| Literature DB >> 35909567 |
Yoo Hyun Um1, Tae-Won Kim1, Jong-Hyun Jeong1, Seung-Chul Hong1, Ho-Jun Seo1, Kyung-Do Han2.
Abstract
Background: Previous studies have suggested a close link between sleep disturbances and diabetic retinopathy (DR). However, to date, no confirmatory findings have been reported. We aimed to explore the risk of insomnia in DR by considering demographic factors and diabetes mellitus (DM)-related variables.Entities:
Keywords: diabetes mellitus; hazard ratio; insomnia; retinopathy; risk
Mesh:
Year: 2022 PMID: 35909567 PMCID: PMC9333090 DOI: 10.3389/fendo.2022.939251
Source DB: PubMed Journal: Front Endocrinol (Lausanne) ISSN: 1664-2392 Impact factor: 6.055
Baseline characteristics of the study population.
| N | Non-DR | DR | P-value | NPDR | PDR | P-value |
|---|---|---|---|---|---|---|
| 2093687 | 112932 | 101371 | 12686 | |||
|
| 56.13 ± 12.31 | 62.44 ± 9.71 | <.0001 | 62.78 ± 9.66 | 59.51 ± 9.69 | <.0001 |
| < 40 | 186837 (8.92) | 1465 (1.3) | <.0001 | 1220 (1.2) | 268 (2.11) | <.0001 |
| 40 - 64 | 1357725 (64.85) | 61395 (54.36) | 53726 (53) | 8376 (66.03) | ||
| ≥ 65 | 549125 (26.23) | 50072 (44.34) | 46425 (45.8) | 4042 (31.86) | ||
|
| 1334288 (63.73) | 57324 (50.76) | <.0001 | 50678 (49.99) | 7301 (57.55) | <.0001 |
|
| 434550 (20.76) | 23475 (20.79) | 0.7987 | 20950 (20.67) | 2752 (21.69) | 0.7987 |
|
| 1134728 (54.2) | 79267 (70.19) | <.0001 | 70779 (69.82) | 9286 (73.2) | <.0001 |
|
| 831044 (39.69) | 60448 (53.53) | <.0001 | 54328 (53.59) | 6693 (52.76) | <.0001 |
|
| <.0001 | <.0001 | ||||
| Non | 1104687 (52.76) | 75461 (66.82) | 68188 (67.27) | 7956 (62.71) | ||
| Ex | 402061 (19.2) | 21930 (19.42) | 19593 (19.33) | 2581 (20.35) | ||
| Current | 586939 (28.03) | 15541 (13.76) | 13590 (13.41) | 2149 (16.94) | ||
|
| <.0001 | <.0001 | ||||
| Non | 1123840 (53.68) | 83631 (74.05) | 75046 (74.03) | 9385 (73.98) | ||
| Mild | 741937 (35.44) | 23984 (21.24) | 21521 (21.23) | 2730 (21.52) | ||
| Heavy | 227910 (10.89) | 5317 (4.71) | 4804 (4.74) | 571 (4.5) | ||
|
| 430197 (20.55) | 28171 (24.95) | <.0001 | 25420 (25.08) | 2981 (23.5) | <.0001 |
|
| 119473 (5.71) | 37165 (32.91) | <.0001 | 31755 (31.33) | 5767 (45.46) | <.0001 |
|
| 244538 (11.68) | 38148 (33.78) | <.0001 | 33577 (33.12) | 4917 (38.76) | <.0001 |
|
| 2.56 ± 3.2 | 6.61 ± 2.52 | <.0001 | 6.59 ± 2.53 | 6.72 ± 2.51 | <.0001 |
| ≥ 5years | 557657 (26.64) | 88188 (78.09) | <.0001 | 78881 (77.81) | 10091 (79.54) | <.0001 |
|
| ||||||
|
| 25.13 ± 3.4 | 24.49 ± 3.19 | <.0001 | 24.53 ± 3.2 | 24.15 ± 3.09 | <.0001 |
|
| 145.86 ± 46.46 | 144.77 ± 54.89 | <.0001 | 143.79 ± 53.77 | 152.89 ± 62.98 | <.0001 |
|
| 85.98 ± 36.25 | 77.59 ± 36.47 | <.0001 | 77.9 ± 36.43 | 75.1 ± 37.31 | <.0001 |
|
| 197.65 ± 42.17 | 181.82 ± 41.32 | <.0001 | 181.42 ± 40.9 | 185.18 ± 44.35 | <.0001 |
|
| 51.91 ± 21.85 | 50.45 ± 22.7 | <.0001 | 50.56 ± 22.93 | 49.65 ± 21.83 | <.0001 |
|
| 111.91 ± 40.85 | 102.52 ± 38.39 | <.0001 | 102.15 ± 38.19 | 105.52 ± 40.14 | <.0001 |
|
| 129.09 ± 15.78 | 129.04 ± 16.29 | 0.2938 | 128.91 ± 16.14 | 130.08 ± 17.32 | 0.2938 |
|
| 79.35 ± 10.28 | 76.69 ± 10.05 | <.0001 | 76.62 ± 9.99 | 77.33 ± 10.5 | <.0001 |
Values are presented as the mean ± standard deviation or number (%). DR, diabetic retinopathy; NPDR, non-proliferative diabetic retinopathy; PDR, proliferative diabetic retinopathy; DM, diabetes mellitus; BMI, body mass index; FBS, fasting blood glucose; GFR, glomerular filtration rate; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; SBP, systolic blood pressure; DBP, diastolic blood pressure.
Incidence rate (IR) and risk of insomnia according to diabetic retinopathy (DR) and proliferative diabetic retinopathy (PDR) diagnosis.
| N | Insomnia | Duration | IR (per 1,000) | Model 1 | Model 2 | Model 3 | |
|---|---|---|---|---|---|---|---|
|
| 2093687 | 240946 | 15523891.88 | 15.521 | 1 (ref.) | 1 (ref.) | 1 (ref.) |
|
| 112932 | 20677 | 798790.9 | 25.8854 | 1.306 (1.288, 1.325) | 1.289 (1.271, 1.308) | 1.125 (1.108, 1.142) |
|
| 2092562 | 240758 | 15515857.38 | 15.5169 | 1 (ref.) | 1 (ref.) | 1 (ref.) |
|
| 101371 | 18575 | 717873.08 | 25.875 | 1.287 (1.268, 1.307) | 1.272 (1.253, 1.291) | 1.117 (1.099, 1.134) |
|
| 12686 | 2290 | 88952.32 | 25.7441 | 1.485 (1.425, 1.548) | 1.454 (1.395, 1.515) | 1.205 (1.156, 1.256) |
IR: incidence rate.
Model 1: Age, Sex.
Model 2: Age, sex, hypertension, dyslipidemia, smoking, drinking, regular exercise status, and body mass index.
Model 3: Age, sex, hypertension, dyslipidemia, smoking, drinking, regular exercise status, body mass index, fasting blood glucose level, insulin status, number of anti-diabetic medications, and diabetes mellitus duration.
Incidence rate (IR) and risk of insomnia in diabetic retinopathy (DR) and proliferative diabetic retinopathy (PDR) with consideration for the interactive effect of age and sex.
| DR & PDR status | N | Insomnia | Duration | IR (per 1,000) | Model 3 | P for interaction | |
|---|---|---|---|---|---|---|---|
|
| Non-DR | 186837 | 6095 | 1471541.61 | 4.1419 | 1 (ref.) | <.0001 |
| DR | 1465 | 118 | 11509.91 | 10.252 | 1.819 (1.516, 2.183) | ||
|
| Non-DR | 1357725 | 132379 | 10337623 | 12.8056 | 1 (ref.) | |
| DR | 61395 | 9636 | 454573.88 | 21.1979 | 1.211 (1.186, 1.238) | ||
|
| Non-DR | 549125 | 102472 | 3714727.28 | 27.5853 | 1 (ref.) | |
| DR | 50072 | 10923 | 332707.1 | 32.8307 | 1.055 (1.034, 1.076) | ||
|
| Non-DR | 1334288 | 127503 | 9956733.24 | 12.8057 | 1 (ref.) | <.0001 |
| DR | 57324 | 9613 | 402978.01 | 23.8549 | 1.253 (1.226, 1.28) | ||
|
| Non-DR | 759399 | 113443 | 5567158.65 | 20.3772 | 1 (ref.) | |
| DR | 55608 | 11064 | 395812.89 | 27.9526 | 1.032 (1.012, 1.053) | ||
|
| Non-DR | 186814 | 6089 | 1471388.6 | 4.1383 | 1 (ref.) | <.0001 |
| NPDR | 1220 | 84 | 9687.35 | 8.6711 | 1.544 (1.245, 1.915) | ||
| PDR | 268 | 40 | 1975.56 | 20.2474 | 3.575 (2.619, 4.88) | ||
|
| Non-DR | 1357018 | 132274 | 10332459.51 | 12.8018 | 1 (ref.) | |
| NPDR | 53726 | 8329 | 399360.6 | 20.8558 | 1.195 (1.168, 1.223) | ||
| PDR | 8376 | 1412 | 60376.78 | 23.3865 | 1.323 (1.255, 1.395) | ||
|
| Non-DR | 548730 | 102395 | 3712009.27 | 27.5848 | 1 (ref.) | |
| NPDR | 46425 | 10162 | 308825.13 | 32.9054 | 1.058 (1.036, 1.08) | ||
| PDR | 4042 | 838 | 26599.98 | 31.5038 | 1.015 (0.948, 1.087) | ||
|
| Non-DR | 1333633 | 127404 | 9952083.89 | 12.8017 | 1 (ref.) | <.0001 |
| NPDR | 50678 | 8489 | 356675.57 | 23.8003 | 1.245 (1.217, 1.274) | ||
| PDR | 7301 | 1223 | 50951.78 | 24.0031 | 1.307 (1.235, 1.383) | ||
|
| Non-DR | 758929 | 113354 | 5563773.49 | 20.3736 | 1 (ref.) | |
| NPDR | 50693 | 10086 | 361197.5 | 27.9238 | 1.025 (1.004, 1.047) | ||
| PDR | 5385 | 1067 | 38000.54 | 28.0785 | 1.106 (1.041, 1.175) |
Model 3: Age, sex, hypertension, dyslipidemia, smoking, drinking, regular exercise status, body mass index, fasting blood glucose level, insulin status, number of antidiabetic medications, and diabetes mellitus duration.
Incidence rate (IR) and risk of insomnia in diabetic retinopathy (DR) and proliferative diabetic retinopathy (PDR) with consideration for the interactive effect of diabetes mellitus (DM)-related variables.
| DR & PDR status | N | Insomnia | Duration | IR (per 1,000) | Model 3 | P for interaction | |
|---|---|---|---|---|---|---|---|
|
| Non-DR | 1536030 | 157096 | 11472011 | 13.6938 | 1 (ref.) | 0.0055 |
| DR | 24744 | 3942 | 181251.6 | 21.7488 | 1.171 (1.134, 1.209) | ||
|
| Non-DR | 557657 | 83850 | 4051881 | 20.6941 | 1 (ref.) | |
| DR | 88188 | 16735 | 617539.3 | 27.0995 | 1.113 (1.095, 1.132) | ||
|
| Non-DR | 1974214 | 219906 | 14700848 | 14.9587 | 1 (ref.) | 0.7568 |
| DR | 75767 | 12824 | 549886.2 | 23.3212 | 1.123 (1.103, 1.144) | ||
|
| Non-DR | 119473 | 21040 | 823043.8 | 25.5636 | 1 (ref.) | |
| DR | 37165 | 7853 | 248904.7 | 31.5502 | 1.129 (1.1, 1.159) | ||
|
| Non-DR | 1849149 | 204307 | 13728043 | 14.8825 | 1 (ref.) | 0.1119 |
|
| DR | 74784 | 13478 | 529329.8 | 25.4624 | 1.135 (1.114, 1.156) | |
|
| Non-DR | 244538 | 36639 | 1795849 | 20.4021 | 1 (ref.) | |
|
| DR | 38148 | 7199 | 269461.1 | 26.7163 | 1.107 (1.079, 1.135) | |
|
| Non-DR | 1887666 | 206590 | 14088198 | 14.664 | 1 (ref.) | <.0001 |
| DR | 86990 | 14727 | 631592 | 23.3173 | 1.084 (1.065, 1.103) | ||
|
| Non-DR | 206021 | 34356 | 1435694 | 23.9299 | 1 (ref.) | |
| DR | 25942 | 5950 | 167198.9 | 35.5864 | 1.233 (1.199, 1.268) | ||
|
| Non-DR | 1535689 | 157051 | 11469521 | 13.6929 | 1 (ref.) | 0.0026 |
| NPDR | 22490 | 3636 | 164882.4 | 22.0521 | 1.173 (1.135, 1.213) | ||
| PDR | 2595 | 351 | 18859.47 | 18.6113 | 1.145 (1.031, 1.272) | ||
|
| Non-DR | 556873 | 83707 | 4046336 | 20.6871 | 1 (ref.) | |
| NPDR | 78881 | 14939 | 552990.7 | 27.0149 | 1.102 (1.083, 1.122) | ||
| PDR | 10091 | 1939 | 70092.86 | 27.6633 | 1.214 (1.161, 1.271) | ||
|
| Non-DR | 1973446 | 219794 | 14695220 | 14.9568 | 1 (ref.) | 0.0026 |
| NPDR | 69616 | 11898 | 505173.9 | 23.5523 | 1.124 (1.102, 1.145) | ||
| PDR | 6919 | 1038 | 50340.49 | 20.6196 | 1.114 (1.048, 1.185) | ||
|
| Non-DR | 119116 | 20964 | 820637.4 | 25.546 | 1 (ref.) | |
| NPDR | 31755 | 6677 | 212699.2 | 31.3917 | 1.105 (1.075, 1.136) | ||
| PDR | 5767 | 1252 | 38611.84 | 32.4253 | 1.293 (1.221, 1.369) | ||
|
| Non-DR | 1848370 | 204172 | 13722513 | 14.8786 | 1 (ref.) | 0.1615 |
| NPDR | 67794 | 12219 | 480517 | 25.4289 | 1.127 (1.105, 1.148) | ||
| PDR | 7769 | 1394 | 54343.47 | 25.6517 | 1.228 (1.164, 1.295) | ||
|
| Non-DR | 244192 | 36586 | 1793345 | 20.401 | 1 (ref.) | |
| NPDR | 33577 | 6356 | 237356.1 | 26.7783 | 1.097 (1.068, 1.127) | ||
| PDR | 4917 | 896 | 34608.86 | 25.8893 | 1.17 (1.095, 1.251) | ||
|
| Non-DR | 1886803 | 206466 | 14081906 | 14.6618 | 1 (ref.) | <.0001 |
| NPDR | 78603 | 13379 | 570850.6 | 23.437 | 1.082 (1.062, 1.102) | ||
| PDR | 9250 | 1472 | 67033.02 | 21.9593 | 1.095 (1.04, 1.153) | ||
|
| Non-DR | 205759 | 34292 | 1433951 | 23.9143 | 1 (ref.) | |
| NPDR | 22768 | 5196 | 147022.5 | 35.3415 | 1.208 (1.173, 1.245) | ||
| PDR | 3436 | 818 | 21919.3 | 37.3187 | 1.448 (1.351, 1.553) |
Model 3: Age, sex, hypertension, dyslipidemia, smoking, drinking, regular exercise status, body mass index, fasting blood glucose level, insulin status, number of antidiabetic medications, and DM duration. CKD, chronic kidney disease.