Structure–Activity Relationships Among the Nitrogen Containing Bisphosphonates in Clinical Use and Other Analogues: Time-Dependent Inhibition of Human Farnesyl Pyrophosphate Synthase
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Bibliographic record
Abstract
The nitrogen-containing bisphosphonates (N-BPs) are the main drugs currently used to treat diseases characterized by excessive bone resorption. The major molecular target of N-BPs is farnesylpyrophosphate synthase. N-BPs inhibit the enzyme by a mechanism that involves time dependent isomerization of the enzyme. We investigated features of N-BPs that confer maximal slow and tight-binding by quantifying the initial and final K(i)s and calculating the isomerization constant K(isom) for many N-BPs. Disruption of the phosphonate-carbon-phosphonate backbone resulted in loss of potency and reduced K(isom). The lack of a hydroxyl group on the geminal carbon also reduced K(isom). The position of the nitrogen in the side chain was crucial to both K(i) and K(isom). A correlation of K(isom) and also final K(i) with previously published in vivo potency reveals that the isomerization constant ( R = -0.77, p < 0.0001) and the final inhibition of FPPS by N-BPs ( R = 0.74, p < 0.0001) are closely linked to antiresorptive efficacy.
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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 | 0.001 |
| 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 | 0.001 |
| 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 it