Theranostic, pH-Responsive, Doxorubicin-Loaded Nanoparticles Inducing Active Targeting and Apoptosis for Advanced Gastric Cancer
Bibliographic record
Abstract
This study developed a kind of magnetic-polymer nanocarrier with folate receptor-targeting and pH-sensitive multifunctionalities to carry doxorubicin (DOX) for treatment of advanced gastric cancer (AGC). Folate-conjugated, pH-sensitive, amphiphilic poly(β-aminoester) self-assembled with hydrophobic oleic acid-modified iron oxide nanoparticles, and the resulting hydrophobic interaction area is a reservoir for lipophilic DOX (F-P-DOX). Confocal microscopy illustrated that F-P-DOX treatment could keep higher DOX accumulation in cells than P-DOX (without folate conjugation), and therefore get a higher efficiency of DOX internalization at pH 6.5 than at pH 7.4. Electron microscope characterization and real-time polymerase chain reaction revealed cell apoptosis promoted by F-P-DOX. The better efficacy of F-P-DOX on GC than free DOX and P-DOX was determined by MTT assay and xenograft model. Moreover, the accumulation of F-P-DOX in the tumor site was detected by magnetic resonance imaging (MRI). All those observations suggest F-P-DOX could be a promising theranostic candidate for AGC treatment.
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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 | 0.000 | 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 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".