Biological Profiles in Subjects With Recurrent Acute Coronary Events Compared With Subjects With Long-Standing Stable Angina
Bibliographic record
Abstract
BACKGROUND: At one end of the clinical spectrum of coronary artery disease (CAD) are subjects who have had repeated acute ischemic events, and at the other end are those with long-standing angina who have never been unstable. This study tests the hypothesis that a specific biological profile can distinguish these 2 extreme groups and predict acute coronary events. METHODS AND RESULTS: Blood levels of lipoprotein(a), homocysteine, tissue plasminogen activator, plasminogen activator inhibitor-1, C-reactive protein (CRP), fibrinogen, and von Willebrand factor were compared in 3 groups of 50 subjects each: (1) those with previous multiple acute coronary events, (2) age-matched subjects with >/=3 years of stable angina and no prior acute coronary events, and (3) matched controls without evidence of atherosclerotic disease and a normal coronary angiogram. All subjects were followed for 4.0 years. Lipoprotein(a), homocysteine, tissue plasminogen activator, and plasminogen activator inhibitor-1 were similar in both CAD groups and significantly higher than in the control group. However, compared with subjects with long-standing stable angina, those with previous multiple coronary events had higher values of CRP (5.7+/-5.4 versus 3.0+/-5.2 mg/L, P=0.012), fibrinogen (3.38+/-0.75 versus 2.92+/-0.64 g/L, P=0.001), and von Willebrand factor (1.60+/-0.55 versus 1.25+/-0.36 U/mL, P=0.0003). On follow-up, myocardial infarction and unstable angina occurred in 42% of the group with multiple events, 4% of the stable angina group (P<0.0001), and none of the control subjects. In the 100 patients with CAD, CRP was 4.9 mg/L in those with and 1.8 mg/L in those without new instability (P<0.0001). In a multivariate analysis, only CRP distinguished those with follow-up acute coronary events (adjusted odds ratio 5.9, 95% CI 2.0 to 17.9; P=0.002). A baseline CRP >3.5 mg/L had a relative risk of 7.6 (2.6 to 21.7, P=0.0002) for subsequent acute events. CONCLUSIONS: An inflammatory biological profile distinguished patients with previous multiple acute coronary events from those with long-standing stable angina and predicted acute coronary instability.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| 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".