| Literature DB >> 29577563 |
Yingyan Ma1,2, Haidong Zou1,2, Senlin Lin1, Xun Xu1,2, Rong Zhao3, Lina Lu1, Huijuan Zhao4, Qiangqiang Li4, Ling Wang5, Jianfeng Zhu1, Xiangui He1,5.
Abstract
IMPORTANCE: Cohort studies could not only reveal associations between change of refractive components and onset/progression of myopia, but also risk factors, which is important for understanding mechanism and providing strategies.Entities:
Keywords: axial length; myopia; progression; schoolchildren; spherical equivalent refraction
Mesh:
Year: 2018 PMID: 29577563 PMCID: PMC6282580 DOI: 10.1111/ceo.13195
Source DB: PubMed Journal: Clin Exp Ophthalmol ISSN: 1442-6404 Impact factor: 4.207
Characteristics of children who were included in the study at baseline (n = 1856)
| Grade 1 | Grade 2 | Grade 3 | All |
| |
|---|---|---|---|---|---|
| Age | 7.1 ± 0.6 | 8.1 ± 0.6 | 9.2 ± 0.8 | 8.1 ± 1.1 | <0.001 |
| Gender, no. of girls (%) | 307 (47.2) | 308 (46.3) | 268 (49.5) | 883 (47.6) | 0.525 |
| Prevalence, | 48 (7.4) | 101 (15.2) | 140 (25.9) | 289 (15.6) | <0.001 |
| SE (D) | 0.64 ± 0.97 | 0.33 ± 1.22 | 0.02 ± 1.29 | 0.35 ± 1.19 | <0.001 |
| AL (mm) | 22.84 ± 0.72 | 23.11 ± 0.82 | 23.28 ± 0.89 | 23.06 ± 0.83 | <0.001 |
| CR (mm) | 7.86 ± 0.26 | 7.87 ± 0.27 | 7.85 ± 0.25 | 7.86 ± 0.26 | 0.368 |
Comparisons of characteristics among grades 1–3 students using one‐way analysis of variance for continuous variables, and using chi‐square test for categorical variables.
AL, axial length; CR, corneal curvature radius; SE, spherical equivalent.
Figure 1Flow‐chart for the inclusion and exclusion of the study population.
Two‐year progression of myopia and changes in ocular biometry in the schoolchildren (n = 1639)
| Grade 1 | Grade 2 | Grade 3 |
| |
|---|---|---|---|---|
| Change SE, D | ||||
| Non‐myopia | 0.40 ( | 0.41 ( | 0.38 ( | 0.8475 |
| 0.34 to 0.46 | 0.35 to 0.46 | 0.30 to 0.46 | ||
| Incipient myopia | 1.70 ( | 1.54 ( | 1.44 ( | 0.0033 |
| 1.58 to 1.81 | 1.45 to 1.64 | 1.34 to 1.54 | ||
| Persistent myopia | 2.05 ( | 1.59 ( | 1.78 ( | 0.0203 |
| 1.76 to 2.34 | 1.37 to 1.82 | 1.66 to 1.91 | ||
| All | 0.91 ( | 0.91 ( | 1.11 ( | <0.001 |
| 0.83 to 0.99 | 0.84 to 0.98 | 1.03 to 1.19 | ||
|
| <0.0001 | <0.0001 | <0.0001 | |
| Change DC, D | ||||
| Non‐myopia | −0.06 ( | −0.02 ( | −0.02 ( | 0.2616 |
| −0.09 to −0.02 | −0.05 to 0.01 | −0.07 to 0.03 | ||
| Incipient myopia | 0.07 ( | 0.02 ( | 0.09 ( | 0.1690 |
| 0.01 to 0.12 | −0.04 to 0.08 | 0.04 to 0.15 | ||
| Persistent myopia | 0.05 ( | 0.11 ( | 0.16 ( | 0.3718 |
| −0.07 to 0.16 | −0.01 to 0.23 | 0.09 to 0.24 | ||
| All | −0.02 ( | 0.01 ( | 0.07 ( | 0.002 |
| −0.05 to 0.01 | −0.02 to 0.04 | 0.03 to 0.10 | ||
|
| 0.0008 | 0.0156 | <0.0001 | |
| Change AL, mm | ||||
| Non‐myopia | −0.50 ( | −0.45 ( | −0.49 ( | 0.1101 |
| −0.52 to −0.47 | −0.49 to −0.42 | −0.55 to −0.44 | ||
| Incipient myopia | −1.03 ( | −0.86 ( | −0.79 ( | <0.0001 |
| −1.08 to −0.98 | −0.92 to −0.80 | −0.84 to −0.73 | ||
| Persistent myopia | −1.11 ( | −0.91 ( | −0.94 ( | 0.0110 |
| −1.21 to −1.01 | −0.98 to −0.83 | −1.02 to −0.87 | ||
| All | −0.70 ( | −0.64 ( | −0.71 ( | 0.004 |
| −0.73 to −0.67 | −0.67 to −0.61 | −0.75 to −0.67 | ||
|
| <0.0001 | <0.0001 | <0.0001 | |
| Change CR, mm | ||||
| Non‐myopia | −0.01 ( | 0.00 ( | −0.01 ( | 0.3507 |
| −0.02 to 0.00 | −0.01 to 0.01 | −0.02 to 0.00 | ||
| Incipient myopia | −0.01 ( | 0.01 ( | 0.00 ( | 0.1381 |
| −0.01 to 0.00 | 0.00 to 0.02 | −0.01 to 0.01 | ||
| Persistent myopia | −0.02 ( | −0.01 ( | 0.01 ( | 0.0197 |
| −0.04 to −0.01 | −0.04 to 0.01 | 0.00 to 0.02 | ||
| All | −0.01 (n = 562) | 0.00 ( | 0.00 ( | 0.157 |
| −0.14 to 0.00 | −0.01 to 0.01 | −0.01 to 0.00 | ||
|
| 0.2391 | 0.1999 | 0.0162 | |
| Change SE/Change AL (D/mm) | ||||
| Non‐myopia | −0.80 | −0.91 | −0.78 | |
| Incipient myopia | −1.65 | −1.79 | −1.82 | |
| Persistent myopia | −1.85 | −1.75 | −1.89 | |
| All | −1.30 | −1.42 | −1.56 | |
Comparisons of change of refraction and refractive components among grades 1–3 students using one‐way analysis of variance.
Comparisons of change of refraction and refractive components among non‐myopia, incipient myopia and persistent myopia using one‐way analysis of variance.
AL, axial length; CR, corneal curvature radius; DC, diopter of cylinder power; SE, spherical equivalent.
Figure 2Average hours per day of various kinds of activities at weekdays (a) and weekends (b). CP, using computer; M&V, playing electronic devices such as mobile phone, tablet computer, and video games; Outdoor, outdoor activities; R&W, reading and writing; TV, watching television.
Associations between risk factors and incident myopia (n = 1385)† , ‡
| Grade | 1 | 2 | 3 | All | |||||
|---|---|---|---|---|---|---|---|---|---|
| Incident myopia, % | OR (95% CI) | Incident myopia, % | OR (95% CI) | Incident myopia, % | OR (95% CI) | Incident myopia, % | OR (95% CI) | ||
| Parental myopia | 0 | 29.5 | Ref | 32.7 | Ref | 44.7 | Ref | 34.3 | Ref |
| 1 | 32.6 | 1.03 (0.56–1.91) | 38.2 | 0.85 (0.43–1.69) | 44.6 | 0.92 (0.42–2.01) | 37.6 | 0.96 (0.65–1.41) | |
| 2 | 55.1 | 3.02 (1.41–6.50) | 50.0 | 0.87 (0.26–2.85) | 53.6 | 2.46 (0.89–6.80) | 53.5 | 2.28 (1.33–3.91) | |
| Near work | L | 33.0 | Ref | 35.1 | Ref | 44.3 | Ref | 35.5 | Ref |
| M | 34.0 | 1.12 (0.64–1.96) | 34.8 | 1.18 (0.58–2.36) | 47.0 | 1.41 (0.61–3.29) | 37.6 | 1.18 (0.81–1.72) | |
| H | 28.4 | 0.92 (0.48–1.77) | 34.8 | 1.29 (0.64–2.59) | 47.0 | 1.01 (0.47–2.20) | 37.8 | 1.11 (0.75–1.63) | |
| Near work diopter | L | 33.7 | Ref | 35.2 | Ref | 50.0 | Ref | 36.8 | Ref |
| M | 31.2 | 0.99 (0.57–1.74) | 36.3 | 0.99 (0.49–1.97) | 45.5 | 0.73 (0.30–1.75) | 36.3 | 0.98 (0.67–1.43) | |
| H | 31.4 | 0.93 (0.49–1.78) | 33.1 | 1.09 (0.55–2.16) | 45.7 | 0.67 (0.31–1.45) | 37.8 | 1.00 (0.68–1.46) | |
| Outdoor | L | 33.6 | 1.23 (0.66–2.32) | 38.0 | 1.19 (0.61–2.34) | 44.4 | 0.90 (0.44–1.85) | 37.9 | 1.12 (0.77–1.64) |
| M | 28.4 | 0.83 (0.47–1.46) | 33.1 | 0.79 (0.40–1.55) | 39.6 | 0.77 (0.39–1.54) | 32.9 | 0.82 (0.57–1.18) | |
| H | 35.9 | Ref | 36.1 | Ref | 53.7 | Ref | 41.0 | Ref | |
| Tutoring class | 0 | 33.4 | Ref | 35.5 | Ref | 43.4 | Ref | 36.4 | Ref |
| 1 | 28.4 | 0.67 (0.36–1.22) | 34.1 | 1.18 (0.63–2.20) | 50.8 | 1.33 (0.73–2.41) | 38.2 | 1.09 (0.78–1.53) | |
P < 0.05,
P < 0.01,
P < 0.001.
The odds ratios (ORs) were calculated using logistic regression analysis and were adjusted for age, gender, baseline spherical equivalent refraction and parental myopia. Parental myopia analyses were only adjusted for age, gender and baseline spherical equivalent refraction.
L, M, and H stands for the tertile ranges (low, moderate and high) for time spent in near work, diopter of near work and outdoor activity, which could be referred in methods.
For tutoring class, it was classified into 1 and 0, which stands for having attended tutoring class or not.
CI, confidence interval.
Associations between baseline risk factors and progress of spherical equivalent refraction (n = 1385)† , ‡
| Grade | 1 | 2 | 3 | All | |||||
|---|---|---|---|---|---|---|---|---|---|
| Beta coefficients | 95% CI | Beta coefficients | 95% CI | Beta coefficients | 95% CI | Beta coefficients | 95% CI | ||
| Parental myopia | 0 | Ref | Ref | Ref | Ref | ||||
| 1 | 0.09 | −0.12‐0.29 | 0.05 | −0.15‐0.25 | 0.12 | −0.11‐0.34 | 0.08 | −0.04‐0.20 | |
| 2 | 0.53 | −0.28‐0.79 | 0.23 | −0.10‐0.56 | 0.34 | 0.04–0.64 | 0.41 | 0.24–0.57 | |
| Near work | L | Ref | Ref | Ref | Ref | ||||
| M | −0.05 | −0.24‐0.13 | −0.01 | −0.21‐0.18 | −0.09 | −0.34‐0.16 | −0.05 | −0.17‐0.06 | |
| H | −0.12 | −0.33‐0.09 | −0.03 | 0.23–0.16 | −0.11 | −0.35‐0.13 | −0.08 | −0.20‐0.04 | |
| Near work diopter | L | Ref | Ref | Ref | Ref | ||||
| M | −0.10 | −0.28‐0.08 | −0.04 | −0.23‐0.15 | −0.11 | −0.37‐0.15 | −0.78 | −0.19‐0.04 | |
| H | −0.13 | −0.34‐0.08 | −0.11 | −0.30‐0.08 | −0.11 | −0.34‐0.13 | −0.10 | −0.22‐0.02 | |
| Outdoor | L | 0.13 | −0.07‐0.33 | −0.13 | −0.32‐0.06 | 0.05 | −0.17‐0.27 | 0.02 | −0.10‐0.13 |
| M | −0.12 | −0.31‐0.07 | −0.05 | −0.23‐0.14 | −0.02 | −0.23‐0.19 | −0.06 | −0.17‐0.05 | |
| H | Ref | Ref | Ref | Ref | |||||
| Tutoring class | 0 | Ref | Ref | Ref | Ref | ||||
| 1 | −0.03 | −0.21‐0.16 | −0.04 | −0.21‐0.13 | 0.06 | −0.12‐0.24 | 0.02 | −0.09‐0.12 | |
P < 0.05,
P < 0.01,
P < 0.001.
The beta coefficients were calculated using linear regression analysis and were adjusted for age, gender, baseline spherical equivalent refraction and parental myopia. Parental myopia analyses were only adjusted for age, gender and baseline spherical equivalent refraction.
L, M, and H stands for the tertile ranges (low, moderate and high) for time spent in near work, diopter of near work and outdoor activity, which could be referred in methods.
For tutoring class, it was classified into 1 and 0, which stands for having attended tutoring class or not.
CI, confidence interval.
Figure 3Incidence of myopia according to baseline spherical equivalent (SE) refraction for grade 1 (a), grade 2 (b), grade 3 (c) and the whole population (d).
Figure 4Receiver operating characteristic (ROC) curves analyses for predicting 2‐year incidence myopia using baseline axial length (AL) (dotted line), AL/corneal curvature radius (CR) (dash line), spherical equivalent (SE) refraction (solid line) and a combination of SE, AL/CR, age, gender and parental myopia (dotted‐dash line).
Receiver‐operating characteristic curve analyses results for the 2‐year prediction of myopia according to different grade levels
| Grade 1 | Grade 2 | Grade 3 | |
|---|---|---|---|
| AUC for different prediction methods | |||
| AL alone | 0.567 (0.515–0.619) | 0.616 (0.566–0.665) | 0.700 (0.643–0.756) |
| AL/CR alone | 0.745 (0.699–0.791) | 0.724 (0.680–0.769) | 0.798 (0.750–0.846) |
| Combination | 0.858 (0.825–0.891) | 0.887 (0.860–0.915) | 0.894 (0.861–0.927) |
| SE alone | 0.839 (0.804–0.874) | 0.882 (0.853–0.910) | 0.857 (0.819–0.896) |
| SE criteria and their corresponding effectiveness | |||
| Best SE cut‐off | 0.375D | 0.50D | 0.25D |
| SEN (%), SPE (%) | 68.8, 83.9 | 89.0, 71.4 | 69.1, 82.7 |
| SE cut‐off when SPE ≥80% | 0.375D | 0.375D | 0.25D |
| SEN (%), SPE (%) | 68.8, 83.9 | 76.9, 82.0 | 69.1, 82.7 |
AL, axial length; AUC, area under the curve; CR, corneal curvature radius; SE, spherical equivalent; SEN, sensitivity; SPE, specificity.
A review of literatures that used baseline refraction to predict myopia onset
| Age at prediction | Prediction period | Cut‐off of baseline SE (definition of myopia onset) | AUC of the ROC curve | SEN | SPE | Combination factors | |
|---|---|---|---|---|---|---|---|
| Hirsch | School entrance | Until 13–14 years old | +0.5D (SE ≤ −0.5D) | / | 59% | 91% | / |
| Zadnik | Grade 1 | Grade 8 | +0.75D (SE ≤−0.75D) | 0.880 | 86.7% | 73.3% | Power of lens and cornea and axial length, AUC = 0.893 |
| Jones‐Jordan | Grade 1 | Until grade 8 | +0.75D (SE ≤−0.75D) | / | 62.5% | 81.9% | The results were calculated after considering parental myopia. |
| French | 6 years old | 5–6 years later | Not presented (SE ≤−0.5D) | 0.84 | Adding outdoor activity and near work time, parental myopia, and ethnicity, AUC = 0.89 | ||
| 12 years old | 5–6 years later | Not presented (SE ≤−0.5D) | 0.89 | AUC was not improved after including the risk factors | |||
| Zadnik | Grades 1–6 | Until grade 8 | Grade 1: +0.75D, Grades 2 and 3: +0.5D, Grades 4 and 5: +0.25D, Grade 6: +0.00D (SE ≤ −0.75D) | 0.87 to 0.93 | Adding other 7 predictors, AUC ranged between 0.88 and 0.94 | ||
| Our study | Grades 1–3 | 2 years later | +0.5D (SE ≤−0.5D) | 0.862 | 84.6% | 71.0% | Adding other risk factors AUC increased by 0.019 |
| Grade 1 | 4 years later | +0.75D (SE ≤ −0.5D) | 0.839 | 78.6% | 75.7% | Adding other risk factors AUC increased by 0.053 |
AUC, area under the curve; ROC, receiver operating characteristic; SE, spherical equivalent refraction; SEN, sensitivity; SPE, specificity.