Evidence map›Paper›PMID 33737635›Full record

SynthesisScientific reports2021

Performance of preclinical models in predicting drug-induced liver injury in humans: a systematic review.

Hubert Dirven, Gunn E Vist, Sricharan Bandhakavi, Jyotsna Mehta, Seneca E Fitch, Pandora Pound, Rebecca Ram, Breanne Kincaid, Cathalijn H C Leenaars, Minjun Chen and 2 more

Open access · goldAbstract readSystematic Review
In one paragraph

Synthesis in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers.

0numbers the graph read from it
0cells of the map it votes in
34citing papers in PubMed
8.0field-weighted citation impact, top 2% 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

34 citing papers in PubMed, 67 citations in OpenAlex.

  1. Article
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  4. Systematic comparison of temporal hepatotoxicant-induced gene network responses across 3 liver test systems.Toxicological sciences : an official journal of the Society of Toxicology · 2026
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  9. A newFrontiers in toxicology · 2026
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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

12 authors at 6 institutions in 4 countries.

Hubert DirvenDepartment of Environmental Health, Norwegian Institute of Public Health, Oslo, Norway.ORCID 0000-0002-7686-9947
Gunn E VistDivision for Health Services, Norwegian Institute of Public Health, Oslo, Norway.
Sricharan BandhakaviGeneia LLC, Cambridge, MA, USA.
Jyotsna MehtaKeva Health, Lexington, MA, USA.
Seneca E FitchToxStrategies, Inc, Katy, TX, USA.
Pandora PoundSafer Medicines Trust, Kingsbridge, UK.
Rebecca RamSafer Medicines Trust, Kingsbridge, UK.
Breanne KincaidDepartment of Environmental Health and Engineering, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.ORCID 0000-0001-6200-5649
Cathalijn H C LeenaarsInstitute for Laboratory Animal Sciences, Hannover Medical School, Hannover, Germany.ORCID 0000-0002-8212-7632
Minjun ChenDivision of Bioinformatics and Biostatistics, National Center for Toxicological Research, US Food and Drug Administration, Little Rock, AK, USA.
Robert A WrightBasic Science Informationist, Welch Medical Library, Johns Hopkins University School of Medicine, Baltimore, MD, USA.ORCID 0000-0002-3991-0015
Katya TsaiounEvidence-Based Toxicology Collaboration, Johns Hopkins Bloomberg School of Public Health, 615 N Wolfe St, Baltimore, MD, 21205, USA. ktsaiou1@jhu.edu.ORCID 0000-0002-8378-0430
Johns Hopkins University · USNorwegian Institute of Public Health · NOSafer Medicines Trust · GBBioStrategies (United States) · USMedizinische Hochschule Hannover · DENational Center for Toxicological Research · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Drug-induced liver injury (DILI) causes one in three market withdrawals due to adverse drug reactions, causing preventable human suffering and massive financial loss. We applied evidence-based methods to investigate the role of preclinical studies in predicting human DILI using two anti-diabetic drugs from the same class, but with different toxicological profiles: troglitazone (withdrawn from US market due to DILI) and rosiglitazone (remains on US market). Evidence Stream 1: A systematic literature review of in vivo studies on rosiglitazone or troglitazone was conducted (PROSPERO registration CRD42018112353). Evidence Stream 2: in vitro data on troglitazone and rosiglitazone were retrieved from the US EPA ToxCast database. Evidence Stream 3: troglitazone- and rosiglitazone-related DILI cases were retrieved from WHO Vigibase. All three evidence stream analyses were conducted according to evidence-based methodologies and performed according to pre-registered protocols. Evidence Stream 1: 9288 references were identified, with 42 studies included in analysis. No reported biomarker for either drug indicated a strong hazard signal in either preclinical animal or human studies. All included studies had substantial limitations, resulting in "low" or "very low" certainty in findings. Evidence Stream 2: Troglitazone was active in twice as many in vitro assays (129) as rosiglitazone (60), indicating a strong signal for more off-target effects. Evidence Stream 3: We observed a fivefold difference in both all adverse events and liver-related adverse events reported, and an eightfold difference in fatalities for troglitazone, compared to rosiglitazone. In summary, published animal and human trials failed to predict troglitazone's potential to cause severe liver injury in a wider patient population, while in vitro data showed marked differences in the two drugs' off-target activities, offering a new paradigm for reducing drug attrition in late development and in the market. This investigation concludes that death and disability due to adverse drug reactions may be prevented if mechanistic information is deployed at early stages of drug development by pharmaceutical companies and is considered by regulators as a part of regulatory submissions.

Indexed as

Chemical and Drug Induced Liver InjuryDiabetes MellitusDrug-Related Side Effects and Adverse ReactionsHumansHypoglycemic AgentsLiverRosiglitazoneTroglitazoneHypoglycemic AgentsRosiglitazoneTroglitazone

Identifiers

PMID33737635
PMCPMC7973584
OpenAlexW3138142140

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.