Structure–Activity Relationships Among the Nitrogen Containing Bisphosphonates in Clinical Use and Other Analogues: Time-Dependent Inhibition of Human Farnesyl Pyrophosphate Synthase
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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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 | 0.000 | 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) | 0.001 | 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".