| Literature DB >> 35996081 |
Thanapat Puangpet1, Tanyaporn Pongkunakorn2, Nahathai Chulkarat1, Chutikan Bunlangjit1, Apinya Surawit2, Bonggochpass Pinsawas2, Pichanun Mongkolsucharitkul2, Korapat Mayurasakorn3.
Abstract
BACKGROUND: Primary health care system plays a central role in caring for persons with diabetes. Thai National Health Examination Survey (NHES) reports that only 40% of patients with type 2 diabetes mellitus (T2DM) achieve optimal glycemic control. We sought to evaluate the quality of diabetic care (QOC), prevalence of microvascular complications, and associated risk factors among T2DM patients treated at primary care units in urban areas in Thailand.Entities:
Keywords: Diabetes registry; Glycemic control; Primary care units; Quality of care
Mesh:
Substances:
Year: 2022 PMID: 35996081 PMCID: PMC9396826 DOI: 10.1186/s12875-022-01823-7
Source DB: PubMed Journal: BMC Prim Care ISSN: 2731-4553
General characteristics of diabetic participants
| Variables | Men | Women | |
|---|---|---|---|
| Number, (%) | 125 (25.61) | 363 (74.39) | |
| Age, years | 63.4 ± 1.07 | 64.3 ± 0.61 | 0.442 |
| < 40, n (%) | 4 (3.20) | 9 (2.49) | 0.259 |
| 40—59, n (%) | 45 (36.00) | 98 (27.07) | |
| 60—79, n (%) | 66 (52.80) | 224 (61.88) | |
| | 10 (8.00) | 31 (8.56) | |
| Duration of disease, years | 5.4 ± 0.34 | 7.4 ± 0.28 | 0.002 |
| < 5, n (%) | 58 (47.54) | 93 (25.98) | < 0.001 |
| 5—9, n (%) | 53 (43.44) | 217 (60.61) | |
| 10—14, n (%) | 7 (5.74) | 27 (7.54) | |
| | 4 (3.28) | 21 (5.87) | |
| BMI, kg/m2 | 26.5 ± 0.49 | 27.1 ± 0.27 | 0.290 |
| < 18.5 | 7 (5.60) | 12 (3.31) | 0.208 |
| 18.5—22.9 | 30 (24.00) | 59 (16.25) | |
| 23.0—24.9 | 18 (14.40) | 65 (17.91) | |
| 25.0—29.9 | 44 (35.20) | 135 (37.19) | |
| | 26 (20.80) | 92 (25.34) | |
| NC, cm | 35.4 ± 0.78 | 34.0 ± 0.53 | 0.167 |
| WC, cm | 91.0 ± 1.29 | 89.1 ± 0.71 | 0.179 |
| m ≤ 90 cm, w ≤ 80 cm | 54 (43.55) | 83 (23.12) | < 0.001 |
| m > 90 cm, w > 80 cm | 70 (56.45) | 276 (76.88) | |
| SBP, mmHg | 133.8 ± 1.36 | 133.1 ± 0.78 | 0.664 |
| < 130, n (%) | 44 (35.20) | 147 (40.50) | 0.656 |
| 130—139, n (%) | 44 (35.20) | 108 (29.75) | |
| 140—159, n (%) | 32 (25.60) | 94 (25.90) | |
| | 5 (4.00) | 14 (3.86) | |
| DBP, mmHg | 76.0 ± 1.07 | 72.9 ± 0.60 | 0.010 |
| Hypertension, n (%) | 102 (81.60) | 288 (79.34) | 0.586 |
| Dyslipidemia, n (%) | 73 (58.40) | 221 (60.88) | 0.635 |
| Ischemic heart, n (%) | 3 (2.40) | 5 (1.38) | 0.437 |
| Stroke or paralysis, n (%) | 2 (1.60) | 5 (1.38) | 0.572 |
| Gout, n (%) | 14 (11.20) | 31 (8.54) | 0.374 |
| Exercise, n (%) | |||
| seldom | 59 (47.58) | 171 (47.50) | 0.988 |
| once a week | 25 (20.16) | 113 (31.39) | |
| > 2–3 times a week | 40 (32.26) | 76 (21.11) | |
| Smoking, n (%) | |||
| never | 78 (63.41) | 354 (98.06) | < 0.001 |
| stop smoking | 36 (29.27) | 6 (1.66) | |
| smoking | 9 (7.32) | 1 (0.28) | |
| Alcohol consumption, n (%) | |||
| no | 84 (67.74) | 350 (96.69) | < 0.001 |
| yes | 40 (32.26) | 12 (3.31) | |
| Heart failure, n (%) | 2 (1.60) | 26 (7.16) | 0.021 |
| Cancer, n (%) | 20 (16.00) | 67 (18.46) | 0.536 |
| Ischemic heart, n (%) | 1 (0.80) | 3 (0.83) | 0.728 |
| Paralysis or stroke, n (%) | 5 (4.00) | 17 (4.68) | 0.488 |
*p-value is the differences between male and female based on independent t-test or chi-square for continuous and categorical variables, respectively; mean ± SEM, standard error of mean, BMI Body mass index, NC Neck circumference, WC Waist circumference, SBP Systolic blood pressure, DBP Diastolic blood pressure, CVD cardiovascular diseases
Biochemical data of diabetic participants
| Variables | Men | Women | |
|---|---|---|---|
| FBG, mmol/l | 8.32 ± 0.20 | 8.26 ± 0.146 | 0.831 |
| < 5.5, n (%) | 5 (4.13) | 41 (11.36) | 0.047 |
| 5.5—6.9, n (%) | 36 (29.75) | 87 (24.10) | |
| > 6.9, n (%) | 80 (66.12) | 233 (64.54) | |
| A1C, mmol/mol | 58.38 ± 2.09 | 59.84 ± 1.07 | 0.515 |
| < 53, n (%) | 48 (44.44) | 142 (41.16) | 0.912 |
| 53—63.9, n (%) | 28 (25.93) | 95 (27.54) | |
| 64—74.9, n (%) | 14 (12.96) | 41 (11.88) | |
| 75—107.9, n (%) | 16 (14.81) | 56 (16.23) | |
| > 107.9, n (%) | 2 (1.85) | 11 (3.19) | |
| TC, mmol/l | 4.38 ± 0.11 | 4.51 ± 0.54 | 0.234 |
| < 5.2, n (%) | 89 (76.07) | 265 (75.93) | 0.776 |
| 5.2—6.2, n (%) | 18 (15.38) | 60 (17.19) | |
| > 6.2, n (%) | 10 (8.55) | 24 (6.88) | |
| TG, mmol/l | 1.57 ± 0.8 | 1.61 ± 0.39 | 0.611 |
| < 1.7, n (%) | 80 (68.97) | 235 (67.14) | 0.716 |
| 1.7—5.6, n (%) | 36 (31.03) | 115 (32.86) | |
| > 5.6, n (%) | 0 (0.00) | 0 (0.00) | |
| HDL-C, mmol/l | 1.23 ± 0.03 | 1.32 ± 0.17 | 0.009 |
| m < 1, w < 1.3, n (%) | 32 (27.83) | 169 (48.29) | < 0.001 |
| m ≥ 1, w ≥ 1.3, n (%) | 83 (72.17) | 181 (51.71) | |
| LDL-C, mmol/l | 2.47 ± 0.09 | 2.47 ± 0.48 | 0.945 |
| < 2.6, n (%) | 70 (61.40) | 209 (60.23) | 0.181 |
| 2.6—3.3, n (%) | 26 (22.81) | 83 (23.92) | |
| 3.4—4.1, n (%) | 8 (7.02) | 40 (11.53) | |
| > 4.1, n (%) | 10 (8.77) | 15 (4.32) | |
| Cr, mmol/l | 13.65 ± 1.49 | 9.23 ± 0.33 | < 0.001 |
| eGFR, ml/min/1.73m2 | 77.0 ± 2.12 | 79.7 ± 1.74 | 0.399 |
| ≥ 90 (G1), n (%) | 39 (32.77) | 140 (39.66) | 0.700 |
| 60—89 (G2), n (%) | 46 (38.66) | 129 (36.54) | |
| 45—59 (G3A), n (%) | 21 (17.65) | 49 (13.88) | |
| 30—44 (G3B), n (%) | 12 (10.080 | 29 (8.22) | |
| 15—29 (G4), n (%) | 1 (0.84) | 5 (1.42) | |
| < 15 (G5), n (%) | 0 (0.00) | 1 (0.28) | |
| AST (SGOT), u/l | 29.0 ± 2.87 | 30.2 ± 6.26 | 0.893 |
| ALT (SGPT), u/l | 32.2 ± 5.60 | 24.7 ± 4.43 | 0.329 |
| Uric acid, mmol/l | 0.40 ± 0.05 | 0.32 ± 0.01 | 0.023 |
| Blood Na+, mmol/l | 135.0 ± 5.00 | 180.0 ± 46.04 | 0.611 |
| Blood K+, mmol/l | 4.1 ± 0.34 | 3.7 ± 0.03 | 0.085 |
*p-value is the differences between male and female based on independent t-test or chi-square for continuous and categorical variables, respectively; mean ± SEM; FBG Fasting blood glucose, A1C Hemoglobin A1c, TC Total cholesterol, TG Triglyceride, HDL-C High-density lipoprotein, LDL-C Low-density lipoprotein, eGFR Estimated glomerular filtration rate, Cr Serum creatinine, AST Aspartate transaminase, SGOT Serum glutamic oxaloacetic transaminase, ALT Alanine aminotransferase, SGPT Serum glutamate-pyruvate transaminase, Na+ Sodium electrolyte, K+ Potassium electrolyte, SEM Standard error of mean
Quality of diabetic care among T2DM at primary care units
| Case n | % | ||
|---|---|---|---|
| A; A1C < 53 mmol/mol | 190 | 41.9 | |
| B; BP < 130/80 mmHg | 191 | 39.1 | |
| C; LDL-C < 2.6 mmol/l | 279 | 60.5 | |
| 39 | 8.0 | ||
| F; Foot examination | 453 | 92.8 | |
| A; A1C examination | 453 | 92.8 | |
| C; LDL-C examination | 466 | 95.5 | |
| E; Eye examination | 356 | 73.0 | |
| 318 | 65.2 | ||
| 1 | 7 | 1.4 | |
| 2 | 16 | 3.3 | |
| 3 | 30 | 6.2 | |
| 4 | 108 | 22.1 | |
| 5 | 162 | 33.2 | |
| 6 | 137 | 28.1 | |
| 28 | 5.7 | ||
A1C Hemoglobin A1c, BP Blood pressure, LDL-C Low-density lipoprotein, TOC Clinical target of care, POC Process of care
The prevalence of an each stage in diabetic complications
| Case n | % | |
|---|---|---|
| Diabetic retinopathy | ||
| no DR | 297 | 86.3 |
| NPDR; mild | 39 | 11.3 |
| NPDR; moderate | 8 | 2.3 |
| NPDR; severe | 0 | 0.0 |
| PDR | 0 | 0.0 |
| Risk of foot ulcers | ||
| mild risk | 413 | 91.2 |
| moderate risk | 18 | 4.0 |
| severe risk | 22 | 4.9 |
DR Diabetic retinopathy, NPDR Non-proliferative diabetic retinopathy, PDR Proliferative diabetic retinopathy
Variables associated with glycemic control by multivariate logistic regression
| Covariate | Comparison group | Reduced model | Full model | ||||
|---|---|---|---|---|---|---|---|
| Gender | men vs. women | deleted | - | - | 1.03 | (0.62, 1.71) | 0.906 |
| Age (years) | 50–65 vs. < 50 | 0.51 | (0.23, 1.13) | 0.095 | 0.50 | (0.22, 1.15) | 0.104 |
| > 65 vs. < 50 | 0.25 | (0.14, 0.55) | < 0.001*** | 0.23 | (0.10, 0.52) | < 0.001*** | |
| BMI (kg/m2) | overweight vs. normal | 2.54 | (1.58, 4.08) | < 0.001*** | 2.65 | (1.63, 4.31) | < 0.001*** |
| obese vs. normal | 1.71 | (1.05, 2.89) | 0.045** | 1.78 | (1.03, 3.08) | 0.038** | |
| Duration of disease (years) | > 6 vs. ≤ 6 | 1.83 | (1.20, 2.79) | 0.005*** | 1.91 | (1.22, 2.99) | 0.005*** |
| NC (cm) | deleted | - | - | 1.02 | (0.96, 1.08) | 0.514 | |
| WC (cm) | over vs normal | deleted | - | - | 1.44 | (0.56, 3.69) | 0.451 |
| SBP (mmHg) | ≥ 140 vs. < 140 | deleted | - | - | 0.92 | (0.41, 2.07) | 0.836 |
| DSP (mmHg) | ≥ 90 vs. < 90 | deleted | - | - | 1.99 | (0.33, 2.15) | 0.456 |
| Diabetes and hypertension | yes vs. no | deleted | - | - | 0.92 | (0.42, 2.04) | 0.845 |
| Underlying diseases | 1 underlying disease vs. DM only | deleted | - | - | 1.32 | (0.49, 3.57) | 0.587 |
| underlying disease more than 2 vs. DM only | deleted | - | - | 1.46 | (0.49, 4.32) | 0.492 | |
| DR (> 12 months) | yes vs. no | deleted | - | - | 0.69 | (0.43, 1.11) | 0.127 |
| DN (> 12 months) | yes vs. no | deleted | - | - | 0.63 | (0.10, 3.93) | 0.623 |
| TC (mmol/l) | ≥ 5.2 vs. < 5.2 | deleted | - | - | 1.19 | (0.62, 2.31) | 0.602 |
| TG (mmol/l) | ≥ 1.7 vs. < 1.7 | 1.81 | (1.25, 2.78) | 0.019** | 1.66 | (1.09, 2.69) | 0.037** |
| HDL-C (mmol/l) | < 1 vs. ≥ 1 | 1.16 | (0.68, 1.97) | 0.587 | 0.91 | (0.53, 1.57) | 0.738 |
| LDL-C (mmol/l) | ≥ 2.6 vs. < 2.6 | 1.55 | (1.04, 2.28) | 0.039** | 1.31 | (0.98, 2.22) | 0.007 |
| ACEI or ARBs | yes vs. no | deleted | - | - | 1.01 | (0.60, 1.70) | 0.957 |
| Treatment (drug use) | no drug use vs. 1–3 | deleted | - | - | 0.99 | (0.05, 2.52) | 0.993 |
| no drug use vs. 4–5 | deleted | - | - | 1.05 | (0.05, 3.00) | 0.974 | |
| no drug use vs. more than 6 | deleted | - | - | 0.78 | (0.04, 1.75) | 0.875 | |
| TOC-target indicators | yes vs. no | 0.69 | (0.43, 0.89) | 0.034** | 0.62 | (0.21, 0.82) | 0.022** |
| POC-process indicators | yes vs. no | deleted | - | - | 0.45 | (0.39, 0.51) | 0.433 |
| 1.28 | (0.57, 2.90) | 0.554 | 2.16 | (0.06, 4.22) | 0.680 | ||
| Hosmer–Lemeshow goodness of fit test | chi-square = 6.74, | chi-square = 4.32, | |||||
| LR test | -239.889 | -229.685 | |||||
| AIC | 301.254 | 431.155 | |||||
| BIC | 453.551 | 577.003 | |||||
| Pseudo-R2 | 0.311 | 0.261 | |||||
| Overall Percentage | 81.31 | 77.03% | |||||
*** p-value < 0.001, ** < 0.05; The association between variables and glycemic control are analyzed by using multivariate logistic regression; OR Odd ratio, CI Confidence interval, WC Waist circumference, NC Neck circumference, SBP Systolic blood pressure, DBP Diastolic blood pressure, DN Diabetic nephropathy, DR Diabetic retinopathy, BMI Body mass index, TC Total cholesterol, TG Triglyceride, HDL-C High-density lipoprotein, LDL-C Low-density lipoprotein, ACEI Angiotensin-converting enzyme inhibitor, ARB Angiotensin receptor blockers, LR-test Log likelihood ratio test, AIC Akaike’s information criterion, BIC Bayesian information criterion
Variables associated with diabetic retinopathy (DR) by multivariate logistic regression
| Covariate | Reduced model | Full model | |||||
|---|---|---|---|---|---|---|---|
| Gender | men vs. women | 0.74 | (0.38, 1.46) | 0.388 | 0.76 | (0.35, 1.65) | 0.485 |
| Age (years) | 60 vs. < 60 | deleted | - | - | 0.64 | (0.31, 1.33) | 0.232 |
| BMI (kg/m2) | overweight vs. normal | deleted | - | - | 0.87 | (0.38, 1.99) | 0.733 |
| obese vs. normal | 2.21 | (1.00, 4.86) | 0.046** | 0.65 | (0.25, 1.72) | 0.390 | |
| Duration of disease (years) | > 4 vs. ≤ 4 | 1.05 | (0.51, 2.17) | 0.897 | 1.23 | (0.61, 2.48) | 0.557 |
| WC (cm) | over vs. normal | 2.23 | (0.77, 2.31) | 0.021** | 1.27 | (0.54, 2.98) | 0.587 |
| NC (cm) | deleted | - | - | 0.99 | (0.91, 1.06) | 0.694 | |
| SBP (mmHg) | ≥ 140 vs. < 140 | deleted | - | - | 2.13 | (1.02, 4.46) | 0.045** |
| DBP (mmHg) | ≥ 90 vs. < 90 | 1.81 | (1.48, 1.96) | 0.049** | 0.29 | (0.03, 2.45) | 0.256 |
| TC (mmol/l) | ≥ 5.2 vs. < 5.2 | 0.47 | (0.21, 1.02) | 0.051 | 2.45 | (0.82, 7.30) | 0.108 |
| TG (mmol/l) | ≥ 1.7 vs. < 1.7 | 0.41 | (0.15, 1.10) | 0.078 | 0.53 | (0.24, 1.18) | 0.122 |
| HDL-C (mmol/l) | < 1 vs. ≥ 1 | deleted | - | - | 0.65 | (0.23, 1.84) | 0.420 |
| LDL-C (mmol/l) | ≥ 2.6 vs. < 2.6 | deleted | - | - | 0.49 | (0.18, 1.36) | 0.171 |
| A1C (mmol/mol) | ≥ 53 vs. < 53 | deleted | - | - | 1.08 | (0.53, 2.19) | 0.841 |
| Treatment (drug use) | no drug use 1 -3 vs. 4–5 | deleted | - | - | 1.87 | (0.69, 5.07) | 0.217 |
| no drug use 1 -3 vs. more than 6 | deleted | - | - | 1.75 | (0.60, 5.14) | 0.306 | |
| TOC-target indicators | yes vs. no | deleted | - | - | 0.31 | (0.11, 1.92) | 0.675 |
| POC-process indicators | yes vs. no | deleted | - | - | 0.76 | (0.44, 1.25) | 0.566 |
| 0.12 | (0.05, 0.30) | 0.000 | 0.14 | (0.04, 0.51) | 0.003 | ||
| Hosmer–Lemeshow goodness of fit test | chi-square = 6.14, | chi-square = 4.70, | |||||
| -2 Log Likelihood | -126.2933 | -125.2933 | |||||
| AIC | 266.5867 | 270.069 | |||||
| BIC | 293.1164 | 326.2141 | |||||
| Pseudo R2 | 0.492 | 0.543 | |||||
*** p-value < 0.001, ** < 0.05; The association between variables and DR are analyzed by using multivariate logistic regression
OR Odd ratio CI Confidence interval, DR Diabetic retinopathy, WC Waist circumference, NC Neck circumference, SBP Systolic blood pressure, DBP Diastolic blood pressure, BMI Body mass index, TC Total cholesterol, TG Triglyceride, HDL-C High-density lipoprotein, LDL-C Low-density lipoprotein, A1C Hemoglobin A1c, AIC Akaike’s information criterion, BIC Bayesian information criterion