| Literature DB >> 29636104 |
Kevin M Pantalone1, Anita D Misra-Hebert2,3, Todd M Hobbs4, Xinge Ji3, Sheldon X Kong5, Alex Milinovich3, Wayne Weng5, Janine Bauman3, Rahul Ganguly5, Bartolome Burguera6,7, Michael W Kattan3, Robert S Zimmerman6.
Abstract
BACKGROUND: To evaluate real-world patient characteristics, medication use, and health care utilization patterns in patients with type 2 diabetes with established cardiovascular disease (CVD).Entities:
Keywords: Antidiabetic therapies; Cardiovascular disease; Population health; Type 2 diabetes
Mesh:
Substances:
Year: 2018 PMID: 29636104 PMCID: PMC5892008 DOI: 10.1186/s12933-018-0699-7
Source DB: PubMed Journal: Cardiovasc Diabetol ISSN: 1475-2840 Impact factor: 9.951
A complete list of all ICD-9/ICD-10 codes for atherosclerotic CVD included in our analysis/definition of established CVD
| ADA class | ICD-9 | ICD-10 | ||
|---|---|---|---|---|
| 430–438 | Cerebrovascular disease | I60–I69 | Cerebrovascular diseases | |
| Stroke | 430 | Subarachnoid hemorrhage | I60 | Nontraumatic subarachnoid hemorrhage |
| Stroke | 431 | Intracerebral hemorrhage | I61 | Nontraumatic intracerebral hemorrhage |
| Stroke | 432 | Other and unspecified intracranial hemorrhage | I62 | Other and unspecified nontraumatic intracranial hemorrhage |
| Stroke | 433 | Occlusion and stenosis of precerebral arteries | I63 | Cerebral infarction |
| Stroke | 434 | Occlusion of cerebral arteries | I65 | Occlusion and stenosis of precerebral arteries, not resulting in cerebral infarction |
| TIA | 435 | Transient cerebral ischemia | ||
| Stroke | 436 | Acute, but ill-defined, cerebrovascular disease | I66 | Occlusion and stenosis of cerebral arteries, not resulting in cerebral infarction |
| Stroke | 437.0 | Cerebral atherosclerosis | I67.2 | Cerebral atherosclerosis |
| Stroke | 437.1 | Other generalized ischemic cerebrovascular disease | I67.81 | Acute cerebrovascular insufficiency |
| I67.82 | Cerebral ischemia | |||
| I67.83 | Posterior reversible encephalopathy syndrome | |||
| I67.84 | Cerebral vasospasm and vasoconstriction | |||
| Stroke | 438 | Late effects of cerebrovascular disease | I69 | Sequelae of cerebrovascular disease |
| Stroke | R29.7 | National Institutes of Health Stroke Scale (NIHSS) score | ||
Per the ADA 2017 guidelines, atherosclerotic CVD was defined as follows: acute coronary syndrome, history of myocardial infarction, stable or unstable angina, coronary or other arterial revascularization, stroke, transient ischemic attack, or peripheral arterial disease presumed to be of atherosclerotic origin
ACS acute coronary syndrome, PAD peripheral arterial disease, MI history of myocardial infarction, TIA transient ischemic attack
aRevascularization: coronary or other arterial revascularization
Demographic characteristics of real-world 2016 type 2 diabetes population, stratified by cardiovascular disease (CVD) status
| Variable | Missing | No established CVD | Established CVD | P value* |
|---|---|---|---|---|
| Age, median (IQR) | 58.2 (48.2, 67.0) | 69.1 (60.8, 77.3) | < 0.001 | |
| Race, n (%) | 2677 (3%) | < 0.001 | ||
| White | 40,779 (77%) | 31,465 (78.8%) | ||
| Black | 9892 (18.7%) | 7265 (18.2%) | ||
| Other | 2308 (4.4%) | 1183 (3%) | ||
| Gender, n (%) | 3 (0%) | < 0.001 | ||
| Female | 31,385 (57.4%) | 18,916 (46.2%) | ||
| Male | 23,273 (42.6%) | 21,992 (53.8%) | ||
| Insurance, n (%) | 8602 (9%) | < 0.001 | ||
| Commercial | 22,656 (46.9%) | 7964 (20.6%) | ||
| Employee health insurance | 3108 (6.4%) | 1017 (2.6%) | ||
| Managed care | 993 (2.1%) | 383 (1%) | ||
| Medicaid | 4277 (8.9%) | 2380 (6.2%) | ||
| Medicare | 17,032 (35.3%) | 26,840 (69.4%) | ||
| Military personnel | 223 (0.5%) | 93 (0.2%) | ||
| Median zip income (US$, thousands) | 1484 (2%) | 54.3 (41.8, 67.4) | 51.7 (41.1, 66.9) | < 0.001 |
| HbA1c (%), median (IQR) | 6.7 (6.1, 7.6) | 6.6 (6.1, 7.4) | 0.002 | |
| Hypertension, n (%) | 40,666 (74.4%) | 38,267 (93.5%) | < 0.001 | |
| Hyperlipidemia, n (%) | 36,367 (66.5%) | 34,653 (84.7%) | < 0.001 | |
| Current smoker, n (%) | 6264 (11.5%) | 4313 (10.5%) | < 0.001 | |
| Body mass index ≥ 30 kg/m2, n (%) | 38,183 (69.9%) | 26,936 (65.8%) | < 0.001 | |
| Family history of CV disease, n (%) | 36,064 (66.0%) | 28,702 (70.2%) | < 0.001 | |
| DCSI score | < 0.001 | |||
| 0 | 32,825 (60.1%) | 6166 (15.1%) | ||
| 1–2 | 16,182 (29.6%) | 8149 (19.9%) | ||
| ≥ 3 | 5652 (10.3%) | 26,595 (65%) | ||
| Diabetes complicationsa | ||||
| Retinopathy | < 0.001 | |||
| Not present | 50,771 (92.9%) | 35,445 (86.6%) | ||
| Abnormal | 3068 (5.6%) | 4126 (10.1%) | ||
| Severe abnormal | 820 (1.5%) | 1339 (3.3%) | ||
| Nephropathy | < 0.001 | |||
| Not present | 38,131 (69.8%) | 14,027 (34.3%) | ||
| Abnormal | 10,530 (19.3%) | 13,937 (34.1%) | ||
| Severe abnormal | 5998 (11%) | 12,946 (31.6%) | ||
| Neuropathy | < 0.001 | |||
| Not present | 41,536 (76%) | 24,485 (59.9%) | ||
| Abnormal | 13,123 (24%) | 16,425 (40.1%) | ||
| Cerebrovascular | < 0.001 | |||
| Not present | 54,657 (100%) | 27,587 (67.4%) | ||
| Abnormal | 0 (0%) | 1681 (4.1%) | ||
| Severe abnormal | 2 (0%) | 11,642 (28.5%) | ||
| Cardiovascularb | < 0.001 | |||
| Not present | 52,079 (95.3%) | 14,771 (36.1%) | ||
| Abnormal | 42 (0.1%) | 10,250 (25.1%) | ||
| Severe abnormal | 2538 (4.6%) | 15,889 (38.8%) | ||
| Peripheral vascular disease | < 0.001 | |||
| Not present | 54,039 (98.9%) | 30,920 (75.6%) | ||
| Abnormal | 577 (1.1%) | 9203 (22.5%) | ||
| Severe abnormal | 43 (0.1%) | 787 (1.9%) | ||
CVD cardiovascular disease, DCSI diabetes complications severity index, IQR interquartile range
*Categorical variables were evaluated for association using the Chi squared test; continuous variables were tested using the Mann–Whitney U test
aDCSI complications identified using ICD-9 codes as outlined by Young et al. [19]. For each complication, scale 0 = no abnormality, 1 = some abnormality, 2 = severe abnormality, as classified by Young et al.
bCategory reflects DCSI-specific cardiovascular complications: atherosclerosis; other ischemic heart disease; angina pectoris; other chronic ischemic heart disease; myocardial infarction; ventricular fibrillation, arrest; atrial fibrillation, arrest; other atherosclerotic cardiovascular disease; old myocardial infarction; heart failure; atherosclerosis, severe; aortic aneurysm/dissection
Antidiabetic medication treatment patterns stratified by cardiovascular disease (CVD) status
| Medicationa | No established CVD | Established CVD | P value† |
|---|---|---|---|
| No OAD | 17,984 (32.9%) | 17,137 (41.9%) | < 0.001 |
| OAD | 36,675 (67.1%) | 23,773 (58.1%) | |
| 1 OAD | 23,166 (63.2%) | 14,889 (62.6%) | < 0.001 |
| 2 OAD | 9540 (26.0%) | 6574 (27.7%) | < 0.001 |
| ≥ 3 OAD | 3969 (10.8%) | 2310 (9.7%) | < 0.001 |
| Insulin | 6211 (11.4%) | 7472 (18.3%) | < 0.001 |
| GLP-1RA | 2978 (5.4%) | 1685 (4.1%) | < 0.001 |
| Liraglutide | 1683 (3.1%) | 916 (2.2%) | < 0.001 |
| SGLT-2i | 2265 (4.1%) | 1042 (2.5%) | < 0.001 |
| Empagliflozin | 462 (0.8%) | 209 (0.5%) | < 0.001 |
| Canagliflozin | 1348 (2.5%) | 691 (1.7%) | < 0.001 |
| Other ADD | 1101 (2%) | 853 (2.1%) | 0.444 |
OADs: biguanide (metformin), sulfonylurea, thiazolidinedione, dipeptidyl-peptidase-4 inhibitor, alpha-glucosidase inhibitor, sodium–glucose co-transporter-2 inhibitor
Other ADD-other antidiabetic drug: pramlintide, name brand bromocriptine (Cycloset®), colesevelam, nateglinide or repaglinide
ADD antidiabetic drug, CVD cardiovascular disease, GLP-1RA glucagon-like peptide-1 receptor agonist, OAD oral antidiabetic drug
Categorical variables were evaluated for association using the Chi squared test; continuous variables were tested using the Mann–Whitney U test
aMedication categories are not mutually exclusive, and patients could be represented in more than one category (“OAD” sub-categories by number of OADs are mutually exclusive within that category)
Health Care Utilization Patterns Stratified by Cardiovascular Disease (CVD) Status
| Encounter department | No established CVD | Established CVD | P value* |
|---|---|---|---|
| Internal/family medicine, n (%) | < 0.001 | ||
| 0 visits | 13,639 (25.0) | 10,536 (25.8) | |
| 1–3 visits | 27,083 (49.5) | 16,266 (39.8) | |
| ≥ 4 visits | 13,937 (25.5) | 14,108 (34.5) | |
| Endocrinology, n (%) | 0.022 | ||
| 0 visits | 44,405 (81.2) | 33,517 (81.9) | |
| 1–3 visits | 8911 (16.3) | 6405 (15.7) | |
| ≥ 4 visits | 1343 (2.5) | 988 (2.4) | |
| Cardiology, n (%) | < 0.001 | ||
| 0 visits | 48,926 (89.5) | 25,377 (62.0) | |
| 1–3 visits | 5245 (9.6) | 11,801 (28.8) | |
| ≥ 4 visits | 488 (0.9) | 3732 (9.1) | |
*Categorical variables were evaluated for association using the Chi squared test; continuous variables were tested using the Mann–Whitney U test