| Literature DB >> 33854140 |
Hsin-Ting Lin1,2, Cai-Mei Zheng3,4,5,6, Yu-Ann Fang7,8,9, Ju-Chi Liu7,8,9,10, Yun-Chun Wu11, Yun-Hsiang Chang1, Jiann-Torng Chen1, Chang-Min Liang1,12, Tian-Jong Chang13, Jing-Quan Zheng3,14, Ming-Cheng Tai1,12, Yuh-Feng Lin15,16,17,18.
Abstract
This population-based retrospective cohort study investigated the prevalence of myopia among patients with Type 1 and Type 2 diabetes mellitus (DM) and evaluate risk factors for myopia in these groups. Records from 2000 to 2012 with at least one year of follow-up from the Taiwan National Health Insurance Research Database were included. This study included 35,538 patients with DM and 71,076 patients without DM. Patients with DM had a significantly higher adjusted hazard ratio for myopia in all age groups and both sexes compared with patients without DM. The subgroup analysis results revealed that the rates of myopia and astigmatism were significantly higher among patients with DM compared with patients without DM aged < 60 years. However, the rates of high myopia or myopia progression to high myopia did not differ significantly between the two groups. These findings indicate that DM is a critical risk factor for myopia and astigmatism among patients aged < 60 years. Therefore, active surveillance and earlier treatment of myopia are critical for patients with DM.Entities:
Year: 2021 PMID: 33854140 PMCID: PMC8046800 DOI: 10.1038/s41598-021-87499-y
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Data selection process. Follow-up of Myopia new-onset; patients with DM were matched with DM-free counterparts, who had the same index dates as the DM diagnostic date.
Characteristics of the sample population.
| Control (n = 71,076) | DM (n = 35,538) | ||||
|---|---|---|---|---|---|
| n | % | n | % | ||
| 51.06 ± 11.01 | 51.07 ± 11.00 | 0.926 | |||
| 0–9 | 84 | 0.12 | 41 | 0.12 | 0.998 |
| 10–19 | 275 | 0.39 | 133 | 0.37 | |
| 20–29 | 1907 | 2.68 | 946 | 2.66 | |
| 30–39 | 7907 | 11.12 | 3931 | 11.06 | |
| 40–49 | 21,672 | 30.49 | 10,879 | 30.61 | |
| 50–59 | 26,274 | 36.97 | 13,094 | 36.85 | |
| 60–69 | 9852 | 13.86 | 4967 | 13.98 | |
| ≥ 70 | 3105 | 4.37 | 1547 | 4.35 | |
| Female | 28,044 | 39.46 | 14,022 | 39.46 | 1.000 |
| Male | 43,032 | 60.54 | 21,516 | 60.54 | |
| 0 | 40,043 | 56.34 | 16,130 | 45.39 | < 0.001 |
| 1 | 16,769 | 23.59 | 9346 | 26.30 | |
| 2–3 | 7840 | 11.03 | 5267 | 14.82 | |
| ≥ 4 | 6424 | 9.04 | 4795 | 13.49 | |
| HF | 1187 | 1.67 | 1237 | 3.48 | < 0.001 |
| AMI | 316 | 0.44 | 325 | 0.91 | < 0.001 |
| Stroke | 3482 | 4.90 | 2804 | 7.89 | < 0.001 |
| Ischemic heart disease | 6684 | 9.40 | 5687 | 16.00 | < 0.001 |
| Angina | 2469 | 3.47 | 2018 | 5.68 | < 0.001 |
| Peripheral vascular disease | 2184 | 3.07 | 1666 | 4.69 | < 0.001 |
| Hypertension | 14,166 | 19.93 | 14,902 | 41.93 | < 0.001 |
| Hyperlipidemia | 9553 | 13.44 | 9543 | 26.85 | < 0.001 |
| Renal failure | 2935 | 4.13 | 2299 | 6.47 | < 0.001 |
| Chronic liver disease | 11,892 | 16.73 | 9597 | 27.00 | < 0.001 |
| COPD | 8610 | 12.11 | 5264 | 14.81 | < 0.001 |
| Cataract | 10,260 | 14.44 | 9219 | 25.94 | < 0.001 |
| Urban | 56,117 | 78.95 | 27,760 | 78.11 | 0.002 |
| Suburban | 11,126 | 15.65 | 5711 | 16.07 | |
| Rural | 3833 | 5.39 | 2067 | 5.82 | |
| 0 | 2761 | 3.88 | 1481 | 4.17 | < 0.001 |
| 1–21,000 | 14,455 | 20.34 | 8048 | 22.65 | |
| 21,000–33,300 | 22,092 | 31.08 | 11,838 | 33.31 | |
| ≥ 33,301 | 31,768 | 44.70 | 14,171 | 39.88 | |
| North | 40,662 | 57.21 | 19,240 | 54.14 | < 0.001 |
| Central | 14,146 | 19.90 | 7543 | 21.23 | |
| South | 14,911 | 20.98 | 7952 | 22.38 | |
| East and other | 1357 | 1.91 | 803 | 2.26 | |
| Low myopia | 1189 | 1.67 | 898 | 2.53 | < 0.001 |
| High myopia | 193 | 0.27 | 97 | 0.27 | 0.967 |
| Low/high myopia/astigmatism | 1419 | 2.00 | 1058 | 2.98 | < 0.001 |
aCategorical variables: Chi-squared test; continuous variables: T test.
Risk of varieties of myopia between DM and control cohorts.
| All Groups | Control | DM | Adjusted HR† | ||||||
|---|---|---|---|---|---|---|---|---|---|
| no. of | incidence rate | No. of | Incidence rate | ||||||
| Low myopia | 1,189 | 254.2 | (239.8, | 268.7) | 898 | 392.3 | (366.6, | 417.9) | 1.65 (1.51, 1.81)*** |
| High myopia | 193 | 41.3 | (35.4, | 47.1) | 97 | 42.4 | (33.9, | 50.8) | 0.99 (0.76, 1.28) |
| Low/high myopia/astigmatism | 1,419 | 303.4 | (287.6, | 319.2) | 1,058 | 462.2 | (434.3, | 490.0) | 1.59 (1.46, 1.73)*** |
| General myopia | 124 | 806.5 | (664.5, | 948.4) | 131 | 1,807.2 | (1497.7, | 2116.7) | 2.47 (1.91, 3.20)*** |
| High myopia | 8 | 52.0 | (16.0, | 88.1) | 7 | 96.6 | (25.0, | 168.1) | 1.89 (0.62, 5.79) |
| Low/High myopia/Astigmatism | 132 | 858.5 | (712.0, | 1005.0) | 138 | 1,903.8 | (1586.1, | 2221.4) | 2.44 (1.90, 3.14)*** |
| Low myopia | 981 | 271.5 | (254.5, | 288.5) | 732 | 412.8 | (382.9, | 442.7) | 1.73 (1.56, 1.91)*** |
| High myopia | 159 | 44.0 | (37.2, | 50.8) | 76 | 42.9 | (33.2, | 52.5) | 1.01 (0.75, 1.35) |
| Low/High myopia/Astigmatism | 1,153 | 319.1 | (300.7, | 337.5) | 850 | 479.3 | (447.1, | 511.6) | 1.68 (1.53, 1.84)*** |
| Low myopia | 84 | 92.3 | (72.6, | 112.1) | 35 | 78.9 | (52.8, | 105.1) | 0.84 (0.56, 1.26) |
| High myopia | 26 | 28.6 | (17.6, | 39.6) | 14 | 31.6 | (15.0, | 48.1) | 1.01 (0.51, 1.99) |
| Low/High myopia/Astigmatism | 134 | 147.3 | (122.3, | 172.2) | 70 | 157.9 | (120.9, | 194.8) | 1.01 (0.75, 1.36) |
| Low myopia | 564 | 293.0 | (268.8, | 317.2) | 356 | 375.3 | (336.4, | 414.3) | 1.56 (1.36, 1.80)*** |
| High myopia | 97 | 50.4 | (40.4, | 60.4) | 46 | 48.5 | (34.5, | 62.5) | 1.09 (0.75, 1.58) |
| Low/high myopia/astigmatism | 681 | 353.8 | (327.2, | 380.4) | 430 | 453.4 | (410.5, | 496.2) | 1.52 (1.34, 1.72)*** |
| Low myopia | 625 | 227.1 | (209.3, | 244.9) | 542 | 404.3 | (370.2, | 438.3) | 1.89 (1.68, 2.14)*** |
| High myopia | 96 | 34.9 | (27.9, | 41.9) | 51 | 38.0 | (27.6, | 48.5) | 1.00 (0.70, 1.43) |
| Low/high myopia/astigmatism | 738 | 268.2 | (248.8, | 287.5) | 628 | 468.4 | (431.8, | 505.0) | 1.81 (1.62, 2.02)*** |
| Low myopia | 1,054 | 278.7 | (261.8, | 295.5) | 808 | 531.3 | (494.7, | 568.0) | 1.92 (1.75, 2.12)*** |
| High myopia | 140 | 37.0 | (30.9, | 43.1) | 71 | 46.7 | (35.8, | 57.5) | 1.30 (0.96, 1.75) |
| Low/high myopia/astigmatism | 1,222 | 323.1 | (305.0, | 341.2) | 923 | 606.9 | (567.8, | 646.1) | 1.88 (1.72, 2.05)*** |
| Low myopia | 135 | 150.9 | (125.5, | 176.4) | 90 | 117.1 | (92.9, | 141.3) | 0.75 (0.57, 0.99)* |
| High myopia | 53 | 59.2 | (43.3, | 75.2) | 26 | 33.8 | (20.8, | 46.8) | 0.56 (0.34, 0.91)* |
| Low/high myopia/astigmatism | 197 | 220.2 | (189.5, | 251.0) | 135 | 175.7 | (146.0, | 205.3) | 0.78 (0.62, 0.98)* |
CI confidence interval, HR hazard ratio.
†The main model is adjusted for age, sex, CCI, HF, AMI, stroke, ischemic heart disease, angina, peripheral vascular disease, hypertension, hyperlipidemia, renal failure, chronic liver disease, COPD, cataract, level of urbanization, monthly income, and residence.
* < 0.5, *** < 0.001.
aTotal follow-up of 7248.8 person-years for the DM group and 15,375.7 for the control group.
bTotal follow-up of 177,324.3 person-years for the DM group and 361,334.2 for the control group.
cTotal follow-up of 44,345.6 person-years for the DM group and 90,991.9 for the control group.
dTotal follow-up of 94,846.5 person-years for DM group and 192,485.7 for the control group.
eTotal follow-up of 134,072.1 person-years for the DM group and 27,5216.0 for the control group.
fTotal follow-up of 152,074.4 person-years for the DM group and 378,245.0 for the control group.
gTotal follow-up of 76,844.3 person-years for the DM group and 89,456.7 for the control group.
Risk of various myopia among different types of DM and the control cohort.
| Control | Type 1 DM | Type 2 DM | |
|---|---|---|---|
| Adjusted HR | Adjusted HR | Adjusted HR | |
| Unadjusted | 1.00 | 2.70 (2.22, 3.28)*** | 1.45 (1.32, 1.58)*** |
| Main model† | 1.00 | 2.73 (2.24, 3.32)*** | 1.66 (1.51, 1.82)*** |
| Age, years | |||
| 0–39 | 1.00 | 4.11 (2.96, 5.71)*** | 1.81 (1.33, 2.47)*** |
| 40–59 | 1.00 | 1.88 (1.41, 2.50)*** | 1.72 (1.55, 1.91)*** |
| ≥ 60 | 1.00 | 0.71 (0.18, 2.92) | 0.85 (0.56, 1.29) |
| Sex | |||
| Female | 1.00 | 2.95 (2.21, 3.93)*** | 1.44 (1.24, 1.67)*** |
| Male | 1.00 | 2.55 (1.94, 3.35)*** | 1.83 (1.62, 2.07)*** |
| Cataract | |||
| Without | 1.00 | 3.07 (2.49, 3.78)*** | 1.82 (1.65, 2.01)*** |
| With | 1.00 | 1.12 (0.63, 2.00) | 0.71 (0.53, 0.95)* |
| Unadjusted | 1.00 | 0.87 (0.39, 1.97) | 1.04 (0.81, 1.33) |
| Main model† | 1.00 | 0.83 (0.37, 1.88) | 1.05 (0.81, 1.37) |
| Age, years | |||
| 0–39 | 1.00 | – | – |
| 40–59 | 1.00 | 0.94 (0.38, 2.29) | 1.01 (0.75, 1.36) |
| ≥ 60 | 1.00 | 0.90 (0.12, 6.71) | 1.02 (0.51, 2.04) |
| Sex | |||
| Female | 1.00 | 0.93 (0.29, 2.97) | 1.10 (0.75, 1.61) |
| Male | 1.00 | 0.75 (0.24, 2.38) | 1.02 (0.71, 1.47) |
| Cataract | |||
| Without | 1.00 | 1.10 (0.41, 3.00) | 1.31 (0.97, 1.78) |
| With | 1.00 | 0.42 (0.10, 1.78) | 0.57 (0.35, 0.94)* |
| Low/high myopia/astigmatism | |||
| Un-adjust | 1.00 | 2.47 (2.06, 2.97)*** | 1.45 (1.33, 1.57)*** |
| Main model† | 1.00 | 2.49 (2.06, 3.00)*** | 1.60 (1.47, 1.75)*** |
| Age, years | |||
| 0–39 | 1.00 | 3.94 (2.85, 5.44)*** | 1.84 (1.36, 2.48)*** |
| 40–59 | 1.00 | 1.80 (1.38, 2.35)*** | 1.67 (1.52, 1.83)*** |
| ≥ 60 | 1.00 | 0.85 (0.31, 2.30) | 1.02 (0.75, 1.38) |
| Sex | |||
| Female | 1.00 | 2.69 (2.05, 3.53)*** | 1.42 (1.24, 1.62)*** |
| Male | 1.00 | 2.33 (1.80, 3.03)*** | 1.76 (1.57, 1.97)*** |
| Cataract | |||
| Without | 1.00 | 2.94 (2.41, 3.60)*** | 1.79 (1.63, 1.96)*** |
| With | 1.00 | 0.92 (0.54, 1.56) | 0.76 (0.60, 0.97)* |
CI confidence interval, HR hazard ratio.
* < 0.5, *** < 0.001.
†The main model is adjusted for age, sex, CCI, HF, AMI, stroke, ischemic heart disease, angina, peripheral vascular disease, hypertension, hyperlipidemia, renal failure, chronic liver disease, COPD, cataract, level of urbanization, monthly income, and residence.
Predictors of new-onset low myopia, high myopia, and astigmatism in the DM and control groups.
| Exposure variable | Univariate analysis | Multivariate analysis | ||||||
|---|---|---|---|---|---|---|---|---|
| HR | 95% CI | HR | 95% CI | |||||
| DM (ref = control) | < 0.001 | 1.518 | 1.402 | 1.644 | < 0.001 | 1.593 | 1.464 | 1.733 |
| 0–9 | < 0.001 | 72.184 | 48.154 | 108.205 | < 0.001 | 60.353 | 39.238 | 92.832 |
| 10–19 | < 0.001 | 14.214 | 9.309 | 21.704 | < 0.001 | 12.277 | 7.950 | 18.958 |
| 20–29 | < 0.001 | 7.064 | 4.935 | 10.111 | < 0.001 | 5.160 | 3.545 | 7.511 |
| 30–39 | < 0.001 | 5.340 | 3.821 | 7.464 | < 0.001 | 3.853 | 2.710 | 5.477 |
| 40–49 | < 0.001 | 3.559 | 2.562 | 4.945 | < 0.001 | 2.522 | 1.789 | 3.557 |
| 50–59 | < 0.001 | 2.204 | 1.583 | 3.070 | 0.006 | 1.613 | 1.146 | 2.269 |
| 60–69 | 0.070 | 1.391 | 0.974 | 1.985 | 0.218 | 1.253 | 0.875 | 1.795 |
| ≥ 70 | 1.000 | 1.000 | ||||||
| Female | 1.000 | 1.000 | ||||||
| Male | < 0.001 | 0.857 | 0.791 | 0.927 | < 0.001 | 0.726 | 0.669 | 0.789 |
| 0 | 1.000 | 1.000 | ||||||
| 1 | 0.001 | 1.183 | 1.076 | 1.300 | < 0.001 | 1.216 | 1.097 | 1.349 |
| 2–3 | < 0.001 | 1.252 | 1.107 | 1.416 | < 0.001 | 1.383 | 1.195 | 1.600 |
| ≥ 4 | 0.144 | 1.116 | 0.963 | 1.292 | 0.002 | 1.361 | 1.119 | 1.655 |
| HF | 0.014 | 0.640 | 0.449 | 0.912 | 0.027 | 0.661 | 0.459 | 0.954 |
| AMI | 0.901 | 1.037 | 0.588 | 1.828 | 0.759 | 1.096 | 0.612 | 1.962 |
| Stroke | 0.015 | 0.779 | 0.638 | 0.952 | 0.345 | 0.902 | 0.727 | 1.118 |
| Ischemic heart disease | 0.343 | 0.938 | 0.823 | 1.070 | 0.133 | 1.142 | 0.960 | 1.359 |
| Angina | 0.625 | 0.948 | 0.765 | 1.174 | 0.923 | 0.987 | 0.760 | 1.282 |
| Peripheral vascular disease | 0.393 | 0.901 | 0.711 | 1.143 | 0.803 | 0.970 | 0.760 | 1.236 |
| Hypertension | 0.001 | 0.846 | 0.770 | 0.930 | 0.482 | 0.961 | 0.860 | 1.074 |
| Hyperlipidemia | 0.054 | 1.109 | 0.998 | 1.232 | 0.706 | 1.023 | 0.908 | 1.152 |
| Renal failure | 0.779 | 1.028 | 0.849 | 1.244 | 0.914 | 1.012 | 0.819 | 1.250 |
| Chronic liver disease | < 0.001 | 1.272 | 1.155 | 1.401 | 0.627 | 1.031 | 0.913 | 1.163 |
| COPD | 0.180 | 1.084 | 0.963 | 1.221 | 0.003 | 1.204 | 1.064 | 1.362 |
| Cataract | < 0.001 | 0.507 | 0.451 | 0.569 | < 0.001 | 0.694 | 0.612 | 0.787 |
| Urban | 1.000 | 1.000 | ||||||
| Suburban | < 0.001 | 0.660 | 0.583 | 0.747 | 0.010 | 0.838 | 0.733 | 0.959 |
| Rural | < 0.001 | 0.600 | 0.488 | 0.737 | 0.607 | 0.943 | 0.753 | 1.180 |
| 0 | 1.000 | 1.000 | ||||||
| 1–21,000 | < 0.001 | 0.565 | 0.462 | 0.690 | 0.033 | 0.783 | 0.625 | 0.981 |
| 21,000–33,300 | < 0.001 | 0.609 | 0.504 | 0.735 | 0.084 | 0.822 | 0.658 | 1.027 |
| ≥ 33,301 | 0.450 | 1.071 | 0.896 | 1.282 | 0.002 | 1.408 | 1.132 | 1.752 |
| North | 1.000 | 1.000 | ||||||
| Central | < 0.001 | 0.740 | 0.665 | 0.822 | 0.101 | 0.906 | 0.806 | 1.019 |
| South | < 0.001 | 0.581 | 0.519 | 0.651 | < 0.001 | 0.673 | 0.599 | 0.756 |
| East and other | 0.070 | 1.242 | 0.983 | 1.571 | < 0.001 | 1.578 | 1.236 | 2.014 |
†The main model is adjusted for age, sex, CCI, HF, AMI, stroke, ischemic heart disease, angina, peripheral vascular disease, hypertension, hyperlipidemia, renal failure, chronic liver disease, COPD, cataract, level of urbanization, monthly income, and residence.
Figure 2Myopia events in the study cohort (n = 106,614) from January 1, 2001, to December 31, 2012, in Taiwan, stratified by DM and without DM t (log–rank test, χ2 = 107.226; df = 1; p < 0.001).
Figure 3Myopia events in the study cohort (n = 106,614) from January 1, 2001, to December 31, 2012, in Taiwan, stratified by Type 1 DM, Type 2 DM, and without DM (log-rank test, χ2 = 148.929; df = 2; p < 0.001).