Evidence map›Paper›PMID 32559301›Full record

ArticleToxicological sciences : an official journal of the Society of Toxicology2020

Application of a Rat Liver Drug Bioactivation Transcriptional Response Assay Early in Drug Development That Informs Chemically Reactive Metabolite Formation and Potential for Drug-induced Liver Injury.

James J Monroe, Keith Q Tanis, Alexei A Podtelezhnikov, Truyen Nguyen, Sam V Machotka, Donna Lynch, Raymond Evers, Jairam Palamanda, Randy R Miller, Todd Pippert and 8 more

Open access · hybridAbstract read
In one paragraph

Article in Toxicological sciences : an official journal of the Society of Toxicology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
5.0field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

15 citing papers in PubMed, 31 citations in OpenAlex.

  1. Hepatic cellular stress response pathways exhibit species differences in basal and inducible activity.Toxicological sciences : an official journal of the Society of Toxicology · 2026
    Article
  2. Article
  3. Article
  4. A systems approach reveals species differences in hepatic stress response capacity.Toxicological sciences : an official journal of the Society of Toxicology · 2023
    Article
  5. Review
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  7. Article
  8. Review
  9. Article
  10. Article
  11. Estimating Hepatotoxic Doses Using High-Content Imaging in Primary Hepatocytes.Toxicological sciences : an official journal of the Society of Toxicology · 2021
    Article
  12. Article
  13. Article
  14. Article
  15. Mechanistic Investigations Support Liver Safety of Ubrogepant.Toxicological sciences : an official journal of the Society of Toxicology · 2020
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

18 authors at 1 institution in 1 country.

James J MonroeSafety Assessment & Laboratory Animal Resources.
Keith Q TanisHuman Genetics & Pharmacogenomics.
Alexei A PodtelezhnikovHuman Genetics & Pharmacogenomics.
Truyen NguyenSafety Assessment & Laboratory Animal Resources.
Sam V MachotkaSafety Assessment & Laboratory Animal Resources.
Donna LynchSafety Assessment & Laboratory Animal Resources.
Raymond EversPharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486.
Jairam PalamandaPharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486.
Randy R MillerPharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486.
Todd PippertSafety Assessment & Laboratory Animal Resources.
Tamara D CabaluPharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486.
Timothy E JohnsonSafety Assessment & Laboratory Animal Resources.
Amy G AslamkhanSafety Assessment & Laboratory Animal Resources.
Wen KangSafety Assessment & Laboratory Animal Resources.
Alex M TamburinoHuman Genetics & Pharmacogenomics.
Kaushik MitraSafety Assessment & Laboratory Animal Resources.
Nancy G B AgrawalPharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486.
Frank D SistareSafety Assessment & Laboratory Animal Resources.
Janssen (United States) · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Drug-induced liver injury is a major reason for drug candidate attrition from development, denied commercialization, market withdrawal, and restricted prescribing of pharmaceuticals. The metabolic bioactivation of drugs to chemically reactive metabolites (CRMs) contribute to liver-associated adverse drug reactions in humans that often goes undetected in conventional animal toxicology studies. A challenge for pharmaceutical drug discovery has been reliably selecting drug candidates with a low liability of forming CRM and reduced drug-induced liver injury potential, at projected therapeutic doses, without falsely restricting the development of safe drugs. We have developed an in vivo rat liver transcriptional signature biomarker reflecting the cellular response to drug bioactivation. Measurement of transcriptional activation of integrated nuclear factor erythroid 2-related factor 2 (NRF2)/Kelch-like ECH-associated protein 1 (KEAP1) electrophilic stress, and nuclear factor erythroid 2-related factor 1 (NRF1) proteasomal endoplasmic reticulum (ER) stress responses, is described for discerning estimated clinical doses of drugs with potential for bioactivation-mediated hepatotoxicity. The approach was established using well benchmarked CRM forming test agents from our company. This was subsequently tested using curated lists of commercial drugs and internal compounds, anchored in the clinical experience with human hepatotoxicity, while agnostic to mechanism. Based on results with 116 compounds in short-term rat studies, with consideration of the maximum recommended daily clinical dose, this CRM mechanism-based approach yielded 32% sensitivity and 92% specificity for discriminating safe from hepatotoxic drugs. The approach adds new information for guiding early candidate selection and informs structure activity relationships (SAR) thus enabling lead optimization and mechanistic problem solving. Additional refinement of the model is ongoing. Case examples are provided describing the strengths and limitations of the approach.

Indexed as

Chemical and Drug Induced Liver InjuryPharmaceutical PreparationsAnimalsDrug DevelopmentKelch-Like ECH-Associated Protein 1MaleNF-E2-Related Factor 2RatsRats, Sprague-DawleyRats, WistarKelch-Like ECH-Associated Protein 1NF-E2-Related Factor 2Pharmaceutical Preparationsbioactivationchemically reactive metabolitesdrug candidate attritiondrug-induced liver injurydrug safetylead optimizationNRF1NRF2rat livertranscriptional biomarkers

Identifiers

PMID32559301
PMCPMC7553701
OpenAlexW3035996831

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.