Evidence map›Paper›PMID 42196540›Full record

ArticleInternational journal of molecular sciences2026

Drug Safety Assessment Based on Target Affinity, Drug Exposure and Plasma Protein Binding: Drug-Induced Cardiotoxicity from a Translational Pharmacology Perspective.

Simona Catozzi, Fianne Sips, Niccolò Totis, Marc-Antonio Bisotti, Sofia Stathopoulos, Mario Torchia, Luca Emili, Vincenzo Carbone, Candice Baker, J Matthew Mahoney and 2 more

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Simona CatozziInSilicoTrials Technologies S.p.A., 34123 Trieste, Italy.ORCID 0000-0001-6132-5712
Fianne SipsInSilicoTrials Technologies B.V., 1017 BR Amsterdam, The Netherlands.
Niccolò TotisInSilicoTrials Technologies S.p.A., 34123 Trieste, Italy.
Marc-Antonio BisottiInSilicoTrials Technologies S.p.A., 34123 Trieste, Italy.
Sofia StathopoulosInSilicoTrials Technologies S.p.A., 34123 Trieste, Italy.
Mario TorchiaInSilicoTrials Technologies S.p.A., 34123 Trieste, Italy.
Luca EmiliInSilicoTrials Technologies S.p.A., 34123 Trieste, Italy.
Vincenzo CarboneInSilicoTrials Technologies S.p.A., 34123 Trieste, Italy.ORCID 0000-0003-0800-7138
Candice BakerThe Jackson Laboratory, Bar Harbor, ME 04609, USA.
J Matthew MahoneyThe Jackson Laboratory, Bar Harbor, ME 04609, USA.
Daniel RöshammarInSilicoTrials Technologies S.p.A., 34123 Trieste, Italy.
Cardioverse Project Team

Funding

Advanced Research Projects Agency for Health (ARPA-H) AY2AX000124
6 · The paper itself

Abstract

Cardiac safety assessment is an integral part of drug discovery and development. Drug candidates that adversely affect cardiac or hemodynamic function should be discontinued early unless a favorable benefit-risk ratio for patients can be justified. In this hypothesis-generating work, we aimed to develop a conceptual framework for informing early safety risk assessment based on in vitro drug affinities to pharmacological targets. For illustration, we used the drug-induced cardiotoxicity rank (DICTrank) data comprising 1318 drugs with cardiac safety concerns according to FDA labeling. The data was enriched with information on affinity to the most plausible mechanistic targets, clinical drug exposure, and human plasma protein binding. We descriptively identified 18 target classes potentially associated with elevated cardiovascular risk: potassium channels (accounting alone for 20% of the 'most concern' safety group); adrenergic, dopamine, serotonin, androgen, sex hormone, and opioid receptors; cyclooxygenase; sodium and calcium channels; muscarinic and glucocorticoid receptors; phosphodiesterase; topoisomerase; angiotensin-converting enzyme; angiotensin II type 1 receptor; monoamine transporters, and acetylcholinesterase. Overall, 80% of the 'most concern' drugs compared with only 12% of the 'no concern' drugs were associated with these targets in this exploratory descriptive analysis. Concentration-response analyses revealed differences in target potency and free drug exposure that appeared associated with variability in the severity of cardiotoxicity among drugs acting on the same target. This framework demonstrates how in vitro data can be used to benchmark new compounds early in development, enabling the timely discontinuation of candidates associated with substantial risk.

Indexed as

Blood ProteinsCardiotoxicityDrug-Related Side Effects and Adverse ReactionsHumansProtein BindingRisk AssessmentTranslational Research, BiomedicalBlood Proteinscardiovascular safetyDICTrankdrug discovery and developmentdrug exposureplasma protein bindingtarget affinity

Identifiers

PMID42196540
PMCPMC13207947

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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.