Evidence map›Paper›PMID 31709525›Full record

ArticleClinical pharmacology and therapeutics2020

General Principles for the Validation of Proarrhythmia Risk Prediction Models: An Extension of the CiPA In Silico Strategy.

Zhihua Li, Gary R Mirams, Takashi Yoshinaga, Bradley J Ridder, Xiaomei Han, Janell E Chen, Norman L Stockbridge, Todd A Wisialowski, Bruce Damiano, Stefano Severi and 32 more

Abstract read
In one paragraph

Article in Clinical pharmacology and therapeutics, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 50 papers.

0numbers the graph read from it
0cells of the map it votes in
50citing papers in PubMed
–field-weighted citation impact
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

50 citing papers in PubMed.

  1. Article
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  12. Precision cardiac electrophysiology: toward digital twins and beyond.Journal of precision medicine (Amsterdam, Netherlands) · 2025
    Article
  13. Generation and applications of cardiac spheroids.npj biomedical innovations · 2025
    Review
  14. Review
  15. Challenges and opportunities in uncertainty quantification for healthcare and biological systems.Philosophical transactions. Series A, Mathematical, physical, and engineering sciences · 2025
    Review
  16. Article
  17. Frontiers in pharmacology · 2025
    Article
  18. Review
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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

42 authors.

Zhihua LiDivision of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland, USA.
Gary R MiramsCentre for Mathematical Medicine & Biology, School of Mathematical Sciences, University of Nottingham, Nottingham, UK.
Takashi YoshinagaGlobal Cardiovascular Assessment, Eisai Co., Ltd., Tokyo, Japan.
Bradley J RidderDivision of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland, USA.
Xiaomei HanDivision of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland, USA.
Janell E ChenDivision of Biometrics VI, Office of Biostatistics, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland, USA.
Norman L StockbridgeDivision of Cardiovascular and Renal Products, Office of Drug Evaluation I, Office of New Drugs, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland, USA.
Todd A WisialowskiGlobal Safety Pharmacology, Pfizer, Inc., Groton, Connecticut, USA.
Bruce DamianoGlobal Safety Pharmacology/Nonclinical Safety, Janssen Research & Development, Raritan, New Jersey, USA.
Stefano SeveriDepartment of Electrical, Electronic, and Information Engineering, University of Bologna, Cesena, Italy.
Pierre MorissetteDepartment of Safety Assessment and Laboratory Animal Resources, Merck & Co., Kenilworth, New Jersey, USA.
Peter R KoweyMain Line Health and Sidney Kimmel Medical College, Philadelphia, Pennsylvania, USA.
Mark HolbrookCertara, Ltd., Sheffield, UK.
Godfrey SmithClyde Biosciences Ltd, Glasgow, UK.
Randall L RasmussonDepartment of Physiology and Biophysics, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, USA.
Michael LiuDivision of Cardiology, Department of Medicine, University of California, Los Angeles, Los Angeles, California, USA.
Zhen SongDivision of Cardiology, Department of Medicine, University of California, Los Angeles, Los Angeles, California, USA.
Zhilin QuDivision of Cardiology, Department of Medicine, University of California, Los Angeles, Los Angeles, California, USA.
Derek J LeishmanDepartment of Toxicology and Pathology, Eli Lilly and Company, Indianapolis, Indiana, USA.
Jill Steidl-NicholsCovance Inc., Madison, Wisconsin, USA.
Blanca RodriguezDepartment of Computer Science, University of Oxford, Oxford, UK.
Alfonso Bueno-OrovioDepartment of Pharmacology, University of California Davis, Davis, California, USA.
Xin ZhouVictor Chang Cardiac Research Institute, Darlinghurst, New South Wales, Australia.
Elisa PassiniDepartment of Computer Science, University of Oxford, Oxford, UK.
Andrew G EdwardsDepartment of Pharmacology, University of California Davis, Davis, California, USA.
Stefano MorottiDepartment of Pharmacology, University of California Davis, Davis, California, USA.
Haibo NiDepartment of Pharmacology, University of California Davis, Davis, California, USA.
Eleonora GrandiDepartment of Pharmacology, University of California Davis, Davis, California, USA.
Colleen E ClancyDepartment of Pharmacology, University of California Davis, Davis, California, USA.
Jamie VandenbergVictor Chang Cardiac Research Institute, Darlinghurst, New South Wales, Australia.
Adam HillVictor Chang Cardiac Research Institute, Darlinghurst, New South Wales, Australia.
Mikiko NakamuraClinical Pharmacology Department, Chugai Pharmaceutical Co., Ltd., Tokyo, Japan.
Thomas SingerRoche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland.
Liudmila PolonchukRoche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland.
Andrea Greiter-WilkeRoche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland.
Ken WangRoche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland.
Stephane NaveRoche Product Development, Safety Science/Licensing & Early Development, F. Hoffmann-La Roche Ltd., Basel, Switzerland.
Aaron FullertonDepartment of Safety Assessment, Genentech, Inc., South San Francisco, California, USA.
Eric A SobieIcahn School of Medicine at Mount Sinai, New York, New York, USA.
Michelangelo PaciBioMediTech, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Flora Musuamba TshinanuFederal Agency for Medicines and Health Products, Brussels, Belgium.
David G StraussDivision of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland, USA.

Funding

Project 3 (Mercola)P01HL141084 · NHLBI · STANFORD UNIVERSITY · PI Joseph C. Wu · 2019 to 2026
$21.1M
A population-based in silico platform for arrhythmia predictionR01HL134709 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI QU, ZHILIN · 2018 to 2021
$1.6M
Modeling of subcellular signaling crosstalk in failing myocytesR00HL138160 · NHLBI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI MOROTTI, STEFANO · 2020 to 2022
$722k
Modeling of subcellular signaling crosstalk in failing myocytesK99HL138160 · NHLBI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI MOROTTI, STEFANO · 2018 to 2019
$237k
British Heart Foundation FS/17/22/32644National Centre for the Replacement, Refinement and Reduction of Animals in Research NC/P001076/1NHLBI NIH HHS K99 HL138160NHLBI NIH HHS P01 HL141084NHLBI NIH HHS R00 HL138160NHLBI NIH HHS R01 HL134709Wellcome Trust 212203/Z/18/Z
6 · The paper itself

Abstract

This white paper presents principles for validating proarrhythmia risk prediction models for regulatory use as discussed at the In Silico Breakout Session of a Cardiac Safety Research Consortium/Health and Environmental Sciences Institute/US Food and Drug Administration-sponsored Think Tank Meeting on May 22, 2018. The meeting was convened to evaluate the progress in the development of a new cardiac safety paradigm, the Comprehensive in Vitro Proarrhythmia Assay (CiPA). The opinions regarding these principles reflect the collective views of those who participated in the discussion of this topic both at and after the breakout session. Although primarily discussed in the context of in silico models, these principles describe the interface between experimental input and model-based interpretation and are intended to be general enough to be applied to other types of nonclinical models for proarrhythmia assessment. This document was developed with the intention of providing a foundation for more consistency and harmonization in developing and validating different models for proarrhythmia risk prediction using the example of the CiPA paradigm.

Indexed as

Computer SimulationArrhythmias, CardiacDrug-Related Side Effects and Adverse ReactionsHumansModels, TheoreticalRisk AssessmentValidation Studies as Topic

Identifiers

PMID31709525
PMCPMC6977398

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Registered trials

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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.