Klotho, Fibroblast Growth Factor-23, and the Renin–Angiotensin System — an Analysis from the PEACE Trial
Bibliographic record
Abstract
Abstract Aims Klotho, an essential co-receptor for fibroblast growth factor (FGF)-23, has potentially beneficial inhibitory effects on the renin–angiotensin system. Limited data exist on the prognostic value of Klotho and FGF-23 levels in combination or their ability to predict benefit from angiotensin-converting enzyme (ACE) inhibition. Methods and results A total of 3555 patients with stable ischaemic heart disease and left ventricular ejection fraction > 40% enrolled in the PEACE trial of trandolapril vs. placebo had Klotho levels drawn at randomization. Patients were characterized by quartiles of Klotho and FGF-23 concentrations. Six-year Kaplan–Meier rates and adjusted risk were calculated in the placebo arm for the composite of cardiovascular (CV) death or hospitalization for heart failure and its components. Low [quartile (Q) 1–3] Klotho concentration was associated with an increased rate of CV death or hospitalization for heart failure as compared with Q4 (8.2% vs. 4.2%; P = 0.03). After multivariable adjustment for clinical variables and renal and CV biomarkers (estimated glomerular filtration rate, cystatin-C, urine albumin-to-creatinine ratio, FGF-23, high-sensitivity troponin T, N-terminal pro-B-type natriuretic peptide, and high-sensitivity C-reactive protein), low Klotho concentration remained strongly associated with increased risk of CV death or hospitalization for heart failure [adjusted hazard ratio (HR) 2.62; 95% confidence interval (CI) 1.35–5.08; P < 0.01]. The combination of low Klotho and high (Q4) FGF-23 concentration identified patients at particularly elevated risk (adjusted HR 3.99; 95% CI 1.67–9.56; P < 0.01). This high-risk combination additionally predicted benefit from trandolapril (HR 0.39; 95% CI 0.23–0.68; Pinteraction < 0.01). Conclusions Low Klotho concentration is associated with an increased risk of CV death or heart failure hospitalization in patients with stable ischaemic heart disease. The combination of low Klotho and high FGF-23 further identifies patients at distinctly elevated risk who derive clinical benefit from the ACE-inhibitor trandolapril.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".