| Literature DB >> 32629937 |
Sean Mahoney1, Adam Bradley1, Logan Pitts1, Stephanie Waletzko1, Sheria G Robinson-Lane2, Timothy Fairchild3, Donna J Terbizan1, Ryan McGrath1.
Abstract
Over a third of adults in the United States have prediabetes, and many of those with prediabetes will progress to type 2 diabetes within 3-5 years. Health insurance status may factor into a proper diagnosis of prediabetes and diabetes. This study sought to determine the associations between health insurance and undiagnosed prediabetes and diabetes in a national sample of American adults. Publicly available data from 13,029 adults aged 18-64 years from the 2005-2016 waves of the National Health and Nutrition Examination Survey were analyzed. Health insurance type (Medicaid, Private, Other, None) was self-reported. Prediabetes and diabetes status were assessed with measures of self-report, glycohemoglobin, fasting plasma glucose, and two-hour glucose. Covariate-adjusted logistic models were used for the analyses. Overall, 5976 (45.8%) participants had undiagnosed prediabetes, while 897 (6.8%) had undiagnosed diabetes. Having health insurance was associated with decreased odds ratios for undiagnosed prediabetes: 0.87 (95% confidence interval (CI: 0.79, 0.95)) for private insurance, 0.84 (CI: 0.73, 0.95) for other insurance, and 0.78 (CI: 0.67, 0.90) for Medicaid. Moreover, having private health insurance was associated with 0.82 (CI: 0.67, 0.99) decreased odds for undiagnosed diabetes. Health insurance coverage and screening opportunities for uninsured individuals may reduce prediabetes and diabetes misclassifications.Entities:
Keywords: delivery of healthcare; healthcare disparities; mandatory testing; socioeconomic factors
Mesh:
Year: 2020 PMID: 32629937 PMCID: PMC7369944 DOI: 10.3390/ijerph17134706
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Descriptive characteristics of the participants.
| Variable | Overall | Private Health Insurance | Medicaid | Other Health Insurance | No Health Insurance |
|---|---|---|---|---|---|
| Age (years) | 44.6 ± 12.8 | 45.4 ± 12.4 | 44.3 ± 13.5 | 48.6 ± 12.5 | 41.6 ± 12.8 |
| Male ( | 6570 (50.4) | 3412 (50.1) | 405 (36.0) | 699 (49.0) | 2054 (55.8) |
| Race/Ethnicity ( | |||||
| Black | 3092 (23.7) | 1501 (22.1) | 445 (39.6) | 391 (27.4) | 755 (20.5) |
| Hispanic | 3790 (29.1) | 1441 (21.2) | 286 (25.4) | 417 (29.2) | 1646 (44.8) |
| White | 4801 (36.9) | 3035 (44.6) | 305 (27.1) | 460 (32.3) | 1001 (27.2) |
| Other | 1346 (10.3) | 824 (12.1) | 89 (7.9) | 158 (11.1) | 275 (7.5) |
| Obese ( | 5672 (43.5) | 2932 (43.1) | 605 (53.7) | 690 (48.3) | 1445 (39.3) |
| Below Poverty Threshold | 3665 (28.1) | 833 (12.2) | 731 (64.9) | 491 (34.4) | 1610 (43.7) |
| High School Completed or Equivalent ( | 9768 (74.9) | 5931 (87.2) | 664 (59.0) | 1034 (72.5) | 2139 (58.1) |
| Self-Rated Health ( | |||||
| Excellent | 1183 (9.1) | 762 (11.2) | 54 (4.8) | 67 (4.7) | 300 (8.1) |
| Very Good | 3219 (24.7) | 2151 (31.6) | 154 (13.7) | 268 (18.8) | 646 (17.5) |
| Good | 5350 (41.1) | 2794 (41.1) | 404 (35.9) | 566 (39.7) | 1586 (43.1) |
| Fair | 2741 (21.0) | 964 (14.2) | 375 (33.3) | 405 (28.4) | 997 (27.1) |
| Poor | 536 (4.1) | 130 (1.9) | 138 (12.3) | 120 (8.4) | 148 (4.0) |
| Place of Healthcare ( | |||||
| ER, Outpatient Department, Other | 849 (6.5) | 233 (3.4) | 96 (7.6) | 145 (10.2) | 375 (10.2) |
| Clinic or Health Center | 2748 (21.1) | 1068 (15.7) | 349 (31.0) | 416 (29.2) | 915 (24.9) |
| Doctor’s Office or HMO | 7006 (53.8) | 4782 (70.3) | 594 (52.8) | 731 (51.2) | 899 (24.4) |
| None | 2426 (18.6) | 718 (10.6) | 86 (7.6) | 134 (9.4) | 1488 (40.5) |
| Undiagnosed Prediabetes | 5976 (45.8) | 3067 (45.1) | 452 (40.1) | 627 (43.9) | 1830 (49.7) |
| Undiagnosed Diabetes | 897 (6.8) | 418 (6.1) | 80 (7.1) | 111 (7.7) | 288 (7.8) |
| Undiagnosed Prediabetes or Diabetes ( | 6873 (52.7) | 3485 (51.2) | 532 (47.2) | 738 (51.7) | 2118 (57.6) |
ER = emergency room; HMO = health maintenance organization.
Means and 95% confidence intervals for the descriptive characteristics of the participants.
| Variable | Overall | Private Health Insurance | Medicaid | Other Health Insurance | No Health Insurance |
|---|---|---|---|---|---|
| Age (Years) | 44.6 (44.3, 44.8) | 45.4 (45.1, 45.7) | 44.3 (43.5, 45.0) | 48.6 (48.0, 49.3) | 41.6 (41.2, 42.0) |
| Male (%) | 50.4 (49.5, 51.2) | 50.1 (48.9, 51.3) | 36.0 (33.2, 38.8) | 49.0 (46.4, 51.6) | 55.8 (54.2, 57.4) |
| Race (%) | |||||
| Black | 23.7 (23.0, 24.4) | 22.1 (21.0, 23.0) | 39.6 (36.7, 42.4) | 27.4 (25.1, 29.7) | 20.5 (19.2, 21.8) |
| Hispanic | 29.1 (28.3, 29.8) | 21.2 (20.2, 22.1) | 25.4 (22.8, 27.9) | 29.2 (26.8, 31.6) | 44.8 (43.1, 46.3) |
| White | 36.9 (36.0, 37.6) | 44.6 (43.4, 45.8) | 27.1 (24.5, 29.7) | 32.3 (29.8, 34.6) | 27.2 (25.7, 28.6) |
| Other | 10.3 (9.8, 10.8) | 12.1 (11.3, 12.8) | 7.9 (6.3, 9.4) | 11.1 (9.4, 12.7) | 7.5 (6.6, 8.3) |
| Obese (%) | 43.5 (42.6, 44.3) | 43.1 (41.9, 44.2) | 53.7 (50.8, 56.6) | 48.3 (45.7, 50.9) | 39.3 (37.7, 40.8) |
| Below Poverty Threshold (%) | 28.1 (27.3, 28.9) | 12.2 (11.4, 13.0) | 64.9 (62.1, 67.7) | 34.4 (31.9, 36.9) | 43.7 (42.1, 45.3) |
| High School Completed or Equivalent (%) | 74.9 (74.2, 75.7) | 87.2 (86.4, 88.0) | 59.0 (56.1, 61.9) | 72.5 (70.1, 74.8) | 58.1 (56.5, 59.7) |
| Self-Rated Health (%) | |||||
| Excellent | 9.1 (8.5, 9.5) | 11.2 (10.4, 11.9) | 4.8 (3.5, 6.0) | 4.7 (3.6, 5.8) | 8.1 (7.2, 9.0) |
| Very Good | 24.7 (23.9, 25.4) | 31.6 (30.5, 32.7) | 13.7 (11.6, 15.7) | 18.8 (16.7, 20.8) | 17.5 (16.3, 18.8) |
| Good | 41.1 (40.2, 41.9) | 41.1 (33.9, 42.2) | 35.9 (33.1, 38.7) | 39.7 (37.1, 42.2) | 43.1 (41.5, 44.7) |
| Fair | 21.0 (20.3, 21.7) | 14.2 (13.3, 15.0) | 33.3 (30.5, 36.0) | 28.4 (26.0, 30.7) | 27.1 (25.6, 28.5) |
| Poor | 4.1 (3.7, 4.4) | 1.9 (1.5, 2.2) | 12.3 (10.3, 14.1) | 8.4 (6.9, 9.8) | 4.0 (3.3, 4.6) |
| Place of Healthcare (%) | |||||
| ER, Outpatient Department, Other | 6.5 (6.0, 6.9) | 3.4 (2.9, 3.8) | 7.6 (6.9, 10.1) | 10.2 (8.6, 11.7) | 10.2 (9.2, 11.1) |
| Clinic or Health Center | 21.1 (20.3, 21.7) | 15.7 (14.8, 16.5) | 31.0 (28.3, 33.7) | 29.2 (26.8, 31.5) | 24.9 (23.4, 26.2) |
| Doctor’s Office or HMO | 53.8 (52.9, 54.6) | 70.3 (69.2, 71.4) | 52.8 (49.8, 55.7) | 51.2 (48.6, 53.8) | 24.4 (23.0, 25.8) |
| None | 18.6 (17.9, 19.2) | 10.6 (9.8, 11.2) | 7.6 (6.0, 9.2) | 9.4 (7.8, 10.9) | 40.5 (38.8, 42.0) |
| Undiagnosed Prediabetes (%) | 45.8 (45.0, 46.7) | 45.1 (43.9, 46.2) | 40.1 (37.3, 43.0) | 43.9 (41.3, 46.5) | 49.7 (48.1, 51.3) |
| Undiagnosed Type 2 Diabetes (%) | 6.8 (6.4, 7.3) | 6.1 (5.5, 6.7) | 7.1 (5.6, 8.6) | 7.7 (6.3, 9.1) | 7.8 (6.9, 8.7) |
| Undiagnosed Prediabetes or Type 2 Diabetes (%) | 52.7 (51.8, 53.6) | 51.2 (50.0, 52.4) | 47.2 (44.3, 50.2) | 51.7 (49.1, 54.3) | 57.6 (56.0, 59.2) |
ER = emergency room; HMO = health maintenance organization.
Associations of health insurance type and undiagnosed prediabetes and type 2 diabetes.
| Variable | Odds Ratio | 95% CI | Marginal Effect |(%)| |
|---|---|---|---|
|
| |||
| Medicaid | 0.78 | 0.67, 0.90 | 6.0 ± 0.3 |
| Private Insurance | 0.87 | 0.79, 0.95 | 3.3 ± 0.2 |
| Other Insurance | 0.84 | 0.73, 0.95 | 4.1 ± 0.2 |
|
| |||
| Medicaid | 0.86 | 0.65, 1.13 | 0.9 ± 0.6 |
| Private Insurance | 0.82 | 0.67, 0.99 | 1.2 ± 0.7 |
| Other Insurance | 0.83 | 0.65, 1.07 | 1.1 ± 0.6 |
|
| |||
| Medicaid | 0.75 | 0.65, 0.86 | 6.8 ± 0.4 |
| Private Insurance | 0.82 | 0.74, 0.90 | 4.6 ± 0.3 |
| Other Insurance | 0.80 | 0.70, 0.91 | 5.2 ± 0.3 |
† Reference: No Insurance. Each model was adjusted for the place of healthcare, self-rated health, race, obesity, sex, age, educational achievement, and poverty threshold. CI = confidence interval.
Associations of health insurance type and undiagnosed prediabetes and type 2 diabetes stratified by sex and age group.
| Variable | Odds Ratio | 95% CI | Marginal Effect |(%)| |
|---|---|---|---|
|
| |||
|
| |||
| Medicaid | 0.66 | 0.53, 0.83 | 10.0 ± 0.3 |
| Private Insurance | 0.85 | 0.75, 0.97 | 3.9 ± 0.1 |
| Other Insurance | 0.82 | 0.68, 0.98 | 4.9 ± 0.1 |
|
| |||
| Medicaid | 0.90 | 0.58, 1.38 | 0.7 ± 0.4 |
| Private Insurance | 0.84 | 0.65, 1.08 | 1.1 ± 0.6 |
| Other Insurance | 0.77 | 0.54, 1.09 | 1.7 ± 0.1 |
|
| |||
| Medicaid | 0.64 | 0.51, 0.80 | 10.4 ± 0.6 |
| Private Insurance | 0.81 | 0.70, 0.92 | 5.0 ± 0.3 |
| Other Insurance | 0.76 | 0.63, 0.91 | 6.4 ± 0.4 |
|
| |||
|
| |||
| Medicaid | 0.88 | 0.73, 1.07 | 2.8 ± 0.2 |
| Private Insurance | 0.91 | 0.78, 1.05 | 2.2 ± 0.2 |
| Other Insurance | 0.89 | 0.74, 1.08 | 2.5 ± 0.2 |
|
| |||
| Medicaid | 0.80 | 0.55, 1.16 | 1.2 ± 0.8 |
| Private Insurance | 0.77 | 0.58, 1.03 | 1.4 ± 0.9 |
| Other Insurance | 0.90 | 0.63, 1.28 | 0.6 ± 0.4 |
|
| |||
| Medicaid | 0.84 | 0.69, 1.01 | 4.1 ± 0.2 |
| Private Insurance | 0.85 | 0.74, 0.99 | 3.7 ± 0.2 |
| Other Insurance | 0.87 | 0.72, 1.05 | 3.1 ± 0.2 |
|
| |||
|
| |||
| Medicaid | 0.98 | 0.80, 1.21 | 0.3 ± 0.1 |
| Private Insurance | 1.05 | 0.85, 1.30 | 2.4 ± 0.2 |
| Other Insurance | 0.89 | 0.78, 1.03 | 1.1 ± 0.1 |
|
| |||
| Medicaid | 0.83 | 0.51, 1.36 | 0.7 ± 0.6 |
| Private Insurance | 0.67 | 0.48, 0.93 | 1.6 ± 1.3 |
| Other Insurance | 0.84 | 0.52, 1.36 | 0.7 ± 0.6 |
|
| |||
| Medicaid | 0.94 | 0.76, 1.16 | 1.4 ± 0.1 |
| Private Insurance | 0.83 | 0.72, 0.96 | 4.0 ± 0.5 |
| Other Insurance | 1.02 | 0.82, 1.26 | 0.5 ± 0.1 |
|
| |||
|
| |||
| Medicaid | 0.70 | 0.57, 0.87 | 8.3 ± 0.5 |
| Private Insurance | 0.88 | 0.77, 1.01 | 2.9 ± 0.2 |
| Other Insurance | 0.83 | 0.70, 0.99 | 4.3 ± 0.3 |
|
| |||
| Medicaid | 0.93 | 0.66, 1.30 | 0.6 ± 0.2 |
| Private Insurance | 0.91 | 0.72, 1.15 | 0.7 ± 0.3 |
| Other Insurance | 0.90 | 0.67, 1.21 | 0.8 ± 0.3 |
|
| |||
| Medicaid | 0.69 | 0.56, 0.85 | 8.7 ± 0.6 |
| Private Insurance | 0.85 | 0.74, 0.98 | 3.7 ± 0.2 |
| Other Insurance | 0.80 | 0.67, 0.95 | 5.1 ± 0.3 |
† Reference: No Insurance. Each model was adjusted for the place of healthcare, self-rated health, race, obesity, sex (when applicable), age, educational achievement, and poverty threshold. CI = confidence interval.
Associations of health insurance type and undiagnosed prediabetes and type 2 diabetes stratified by educational achievement and race/ethnicity.
| Variable | Odds Ratio | 95% Confidence Interval |
|---|---|---|
|
| ||
|
| ||
| Medicaid | 0.71 | 0.56, 0.90 |
| Private Insurance | 0.82 | 0.68, 0.99 |
| Other Insurance | 0.80 | 0.63, 1.02 |
|
| ||
| Medicaid | 1.04 | 0.68, 1.58 |
| Private Insurance | 0.82 | 0.58, 1.16 |
| Other Insurance | 1.07 | 0.70, 1.63 |
|
| ||
| Medicaid | 0.72 | 0.57, 0.90 |
| Private Insurance | 0.76 | 0.63, 0.92 |
| Other Insurance | 0.81 | 0.64, 1.03 |
|
| ||
|
| ||
| Medicaid | 0.82 | 0.68, 1.00 |
| Private Insurance | 0.89 | 0.80, 1.00 |
| Other Insurance | 0.86 | 0.74, 1.01 |
|
| ||
| Medicaid | 0.73 | 0.50, 1.07 |
| Private Insurance | 0.80 | 0.64, 1.01 |
| Other Insurance | 0.73 | 0.54, 1.00 |
|
| ||
| Medicaid | 0.77 | 0.64, 0.93 |
| Private Insurance | 0.85 | 0.76, 0.95 |
| Other Insurance | 0.81 | 0.69, 0.94 |
|
| ||
|
| ||
| Medicaid | 0.81 | 0.68, 0.96 |
| Private Insurance | 0.91 | 0.81, 1.03 |
| Other Insurance | 0.80 | 0.68, 0.94 |
|
| ||
| Medicaid | 0.96 | 0.70, 1.31 |
| Private Insurance | 0.88 | 0.70, 1.10 |
| Other Insurance | 0.93 | 0.70, 1.25 |
|
| ||
| Medicaid | 0.80 | 0.68, 0.95 |
| Private Insurance | 0.88 | 0.78, 0.99 |
| Other Insurance | 0.79 | 0.67, 0.92 |
|
| ||
|
| ||
| Medicaid | 0.75 | 0.57, 0.99 |
| Private Insurance | 0.82 | 0.70, 0.97 |
| Other Insurance | 0.97 | 0.77, 1.22 |
|
| ||
| Medicaid | 0.59 | 0.33, 1.07 |
| Private Insurance | 0.71 | 0.50, 1.00 |
| Other Insurance | 0.65 | 0.40, 1.05 |
|
| ||
| Medicaid | 0.67 | 0.50, 0.88 |
| Private Insurance | 0.77 | 0.65, 0.91 |
| Other Insurance | 0.89 | 0.70, 1.13 |
† Reference: No Insurance. Each model was adjusted for the place of healthcare, self-rated health, race (when applicable), obesity, sex, age, educational achievement (when applicable), and poverty threshold.