Markers of Bone Metabolism and Survival in Men with Hormone-Refractory Metastatic Prostate Cancer
Bibliographic record
Abstract
PURPOSE: To evaluate the relative prognostic value for specific markers of osteoblast and osteoclast activity while controlling for previously reported prognostic variables among men with hormone-refractory metastatic prostate cancer. EXPERIMENTAL DESIGN: The 643 subjects in this report were participants in multicenter randomized controlled trial of zoledronic acid in men with metastatic prostate cancer. All subjects had bone metastases and disease progression despite medical or surgical castration. Relationships between baseline covariates and overall survival were examined by Cox proportional hazard model. Serum bone-specific alkaline phosphatase (BAP) and urinary N-telopeptide were assessed as representative specific markers of osteoblast and osteoclast activity, respectively. Other covariates in the model were age, log prostate-specific antigen, hemoglobin, lactate dehydrogenase, albumin, analgesic use, and Eastern Cooperative Oncology Group performance status. RESULTS: Serum BAP was significantly correlated with urinary N-telopeptide (correlation coefficient = 0.674; 95% confidence interval, 0.628-0.715; P < 0.0001). In univariate analyses, higher levels of serum BAP and urinary N-telopeptide levels were significantly associated with shorter overall survival. After controlling for the other variables, including N-telopeptide, in multivariate models, higher serum BAP levels were consistently associated with shorter survival. In contrast, urinary N-telopeptide levels were not significantly associated with survival in multivariate analyses. Variables retained in the reduced multivariate model were age, log prostate-specific antigen, hemoglobin, lactate dehydrogenase, analgesic use, and BAP. CONCLUSIONS: Serum BAP significantly correlates with urinary N-telopeptide in men with androgen-independent prostate cancer and bone metastases. In multivariate models, higher levels of serum BAP but not urinary N-telopeptide are associated with shorter overall survival.
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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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".