| Literature DB >> 35564832 |
Yu Shin Park1,2, Soo Young Kim1,2, Eun-Cheol Park2,3, Sung-In Jang2,3.
Abstract
This study aimed to investigate the implementation of diabetes complications screening in South Korea during the coronavirus disease (COVID-19) outbreak. Data from the Korea Community Health Surveys conducted in 2019 and 2020 were used. This study included 51,471 participants. Multiple level analysis was used to investigate the relationships between screening for diabetic retinopathy and diabetic nephropathy and variables of both individual- and community-level factors in 2019 and 2020, before and after the COVID-19 outbreak. Diabetes nephropathy complications screening in 2020 had a lower odds ratio. However, regions heavily affected by COVID-19 showed a negative association with diabetes complications screening after the COVID-19 outbreak. For those being treated with medication for diabetes, there was a significant negative association with diabetic nephropathy screening after the outbreak. The COVID-19 outbreak was associated with a reduction in the use of diabetes nephropathy complications screening. Additionally, only regions heavily affected by COVID-19 spread showed a negative association with diabetes complications screening compared to before the COVID-19 outbreak. In this regard, it appears that many patients were unable to attend outpatient care due to COVID-19. As such, these patients should be encouraged to visit clinics for diabetes complications screening. Furthermore, alternative methods need to be developed to support these patients. Through these efforts, the development of diabetes-related complications should be prevented, and the costs associated with these complications will be reduced.Entities:
Keywords: COVID-19; diabetes; diabetic nephropathy; diabetic retinopathy
Mesh:
Year: 2022 PMID: 35564832 PMCID: PMC9104609 DOI: 10.3390/ijerph19095436
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
The total number of confirmed cases as of 16 August 2020 as well as case and fatality rates by region.
| Region | Confirmed Cases | |
|---|---|---|
| Cases a | Deaths b | |
| % a | % b | |
| Total | 2.7 | 2.2 |
| Busan | 0.6 | 1.4 |
| Chungcheongbuk-do Province | 0.5 | 0.0 |
| Chungcheongnam-do Province | 0.9 | 0.5 |
| Daegu | 28.6 | 2.7 |
| Daejeon | 1.1 | 1.2 |
| Gwangju | 1.5 | 0.9 |
| Gangwon-do Province | 0.5 | 3.7 |
| Gyeonggi-do Province | 1.4 | 1.7 |
| Gyeongsangbuk-do Province | 5.3 | 3.8 |
| Gyeongsangnam-do Province | 0.5 | 0.0 |
| Incheon | 1.4 | 0.7 |
| Jejudo Island | 0.4 | 0.0 |
| Jeollabuk-do Province | 0.2 | 0.0 |
| Jeollanam-do Province | 0.2 | 0.0 |
| Sejong | 1.5 | 0.0 |
| Seoul | 2.1 | 0.7 |
| Ulsan | 0.6 | 1.5 |
a Incidence rate of COVID-19 per 100,000 population; b fatality rate of COVID-19.
General characteristics of the study population.
| Variables | Diabetic Nephropathy Screening | Diabetic Retinopathy Screening | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Total | Yes | No | Yes | No | ||||||||
| N | % | N | % | N | % | N | % | N | % | |||
| 51,471 | 100.0 | 26,689 | 51.9 | 24,782 | 48.1 | 30,437 | 59.1 | 21,034 | 40.9 | |||
|
| ||||||||||||
|
| ||||||||||||
| Before COVID-19 (2019) | 25,570 | 49.7 | 12,315 | 48.2 | 13,255 | 51.8 | 0.948 | 10,360 | 40.5 | 15,210 | 59.5 | 0.109 |
| After COVID-19 (2020) | 25,901 | 50.3 | 12,467 | 48.1 | 13,434 | 51.9 | 10,674 | 41.2 | 15,227 | 58.8 | ||
|
| ||||||||||||
| Men | 25,336 | 49.2 | 12,525 | 49.4 | 12,811 | 50.6 | <0.0001 | 10,251 | 40.5 | 15,085 | 59.5 | 0.065 |
| Women | 26,135 | 50.8 | 12,257 | 46.9 | 13,878 | 53.1 | 10,783 | 41.3 | 15,352 | 58.7 | ||
|
| 51,471 | 100 | 65.94 (11.25) | 67.55 (11.78) | <0.0001 | 66.25 (11.00) | 67.14 (11.91) | <0.0001 | ||||
|
| ||||||||||||
| Living w/spouse | 35,143 | 68.3 | 17,529 | 49.9 | 17,614 | 50.1 | <0.0001 | 14,791 | 42.1 | 20,352 | 57.9 | <0.0001 |
| Living w/o spouse | 16,328 | 31.7 | 7253 | 44.4 | 9075 | 55.6 | 6243 | 38.2 | 10,085 | 61.8 | ||
|
| ||||||||||||
| Middle school or less | 30,298 | 58.9 | 13276 | 43.8 | 17,022 | 56.2 | <0.0001 | 11,332 | 37.4 | 18,966 | 62.6 | <0.0001 |
| High school | 13,456 | 26.1 | 7162 | 53.2 | 6294 | 46.8 | 6034 | 44.8 | 7422 | 55.2 | ||
| College or over | 7717 | 15.0 | 4344 | 56.3 | 3373 | 43.7 | 3668 | 47.5 | 4049 | 52.5 | ||
|
| ||||||||||||
| Self-employed and employers | 10,852 | 21.1 | 5033 | 46.4 | 5819 | 53.6 | <0.0001 | 4084 | 37.6 | 6768 | 62.4 | <0.0001 |
| Salary workers | 12,028 | 23.4 | 5933 | 49.3 | 6095 | 50.7 | 4936 | 41.0 | 7092 | 59.0 | ||
| Unpaid family workers | 2390 | 4.6 | 1038 | 43.4 | 1352 | 56.6 | 879 | 36.8 | 1511 | 63.2 | ||
| Inoccupation | 26,201 | 50.9 | 12778 | 48.8 | 13,423 | 51.2 | 11,135 | 42.5 | 15,066 | 57.5 | ||
|
| ||||||||||||
| Low | 12,589 | 24.5 | 5159 | 41.0 | 7430 | 59.0 | <0.0001 | 4393 | 34.9 | 8196 | 65.1 | <0.0001 |
| Mid-low | 13,205 | 25.7 | 6153 | 46.6 | 7052 | 53.4 | 5303 | 40.2 | 7902 | 59.8 | ||
| Mid-high | 12,516 | 24.3 | 6396 | 51.1 | 6120 | 48.9 | 5417 | 43.3 | 7099 | 56.7 | ||
| High | 13,161 | 25.6 | 7074 | 53.7 | 6087 | 46.3 | 5921 | 45.0 | 7240 | 55.0 | ||
|
| ||||||||||||
| Yes | 36,826 | 71.5 | 19,380 | 52.6 | 17446 | 47.4 | 16,607 | 45.1 | 20,219 | 54.9 | <0.0001 | |
| No | 14,645 | 28.5 | 5402 | 36.9 | 9243 | 63.1 | 4427 | 30.2 | 10,218 | 69.8 | ||
|
| ||||||||||||
| Yes | 48,138 | 93.5 | 23,828 | 49.5 | 24,310 | 50.5 | <0.0001 | 20,278 | 42.1 | 27,860 | 57.9 | <0.0001 |
| No | 3333 | 6.5 | 954 | 28.6 | 2379 | 71.4 | 756 | 22.7 | 2577 | 77.3 | ||
|
| ||||||||||||
| Yes | 31,879 | 61.9 | 15,369 | 48.2 | 16,510 | 51.8 | 0.716 | 12,929 | 40.6 | 18,950 | 59.4 | 0.069 |
| No | 19,592 | 38.1 | 9413 | 48.0 | 10,179 | 52.0 | 8105 | 41.4 | 11,487 | 58.6 | ||
|
| ||||||||||||
| Yes | 3812 | 7.4 | 1937 | 50.8 | 1875 | 49.2 | <0.0001 | 1696 | 44.5 | 2116 | 55.5 | <0.0001 |
| No | 47,659 | 92.6 | 22,845 | 47.9 | 24,814 | 52.1 | 19,338 | 40.6 | 28,321 | 59.4 | ||
|
| ||||||||||||
|
| ||||||||||||
| Very severe | 1413 | 2.7 | 696 | 49.3 | 717 | 50.7 | <0.0001 | 572 | 40.5 | 841 | 59.5 | <0.0001 |
| Severe | 5618 | 10.9 | 2144 | 38.2 | 3474 | 61.8 | 1989 | 35.4 | 3629 | 64.6 | ||
| Moderate | 15,802 | 30.7 | 9194 | 58.2 | 6608 | 41.8 | 7669 | 48.5 | 8133 | 51.5 | ||
| Mild | 28,638 | 55.6 | 12,748 | 44.5 | 15,890 | 55.5 | 10,804 | 37.7 | 17,834 | 62.3 | ||
|
| ||||||||||||
| Metropolitan | 4168 | 8.1 | 2677 | 64.2 | 1491 | 35.8 | <0.0001 | 2348 | 56.3 | 1820 | 43.7 | <0.0001 |
| City | 17,078 | 33.2 | 9199 | 53.9 | 7879 | 46.1 | 7661 | 44.9 | 9417 | 55.1 | ||
| Rural | 30,225 | 58.7 | 12,906 | 42.7 | 17,319 | 57.3 | 11,025 | 36.5 | 19,200 | 63.5 | ||
|
| ||||||||||||
| Q1 | 8720 | 16.9 | 3369 | 38.6 | 5351 | 61.4 | <0.0001 | 2731 | 31.3 | 5989 | 68.7 | <0.0001 |
| Q2 | 13,834 | 26.9 | 5893 | 42.6 | 7941 | 57.4 | 5217 | 37.7 | 8617 | 62.3 | ||
| Q3 | 14,816 | 28.8 | 7301 | 49.3 | 7515 | 50.7 | 6223 | 42.0 | 8593 | 58.0 | ||
| Q4 | 14,101 | 27.4 | 8219 | 58.3 | 5882 | 41.7 | 6863 | 48.7 | 7238 | 51.3 | ||
The p-values reflect t-tests for continuous variables and χ2 tests for dichotomous/categorical variables.
Adjusted odds ratios of diabetes nephropathy screening by characteristics of an individual- and area-level, multilevel model.
| Variables | Diabetes Nephropathy Screening | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | |||||||||||||
| OR | 95% CI | OR | 95% CI | OR | 95% CI | OR | 95% CI | |||||||||
|
| ||||||||||||||||
|
| ||||||||||||||||
| Before COVID-19 (2019) | 1.00 | 1.00 | ||||||||||||||
| After COVID-19 (2020) | 0.97 | (0.93–1.00) | 0.97 | (0.93–1.00) | ||||||||||||
|
| ||||||||||||||||
| Men | 1.00 | 1.00 | ||||||||||||||
| Women | 1.04 | (1.00–1.09) | 1.05 | (1.01–1.10) | ||||||||||||
|
| 1.00 | (0.99–1.00) | 1.00 | (0.99–1.00) | ||||||||||||
|
| ||||||||||||||||
| Living w/spouse | 1.00 | 1.00 | ||||||||||||||
| Living w/o spouse | 0.89 | (0.85–0.93) | 0.88 | (0.85–0.92) | ||||||||||||
|
| ||||||||||||||||
| Middle school or less | 0.78 | (0.73–0.83) | 0.78 | (0.74–0.84) | ||||||||||||
| High school | 0.92 | (0.87–0.98) | 0.93 | (0.87–0.98) | ||||||||||||
| College or over | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Self-employed and employers | 0.88 | (0.83–0.93) | 0.90 | (0.85–0.95) | ||||||||||||
| Salary workers | 0.84 | (0.80–0.89) | 0.86 | (0.81–0.90) | ||||||||||||
| Unpaid family workers | 0.91 | (0.83–1.00) | 0.93 | (0.85–1.02) | ||||||||||||
| Inoccupation | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Low | 0.88 | (0.83–0.94) | 0.89 | (0.83–0.95) | ||||||||||||
| Mid-low | 0.96 | (0.90–1.01) | 0.96 | (0.91–1.02) | ||||||||||||
| Mid-high | 1.00 | (0.95–1.05) | 1.00 | (0.95–1.05) | ||||||||||||
| High | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Yes | 1.66 | (1.59–1.73) | 1.66 | (1.59–1.73) | ||||||||||||
| No | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Yes | 2.81 | (2.59–3.05) | 2.86 | (2.63–3.10) | ||||||||||||
| No | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Yes | 1.11 | (1.06–1.15) | 1.10 | (1.06–1.15) | ||||||||||||
| No | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Yes | 1.12 | (1.04–1.20) | 1.12 | (1.04–1.20) | ||||||||||||
| No | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
|
| ||||||||||||||||
| Very severe | 1.01 | (0.69–1.48) | 0.98 | (0.67–1.44) | ||||||||||||
| Severe | 0.70 | (0.55–0.89) | 0.76 | (0.60–0.97) | ||||||||||||
| Moderate | 1.39 | (0.98–1.99) | 1.44 | (1.01–2.05) | ||||||||||||
| Mild | 1.00 | |||||||||||||||
|
| ||||||||||||||||
| Metropolitan | 1.00 | 1.00 | ||||||||||||||
| City | 0.71 | (0.56–0.88) | 0.71 | (0.57–0.89) | ||||||||||||
| Rural | 0.67 | (0.48–0.95) | 0.70 | (0.50–0.99) | ||||||||||||
|
| ||||||||||||||||
| Q1 | 0.69 | (0.47–1.01) | 0.79 | (0.53–1.16) | ||||||||||||
| Q2 | 0.97 | (0.66–1.42) | 0.98 | (0.66–1.43) | ||||||||||||
| Q3 | 1.02 | (0.74–1.41) | 1.09 | (0.79–1.49) | ||||||||||||
| Q4 | 1.00 | 1.00 | ||||||||||||||
|
| 0.318 (0.031) * | 0.290 (0.028) * | 0.200 (0.020) * | 0.198 (0.0020) * | ||||||||||||
|
| ||||||||||||||||
| −2 log likelihood | 68,347.24 | 66,595.32 | 68,238.72 | 66,502.07 | ||||||||||||
| AIC | 68,351.24 | 66,631.32 | 68,258.72 | 66,554.07 | ||||||||||||
|
| 8.81 a | |||||||||||||||
adj. OR, adjusted odds ratio; CI, confidence interval; IACI; industrial accident compensation insurance; SE, standard error; AIC, Akaike information criterion. a A total of 8.81% of the variability in the odds of suicidal ideation is accounted for by the areas in the study. * p < 0.0001.
Adjusted odds ratios of diabetes retinopathy screening by characteristics of an individual- and area-level, multilevel model.
| Variables | Diabetic Retinopathy Screening | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | |||||||||||||
| OR | 95% CI | OR | 95% CI | OR | 95% CI | OR | 95% CI | |||||||||
|
| ||||||||||||||||
|
| ||||||||||||||||
| Before COVID-19 (2019) | 1.00 | 1.00 | ||||||||||||||
| After COVID-19 (2020) | 0.99 | (0.95–1.02) | 0.99 | (0.96–1.03) | ||||||||||||
|
| ||||||||||||||||
| Men | 1.00 | 1.00 | ||||||||||||||
| Women | 1.20 | (1.15–1.26) | 1.21 | (1.16–1.26) | ||||||||||||
|
| 1.00 | 1.00 | 1.00 | 1.00 | ||||||||||||
|
| ||||||||||||||||
| Living w/spouse | 1.00 | 1.00 | ||||||||||||||
| Living w/o spouse | 0.90 | (0.86–0.94) | 0.90 | (0.86–0.94) | ||||||||||||
|
| ||||||||||||||||
| Middle school or less | 0.75 | (0.70–0.80) | 0.74 | (0.69–0.79) | ||||||||||||
| High school | 0.91 | (0.85–0.96) | 0.90 | (0.85–0.96) | ||||||||||||
| College or over | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Self-employed and employers | 0.84 | (0.80–0.89) | 0.87 | (0.82–0.91) | ||||||||||||
| Salary workers | 0.84 | (0.80–0.88) | 0.85 | (0.81–0.89) | ||||||||||||
| Unpaid family workers | 0.85 | (0.77–0.93) | 0.90 | (0.82–0.99) | ||||||||||||
| Inoccupation | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Low | 0.83 | (0.78–0.89) | 0.85 | (0.79–0.90) | ||||||||||||
| Mid-low | 0.96 | (0.90–1.01) | 0.97 | (0.91–1.02) | ||||||||||||
| Mid-high | 0.99 | (0.93–1.04) | 1.00 | (0.94–1.05) | ||||||||||||
| High | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Yes | 1.67 | (1.60–1.75) | 1.69 | (1.62–1.77) | ||||||||||||
| No | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Yes | 2.73 | (2.50–2.98) | 2.78 | (2.55–3.03) | ||||||||||||
| No | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Yes | 1.02 | (0.98–1.06) | 1.02 | (0.98–1.06) | ||||||||||||
| No | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Yes | 1.17 | (1.09–1.25) | 1.17 | (1.09–1.25) | ||||||||||||
| No | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
|
| ||||||||||||||||
| Very severe | 0.89 | (0.65–1.23) | 0.88 | (0.65–1.20) | ||||||||||||
| Severe | 0.83 | (0.68–1.01) | 0.87 | (0.72–1.05) | ||||||||||||
| Moderate | 1.17 | (0.88–1.58) | 1.20 | (0.90–1.59) | ||||||||||||
| Mild | 1.00 | 1.00 | ||||||||||||||
|
| ||||||||||||||||
| Metropolitan | 1.00 | 1.00 | ||||||||||||||
| City | 0.65 | (0.54–0.79) | 0.66 | (0.55–0.79) | ||||||||||||
| Rural | 0.57 | (0.43–0.76) | 0.62 | (0.48–0.82) | ||||||||||||
|
| ||||||||||||||||
| Q1 | 0.71 | (0.51–0.97) | 0.76 | (0.56–1.03) | ||||||||||||
| Q2 | 1.04 | (0.76–1.43) | 1.03 | (0.76–1.41) | ||||||||||||
| Q3 | 1.06 | (0.81–1.38) | 1.09 | (0.84–1.40) | ||||||||||||
| Q4 | 1.00 | 1.00 | ||||||||||||||
|
| 0.212 (0.0212) * | 0.179 (0.0183) * | 0.128 (0.0136) * | 0.118 (0.0128) * | ||||||||||||
|
| ||||||||||||||||
| −2 log likelihood | 67,829.8 | 66,111.55 | 67,717.07 | 66,107.27 | ||||||||||||
| AIC | 67,833.80 | 66,151.55 | 67,737.07 | 66,159.27 | ||||||||||||
|
| 6.05 a | |||||||||||||||
adj. OR, adjusted odds ratio; CI, confidence interval; IACI, industrial accident compensation insurance; SE, standard error; AIC, Akaike information criterion. a A total of 6.05% of the variability in the odds of suicidal ideation is accounted for by the areas in the study. * p < 0.0001.
The results of subgroup analysis stratified by independent variables.
| Variables | Diabetic Nephropathy Screening | Diabetic Retinopathy Screening | ||||
|---|---|---|---|---|---|---|
| Before COVID-19 | After COVID-19 | Before COVID-19 | After COVID-19 | |||
| OR | OR | 95% CI | OR | OR | 95% CI | |
|
| ||||||
| 19–39 | 1.00 | 0.84 | (0.64–1.12) | 1.00 | 0.82 | (0.62–1.10) |
| 40–49 | 1.00 | 0.84 | (0.72–0.97) | 1.00 | 0.99 | (0.85–1.16) |
| 50–59 | 1.00 | 0.86 | (0.79–0.94) | 1.00 | 1.01 | (0.93–1.10) |
| 60–69 | 1.00 | 1.05 | (0.99–1.13) | |||
| 70– | 1.00 | 0.97 | (0.92–1.03) | 1.00 | 0.98 | (0.94–1.02) |
|
| ||||||
| Middle school or less | 1.00 | 0.98 | (0.93–1.03) | 1.00 | 1.01 | (0.96–1.06) |
| High school | 1.00 | 0.92 | (0.86–0.99) | 1.00 | 0.97 | (0.90–1.04) |
| College or over | 1.00 | 0.97 | (0.88–1.07) | 1.00 | 0.99 | (0.90–1.09) |
|
| ||||||
| Low | 1.00 | 1.02 | (0.95–1.10) | 1.00 | 1.06 | (0.98–1.14) |
| Mid-low | 1.00 | 0.96 | (0.89–1.03) | 1.00 | 0.92 | (0.85–0.99) |
| Mid-high | 1.00 | 0.99 | (0.92–1.07) | 1.00 | 1.02 | (0.94–1.10) |
| High | 1.00 | 0.88 | (0.82–0.95) | 1.00 | 0.96 | (0.91–1.05) |
|
| ||||||
|
| ||||||
| Very severe | 1.00 | 0.71 | (0.57–0.88) | 1.00 | 0.74 | (0.59–0.92) |
| Severe | 1.00 | 1.14 | (1.02–1.28) | 1.00 | 1.01 | (0.90–1.12) |
| Moderate | 1.00 | 0.99 | (0.93–1.06) | 1.00 | 1.00 | (0.94–1.07) |
| Mild | 1.00 | 0.94 | (0.89–0.99) | 1.00 | 1.01 | (0.96–1.06) |
|
| ||||||
| Metropolitan | 1.00 | 0.96 | (0.84–1.11) | 1.00 | 1.10 | (0.96–1.26) |
| City | 1.00 | 0.88 | (0.82–0.94) | 1.00 | 0.88 | (0.83–0.94) |
| Rural | 1.00 | 1.02 | (0.98–1.07) | 1.00 | 1.05 | (1.00–1.11) |