In Situ Gelling Eye Drops of Tacrolimus with Improved Ocular Delivery and Therapeutic Efficacy
Bibliographic record
Abstract
In situ gelling eye drops of tacrolimus (FK506 Gel) were developed to address the formulation challenge of tacrolimus for anterior ocular inflammatory diseases. Both in silico and in vitro investigations were conducted to screen a suitable cyclodextrin species to increase the drug solubility. Guanosine was employed as the gelator and combined with inclusion complexes of tacrolimus in the presence of borate anions to obtain FK506 Gel, which gelated when came into contact with cations in tear fluid and led to the formation of a nanofibrous hydrogel. The versatility of our design to improve the solubility and ocular retention of the hydrophobic drug was demonstrated in vivo with coumarin 6 as a model drug. A mouse dry eye model was used to evaluate the therapeutic effects of FK506 Gel, which, in combination with the biocompatibility study, suggested that FK506 Gel served as a superior treatment for anterior ocular inflammatory diseases.
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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".