Design, synthesis, and anti-bacterial activities of piperazine based phthalimide derivatives against superbug-Methicillin-Resistant Staphylococcus aureus
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A series of piperazine-based phthalimide derivatives 5 (a-l) were synthesized and extensively characterized using a variety of spectrum methods, including LC-MS, 1H-NMR, 13C-NMR, and FT-IR. All the derivatives were examined for their physicochemical, pharmacokinetic, bio-activity score, and PASS analysis. The 5e piperazine-based phthalimide derivative demonstrated promising antibacterial activity against methicillin-resistant Staphylococcus aureus (MRSA) in the in vitro antibacterial studies. In comparison to streptomycin and bacitracin (10 µg/mL), the minimum inhibitory concentration of 5e against MRSA was discovered to be 45±0.15 micro g/ml. The anti-MRSA activity was validated with membrane damage studies by using SEM, and in silico docking studies were against 3VMT and 6FTB proteins of MRSA. In the toxicity study, 5e derivatives were evaluated against L6 cell lines. The results of the studies show the synthesized 2-(2-(4-((4-chlorophenyl) sulfonyl) piperazin-1-yl) ethyl) isoindoline-1,3-dione (5e) can be used for the development of anti-MRSA drugs.
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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 | 0.000 | 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) | 0.000 | 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