Major cardiovascular events associated to exacerbations of chronic obstructive pulmonary disease and related health resource use: a retrospective observational study using italian administrative data
Bibliographic record
Abstract
Abstract Background Patients with chronic obstructive pulmonary disease (COPD) in Italy have a high risk of experiencing a major cardiovascular event (MACE) following an exacerbation, compared to those without prior exacerbation. After a moderate or severe exacerbation there is an immediate increase in the risk of MACEs, mainly heart failure, which gradually decreased over time. Purpose This retrospective observational study aimed to describe the COPD patient population experiencing a MACE after an exacerbation and the burden of hospitalizations. Methods Using Italian administrative health data, COPD patients aged ≥45 years (accrual period: 01/01/2015-12/31/2018) experiencing a moderate/severe exacerbation were analysed to assess the occurrence of fatal/non-fatal MACEs (crude incidence rate (IR) per 100 person-year (PY) [95%CI]). Also, hospitalizations within one year before and after the MACE, in-hospital procedures and costs were described. Results Among 216,864 patients with COPD, 41,859 (21.2%) and 4,355 (2.0%) experienced a non-fatal and fatal MACE, respectively, during the entire study period. Among 10,269 patients experiencing MACEs in the year post-exacerbation, the IR was 15.8 per 100 PY [15.5–16.1]. Specifically, within 7 days from exposure, the IR was 252.1 per 100 PY [245.3-258.9] and decreased over time to 5.6 [5.3-5.9] at 181-365 days. Patients with MACEs in the year post-exacerbation were older than event-free patients (n=170,650) (median age 80 (73; 85) vs 73 (64; 81) years) and had experienced more frequently at least one past exacerbation (31.4% vs 13.3%). Within one year before and after the MACE post-exacerbation, 1,595 (15.5%) and 2,185 (21.3%) patients, respectively, had additional CV-related hospitalizations (on average, 1.3 and 1.5 per patient, respectively). As regards hospitalizations, the annual mean cost per hospitalized patient was € 5,795 and € 7,460 before and after the MACE, respectively. Within one year before and after the MACE post-exacerbation, 6,209 (60.4%) and 5,133 (50.0%) patients underwent in-hospital procedures, particularly percutaneous transluminal coronary angioplasty (PTCA) and operations on vessels (OV) (on average, 7.3 and 7.8 per patient, respectively) increased by 1.7 (95 to 229 PTCAs) and 1.4 times (120 to 288 OVs), respectively. Conclusions These results suggest that COPD patients are at high risk of MACEs after exacerbation, and frequently experience re-hospitalization and coronary and vascular procedures within one year from the MACE. It is urgent the early, continuous and multidisciplinary monitoring to prevent exacerbations, MACEs, and related high resource use.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".