Protein kinase inhibitor effects on P-glycoprotein (P-gp) activity and expression in various cell lines
Bibliographic record
Abstract
Little is known about potential influences of kinase pathway modulation on expression and activity of P-glycoprotein (P-gp). A protein kinase inhibitor (PKI) library was screened, to determine its effects on activity and expression of P-gp, in various cell lines. Cell lines were incubated with PKI for 24 h. Subsequent P-gp substrate accumulation studies were performed. Changes in P-gp activity and/or expression ≥ 25% compared to control were considered hits. Kinase pathways identified as P-gp activity hits were examined for their ability to modulate permeability. PKI families GSK-3, Craf1 and VEGFR2 and Tie-2, significantly modulated P-gp activity in the MDCK cell line. PKI families GSK-3, Iκκ and Jnk2/3 significantly modulated P-gp activity in the Caco-2 cell line. Few P-gp activity hits significantly modulated P-gp expression. PKIs modulate P-gp activity more than P-gp expression in a cell line dependent manner, excluding GSK-3 PKI family, which appears to be cell line independent.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".