/2023/3815863.
  • Lin S, Ma Y, He X, et al. Using decision curve analysis to evaluate common strategies for myopia screening in school aged children. Ophthalmic Epidemiol. 2019;26(4):286–294. doi: 10.1080/09286586.2019.1616774.
  • Mu J, Zeng D, Fan J, et al. Epidemiological characteristics and influencing factors of myopia among primary school students in Southern China: a longitudinal study. Int J Public Health. 2023;68:1605424. doi: 10.3389/ijph.2023.1605424.
  • Mu J, Zeng D, Fan J, et al. The accuracy of the axial length and axial length/corneal radius ratio for ­myopia assessment among Chinese children. Front Pediatr. 2022;10:859944. doi: 10.3389/fped.2022.859944.