Evidence map›Paper›PMID 41955296›Full record

ArticleThe Journal of physiology2026

Beat-to-beat variability of ventricular repolarization reveals sex-specific instability and proarrhythmic risk.

Daisuke Sato, Lorenzo Santini, Raffaele Coppini, Eleonora Grandi

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing 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

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

4 authors.

Daisuke SatoDepartment of Pharmacology, University of California Davis, Davis, California, USA.ORCID https://orcid.org/0000-0001-9341-0970
Lorenzo SantiniDipartimento di Neuroscienze, Psicologia, Area del Farmaco e Salute del Bambino (NEUROFARBA), University of Florence, Florence, Italy.ORCID https://orcid.org/0000-0001-8110-6461
Raffaele CoppiniDipartimento di Neuroscienze, Psicologia, Area del Farmaco e Salute del Bambino (NEUROFARBA), University of Florence, Florence, Italy.
Eleonora GrandiDepartment of Pharmacology, University of California Davis, Davis, California, USA.ORCID https://orcid.org/0000-0002-4401-8857

Funding

Project 3 (Mercola)P01HL141084 · NHLBI · STANFORD UNIVERSITY · PI Joseph C. Wu · 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
Sex-specific arrhythmogenic mechanisms of atrial fibrillationR01HL131517 · NHLBI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Eleonora Grandi · 2016 to 2026
$5.0M
Functional Microdomains in the Heart's Pacemaker: A New Dimension of Cardiac RemodelingR01HL141214 · NHLBI · UNIVERSITY OF WISCONSIN-MADISON · PI Alexey V Glukhov · 2018 to 2026
$3.8M
Multiomics and Functional Characterization Establish Druggable Targets for PVC-Driven Idiopathic VFR01HL170521 · NHLBI · UNIVERSITY OF WISCONSIN-MADISON · PI Lee Lochbaum Eckhardt, Eleonora Grandi · 2023 to 2026
$3.1M
Modelling structural and functional heterogeneity in heart failure reveals arrhythmic impactR01HL149349 · NHLBI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI BERS, DONALD M, SATO, DAISUKE · 2019 to 2022
$1.6M
Calcium Driven Fibroblast Dysregulation in Human Atrial Profibrotic RemodelingR01HL176651 · NHLBI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Eleonora Grandi · 2025 to 2026
$1.1M
Investigating sex differences in atrial remodeling and arrhythmia risk in agingR03AG086695 · NIA · UNIVERSITY OF CALIFORNIA AT DAVIS · PI RIPPLINGER, CRYSTAL MAY, SMITH, CHARLOTTE · 2024 to 2024
$161k
European Commission Horizon Europe research and innovation programme 101137115Italian Ministry of University and Research PRIN2002Italian Ministry of University and Research PRIN2022PNNRNHLBI NIH HHS P01 HL141084NHLBI NIH HHS P01HL141084NHLBI NIH HHS R01 HL111600NHLBI NIH HHS R01 HL131517NHLBI NIH HHS R01HL131517NHLBI NIH HHS R01 HL141214NHLBI NIH HHS R01HL141214NHLBI NIH HHS R01 HL149349NHLBI NIH HHS R01HL149349NHLBI NIH HHS R01 HL170521NHLBI NIH HHS R01HL170521NHLBI NIH HHS R01 HL176651NHLBI NIH HHS R01HL176651NIA NIH HHS R03 AG086695NIA NIH HHS R03AG086695
6 · The paper itself

Abstract

Beat-to-beat QT interval variability (QTV) is a well-established marker of increased vulnerability to ventricular arrhythmias; however the underlying electrophysiological mechanisms remain poorly understood. In this study, we employed sex-specific, physiologically detailed computational models of human ventricular myocytes to investigate the role of dynamical repolarization instability under baseline and pharmacologically perturbed conditions. Action potential duration (APD) variability was quantified as a cellular-level surrogate for QTV and evaluated in relation to restitution kinetics, drug risk classification and biological sex. Female models exhibited significantly greater APD variability than male models, consistent with clinical observations of sex differences in QTV. Exposure to high-risk torsadogenic compounds further amplified APD variability, whereas drugs with low proarrhythmic potential produced only modest effects. Intermediate-risk agents elicited APD variability patterns aligned with previously reported machine learning-based predictions of torsades de pointes (TdP) risk. Notably increased APD variability strongly correlated with steeper APD restitution slopes, reflecting enhanced dynamical instability. Importantly elevated variability was observed even in the absence of early afterdepolarizations (EADs), underscoring its potential as a sensitive, early marker of proarrhythmic susceptibility. These findings provide mechanistic evidence linking dynamical instability to QTV and establish sex as a critical modulator of arrhythmogenic drug response. KEY POINTS: Beat-to-beat QT interval variability (QTV) is an established clinical marker of arrhythmic risk, but the mechanistic link between QTV and arrhythmia remains poorly understood. Using sex-specific, physiologically detailed human ventricular myocyte models, we show that QTV arises from dynamical repolarization instability, with action potential duration (APD) variability closely tracking the slope of the APD restitution curve. Female models exhibited greater baseline APD variability than male models, in agreement with findings in human ventricular cardiomyocyte experiments, and exposure to high-risk torsadogenic drugs further amplified this variability in a concentration-dependent manner, even in the absence of early afterdepolarizations (EADs). APD variability emerged as an indicator of dynamical instability and was predictive of arrhythmogenic susceptibility across a range of pacing rates and pharmacological conditions. Our findings support its integration into safety pharmacology frameworks to improve current arrhythmia risk assessment.

Indexed as

action potential duration restitutionaction potential variabilitybeat‐to‐beat QT interval variabilitydynamical instabilityearly afterdepolarizationstorsades de pointes

Identifiers

PMID41955296
PMCPMC13138203

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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.