Evidence map›Paper›PMID 34788089›Full record

ArticleScience advances2021

Quantitative cross-species translators of cardiac myocyte electrophysiology: Model training, experimental validation, and applications.

Stefano Morotti, Caroline Liu, Bence Hegyi, Haibo Ni, Alex Fogli Iseppe, Lianguo Wang, Marco Pritoni, Crystal M Ripplinger, Donald M Bers, Andrew G Edwards and 1 more

Open access · goldAbstract read
In one paragraph

Article in Science advances, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers.

0numbers the graph read from it
0cells of the map it votes in
38citing papers in PubMed
4.9field-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

38 citing papers in PubMed, 47 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Computational modelling of biological systems now and then: revisiting tools and visions from the beginning of the century.Philosophical transactions. Series A, Mathematical, physical, and engineering sciences · 2025
    Review
  14. Exploring the mechanisms of sex-specific proarrhythmia in long QT syndrome through computational modeling.American journal of physiology. Heart and circulatory physiology · 2025
    Article
  15. Article
  16. Mitochondrial DNA depletion syndrome and its cardiac complication.Frontiers in cardiovascular medicine · 2025
    Review
  17. Article
  18. Article
  19. Article
  20. Review
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

11 authors at 2 institutions in 1 country.

Stefano MorottiDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0001-8679-665X
Caroline LiuDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.
Bence HegyiDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0003-3113-221X
Haibo NiDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0003-0083-4286
Alex Fogli IseppeDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0003-4616-293X
Lianguo WangDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0002-4747-0419
Marco PritoniLawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.ORCID 0000-0003-4200-6905
Crystal M RipplingerDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0002-9908-4106
Donald M BersDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0002-2237-9483
Andrew G EdwardsDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0001-7421-5977
Eleonora GrandiDepartment of Pharmacology, University of California Davis, Davis, CA 95616, USA.ORCID 0000-0002-4401-8857
University of California, Davis · USLawrence Berkeley National Laboratory · US

Funding

Project 3 (Mercola)P01HL141084 · NHLBI · STANFORD UNIVERSITY · PI MARK MERCOLA · 2019 to 2026
$21.1M
The Role of Adrenergic Stimulation in ArrhythmogenesisR01HL111600 · NHLBI · UNIVERSITY OF CALIFORNIA-IRVINE · PI Crystal May Ripplinger · 2012 to 2026
$7.1M
Development of the Predictive NeuroCardiovascular SimulatorOT2OD026580 · OD · UNIVERSITY OF CALIFORNIA AT DAVIS · PI CLANCY, COLLEEN E, GRANDI, ELEONORA · 2018 to 2021
$5.7M
Sex-specific arrhythmogenic mechanisms of atrial fibrillationR01HL131517 · NHLBI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Eleonora Grandi · 2016 to 2026
$5.0M
Consortium Led Evaluation of Integrated Human-Relevant Approaches to Identify Drug Induced Cardiovascular LiabilitiesU01FD006676 · FDA · HEALTH AND ENVIRONMENTAL SCIENCES INSTITUTE · PI PIERSON, JENNIFER B · 2019 to 2023
$1.8M
Modeling of subcellular signaling crosstalk in failing myocytesR00HL138160 · NHLBI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI MOROTTI, STEFANO · 2020 to 2022
$722k
FDA HHS U01 FD006676NHLBI NIH HHS P01 HL141084NHLBI NIH HHS R00 HL138160NHLBI NIH HHS R01 HL111600NHLBI NIH HHS R01 HL131517NIH HHS OT2 OD026580
6 · The paper itself

Abstract

Animal experimentation is key in the evaluation of cardiac efficacy and safety of novel therapeutic compounds. However, interspecies differences in the mechanisms regulating excitation-contraction coupling can limit the translation of experimental findings from animal models to human physiology and undermine the assessment of drugs’ efficacy and safety. Here, we built a suite of translators for quantitatively mapping electrophysiological responses in ventricular myocytes across species. We trained these statistical operators using a broad dataset obtained by simulating populations of our biophysically detailed computational models of action potential and Ca

Identifiers

PMID34788089
PMCPMC8598003
OpenAlexW3212410380

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.