pH-Responsive Poly(Ethylene Glycol)-<i>block</i>-Polylactide Micelles for Tumor-Targeted Drug Delivery
Bibliographic record
Abstract
A biodegradable micellar drug delivery system with a pH-responsive sheddable PEG shell was developed using an acetal-linked poly(ethylene glycol)-block-polylactide (PEG-a-PLA) copolymer and applied to the tumoral release of paclitaxel (PTX). The micelles with a diameter of ∼100 nm were stable in PBS at pH 7.4, started shedding the shell and aggregating slowly at pH 6.5, and decomposed faster at pH 5.5. PTX-loaded micelles (M-PTX) with a drug loading of 6.9 wt % exhibited pH-triggered PTX release in simulated tumoral acidic environments corresponding to the extracellular and intracellular spaces. In vitro experiments showed that the micelles were noncytotoxic to different cell lines, while M-PTX inhibited the proliferation and promoted the apoptosis of Hela cells. An in vivo study with Hela tumor-bearing mice indicated that M-PTX efficiently inhibited tumor growth. Because of these properties, the PEG-a-PLA micellar system appears to have bright prospects as a tumor-targeting drug carrier.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".