| Literature DB >> 26202185 |
Lizheng Shi1, Xin Ye2, Mei Lu3, Eric Q Wu3, Hari Sharma3, Darren Thomason3, Mengxi Zhang4, Yao Wang4, Vivian A Fonseca4.
Abstract
INTRODUCTION: A majority of patients with diabetes do not have levels of glycated hemoglobin (HbA1c) and low-density lipoprotein cholesterol (LDL-C) under control, either individually or in combination. The objective was to assess the clinical benefits and patient characteristics associated with dual-goal achievement [HbA1c <7% (53 mmol/mol) and LDL-C <100 mg/dL] versus only LDL-C goal achievement in adults with newly diagnosed type 2 diabetes.Entities:
Keywords: Electronic medical records; HbA1c; LDL-C; Type 2 diabetes mellitus; Veterans
Year: 2015 PMID: 26202185 PMCID: PMC4575310 DOI: 10.1007/s13300-015-0122-2
Source DB: PubMed Journal: Diabetes Ther Impact factor: 2.945
Fig. 1Sample selection for patients with newly diagnosed type 2 diabetes. Asterisks the date of the earliest HbA1c measurement was considered the index date. HbA1c glycated hemoglobin A1c, LDL-C low-density lipoprotein cholesterol
Patient baseline characteristics, demographics, comorbidities, complications, medications and resource use
| Characteristics | Patient groupa |
| ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| All patients | Dual-goal | LDL-C goal | HbA1c goal | No goal | LDL-C vs. dual | HbA1c vs. dual | None vs. dual | LDL-C vs. none | HbA1c vs. none | |
| Unique patients, | 16,829 | 6558 (39.0) | 2432 (14.5) | 5414 (32.2) | 2425 (14.40) | |||||
| Demographics | ||||||||||
| Age as of the index date, yearsc | 63.3 | 66.2 | 61.8 | 62.5 | 58.7 |
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| Age groups, | ||||||||||
| 18–44 | 666 (4.0) | 125 (1.9) | 113 (4.7) | 237 (4.4) | 191 (7.9) | |||||
| 45–54 | 2579 (15.3) | 630 (9.6) | 442 (18.2) | 884 (16.3) | 623 (25.7) | |||||
| 55–64 | 6996 (41.6) | 2473 (37.7) | 1098 (45.2) | 2342 (43.3) | 1083 (44.7) | |||||
| 65–69 | 1995 (11.9) | 929 (14.2) | 261 (10.7) | 605 (11.2) | 200 (8.3) | |||||
| 70–74 | 1887 (11.2) | 945 (14.4) | 216 (8.9) | 578 (10.7) | 148 (6.1) | |||||
| 75–79 | 1534 (9.1) | 830 (12.7) | 160 (6.6) | 439 (8.1) | 105 (4.3) | |||||
| 80+ | 1172 (7.0) | 626 (9.6) | 142 (5.8) | 329 (6.1) | 75 (3.1) | |||||
| Male, | 16,293 (96.8) | 6419 (97.9) | 2373 (97.6) | 5180 (95.7) | 2321 (95.7) | .379 |
|
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| .946 |
| White, | 11,269 (67.0) | 4626 (70.5) | 1623 (66.7) | 3562 (65.8) | 1458 (60.1) |
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| Body mass index, kg/m2c | 31.8 | 31.5 | 32.3 | 31.7 | 32.5 |
| .0657 |
| .069 |
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| Index year, |
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| |||||
| 2004 | 2816 (16.7) | 1134 (17.3) | 381 (15.7) | 934 (17.3) | 367 (15.1) | |||||
| 2005 | 3884 (23.1) | 1498 (22.8) | 460 (18.9) | 1407 (26.0) | 519 (21.4) | |||||
| 2006 | 2899 (17.2) | 1029 (15.7) | 387 (15.9) | 1002 (18.5) | 481 (19.8) | |||||
| 2007 | 2832 (16.8) | 1123 (17.1) | 423 (17.4) | 858 (15.9) | 428 (17.7) | |||||
| 2008 | 2864 (17.0) | 1176 (17.9) | 505 (20.8) | 789 (14.6) | 394 (16.3) | |||||
| 2009 | 1534 (9.1) | 598 (9.1) | 276 (11.4) | 424 (7.8) | 236 (9.7) | |||||
| Diabetes-related complications, | ||||||||||
| Microvascular complications | 3217 (19.1) | 1186 (18.1) | 561 (23.1) | 935 (17.3) | 535 (22.1) |
| .245 |
| .402 |
|
| Macrovascular complications | 6455 (38.4) | 3058 (46.6) | 1044 (42.9) | 1677 (31.0) | 676 (27.9) |
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| Other complications | ||||||||||
| Infectiond | 2185 (13.0) | 918 (14.0) | 273 (11.2) | 721 (13.3) | 273 (11.3) |
| .281 |
| .971 |
|
| Ocular problemse | 5069 (30.1) | 2073 (31.6) | 708 (29.1) | 1640 (30.3) | 648 (26.7) |
| .121 |
| .063 |
|
| Ulceration | 321 (1.9) | 140 (2.1) | 59 (2.4) | 75 (1.4) | 47 (1.9) | .404 |
| .562 | .245 | .068 |
| Ketoacidosis and hyperosmolarity | 59 (0.4) | 5 (0.1) | 25 (1.0) | 4 (0.1) | 25 (1.0) |
| .963 |
| .992 |
|
| Diabetic coma | 30 (0.2) | 3 (0.1) | 8 (0.3) | 5 (0.1) | 14 (0.6) |
| .326 |
| .197 |
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| Hypoglycemia | 492 (2.9) | 167 (2.6) | 112 (4.6) | 127 (2.4) | 86 (3.6) |
| .480 |
| .062 |
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| Comorbidities, | ||||||||||
| Congestive heart failure | 1031 (6.1) | 473 (7.2) | 195 (8.0) | 227 (4.2) | 136 (5.6) | .196 |
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| Valvular heart disease | 305 (1.8) | 152 (2.3) | 38 (1.6) | 85 (1.6) | 30 (1.2) |
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| .335 | .257 |
| Hypertension | 13,346 (79.3) | 5411 (82.5) | 1922 (79.0) | 4173 (77.1) | 1840 (75.9) |
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| .245 |
| Hyperlipidemia | 12,261 (72.9) | 4781 (72.9) | 1655 (68.1) | 4106 (75.8) | 1719 (70.9) |
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| .058 |
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| Depression | 6641 (39.5) | 2276 (34.7) | 958 (39.4) | 2352 (43.4) | 1055 (43.5) |
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| .959 |
| Tobacco use | 3312 (19.7) | 1101 (16.8) | 516 (21.3) | 1153 (21.3) | 539 (22.2) |
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| .454 | .355 |
| Renal disease | 1439 (8.6) | 646 (9.90) | 248 (10.2) | 370 (6.8) | 175 (7.2) | .625 |
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| .538 |
| Surgical procedures, | ||||||||||
| Lower extremity amputation | 41 (0.2) | 14 (0.2) | 13 (0.5) | 9 (0.2) | 5 (0.2) |
| .557 | .947 | .060 | .699 |
| Coronary artery bypass graft | 89 (0.5) | 39 (0.6) | 12 (0.5) | 23 (0.4) | 15 (0.6) | .570 | .197 | .897 | .558 | .254 |
| Percutaneous coronary intervention | 234 (1.4) | 106 (1.6) | 45 (1.9) | 51 (0.9) | 32 (1.3) | .443 |
| .310 | .139 | .131 |
| Diabetic medications, | ||||||||||
| Oral antidiabetic | 8888 (52.8) | 2837 (43.3) | 1866 (76.7) | 2301 (42.5) | 1884 (77.7) |
| .404 |
| .423 |
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| Insulin | 1709 (10.2) | 330 (5.0) | 634 (26.1) | 239 (4.4) | 506 (20.9) |
| .114 |
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| Antihypertensives | 11,432 (67.9) | 4504 (68.7) | 1802 (74.1) | 3479 (64.3) | 1647 (67.9) |
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| .490 |
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| Lipid lowering | 11,676 (69.4) | 4610 (70.3) | 1745 (71.8) | 3651 (67.4) | 1670 (68.9) | .178 |
| .190 |
| .210 |
| Resource utilization, | ||||||||||
| Inpatient visit | 1693 (10.1) | 576 (8.8) | 359 (14.8) | 449 (8.3) | 309 (12.7) |
| .340 |
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| Emergency room visit | 636 (3.8) | 230 (3.5) | 122 (5.0) | 172 (3.2) | 112 (4.6) |
| .318 |
| .517 |
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| Outpatient visit | 16,592 (98.6) | 6471 (98.7) | 2392 (98.4) | 5334 (98.5) | 2395 (98.8) | .256 | .483 | .740 | .233 | .403 |
All characteristics were measured in the first 6-month cycle
HbA1c glycosylated hemoglobin A1c, LDL-C low-density lipoprotein cholesterol
aDual-goal achievement was defined as HbA1c <7% (53 mmol/mol) and LDL-C <100 mg/dL; LDL-C goal achievement, LDL-C <100 mg/dL and HbA1c ≥7% (53 mmol/mol); HbA1c goal achievement, HbA1c <7% (53 mmol/mol) and LDL-C ≥100 mg/dL; no goal achievement, HbA1c ≥7% (53 mmol/mol) and LDL-C ≥100 mg/dL
b P values for categorical variables were obtained using Chi-square tests; P values for continuous variables were obtained using ANOVA tests. Statistical significance is indicated with bolded text
cIncludes infection, ocular problems, ulceration (foot ulcer, bone changes, amputation, and other ulceration), ketoacidosis without coma and hyperosmolarity, diabetic coma, and hypoglycemia
dIncludes skin, urinary tract, and kidney
eIncludes glaucoma, macular edema, retinal edema, vitreous hemorrhage, and blindness
Fig. 2Risk of experiencing diabetes-related complications and surgeries in patients with newly diagnosed type 2 diabetes. Dual: patients achieving both LDL-C and HbA1c goals; HbA1c: patients achieving only the HbA1c goal; LDL-C: patients achieving only the LDL-C goal; none: patients achieving neither goal (please see text for details). CI confidence interval, HbA1c glycated hemoglobin A1c, LDL-C low-density lipoprotein cholesterol
Characteristics associated with dual-goal achievement
| Covariate | Odds ratio (95% CI)a |
|
|---|---|---|
| Demographics | ||
| Age | 1.02 (1.01, 1.02) |
|
| Male | 0.90 (0.73, 1.13) | .368 |
| Caucasian | 1.01 (0.93, 1.09) | .855 |
| Body mass index | 1.00 (0.99, 1.01) | .821 |
| Index year | ||
| 2005 vs. 2004 | 0.92 (0.81, 1.05) | .203 |
| 2006 vs. 2004 | 1.08 (0.94, 1.23) | .292 |
| 2007 vs. 2004 | 1.16 (1.01, 1.33) |
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| 2008 vs. 2004 | 1.19 (1.04, 1.37) |
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| 2009 vs. 2004 | 1.21 (1.03, 1.42) |
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| Baseline goal achievement | ||
| Dual-goal vs. non-dual-goal | 16.19 (14.92, 17.58) |
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| Diabetes-related complications | ||
| Microvascular complications | ||
| Retinopathy | 0.67 (0.55, 0.82) |
|
| Nephropathy | 1.04 (0.77, 1.39) | .806 |
| Neuropathy | 0.85 (0.76, 0.97) |
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| Macrovascular complications | ||
| Atherosclerosis, aneurysm, or embolism | 1.25 (0.97, 1.60) | .085 |
| Peripheral vascular disease | 0.93 (0.78, 1.12) | .453 |
| Cerebrovascular disease | 1.02 (0.88, 1.19) | .784 |
| Coronary artery disease | ||
| Angina | 0.93 (0.75, 1.16) | .545 |
| Myocardial infarction | 0.77 (0.48, 1.23) | .271 |
| Other complications | ||
| Infectionb | 0.94 (0.82, 1.07) | .354 |
| Ocular problemsc | 1.09 (1.00, 1.19) | .060 |
| Ulcerationd | 1.00 (0.71, 1.39) | .982 |
| Ketoacidosis (without coma) and hyperosmolarity | 2.20 (1.18, 3.94) |
|
| Hypoglycemia | 1.15 (0.90, 1.46) | .254 |
| Comorbidities | ||
| Cardiovascular diseasee | ||
| Congestive heart failure | 0.84 (0.70, 0.99) |
|
| Valvular heart disease | 1.02 (0.76, 1.36) | .920 |
| Hypertension | 1.12 (0.94, 1.34) | .204 |
| Other cardiovascular disease | 1.08 (0.97, 1.20) | .168 |
| Hyperlipidemia | 0.84 (0.70, 1.00) | .051 |
| Depression | 1.05 (0.95, 1.15) | .366 |
| Renal disease | 1.05 (0.88, 1.24) | .593 |
| Tobacco use | 1.00 (0.89, 1.12) | .949 |
| Diabetic medications | ||
| Oral antidiabetic | 1.06 (0.97, 1.15) | .191 |
| Insulin | 0.70 (0.61, 0.81) |
|
| Antihypertensive | 0.94 (0.86, 1.04) | .227 |
| Lipid lowering | 1.53 (1.39, 1.69) |
|
| Surgical procedures | ||
| Lower extremity amputation | 0.59 (0.22, 1.46) | .265 |
| Coronary artery bypass graft | 1.22 (0.62, 2.38) | .566 |
| Percutaneous coronary intervention | 0.98 (0.63, 1.54) | .945 |
| Resource utilization | ||
| Outpatient visit | 1.06 (0.76, 1.49) | .726 |
| Urgent care visitf | 1.04 (0.93, 1.18) | .489 |
| Charlson Comorbidity Index | ||
| 1 ≤ CCI < 3 vs. CCI = 0 | 1.15 (1.03, 1.29) |
|
| CCI ≥ 3 vs. CCI = 0 | 1.40 (1.08, 1.81) |
|
Statistical significance is indicated with bolded text
95% CI 95% confidence interval, CCI Charlson Comorbidity Index
aOdds ratio >1 indicates a higher likelihood of dual-goal achievement (defined as HbA1c <7% (53 mmol/mol) and LDL-C <100 mg/dL). Goal achievement status was determined at 7–12 months following the index date; covariates were measured in the 1-year period around the index date (i.e., 6 months before and 6 months after). Hosmer and Lemeshow goodness-of-fit test suggested that the model fit well (P > .05)
bIncludes skin, urinary tract, and kidney infections
cIncludes glaucoma, macular edema, retinal edema, vitreous hemorrhage, and blindness
dIncludes foot ulcer, bone changes, amputation, and other ulcerations
eExcludes macrovascular complications
fIncludes emergency room and inpatient visits