Vascular endothelial growth factor activity after switching of bisphosphonate treatment for metastatic breast cancer
Bibliographic record
Abstract
BACKGROUND: Recent data have shown a fall in vascular endothelial growth factor (VEGF) concentrations after bisphosphonate (BP) treatment in BP-naïve patients. It has therefore been proposed that BPs may have in vivo anti-VEGF effects. AIMS: To explore whether VEGF concentrations change after administration of a more potent BP in patients receiving long-term BP treatment. METHODS: 31 patients with breast cancer who had progressive metastatic bone disease despite treatment with early-generation BPs were switched to zoledronic acid. Serum VEGF concentrations were measured at baseline, and weeks 1, 2, 3, 4, 8 and 12. RESULTS: VEGF concentration per platelet count did not change significantly at any time during the 12 weeks after treatment with zoledronic acid. CONCLUSIONS: Switching to zoledronic acid did not suppress circulating serum VEGF concentrations in BP-pretreated patients. Novel approaches to assess the effect of BPs on the bone milieu may provide further insight into the possible antiangiogenic properties of BPs.
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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 | 0.001 |
| 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".