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Record W2017098775 · doi:10.1021/mp0700357

Use of Sandwich-Cultured Hepatocytes To Evaluate Impaired Bile Acid Transport as a Mechanism of Drug-Induced Hepatotoxicity

2007· article· en· W2017098775 on OpenAlexaff
Tracy L. Marion, Elaine M. Leslie, Kim L. R. Brouwer

Bibliographic record

VenueMolecular Pharmaceutics · 2007
Typearticle
Languageen
FieldMedicine
TopicDrug Transport and Resistance Mechanisms
Canadian institutionsUniversity of Alberta
FundersNational Institute of Environmental Health SciencesNational Institute of General Medical SciencesNational Cancer Institute
KeywordsTroglitazoneHepatocyteTransporterPharmacologyBile acidDrugChemistryIn vitroTaurocholic acidPeroxisome proliferator-activated receptorBiochemistryReceptorBiology

Abstract

fetched live from OpenAlex

Drug-induced liver toxicity is a significant problem in drug development and clinical practice, yet its mechanisms are not well understood. Growing evidence suggests that inhibition of bile acid transport may be one mechanism of hepatotoxicity. A number of hepatic transporters work in concert to transport bile acids and xenobiotics from blood to bile, and many drugs have been shown to perturb this process with detrimental consequences. Hepatocytes cultured in a sandwich configuration maintain transporter activity and liver-specific metabolic functions; thus, the sandwich-cultured hepatocyte model represents a useful tool for evaluating hepatotoxicity caused by interference with hepatic transporters. As an example, the peroxisome proliferator-activated receptor gamma (PPARgamma) agonist troglitazone is one such drug that has been shown to inhibit bile acid transport in vitro. Data presented in this manuscript indicate that troglitazone inhibits both basolateral uptake and canalicular excretion of taurocholate in a concentration-dependent manner in both sandwich-cultured and suspended human and rat hepatocytes. These data confirm both the interaction of troglitazone with bile acid transporters in hepatocytes and the utility of the sandwich-cultured hepatocyte model to study such interactions.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.001

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.

Opus teacher head0.049
GPT teacher head0.338
Teacher spread0.289 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations93
Published2007
Admission routes1
Has abstractyes

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