A novel quinoline-appended chalcone derivative as potential Plasmodium falciparum gametocytocide
Bibliographic record
Abstract
BACKGROUND & OBJECTIVES: Malaria has remained a global health problem despite the effective control and treatment measures. In the backdrop of drug resistance, developing novel hybrid molecules targeting the sexual stages (gametocytes) of the human malaria parasite Plasmodium falciparum is of great significance. Recently, chalcone- based polyphenols have generated a great interest in the malaria research community worldwide due to their ease of synthesis and significant biological activity. The primary objective of this study was to investigate the interaction of a newly synthesized quinoline-appended chalcone derivative (ADMQ) with gametocyte specific proteins, Pfg 27 and Pfs 25 and explore its in vitro gametocytocidal potential. METHODS: The characterization of ligand-protein interactions at the atomistic level was done by a simulation strategy that combines molecular docking and molecular dynamics (MD) simulation in a coherent workflow. The X-ray crystal structure of Pfg 27 was retrieved from protein data bank and Pfs 25 was built using the Iterative Threading ASSembly Refinement (I-TASSER) server. The detailed interaction of both ADMQ and a known gametocytocidal agent, methylene blue (MB) (used as a positive control) with gametocyte proteins Pfg 27 and Pfs 25 was studied with a 50 ns explicit MD simulation. The ligand binding pose in terms of glide score, molecular mechanics-generalized born surface area (MM-GBSA) binding energies, protein-ligand root-mean-square-deviation (RMSD) and secondary structure elements (SSE) changes were analyzed accordingly. The direct effect of ADMQ on structural integrity of P. falciparum gametocytes was also examined using in vitro microscopy. RESULTS: The analogous Glide score and MM-GBSA free energy of binding indicated stable interactions for both ADMQ and MB harboured in the active site of targeted gametocyte proteins, Pfg 27 and Pfs 25, separately. Explicit MD simulation by Desmond software package indicated similar distinguishable conformational changes in the active site of target polypeptide chain due to the specific accommodation of ADMQ molecule. The simulation also manifested comparable mechanistic profile in terms of protein-ligand RMSD and changes in secondary structure elements (SSE). Further, ADMQ treatment was found to adversely affect the structural integrity of gametocytes, which resulted in appearance of vesicles protruding from the gametocytes. INTERPRETATION & CONCLUSION: The consolidated in silico molecular modeling and in vitro study described herein may give an insight into the interaction patterns of quinoline-chalcone hybrids with critical gametocyte proteins in the mosquito. This study will possibly pave the way for further exploration of similar heterocyclic quinoline-chalcone hybrids to open up new avenues in drug candidate development against P. falciparum gametocytes.
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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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".