Inflammation-mediated changes in drug transporter expression/activity: implications for therapeutic drug response
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
Inflammation plays a critical role in host defense, maintaining cellular and tissue integrity following chemical, physical and biological insults. Inflammation presents in a variety of acute and chronic disease states and can contribute to disease resolution or progression depending upon the type, magnitude and duration of response. Importantly, it has been shown to modulate pharmacokinetic processes leading to variability in therapeutic drug response. Membrane-associated drug transporters are important determinants of drug disposition and pharmacokinetics and we, among others, have identified inflammation-mediated changes in their expression and regulation. Here, we discuss the current state of knowledge on drug transporter expression during acute and chronic inflammatory conditions and postulate how the altered expression of these transporters may modify the pharmacokinetics and pharmacodynamics of clinically important therapeutics. As understanding determinants of interpatient variability in therapeutic drug response is essential to the practice of medicine, this area of research warrants future clinical focus.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.006 | 0.002 |
| 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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