| Literature DB >> 34221306 |
Aldo Pietro Maggioni1, Letizia Dondi2, Felicita Andreotti3, Giulia Ronconi2, Silvia Calabria2, Carlo Piccinni2, Antonella Pedrini2, Imma Esposito2, Nello Martini2.
Abstract
AIMS: To analyze the prevalence, comorbidities, outcomes and costs of type 2 diabetes mellitus (T2DM) patients with and without coronary artery disease (CAD) or stroke in a population of over 7 million inhabitants.Entities:
Keywords: big data; coronary artery disease; diabetes mellitus; public health practice
Year: 2021 PMID: 34221306 PMCID: PMC8221674 DOI: 10.1177/20406223211026390
Source DB: PubMed Journal: Ther Adv Chronic Dis ISSN: 2040-6223 Impact factor: 5.091
Figure 1.Flow chart describing the identification of type 2 diabetes mellitus (T2DM) patients in 2015 and the selection of the four cohorts based on 2013–2015 information.
CAD, coronary artery disease; MI, myocardial infarction; PCI, percutaneous coronary intervention.
Demographic and clinical characteristics of the four T2DM cohorts identified during the accrual period (2015).
| Variable | T2DM patients with CAD and/or stroke (cohort #1) | T2DM patients without CAD or stroke (cohort #2) | T2DM patients with CAD, but no MI or stroke (cohort #3) | T2DM patients with CAD and PCI, but no MI or stroke (cohort #4) |
|---|---|---|---|---|
| Age, years (mean ± SD) | 73 ± 10 | 67 ± 14 | 73 ± 10 | 70 ± 9 |
| Women (%) | 35.1 | 51.3 | 33.8 | 26.3 |
| Clinical characteristics (% patients in the cohort) | ||||
| Arterial hypertension | 93.8 | 69.8 | 94.2 | 96.0 |
| Dyslipidemia | 76.2 | 46.3 | 76.1 | 89.1 |
| Chronic lung diseases | 22.1 | 10.4 | 23.1 | 16.3 |
| Depression | 14.4 | 11.2 | 13.4 | 10.3 |
| Heart failure | 13.3 | 1.4 | 12.5 | 10.9 |
| Chronic kidney diseases | 11.5 | 2.2 | 11.0 | 8.4 |
| Neoplasia | 9.2 | 5.9 | 9.8 | 7.7 |
| Atrial fibrillation | 9.2 | 1.2 | 7.9 | 5.2 |
| Severe liver diseases | 2.7 | 1.6 | 2.9 | 2.1 |
p Values for group comparisons <0.001 for all variables.
CAD, coronary artery disease; MI, myocardial infarction; PCI, percutaneous coronary intervention; SD, standard deviation; T2DM, type 2 diabetes mellitus.
Drug prescriptions during the 2-year follow-up in the four T2DM cohorts.
| Therapeutic subgroup | First follow-up year | Second follow-up year | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cohort #1 | Cohort #2 | Cohort #3 | Cohort #4 | Cohort #1 | Cohort #2 | Cohort #3 | Cohort #4 | |||||||||
| % Patients | Mean DDD/patient | % Patients | Mean DDD/patient | % Patients | Mean DDD/patient | % Patients | Mean DDD/patient | % Patients | Mean DDD/patient | % Patients | Mean DDD/patient | % Patients | Mean DDD/patient | % Patients | Mean DDD/patient | |
| Panel A | ||||||||||||||||
| Antithrombotic agents | 91.8 | 338.5 | 50.2 | 258.8 | 91.3 | 324.4 | 96.8 | 419.7 | 88.7 | 336.9 | 51.0 | 270.3 | 88.6 | 325.0 | 95.6 | 385.4 |
| Lipid-lowering agents | 79.2 | 418.5 | 50.4 | 258.5 | 78.9 | 386.0 | 91.5 | 474.7 | 75.5 | 443.9 | 50.6 | 274.4 | 75.9 | 409.9 | 90.1 | 491.8 |
| RASi | 76.4 | 453.6 | 62.2 | 414.9 | 76.1 | 461.9 | 84.3 | 486.1 | 71.3 | 477.0 | 61.6 | 427.6 | 71.8 | 477.8 | 81.3 | 503.9 |
| Beta-blockers | 67.3 | 132.6 | 28.5 | 177.9 | 67.4 | 138.7 | 79.3 | 138.5 | 65.0 | 138.6 | 29.7 | 178.1 | 65.7 | 144.8 | 78.9 | 142.7 |
| Panel B | ||||||||||||||||
| Insulins and analogues | 34.6 | 305.8 | 18.6 | 302.8 | 32.8 | 319.4 | 32.1 | 331.5 | 33.7 | 324.8 | 19.6 | 325.5 | 32.5 | 331.7 | 33.4 | 348.6 |
| Biguanides | 50.3 | 205.3 | 60.4 | 206.5 | 51.8 | 211.9 | 59.1 | 232.1 | 44.6 | 212.9 | 55.9 | 214.2 | 46.6 | 216.4 | 54.3 | 230.4 |
| Sulfonylureas | 14.5 | 302.6 | 16.8 | 332.1 | 14.7 | 309.6 | 17.7 | 332.2 | 12.4 | 325.1 | 15.6 | 340.2 | 13.1 | 327.3 | 15.4 | 347.0 |
| Combinations of oral glucose-lowering drugs | 12.8 | 256.4 | 15.7 | 277.9 | 13.5 | 262.8 | 15.9 | 274.0 | 11.2 | 267.7 | 15.2 | 275.5 | 12.1 | 267.7 | 15.7 | 279.8 |
| Alpha glucosidase inhibitors | 4.2 | 96.9 | 3.7 | 104.3 | 4.2 | 99.1 | 4.4 | 106.1 | 3.6 | 118.9 | 3.3 | 119.3 | 3.6 | 118.8 | 4.1 | 128.5 |
| Thiazolidinediones | 1.0 | 202.8 | 1.7 | 233.7 | 1.0 | 212.1 | 1.0 | 194.7 | 0.7 | 220.0 | 1.5 | 239.7 | 0.8 | 220.9 | 0.7 | 244.5 |
| Dipeptidyl peptidase 4 (DPP-4) inhibitors | 6.0 | 204.7 | 4.8 | 225.4 | 6.1 | 205.2 | 6.3 | 216.1 | 6.6 | 233.5 | 5.3 | 242.4 | 6.6 | 233.1 | 7.1 | 224.7 |
| Glucagon-like peptide-1 (GLP-1) analogues | 1.1 | 249.8 | 1.6 | 274.5 | 1.3 | 255.2 | 1.1 | 252.1 | 1.4 | 271.0 | 2.0 | 279.2 | 1.6 | 269.5 | 1.9 | 237.9 |
| Sodium-glucose cotransporter 2 (SGLT2) inhibitors | 0.5 | 25.2 | 0.5 | 41.6 | 0.5 | 27.0 | 0.6 | 17.3 | 1.3 | 114.4 | 1.3 | 119.8 | 1.4 | 107.3 | 2.0 | 112.7 |
| Panel C | ||||||||||||||||
| PPIs | 86.1 | 206.4 | 54.3 | 159.7 | 85.4 | 208.1 | 91.5 | 217.9 | 79.9 | 220.6 | 51.7 | 173.0 | 79.7 | 218.8 | 87.0 | 224.0 |
| Antibacterial drugs for systemic use | 65.8 | 24.6 | 57.9 | 21.5 | 67.0 | 24.9 | 66.3 | 22.4 | 61.4 | 24.7 | 56.6 | 21.7 | 63.0 | 24.7 | 62.7 | 23.9 |
| Diuretics | 53.3 | 364.3 | 23.1 | 220.4 | 52.4 | 377.6 | 45.8 | 318.6 | 50.5 | 399.9 | 23.9 | 240.3 | 50.1 | 402.7 | 45.4 | 350.4 |
| NSAIDs | 44.9 | 49.3 | 49.2 | 54.7 | 46.8 | 50.8 | 45.8 | 44.6 | 40.9 | 48.0 | 46.8 | 53.4 | 43.2 | 49.7 | 43.3 | 42.9 |
Panel A, recommended drugs for secondary prevention; Panel B, drugs prescribed for type 2 diabetes mellitus (T2DM); Panel C, other most prescribed drugs.
DDD, defined daily dose; NSAIDs, non-steroidal anti-inflammatory drugs; PPIs, proton pump inhibitors; RASi, renin angiotensin system inhibitor.
Five most important reasons for hospitalization during follow-up.
| Cause of hospitalization | Cohort #1 ( | Cohort #2 ( | Cohort #3 ( | Cohort #4 ( | ||||
|---|---|---|---|---|---|---|---|---|
| First year % | Second year % | First year % | Second year % | First year % | Second year % | First year % | Second year % | |
| ACS | 7.0 | 1.7 | – | 0.4 | 2.8 | 1.3 | 12.6 | 3.8 |
| Heart failure | 6.4 | 4.0 | 0.6 | 0.7 | 6.4 | 3.9 | 5.2 | 3.3 |
| CCS | 7.7 | 2.6 | – | – | 8.9 | 2.6 | 27.1 | 7.2 |
| Cerebrovascular diseases | 4.1 | – | – | – | – | – | – | – |
| Arrhythmias | – | 1.2 | 0.4 | – | 1.7 | 1.2 | 1.8 | – |
| Lung diseases | 3.5 | 2.8 | 0.7 | 0.9 | 4.0 | 3.0 | 1.7 | 1.9 |
| Diabetes mellitus | – | – | 0.7 | 0.5 | – | – | – | 1.4 |
| Femoral neck fractures | – | – | 0.4 | 0.4 | – | – | – | – |
ACS, acute coronary syndrome; CCS, chronic coronary syndrome.
Figure 2.Kaplan–Meier curves showing the probability (cumulative monthly incidence as percentage of subjects at risk) of hospitalizations due to stroke/transient ischemic attack (TIA) or acute coronary syndrome (ACS) or peripheral artery disease (PAD) or at least one of these events during the 2-year follow-up for each of the four cohorts.
Integrated costs per patient in the first year of follow-up.
| Administrative flow | Cohort #1 | Cohort #2 | Cohort #3 | Cohort #4 | ||||
|---|---|---|---|---|---|---|---|---|
| Average cost per patient ( | % of total cost | Average cost per patient ( | % of total cost | Average cost per patient ( | % of total cost | Average cost per patient ( | % of total cost | |
| Total drugs | 1624 | 24.6 | 1037 | 48.8 | 1677 | 28.7 | 1790 | 23.6 |
| Antidiabetic drugs | 289 | 4.4 | 233 | 11.0 | 301 | 5.2 | 321 | 4.2 |
| Cardiovascular | 635 | 9.6 | 272 | 12.8 | 622 | 10.7 | 789 | 10.4 |
| Non-cardiovascular | 700 | 10.6 | 531 | 25.0 | 754 | 12.9 | 680 | 9.0 |
| Hospitalizations | 3991 | 60.6 | 660 | 31.1 | 3230 | 54.4 | 4925 | 65.0 |
| Specialty visits | 978 | 14.8 | 427 | 20.1 | 924 | 15.9 | 865 | 11.4 |
| Total | 6,593 | 100.0 | 2,122 | 100.0 | 5,831 | 100.0 | 7,579 | 100.0 |
p < 0.001 for all total cost comparisons.