| Literature DB >> 29364972 |
Young-Hoon Lee1,2.
Abstract
We investigated the association between socioeconomic status (SES) and screening for diabetic retinopathy (DR) and diabetic nephropathy (DN) in community-dwelling diabetics. We analyzed data from 22,134 people with diabetes aged ≥19 years at the time of the nationwide 2015 Korean Community Health Survey. Multiple logistic regression analysis was used to explore the relationship between SES and screening for DR and DN both before and after adjustment for health behaviors, comorbidities, and educational level. Of all diabetic subjects, 33.9% and 38.1% underwent DR and DN screening, respectively. In the fully adjusted model, the extent of the DR and DN screening trended significantly lower as the educational level fell. Monthly household income was positively associated with DR screening, but a lower odds ratio (OR) for DN screening was evident only when the lowest and highest income groups were compared. Compared with managers/professionals, agricultural/forestry/fishery workers (OR 0.81, 95% confidence interval [CI] 0.69-0.96) and mechanical/manual laborers (OR 0.83, 95% CI 0.71-0.97) had lower ORs for DN screening. Residents in rural (compared with urban) areas and widows/widowers (compared with members of couples) were significantly less likely to undergo screening for DR and DN. Similar findings were obtained when the analysis was limited to those who had been educated about diabetes. In conclusion, socioeconomic inequalities were evident in terms of screening for DR and DN in community-dwelling Korean diabetics, regardless of whether they had reported receiving diabetes education. Tailored public health policies (and societal attention) are required to aid the socioeconomically disadvantaged.Entities:
Mesh:
Year: 2018 PMID: 29364972 PMCID: PMC5783388 DOI: 10.1371/journal.pone.0191496
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Summary of independent variables.
| Variables | Question | Category |
|---|---|---|
| Gender | What is your gender? | Male or female |
| Age group | What is your age? | 19–29, 30–39, 40–49, 50–59, 60–69, or ≥70 years |
| Educational level | Where did you go to school? Did you graduate from school? | No formal education, primary school, middle school, high school, or college or higher |
| Monthly household income | What was your average monthly household income in the past year, including wages, real estate income, pensions, interest, government subsidies, and allowances for relatives or children? | ≤1,000, 1,000–1,999, 2,000–2,999, 3,000–3,999, 4,000–4,999, or ≥5,000 thousand KRW |
| Occupation | What occupation are you currently engaged in? | Manager or professional, clerk, service or sales worker, agricultural/forestry/fishery worker, mechanical or manual laborer, or housewife/student |
| National Basic Livelihood Security status | Does your household currently receive National Basic Livelihood Security? | Recipient or non-recipient |
| Residence type | Is your residence urban or rural? | Urban or rural |
| Marital status | Have you ever been married (including a de facto marriage)? What is your current marital status? (1) Married and living together (2) Married but not living together (3) Widowed (4) Divorced | Never married, married, divorced/separated, or widowed |
| Smoking status | Have you smoked more than 5 packs (100 cigarettes) during your life? Do you smoke now? (1) I smoke every day (2) I smoke sometimes (3) I smoked in the past, but I do not smoke now | Non-, former, or current smoker |
| Alcohol consumption | Have you been drinking for the last year? How often do you drink alcohol? How much do you drink on a single occasion? | None, ≤1 drink/day, >1 to 2 drinks/day, >2–4 drinks/day, or >4 drinks/day |
| Walking activity | How many days did you walk for at least 10 minutes at a time in the last week? | ≤4 or ≥5 days per week |
| Typical perceived stress | How often do you feel stressed in your usual life? (1) Very often (2) Often (3) Rarely (4) Almost never | Feeling often (1+2) or rarely (3+4) |
| Diagnosis of hypertension | Have you been diagnosed with hypertension? | Never or ever |
| Diagnosis of dyslipidemia | Have you been diagnosed with dyslipidemia? | Never or ever |
| Diabetes education | Have you ever been trained in the management of diabetes at a medical clinic, oriental medical clinic, or public health center? | Never or ever |
General characteristics of the study population according to diabetic retinopathy and nephropathy screening status (n = 22,134).
| Diabetic retinopathy screening | Diabetic nephropathy screening | ||||||
|---|---|---|---|---|---|---|---|
| Test (-) | Test (+) | Test (-) | Test (+) | ||||
| Total | 14,626 (66.1) | 7,508 (33.9) | 13,703 (61.9) | 8,431 (38.1) | |||
| Gender | 0.852 | <0.001 | |||||
| Male | 7,128 (66.0) | 3,669 (34.0) | 6,517 (60.4) | 4,280 (39.6) | |||
| Female | 7,498 (66.1) | 3,839 (33.9) | 7,186 (63.4) | 4,151 (36.6) | |||
| Age, years | <0.001 | <0.001 | |||||
| 19–29 | 56 (67.5) | 27 (32.5) | 48 (57.8) | 35 (42.2) | |||
| 30–39 | 303 (73.2) | 111 (26.8) | 249 (60.1) | 165 (39.9) | |||
| 40–49 | 1,139 (68.2) | 532 (31.8) | 998 (59.7) | 673 (40.3) | |||
| 50–59 | 2,895 (65.5) | 1,525 (34.5) | 2,582 (58.4) | 1,838 (41.6) | |||
| 60–69 | 4,109 (62.4) | 2,481 (37.6) | 3,953 (60.0) | 2,637 (40.0) | |||
| ≥70 | 6,124 (68.4) | 2,832 (31.6) | 5,873 (65.6) | 3,083 (34.4) | |||
| Educational level | <0.001 | <0.001 | |||||
| No formal education | 3,429 (73.3) | 1,246 (26.7) | 3,290 (70.4) | 1,385 (29.6) | |||
| Primary school | 4,033 (66.4) | 2,038 (33.6) | 3,849 (63.4) | 2,222 (36.6) | |||
| Middle school | 2,280 (65.2) | 1,216 (34.8) | 2,153 (61.6) | 1,343 (38.4) | |||
| High school | 3,245 (62.5) | 1,950 (37.5) | 2,970 (57.2) | 2,225 (42.8) | |||
| College or higher | 1,639 (60.8) | 1,058 (39.2) | 1,441 (53.4) | 1,256 (46.6) | |||
| Monthly household income, thousand KRW | <0.001 | <0.001 | |||||
| <1,000 (<846 USD) | 5,752 (68.7) | 2,615 (31.3) | 5,574 (66.6) | 2,793 (33.4) | |||
| 1,000–1,999 (846–1,690 USD) | 3,199 (65.8) | 1,665 (34.2) | 2,997 (61.6) | 1,867 (38.4) | |||
| 2,000–2,999 (1,691–2,536 USD) | 2,280 (65.4) | 1,205 (34.6) | 2,048 (58.8) | 1,437 (41.2) | |||
| 3,000–3,999 (2,537–3,382 USD) | 1,450 (65.0) | 782 (35.0) | 1,297 (58.1) | 935 (41.9) | |||
| 4,000–4,999 (3,383–4,227 USD) | 860 (62.2) | 523 (37.8) | 785 (56.8) | 598 (43.2) | |||
| ≥5,000 (≥4,228 USD) | 1,085 (60.2) | 718 (39.8) | 1,002 (55.6) | 801 (44.4) | |||
| Occupation | <0.001 | <0.001 | |||||
| Manager and professional | 634 (63.0) | 373 (37.0) | 529 (52.5) | 478 (47.5) | |||
| Clerk | 393 (62.5) | 236 (37.5) | 353 (56.1) | 276 (43.9) | |||
| Service or sales worker | 1,226 (65.6) | 644 (34.4) | 1,101 (58.9) | 769 (41.1) | |||
| Agricultural, forestry, or fishery worker | 2,659 (71.6) | 1,054 (28.4) | 2,532 (68.2) | 1,181 (31.8) | |||
| Mechanical or manual laborer | 2,447 (68.3) | 1,134 (31.7) | 2,254 (62.9) | 1,327 (37.1) | |||
| Housewife or student | 7,267 (64.1) | 4,067 (35.9) | 6,934 (61.2) | 4,400 (38.8) | |||
| National Basic Livelihood Security status | 0.504 | 0.027 | |||||
| Recipient | 1,195 (66.8) | 594 (33.2) | 1,151 (64.3) | 638 (35.7) | |||
| Non-recipient | 13,431 (66.0) | 6,914 (34.0) | 12,552 (61.7) | 7,793 (38.3) | |||
| Residence type | <0.001 | <0.001 | |||||
| Rural | 8,158 (69.5) | 3,579 (30.5) | 7,811 (66.6) | 3,926 (33.4) | |||
| Urban | 6,468 (62.2) | 3,929 (37.8) | 5,892 (56.7) | 4,505 (43.3) | |||
| Marital status | <0.001 | <0.001 | |||||
| Married | 10,025 (64.8) | 5,445 (35.2) | 9,313 (60.2) | 6,157 (39.8) | |||
| Divorced or separated | 812 (66.9) | 401 (33.1) | 732 (60.3) | 481 (39.7) | |||
| Widowed | 3,412 (69.7) | 1,486 (30.3) | 3,328 (67.9) | 1,570 (32.1) | |||
| Never married | 377 (68.2) | 176 (31.8) | 330 (59.7) | 223 (40.3) | |||
| Smoking status | <0.001 | 0.002 | |||||
| Non-smoker | 8,255 (65.4) | 4,358 (34.6) | 7,886 (62.5) | 4,727 (37.5) | |||
| Former smoker | 3,833 (64.8) | 2,078 (35.2) | 3,540 (59.9) | 2,371 (40.1) | |||
| Current smoker | 2,538 (70.3) | 1,072 (29.7) | 2,277 (63.1) | 1,333 (36.9) | |||
| Alcohol consumption | <0.001 | <0.001 | |||||
| None | 6,867 (64.8) | 3,735 (35.2) | 6,545 (61.7) | 4,057 (38.3) | |||
| ≤1 drink/day | 2,858 (64.6) | 1,565 (35.4) | 2,701 (61.1) | 1,722 (38.9) | |||
| >1 to 2 drinks/day | 1,808 (64.7) | 985 (35.3) | 1,668 (59.7) | 1,125 (40.3) | |||
| >2 to 4 drinks/day | 1,573 (69.1) | 703 (30.9) | 1,408 (61.9) | 868 (38.1) | |||
| >4 drinks/day | 1,520 (74.5) | 520 (25.5) | 1,381 (67.7) | 659 (32.3) | |||
| Walking activity, days/week | 0.001 | <0.001 | |||||
| ≤ 4 | 7,707 (67.1) | 3,780 (32.9) | 7,305 (63.6) | 4,182 (36.4) | |||
| ≥ 5 | 6,919 (65.0) | 3,728 (35.0) | 6,398 (60.1) | 4,249 (39.9) | |||
| Perceived stress | 0.045 | 0.002 | |||||
| Feeling often | 10,899 (66.5) | 5,501 (33.5) | 10,252 (62.5) | 6,148 (37.5) | |||
| Feeling rarely | 3,727 (65.0) | 2,007 (35.0) | 3,451 (60.2) | 2,283 (39.8) | |||
| Diagnosed with hypertension | 0.060 | 0.857 | |||||
| Never | 5,644 (65.3) | 2,995 (34.7) | 5,342 (61.8) | 3,297 (38.2) | |||
| Ever | 8,982 (66.6) | 4,513 (33.4) | 8,361 (62.0) | 5,134 (38.0) | |||
| Diagnosed with dyslipidemia | <0.001 | <0.001 | |||||
| Never | 9,942 (68.9) | 4,478 (31.1) | 9,451 (65.5) | 4,969 (34.5) | |||
| Ever | 4,684 (60.7) | 3,030 (39.3) | 4,252 (55.1) | 3,462 (44.9) | |||
| Diabetes education received | <0.001 | <0.001 | |||||
| Never | 11,290 (70.8) | 4,660 (29.2) | 10,624 (66.6) | 5,326 (33.4) | |||
| Ever | 3,336 (53.9) | 2,848 (46.1) | 3,079 (49.8) | 3,105 (50.2) | |||
*Differences among groups were compared using the chi-square test (nominal independent variables) or the Jonckheere–Terpstra test (ordinal independent variables)
Relationships between socioeconomic status indicators and screening for diabetic retinopathy and nephropathy (n = 22,134).
| Diabetic retinopathy screening | Diabetic nephropathy screening | |||||
|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 1 | Model 2 | Model 3 | |
| Educational level | ||||||
| College or higher | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| High school | 0.93 (0.85–1.02) | 0.93 (0.84–1.03) | 0.97 (0.87–1.08) | 0.86 (0.78–0.94) | 0.92 (0.83–1.01) | 0.95 (0.86–1.05) |
| Middle school | 0.83 (0.75–0.92) | 0.78 (0.69–0.87) | 0.83 (0.73–0.93) | 0.72 (0.65–0.79) | 0.77 (0.69–0.87) | 0.82 (0.73–0.92) |
| Primary school | 0.78 (0.71–0.86) | 0.72 (0.64–0.81) | 0.78 (0.69–0.88) | 0.66 (0.60–0.73) | 0.76 (0.68–0.85) | 0.82 (0.73–0.92) |
| No formal education | 0.56 (0.51–0.62) | 0.52 (0.46–0.59) | 0.60 (0.52–0.69) | 0.48 (0.44–0.53) | 0.60 (0.52–0.68) | 0.68 (0.60–0.78) |
| Monthly household income, thousand KRW | ||||||
| ≥5,000 (≥4,228 USD) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 4,000–4,999 (3,383–4,227 USD) | 0.92 (0.80–1.06) | 0.96 (0.83–1.11) | 0.97 (0.84–1.13) | 0.95 (0.83–1.10) | 1.00 (0.86–1.15) | 1.01 (0.87–1.17) |
| 3,000–3,999 (2,537–3,382 USD) | 0.82 (0.72–0.93) | 0.86 (0.75–0.98) | 0.88 (0.77–0.99) | 0.90 (0.80–1.02) | 0.98 (0.86–1.11) | 1.00 (0.88–1.14) |
| 2,000–2,999 (1,691–2,536 USD) | 0.80 (0.71–0.90) | 0.84 (0.75–0.95) | 0.87 (0.76–0.98) | 0.88 (0.78–0.99) | 0.99 (0.88–1.11) | 1.01 (0.90–1.14) |
| 1,000–1,999 (846–1,690 USD) | 0.79 (0.70–0.88) | 0.84 (0.75–0.95) | 0.86 (0.76–0.97) | 0.78 (0.70–0.87) | 0.92 (0.82–1.03) | 0.94 (0.83–1.06) |
| <1000 (<846 USD) | 0.69 (0.62–0.76) | 0.81 (0.71–0.91) | 0.83 (0.73–0.94) | 0.63 (0.57–0.70) | 0.83 (0.74–0.94) | 0.86 (0.76–0.96) |
| Occupation | ||||||
| Manager or professional | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Clerk | 1.02 (0.83–1.25) | 1.12 (0.91–1.39) | 1.15 (0.93–1.42) | 0.87 (0.71–1.06) | 0.90 (0.74–1.10) | 0.90 (0.73–1.11) |
| Service or sales worker | 0.89 (0.76–1.05) | 1.00 (0.84–1.18) | 1.02 (0.86–1.21) | 0.77 (0.66–0.90) | 0.91 (0.77–1.07) | 0.92 (0.78–1.09) |
| Agricultural, forestry, or fishery worker | 0.67 (0.58–0.78) | 0.92 (0.78–1.08) | 0.93 (0.79–1.10) | 0.52 (0.45–0.60) | 0.80 (0.68–0.94) | 0.81 (0.69–0.95) |
| Mechanical or manual laborer | 0.79 (0.68–0.91) | 0.95 (0.81–1.11) | 0.99 (0.84–1.16) | 0.65 (0.57–0.75) | 0.81 (0.69–0.94) | 0.83 (0.71–0.97) |
| Housewife or student | 0.95 (0.83–1.09) | 1.20 (1.03–1.39) | 1.15 (0.99–1.35) | 0.70 (0.62–0.80) | 1.00 (0.86–1.16) | 0.96 (0.83–1.11) |
| National Basic Livelihood Security status | ||||||
| Non-recipient | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Recipient | 0.97 (0.87–1.07) | 1.09 (0.97–1.22) | 1.08 (0.97–1.21) | 0.89 (0.81–0.99) | 1.03 (0.93–1.16) | 1.02 (0.92–1.15) |
| Residence type | ||||||
| Urban | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Rural | 0.72 (0.68–0.76) | 0.83 (0.78–0.89) | 0.86 (0.80–0.91) | 0.66 (0.62–0.69) | 0.77 (0.72–0.81) | 0.79 (0.74–0.84) |
| Marital status | ||||||
| Married | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Divorced or separated | 0.91 (0.80–1.03) | 0.90 (0.79–1.02) | 0.92 (0.80–1.05) | 0.99 (0.88–1.12) | 0.98 (0.87–1.12) | 0.99 (0.87–1.13) |
| Widowed | 0.80 (0.75–0.86) | 0.87 (0.80–0.95) | 0.91 (0.83–0.99) | 0.71 (0.67–0.76) | 0.84 (0.77–0.91) | 0.86 (0.79–0.94) |
| Never married | 0.86 (0.72–1.03) | 1.02 (0.83–1.25) | 0.99 (0.81–1.22) | 1.02 (0.86–1.22) | 1.05 (0.86–1.27) | 1.01 (0.83–1.23) |
Model 1: unadjusted. Model 2: adjusted for gender, age, and other socioeconomic factors. Model 3: adjusted for the same factors as Model 2 as well as smoking status, alcohol consumption, walking activity, perceived stress, diagnosis of hypertension, diagnosis of dyslipidemia, and receiving diabetes education.
Relationships between screening for diabetic retinopathy and nephropathy and socioeconomic status indicators in subjects who reported receiving diabetes education (n = 6,184).
| Diabetic retinopathy screening | Diabetic nephropathy screening | |
|---|---|---|
| Educational level | ||
| College or higher | 1.00 | 1.00 |
| High school | 1.02 (0.86–1.21) | 0.95 (0.80–1.12) |
| Middle school | 0.86 (0.70–1.05) | 0.79 (0.65–0.97) |
| Primary school | 0.78 (0.64–0.95) | 0.81 (0.66–0.98) |
| No formal education | 0.56 (0.44–0.71) | 0.67 (0.53–0.85) |
| Monthly household income, thousand KRW | ||
| ≥5,000 (≥4,228 USD) | 1.00 | 1.00 |
| 4,000–4,999 (3,383–4,227 USD) | 1.04 (0.82–1.32) | 1.03 (0.81–1.31) |
| 3,000–3,999 (2,537–3,382 USD) | 0.88 (0.71–1.09) | 0.99 (0.80–1.23) |
| 2,000–2,999 (1,691–2,536 USD) | 0.90 (0.73–1.11) | 1.00 (0.82–1.23) |
| 1,000–1,999 (846–1,690 USD) | 0.87 (0.71–1.07) | 0.95 (0.77–1.16) |
| <1,000 (<846 USD) | 0.76 (0.62–0.94) | 0.81 (0.66–0.99) |
| Occupation | ||
| Manager or professional | 1.00 | 1.00 |
| Clerk | 1.08 (0.77–1.52) | 0.90 (0.64–1.26) |
| Service or sales worker | 1.05 (0.79–1.38) | 0.96 (0.72–1.27) |
| Agricultural, forestry, or fishery worker | 1.01 (0.76–1.34) | 0.80 (0.60–1.05) |
| Mechanical or manual laborer | 0.96 (0.74–1.24) | 0.89 (0.68–1.15) |
| Housewife or student | 1.25 (0.97–1.60) | 1.03 (0.80–1.31) |
| National Basic Livelihood Security status | ||
| Non-recipient | 1.00 | 1.00 |
| Recipient | 1.10 (0.89–1.37) | 1.13 (0.91–1.40) |
| Residence type | ||
| Urban | 1.00 | 1.00 |
| Rural | 0.85 (0.76–0.95) | 0.86 (0.77–0.97) |
| Marital status | ||
| Married | 1.00 | 1.00 |
| Divorced or separated | 1.19 (0.94–1.50) | 1.09 (0.87–1.38) |
| Widowed | 0.83 (0.71–0.97) | 0.83 (0.71–0.97) |
| Never married | 1.06 (0.76–1.46) | 1.08 (0.78–1.49) |
Adjusted for gender, age, other socioeconomic factors, smoking status, alcohol consumption, walking activity, perceived stress, diagnosis of hypertension, and diagnosis of dyslipidemia.