| Literature DB >> 33468499 |
Lorena Baccaglini1, Adams Kusi Appiah2, Mahua Ray2, Fang Yu3.
Abstract
INTRODUCTION: Patients with diabetes are advised to follow standard medical care including daily blood glucose and foot checks, eye examinations with pupil dilation, and cholesterol checks to prevent diabetes-related complications. It is unclear how these practices currently vary across different US population subgroups. The objective of this study was to assess variation in overall and individual diabetes care practices and identify specific factors associated with differences in these practices in a representative sample of US diabetic adults. RESEARCH DESIGN AND METHODS: Cross-sectional data were from the 2017 Behavioral Risk Factor Surveillance System. Survey logistic regression was used to account for the complex sampling design.Entities:
Keywords: blood glucose self-monitoring; cholesterol; eye; foot
Year: 2021 PMID: 33468499 PMCID: PMC7817787 DOI: 10.1136/bmjdrc-2020-001861
Source DB: PubMed Journal: BMJ Open Diabetes Res Care ISSN: 2052-4897
Figure 1Flow chart. BRFSS, Behavioral Risk Factor Surveillance System.
Demographic and socioeconomic characteristics by diabetes care practice
| Characteristics | Diabetes care practice (n=30 780; N=13 113 662) | |||
| Yes (n=8957; N=3 720 346) | No (n=21 823; N=9 393 316) | |||
| Sample frequency | Population estimate | Sample frequency | Population estimate | |
| n | N (thousand; %) | n | N (thousand; %) | |
| Sex | ||||
| Male | 3903 | 1843.6 (27.3) | 10 440 | 4915.7 (72.7) |
| Female | 5054 | 1876.8 (29.5) | 11 383 | 4477.6 (70.5) |
| Age | ||||
| 18–44 | 394 | 336.8 (22.8) | 1392 | 1142.0 (77.2) |
| 45–64 | 3335 | 1677.1 (28.4) | 8601 | 4230.1 (71.6) |
| 65+ | 5228 | 1706.5 (29.8) | 11 830 | 4021.2 (70.2) |
| Body mass index (BMI)* | ||||
| Underweight/normal weight | 1199 | 440.9 (25.2) | 3132 | 1311.8 (74.8) |
| Overweight | 2716 | 1098.7 (27.6) | 6899 | 2885.0 (72.4) |
| Obese | 5042 | 2180.8 (29.6) | 11 792 | 5196.5 (70.4) |
| Race/ethnicity | ||||
| Non-Hispanic White | 6190 | 2305.4 (27.1) | 16 147 | 6208.0 (72.9) |
| Non-Hispanic Black | 1626 | 865.5 (38.2) | 2727 | 1401.6 (61.8) |
| Non-Hispanic other | 560 | 163.9 (22.9) | 1442 | 551.4 (77.1) |
| Hispanic | 581 | 385.5 (23.8) | 1507 | 1232.3 (76.2) |
| Marital status | ||||
| Couple† | 4399 | 2107.5 (28.7) | 10 909 | 5244.8 (71.3) |
| Widowed | 1914 | 575.1 (30.2) | 4176 | 1330.9 (69.8) |
| Divorced/separated/never married | 2644 | 1037.8 (26.9) | 6738 | 2817.6 (73.1) |
| Education | ||||
| <High school | 933 | 571.5 (24.2) | 2315 | 1788.6 (75.8) |
| High school | 2930 | 1273.0 (30.4) | 7026 | 2909.2 (69.6) |
| Some college/technical | 2659 | 1232.5 (29.7) | 6345 | 2915.8 (70.3) |
| College or above | 2435 | 643.3 (26.5) | 6137 | 1779.7 (73.5) |
| Employment | ||||
| Employed | 2110 | 992.2 (23.0) | 6534 | 3329.5 (77.0) |
| Home maker/student/retired | 4849 | 1725.2 (30.4) | 11 026 | 3958.1 (69.6) |
| Not employed/unable to work | 1998 | 1003.0 (32.3) | 4263 | 2105.7 (67.7) |
| Smoking status | ||||
| Current | 1065 | 498.5 (24.5) | 3198 | 1536.3 (75.5) |
| Former | 3284 | 1343.0 (28.9) | 8075 | 3307.9 (71.1) |
| Never | 4608 | 1878.9 (29.2) | 10 550 | 4549.1 (70.8) |
| Alcohol intake in the past 30 days | ||||
| Yes | 2593 | 1080.2 (23.6) | 8104 | 3492.3 (76.4) |
| No | 6364 | 2640.1 (30.9) | 13 719 | 5901.0 (69.1) |
| Self-reported general health | ||||
| Good/better | 4887 | 1986.2 (27.7) | 12 811 | 5185.7 (72.3) |
| Fair/poor | 4070 | 1734.2 (29.2) | 9012 | 4207.6 (70.8) |
| Healthcare coverage‡ | ||||
| Yes | 8707 | 3577.1 (29.2) | 20 721 | 8665.6 (70.8) |
| No | 250 | 143.3 (16.4) | 1102 | 727.7 (83.6) |
| Exercise in the past 30 days | ||||
| Yes | 5465 | 2288.2 (29.4) | 12 872 | 5496.5 (70.6) |
| No | 3492 | 1432.2 (26.9) | 8951 | 3896.8 (73.1) |
| Current insulin user§ | ||||
| Yes | 4537 | 1893.1 (44.0) | 5439 | 2408.9 (56.0) |
| No | 4420 | 1827.3 (20.7) | 16 384 | 6984.4 (79.3) |
| Personal doctor/healthcare provider | ||||
| Yes | 8683 | 3568.8 (29.1) | 20 517 | 8699.4 (70.9) |
| No | 274 | 151.5 (17.9) | 1306 | 693.9 (82.1) |
| Could not see a doctor due to cost | ||||
| Yes | 873 | 470.0 (25.0) | 2617 | 1406.9 (75.0) |
| No | 8084 | 3250.3 (28.9) | 19 206 | 7986.4 (71.1) |
| History of retinopathy | ||||
| Yes | 2130 | 914.4 (35.6) | 3567 | 1653.1 (64.4) |
| No | 6827 | 2806.0 (26.6) | 18 256 | 7740.2 (73.4) |
Diabetes care practice was defined as adherence to all four practices (daily blood glucose checks, daily foot checks, annual eye examinations, and annual cholesterol checks). Population estimates (N and %) were calculated accounting for the complex study design.
*BMI: underweight/normal weight: BMI<25, overweight: 25≤BMI<30, obese: BMI≥30.
†Married or unmarried.
‡Healthcare coverage: have health insurance, prepaid plans such as health maintenance organizations (HMOs), or government plans such as Medicare, or Indian Health Service.
§Current insulin user: ‘Yes’ refers to individuals using insulin at the time of the survey, ‘No’ refers to individuals who never used insulin or used it in the past only.
Overall adherence to all four diabetes care practices by selected variables*
| Variables | Univariate | Full model | Final model |
| Crude OR | Adjusted OR† | Adjusted OR† | |
| Sex | |||
| Female versus male | 1.12 (1.00 to 1.25) | 1.10 (0.98 to 1.25) | – |
| Age | |||
| 18–44 vs 65+ | 0.70 (0.54 to 0.89) | 0.82 (0.62 to 1.08) | – |
| 45–64 vs 65+ | 0.93 (0.83 to 1.05) | 1.02 (0.88 to 1.17) | |
| Body mass index (BMI)‡ | |||
| Underweight/normal weight versus obese | 0.80 (0.69 to 0.93) | 0.80 (0.68 to 0.93) | 0.78 (0.67 to 0.91) |
| Overweight versus obese | 0.91 (0.80 to 1.04) | 0.93 (0.82 to 1.07) | 0.92 (0.81 to 1.05) |
| Race/ethnicity | |||
| Non-Hispanic (NH) Black versus NH White | 1.66 (1.42 to 1.95) | 1.77 (1.49 to 2.12) | 1.77 (1.48 to 2.10) |
| Hispanic versus NH White | 0.84 (0.66 to 1.08) | 1.01 (0.76 to 1.34) | 1.01 (0.76 to 1.34) |
| NH other versus NH White | 0.80 (0.64 to 1.00) | 0.83 (0.67 to 1.04) | 0.83 (0.66 to 1.03) |
| Marital status | |||
| Widowed versus couple | 1.08 (0.94 to 1.24) | 0.94 (0.80 to 1.10) | 0.97 (0.83 to 1.12) |
| Divorced/separated/never married versus couple§ | 0.92 (0.80 to 1.05) | 0.84 (0.72 to 0.98) | 0.82 (0.71 to 0.95) |
| Education | |||
| High school (HS) versus <HS | 1.37 (1.15 to 1.64) | 1.40 (1.15 to 1.71) | 1.41 (1.16 to 1.71) |
| Some college/technical versus <HS | 1.32 (1.10 to 1.59) | 1.34 (1.10 to 1.64) | 1.35 (1.10 to 1.64) |
| College versus <HS | 1.13 (0.95 to 1.35) | 1.22 (1.00 to 1.49) | 1.24 (1.02 to 1.51) |
| Employment | |||
| Home maker/student/retired versus employed | 1.46 (1.27 to 1.68) | 1.30 (1.10 to 1.53) | 1.36 (1.18 to 1.57) |
| Unemployed/unable to work versus employed | 1.60 (1.35 to 1.90) | 1.43 (1.18 to 1.72) | 1.44 (1.20 to 1.74) |
| Smoking status | |||
| Current versus never | 0.79 (0.65 to 0.95) | 0.88 (0.72 to 1.08) | – |
| Former versus never | 0.98 (0.87 to 1.11) | 1.04 (0.92 to 1.19) | |
| Alcohol intake in the past 30 days | |||
| Yes versus no | 0.69 (0.62 to 0.78) | 0.75 (0.66 to 0.85) | 0.74 (0.65 to 0.83) |
| Self-reported general health | |||
| Good/better versus fair/poor | 0.93 (0.83 to 1.04) | 1.14 (1.00 to 1.30) | 1.15 (1.01 to 1.31) |
| Healthcare coverage¶ | |||
| Yes versus no | 2.10 (1.51 to 2.92) | 1.77 (1.27 to 2.47) | 1.85 (1.33 to 2.56) |
| Personal doctor/healthcare provider | |||
| Yes versus no | 1.88 (1.33 to 2.66) | 1.37 (0.96 to 1.96) | 1.42 (0.99 to 2.03) |
| Exercise in the past 30 days | |||
| Yes versus no | 1.13 (1.01 to 1.27) | 1.27 (1.13 to 1.43) | 1.26 (1.12 to 1.42) |
| Current insulin user** | |||
| Yes versus no | 3.00 (2.67 to 3.39) | 2.97 (2.64 to 3.34) | 2.95 (2.62 to 3.31) |
| Could not see a doctor due to cost | |||
| Yes versus no | 0.82 (0.67 to 1.01) | 0.92 (0.74 to 1.16) | – |
| History of retinopathy | |||
| Yes versus no | 1.53 (1.33 to 1.75) | 1.17 (1.01 to 1.35) | 1.17 (1.01 to 1.34) |
*Sample size for univariate, full and final models: n=30 780; N=13 113 662.
†Adjusted for all other covariates in the column.
‡BMI: underweight/normal weight: BMI<25, overweight: 25≤BMI<30, obese: BMI≥30.
§Married or unmarried.
¶Healthcare coverage: have health insurance, prepaid plans such as health maintenance organizations (HMOs), or government plans such as Medicare, or Indian Health Service.
**Current insulin user: ‘Yes’ refers to individuals using insulin at the time of the survey, ‘No’ refers to individuals who never used insulin or used it in the past only.
Figure 2Diabetic care practice utilization overall and by insulin (INS) use and history of retinopathy (RET).
Final models for adherence to individual diabetic care practices by selected variables
| Variables | Daily blood glucose check (n=30 516; N=12 991 686) | Daily foot check (n=30 244; N=12 861 213) | Annual eye examination (n=30 529; N=13 018 532) | Annual cholesterol check (n=30 371; N=12 884 320) |
| Adjusted OR* | Adjusted OR* | Adjusted OR* | Adjusted OR* | |
| Body mass index (BMI)† | ||||
| Underweight/normal weight versus obese | 0.91 (0.78 to 1.06) | 0.80 (0.69 to 0.93) | 0.92 (0.78 to 1.08) | 0.61 (0.47 to 0.78) |
| Overweight versus obese | 0.92 (0.81 to 1.06) | 0.89 (0.80 to 1.00) | 1.01 (0.88 to 1.15) | 0.95 (0.77 to 1.17) |
| Race/ethnicity | ||||
| Non-Hispanic (NH) Black versus NH White | 1.47 (1.25 to 1.73) | 1.52 (1.32 to 1.75) | 1.35 (1.15 to 1.57) | 1.03 (0.79 to 1.34) |
| Hispanic versus NH White | 1.27 (0.99 to 1.63) | 0.87 (0.69 to 1.09) | 1.00 (0.79 to 1.26) | 1.07 (0.76 to 1.51) |
| NH other versus NH White | 0.84 (0.67 to 1.05) | 0.81 (0.66 to 0.99) | 1.16 (0.93 to 1.45) | 0.73 (0.51 to 1.05) |
| Marital status | ||||
| Widowed versus couple | 1.10 (0.95 to 1.28) | 0.88 (0.76 to 1.02) | 0.99 (0.84 to 1.16) | 1.31 (1.01 to 1.69) |
| Divorced/separated/never married versus couple‡ | 0.89 (0.78 to 1.02) | 0.95 (0.84 to 1.07) | 0.84 (0.74 to 0.95) | 0.88 (0.71 to 1.08) |
| Education | ||||
| High school (HS) versus <HS | 0.97 (0.80 to 1.18) | 1.22 (1.03 to 1.44) | 1.29 (1.08 to 1.54) | 0.95 (0.67 to 1.34) |
| Some college/technical versus <HS | 0.86 (0.71 to 1.05) | 1.26 (1.06 to 1.51) | 1.26 (1.05 to 1.52) | 0.88 (0.61 to 1.27) |
| College versus <HS | 0.78 (0.64 to 0.95) | 1.07 (0.89 to 1.29) | 1.56 (1.29 to 1.89) | 1.10 (0.73 to 1.64) |
| Employment | ||||
| Home maker/student/retired versus employed | 1.16 (1.02 to 1.33) | 1.07 (0.94 to 1.21) | 1.84 (1.61 to 2.10) | 2.07 (1.69 to 2.54) |
| Unemployed/unable to work versus employed | 1.46 (1.22 to 1.74) | 1.36 (1.15 to 1.59) | 1.22 (1.04 to 1.45) | 1.25 (0.96 to 1.63) |
| Alcohol intake in the past 30 days | ||||
| Yes versus no | 0.69 (0.62 to 0.78) | 0.83 (0.75 to 0.93) | 1.02 (0.91 to 1.15) | 0.90 (0.74 to 1.09) |
| Self-reported general health | ||||
| Good/better versus fair/poor | 0.98 (0.87 to 1.11) | 0.96 (0.86 to 1.07) | 1.33 (1.18 to 1.50) | 0.89 (0.73 to 1.09) |
| Healthcare coverage§ | ||||
| Yes versus no | 1.74 (1.36 to 2.22) | 1.06 (0.84 to 1.34) | 2.32 (1.86 to 2.90) | 3.05 (2.30 to 4.06) |
| Personal doctor/healthcare provider | ||||
| Yes versus no | 1.44 (1.09 to 1.90) | 1.28 (1.01 to 1.62) | 1.54 (1.23 to 1.94) | 3.56 (2.73 to 4.66) |
| Exercise in the past 30 days | ||||
| Yes versus no | 1.37 (1.23 to 1.54) | 1.14 (1.03 to 1.26) | 1.19 (1.06 to 1.33) | 1.13 (0.93 to 1.38) |
| Current insulin user¶ | ||||
| Yes versus no | 8.57 (7.35 to 9.98) | 1.41 (1.26 to 1.57) | 1.53 (1.36 to 1.73) | 1.25 (1.01 to 1.55) |
| History of retinopathy | ||||
| Yes versus no | 1.18 (1.01 to 1.38) | 1.05 (0.92 to 1.21) | 1.19 (1.02 to 1.38) | 1.13 (0.88 to 1.46) |
*Adjusted for all other covariates in the table.
†BMI: underweight/normal weight: BMI<25, overweight: 25≤BMI<30, obese: BMI≥30.
‡Married or unmarried.
§Healthcare coverage: have health insurance, prepaid plans such as health maintenance organizations (HMOs), or government plans such as Medicare, or Indian Health Service.
¶Current insulin user: ‘Yes’ refers to individuals using insulin at the time of the survey, ‘No’ refers to individuals who never used insulin or only used it in the past.