Lipophilic analogs of zoledronate and risedronate inhibit <i>Plasmodium</i> geranylgeranyl diphosphate synthase (GGPPS) and exhibit potent antimalarial activity
Bibliographic record
Abstract
We report the results of an in vitro screening assay targeting the intraerythrocytic form of the malaria parasite Plasmodium falciparum using a library of 560 prenyl-synthase inhibitors. Based on "growth-rescue" and enzyme-inhibition experiments, geranylgeranyl diphosphate synthase (GGPPS) is shown to be a major target for the most potent leads, BPH-703 and BPH-811, lipophilic analogs of the bone-resorption drugs zoledronate and risedronate. We determined the crystal structures of these inhibitors bound to a Plasmodium GGPPS finding that their head groups bind to the [Mg(2+)](3) cluster in the active site in a similar manner to that found with their more hydrophilic parents, whereas their hydrophobic tails occupy a long-hydrophobic tunnel spanning both molecules in the dimer. The results of isothermal-titration-calorimetric experiments show that both lipophilic bisphosphonates bind to GGPPS with, on average, a ΔG of -9 kcal mol(-1), only 0.5 kcal mol(-1) worse than the parent bisphosphonates, consistent with the observation that conversion to the lipophilic species has only a minor effect on enzyme activity. However, only the lipophilic species are active in cells. We also tested both compounds in mice, finding major decreases in parasitemia and 100% survival. These results are of broad general interest because they indicate that it may be possible to overcome barriers to cell penetration of existing bisphosphonate drugs in this and other systems by simple covalent modification to form lipophilic analogs that retain their enzyme-inhibition activity and are also effective in vitro and in vivo.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 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 | 0.000 |
| 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".