| Literature DB >> 31910828 |
Chun-Pai Yang1,2, Cheng-Chieh Lin3,4,5, Chia-Ing Li3,4, Chiu-Shong Liu3,4,5, Chih-Hsueh Lin3,5, Kai-Lin Hwang6, Shing-Yu Yang7, Tsai-Chung Li8,9.
Abstract
BACKGROUND: This study investigated whether visit-to-visit fasting plasma glucose (FPG) variability, as measured by the coefficient of variation (CV), increased peripheral artery disease (PAD) risk.Entities:
Keywords: Fasting plasma glucose; Glycemic variability; HbA1c; Peripheral artery disease
Year: 2020 PMID: 31910828 PMCID: PMC6945758 DOI: 10.1186/s12933-019-0978-y
Source DB: PubMed Journal: Cardiovasc Diabetol ISSN: 1475-2840 Impact factor: 9.951
Baseline characteristics according to peripheral vascular disease status in persons with type 2 diabetes enrolled in the National Diabetes Care Management Program, Taiwan (n = 30,932)
| Variables | Peripheral vascular disease | p value | |
|---|---|---|---|
| No (N = 30,038) | Yes (N = 894) | ||
| Socio-demographic factors | |||
| Male, n (%) | 14,008 (46.63) | 421 (47.09) | 0.81 |
| Age (years), mean (SD) | 60.99 (11.16) | 61.73 (10.87) | 0.05 |
| Lifestyle behaviors, n (%) | |||
| Smoking | 4517 (15.04) | 143 (16.00) | 0.46 |
| Alcohol drinking | 2518 (8.38) | 67 (7.49) | 0.38 |
| Diabetes-related variables | |||
| Duration of diabetes (years), mean (SD) | 6.80 (6.75) | 7.97 (7.41) | < 0.001 |
| Type of hypoglycemic drug use, n (%) | 0.006 | ||
| No medication | 365 (1.22) | 5 (0.56) | |
| One oral hypoglycemic drug | 5134 (17.09) | 113 (12.64) | |
| Two oral hypoglycemic drugs | 12,536 (41.73) | 353 (39.49) | |
| Three oral hypoglycemic drugs | 5537 (18.43) | 175 (19.57) | |
| > 3 oral hypoglycemic drugs | 1575 (5.24) | 59 (6.60) | |
| Insulin | 885 (2.95) | 18 (2.01) | |
| Insulin+ oral hypoglycemic drug | 4006 (13.34) | 171 (19.13) | |
| Drug-related variables, n (%) | |||
| Hypertension drug treatment | 11,671 (38.85) | 316 (35.35) | 0.04 |
| Comorbidity, n (%) | |||
| Obesity (BMI ≥ 27) | 10,927 (36.38) | 304 (34.00) | 0.16 |
| CAD | 2603 (8.67) | 99 (11.07) | 0.01 |
| Stroke | 1519 (5.06) | 52 (5.82) | 0.35 |
| CHF | 785 (2.61) | 19 (2.13) | 0.43 |
| Cancer | 630 (2.10) | 19 (2.13) | 1.00 |
| Hyperlipidemia | 7621 (25.37) | 220 (24.61) | 0.63 |
| Hypertension | 13,736 (45.73) | 397 (44.41) | 0.45 |
| Atrial fibrillation | 150 (0.50) | 3 (0.34) | 0.81 |
| Chronic hepatitis | 2900 (9.65) | 78 (8.72) | 0.38 |
| COPD | 1365 (4.54) | 42 (4.70) | 0.89 |
| Hypoglycemia | 118 (0.39) | 7 (0.78) | 0.10 |
| Albuminuria | 297 (0.99) | 6 (0.67) | 0.44 |
| Retinopathy | 583 (1.94) | 31 (3.47) | 0.002 |
| Cardiovascular risk factors, n (%) | |||
| SBP ≥ 130/DBP ≥85 (mmHg) | 20,730 (69.01) | 607 (67.90) | 0.50 |
| TG ≥ 150 (mg/dL) | 13,075 (43.53) | 397 (44.41) | 0.63 |
| HDL: female < 50; male < 40 (mg/dL) | 15,595 (51.92) | 448 (50.11) | 0.30 |
| LDL ≥ 100 (mg/dL) | 20,929 (69.68) | 618 (69.13) | 0.75 |
| eGFR < 60 (mL/min/1.73 m2) | 7967 (26.52) | 240 (26.85) | 0.86 |
Differences in continuous variables were tested using the student’s t-test. Differences in categorical variables were tested using the Chi-square test or Fisher’s exact test
CHF congestive heart failure, CAD coronary artery disease, SBP systolic blood pressure, DBP diastolic blood pressure, COPD chronic obstructive pulmonary disease, HDL high-density lipoprotein, TG triglyceride, eGFR estimated glomerular filtration rate, LDL low-density lipoprotein
Baseline characteristics based on HbA1c level and FPG-CV in patients with type 2 diabetes enrolled in the National Diabetes Care Management Program, Taiwan (n = 30,932)
| Variables | HbA1c (%) | FPG-CV (%) | |||||||
|---|---|---|---|---|---|---|---|---|---|
| < 6.0 (N = 2663) | 6.0–8.0 (N = 13,535) | 8.0–10.0 (N = 9229) | ≥ 10.0 (N = 5505) | ≤ 17.5 (N = 10,214) | 17.5–34.8 (N = 10,199) | > 34.8 (N = 10,519) | |||
| Sociodemographic factors | |||||||||
| Male, n (%) | 1496 (56.18) | 6406 (47.33) | 3959 (42.9) | 2568 (46.65) | < 0.001 | 4880 (47.78) | 4645 (45.54) | 4904 (46.62) | 0.006 |
| Age (years), mean (SD) | 62.84 (11.93) | 62.11 (11.02) | 60.52 (10.85) | 58.27 (11.03) | < 0.001 | 61.07 (11.13) | 61.04 (11.03) | 60.93 (11.29) | 0.64 |
| Lifestyle behaviors, n (%) | |||||||||
| Smoking | 377 (14.16) | 1897 (14.02) | 1394 (15.1) | 992 (18.02) | < 0.001 | 1407 (13.78) | 1479 (14.50) | 1774 (16.86) | < 0.001 |
| Alcohol drinking | 255 (9.58) | 1133 (8.37) | 730 (7.91) | 467 (8.48) | 0.05 | 858 (8.4) | 818 (8.02) | 909 (8.64) | 0.27 |
| Diabetes-related variables | |||||||||
| Duration of diabetes (years), mean (SD) | 5.00 (5.98) | 6.60 (6.70) | 7.69 (7.01) | 6.84 (6.69) | < 0.001 | 6.13 (6.32) | 7.01 (6.78) | 7.35 (7.13) | < 0.001 |
| Type of hypoglycemic drug use, n (%) | < 0.001 | < 0.001 | |||||||
| No medication | 104 (3.91) | 180 (1.33) | 57 (0.62) | 29 (0.53) | 177 (1.73) | 101 (0.99) | 92 (0.87) | ||
| One oral hypoglycemic drug | 991 (37.21) | 2993 (22.11) | 866 (9.38) | 397 (7.21) | 2473 (24.21) | 1566 (15.35) | 1208 (11.48) | ||
| Two oral hypoglycemic drugs | 1135 (42.62) | 6412 (47.37) | 3640 (39.44) | 1702 (30.92) | 4520 (44.25) | 4441 (43.54) | 3928 (37.34) | ||
| Three oral hypoglycemic drugs | 234 (8.79) | 2086 (15.41) | 2114 (22.91) | 1278 (23.22) | 1663 (16.28) | 2044 (20.04) | 2005 (19.06) | ||
| > 3 oral hypoglycemic drugs | 40 (1.50) | 485 (3.58) | 635 (6.88) | 474 (8.61) | 423 (4.14) | 587 (5.76) | 624 (5.93) | ||
| Insulin | 55 (2.07) | 327 (2.42) | 332 (3.6) | 189 (3.43) | 175 (1.71) | 237 (2.32) | 491 (4.67) | ||
| Insulin+ oral hypoglycemic drug | 104 (3.91) | 1052 (7.77) | 1585 (17.17) | 1436 (26.09) | 783 (7.67) | 1223 (11.99) | 2171 (20.64) | ||
| HbA1c (%), mean (SD) | 5.47 (0.45) | 6.99 (0.55) | 8.83 (0.57) | 11.43 (1.28) | < 0.001 | 7.69 (1.73) | 8.12 (1.80) | 8.76 (2.13) | < 0.001 |
| FPG-CV (%),mean (SD) | 26.29 (23.24) | 27.83 (23.21) | 33.92 (25.26) | 43.14 (31.76) | < 0.001 | 10.15 (4.72) | 25.41 (4.90) | 60.30 (25.79) | < 0.001 |
| Drug-related variables, n (%) | |||||||||
| Hypertension drug treatment | 1063 (39.92) | 5572 (41.17) | 3610 (39.12) | 1742 (31.64) | < 0.001 | 4005 (39.21) | 3960 (38.83) | 4022 (38.24) | 0.35 |
| Comorbidity, n (%) | |||||||||
| Obesity (BMI ≥ 27) | 961 (36.09) | 5066 (37.43) | 3439 (37.26) | 1765 (32.06) | < 0.001 | 3796 (37.16) | 3756 (36.83) | 3679 (34.97) | 0.002 |
| CAD | 226 (8.49) | 1241 (9.17) | 839 (9.09) | 396 (7.19) | < 0.001 | 884 (8.65) | 906 (8.88) | 912 (8.67) | 0.81 |
| Stroke | 169 (6.35) | 654 (4.83) | 497 (5.39) | 251 (4.56) | 0.002 | 432 (4.23) | 516 (5.06) | 623 (5.92) | < 0.001 |
| CHF | 83 (3.12) | 375 (2.77) | 227 (2.46) | 119 (2.16) | 0.03 | 240 (2.35) | 280 (2.75) | 284 (2.70) | 0.15 |
| Cancer | 56 (2.10) | 280 (2.07) | 216 (2.34) | 97 (1.76) | 0.13 | 191 (1.87) | 206 (2.02) | 252 (2.40) | 0.02 |
| Hyperlipidemia | 627 (23.54) | 3592 (26.54) | 2414 (26.16) | 1208 (21.94) | < 0.001 | 2738 (26.81) | 2619 (25.68) | 2484 (23.61) | < 0.001 |
| Hypertension | 1282 (48.14) | 6565 (48.50) | 4296 (46.55) | 1990 (36.15) | < 0.001 | 4545 (44.5) | 4769 (46.76) | 4819 (45.81) | 0.005 |
| Atrial fibrillation | 18 (0.68) | 66 (0.49) | 46 (0.50) | 23 (0.42) | 0.48 | 47 (0.46) | 46 (0.45) | 60 (0.57) | 0.39 |
| Chronic hepatitis | 268 (10.06) | 1332 (9.84) | 899 (9.74) | 479 (8.70) | 0.08 | 941 (9.21) | 992 (9.73) | 1045 (9.93) | 0.19 |
| COPD | 138 (5.18) | 621 (4.59) | 427 (4.63) | 221 (4.01) | 0.10 | 397 (3.89) | 468 (4.59) | 542 (5.15) | < 0.001 |
| Hypoglycemia | 17 (0.64) | 65 (0.48) | 36 (0.39) | 7 (0.13) | 0.001 | 24 (0.23) | 39 (0.38) | 62 (0.59) | < 0.001 |
| Cardiovascular risk factors, n (%) | |||||||||
| SBP ≥ 130/DBP ≥ 85 (mmHg) | 1811 (68.01) | 9480 (70.04) | 6459 (69.99) | 3587 (65.16) | < 0.001 | 7056 (69.08) | 7044 (69.07) | 7237 (68.80) | 0.88 |
| TG ≥ 150 (mg/dL) | 934 (35.07) | 5460 (40.34) | 4319 (46.8) | 2759 (50.12) | < 0.001 | 4166 (40.79) | 4390 (43.04) | 4916 (46.73) | < 0.001 |
| HDL: female < 50; male < 40 (mg/dL) | 1315 (49.38) | 7036 (51.98) | 4955 (53.69) | 2737 (49.72) | < 0.001 | 5178 (50.7) | 5358 (52.53) | 5507 (52.35) | 0.01 |
| LDL ≥ 100 (mg/dL) | 1688 (63.39) | 9228 (68.18) | 6521 (70.66) | 4110 (74.66) | < 0.001 | 7202 (70.51) | 7056 (69.18) | 7289 (69.29) | 0.07 |
| eGFR < 60 (mL/min/1.73 m2) | 827 (31.06) | 3858 (28.5) | 2333 (25.28) | 1189 (21.6) | < 0.001 | 2340 (22.91) | 2661 (26.09) | 3206 (30.48) | < 0.001 |
Differences in continuous variables tested by ANOVA. Differences in categorical variables tested by chi-square or Fisher’s exact test
CHF congestive heart failure, CAD coronary artery disease, SBP systolic blood pressure, DBP diastolic blood pressure, COPD chronic obstructive pulmonary disease, HDL high-density lipoprotein, TG triglyceride, eGFR estimated glomerular filtration rate, LDL low-density lipoprotein
Fig. 1Risk of peripheral vascular disease by a HbA1c level and b FPG-CV level
Hazard ratios (HRs) of peripheral vascular disease based on HbA1c and FPG-CV levels in persons with diabetes enrolled in the National Diabetes Care Management Program, Taiwan (n = 30,932)
| Variables | n | Cases | Person-years | IR | Peripheral vascular disease (N = 894) | ||
|---|---|---|---|---|---|---|---|
| Age and gender-adjusted | Multivariate-adjusteda | Multivariate-adjustedb | |||||
| HbA1c (%) | |||||||
| < 6 | 2663 | 59 | 21,708.26 | 2.72 | 1.00 | 1.00 | 1.00 |
| 6–8 | 13,535 | 377 | 111,972.54 | 3.37 | 2.31 (1.72, 3.11)*** | 1.20 (0.90, 1.58) | 1.19 (0.90, 1.57) |
| 8–10 | 9229 | 247 | 75,713.95 | 3.26 | 2.29 (1.69, 3.10)*** | 1.06 (0.79, 1.42) | 1.05 (0.78, 1.41) |
| ≥ 10 | 5505 | 211 | 44,117.07 | 4.78 | 3.52 (2.59, 4.76)*** | 1.52 (1.12, 2.06)** | 1.50 (1.10, 2.04)** |
| p for trend | < 0.001 | 0.01 | 0.01 | ||||
| FPG-CV (%) | |||||||
| ≤ 17.5 | 10,214 | 251 | 85,777.39 | 2.93 | 1.00 | 1.00 | 1.00 |
| 17.5–34.8 | 10,199 | 306 | 84,671.99 | 3.61 | 1.34 (1.13, 1.59)*** | 1.18 (1.00, 1.40) | 1.17 (0.99, 1.39) |
| > 34.8 | 10,519 | 337 | 83,062.43 | 4.06 | 1.44 (1.21, 1.71)*** | 1.25 (1.05, 1.48)* | 1.24 (1.04, 1.47)* |
| p for trend | < 0.001 | 0.01 | 0.01 | ||||
Multivariate-adjusteda for age, gender, alcohol consumption, smoking, diabetes duration, type of hypoglycemic medication, hypertension medication and obesity
Multivariate-adjustedb for cardiovascular risk factors, stroke, coronary artery disease, cancer, congestive heart failure, hyperlipidemia, atrial fibrillation, hypertension, chronic hepatitis, hypoglycemia and chronic obstructive pulmonary disease in addition to the variables in first multivariate model
IR incidence density rate = number of incident cases/person-years * 1000
* p < 0.05; ** p < 0.01; *** p < 0.001
Fig. 2Restricted multivariable cubic spline plots for a HbA1c level and b FPG-CV level (n = 30,932). HRs were adjusted for age, sex, alcohol consumption, smoking, diabetes duration, type of hypoglycemic medication, antihypertensive medication, obesity, cardiovascular risk factors, coronary artery disease, stroke, cancer, congestive heart failure, hyperlipidemia, atrial fibrillation, hypertension, chronic obstructive pulmonary disease, chronic hepatitis, and hypoglycemia
Sensitivity analyses for evaluating the potential bias due to comorbidities, by excluding persons with diabetic ketoacidosis, hyperglycemic hyperosmolar nonketotic coma, atrial fibrillation, myocardial infarction, and hypoglycemia
| Variables | n | Cases | Person-years | IR | Multivariate-adjusted HR 95% CI |
|---|---|---|---|---|---|
| Model I | |||||
| HbA1c (%) | |||||
| < 6 | 2607 | 56 | 21,284.98 | 2.63 | 1.00 |
| 6–8 | 13,335 | 368 | 110,444.51 | 3.33 | 1.21 (0.91, 1.61) |
| 8–10 | 9077 | 242 | 74,554.23 | 3.25 | 1.07 (0.79, 1.45) |
| ≥ 10 | 5386 | 205 | 43,260.94 | 4.74 | 1.53 (1.11, 2.09)** |
| p for trend | 0.01 | ||||
| FPG-CV (%) | |||||
| ≤ 17.5 | 10,074 | 244 | 84,668.74 | 2.88 | 1.00 |
| 17.5–34.8 | 10,048 | 303 | 83,481.24 | 3.63 | 1.19 (1.01, 1.42)* |
| > 34.8 | 10,283 | 324 | 81,394.68 | 3.98 | 1.23 (1.04, 1.47)* |
| p for trend | 0.02 | ||||
| Model II | |||||
| HbA1c (%) | |||||
| < 6 | 2629 | 58 | 21,421.83 | 2.71 | 1.00 |
| 6–8 | 13,412 | 372 | 110,998.85 | 3.35 | 1.18 (0.89, 1.56) |
| 8–10 | 9144 | 245 | 75,038.39 | 3.26 | 1.04 (0.77, 1.40) |
| ≥ 10 | 5436 | 211 | 43,554.03 | 4.84 | 1.51 (1.11, 2.05)** |
| p for trend | 0.01 | ||||
| FPG-CV (%) | |||||
| ≤ 17.5 | 10,126 | 246 | 85,067.16 | 2.89 | 1.00 |
| 17.5–34.8 | 10,105 | 304 | 83,885.01 | 3.62 | 1.19 (1.00, 1.41)* |
| > 34.8 | 10,390 | 336 | 82,060.93 | 4.09 | 1.26 (1.06, 1.50)** |
| p for trend | 0.007 | ||||
| Model III | |||||
| HbA1c (%) | |||||
| < 6 | 2604 | 59 | 21,261.14 | 2.78 | 1.00 |
| 6–8 | 13,181 | 372 | 109,131.66 | 3.41 | 1.18 (0.89, 1.57) |
| 8–10 | 8981 | 245 | 73,772.11 | 3.32 | 1.05 (0.78, 1.41) |
| ≥ 10 | 5365 | 204 | 43,072.94 | 4.74 | 1.47 (1.08, 2.00)* |
| p for trend | 0.02 | ||||
| FPG-CV (%) | |||||
| ≤ 17.5 | 9968 | 248 | 83,751.3 | 2.96 | 1.00 |
| 17.5–34.8 | 9938 | 301 | 82,597.88 | 3.64 | 1.17 (0.99, 1.39) |
| > 34.8 | 10,225 | 331 | 80,888.67 | 4.09 | 1.24 (1.04, 1.47)* |
| p for trend | 0.01 | ||||
| Model IV | |||||
| HbA1c (%) | |||||
| < 6 | 2645 | 59 | 21,577.48 | 2.73 | 1.00 |
| 6–8 | 13,469 | 374 | 111,541.73 | 3.35 | 1.18 (0.89, 1.56) |
| 8–10 | 9183 | 247 | 75,373.75 | 3.28 | 1.05 (0.78, 1.41) |
| ≥ 10 | 5482 | 211 | 43,970.42 | 4.80 | 1.50 (1.11, 2.04)** |
| p for trend | 0.01 | ||||
| FPG-CV (%) | |||||
| ≤ 17.5 | 10,167 | 249 | 85,419.13 | 2.92 | 1.00 |
| 17.5–34.8 | 10,153 | 305 | 84,359.17 | 3.62 | 1.18 (0.99, 1.39) |
| > 34.8 | 10,459 | 337 | 82,685.08 | 4.08 | 1.25 (1.05, 1.48)* |
| p for trend | 0.009 | ||||
| Model V | |||||
| HbA1c (%) | |||||
| < 6 | 2646 | 59 | 21,595.5 | 2.73 | 1.00 |
| 6–8 | 13,470 | 372 | 111,547.16 | 3.33 | 1.17 (0.88, 1.54) |
| 8–10 | 9193 | 246 | 75,477.85 | 3.26 | 1.03 (0.77, 1.39) |
| ≥ 10 | 5498 | 210 | 44,089.87 | 4.76 | 1.46 (1.08, 1.99)* |
| p for trend | 0.02 | ||||
| FPG-CV (%) | |||||
| ≤ 17.5 | 10,190 | 248 | 85,621.37 | 2.90 | 1.00 |
| 17.5–34.8 | 10,160 | 304 | 84,395.44 | 3.60 | 1.18 (1.00, 1.40) |
| > 34.8 | 10,457 | 335 | 82,693.58 | 4.05 | 1.25 (1.05, 1.48)* |
| p for trend | 0.008 | ||||
| Model VI | |||||
| HbA1c (%) | |||||
| < 6 | 2500 | 56 | 20,470.2 | 2.74 | 1.00 |
| 6–8 | 12,803 | 352 | 106,329.25 | 3.31 | 1.15 (0.86, 1.54) |
| 8–10 | 8716 | 239 | 71,749.68 | 3.33 | 1.06 (0.78, 1.43) |
| ≥ 10 | 5185 | 197 | 41,763.28 | 4.72 | 1.46 (1.06, 2.00)* |
| p for trend | 0.02 | ||||
| FPG-CV (%) | |||||
| ≤ 17.5 | 9734 | 235 | 81,922.2 | 2.87 | 1.00 |
| 17.5–34.8 | 9657 | 293 | 80,391.77 | 3.64 | 1.21 (1.02, 1.44)* |
| > 34.8 | 9813 | 316 | 77,998.43 | 4.05 | 1.27 (1.07, 1.52)** |
| p for trend | 0.006 | ||||
Multivariate-adjusted for age, gender, alcohol consumption, smoking, diabetes duration, type of hypoglycemic medication, hypertension medication, obesity cardiovascular risk factors, stroke, coronary artery disease, cancer, congestive heart failure, hyperlipidemia, atrial fibrillation, hypertension, chronic hepatitis, hypoglycemia and chronic obstructive pulmonary disease
Model I: persons with HHNK being excluded (N = 527)
Model II: persons with DKA being excluded (N = 311)
Model III: persons with myocardial infarction being excluded (N = 801)
Model IV: persons with atrial fibrillation being excluded (N = 153)
Model V: persons with hypoglycemia being excluded (N = 125)
Model VI: persons with HHNK, DKA, myocardial infarction, atrial fibrillation and hypoglycemia being excluded (N = 1728)
* p < 0.05; ** p < 0.01; *** p < 0.001