Evidence map›Paper›PMID 38588067›Full record

ArticleEuropace : European pacing, arrhythmias, and cardiac electrophysiology : journal of the working groups on cardiac pacing, arrhythmias, and cardiac cellular electrophysiology of the European Society of Cardiology2024

Accurate diagnosis of apical hypertrophic cardiomyopathy using explainable advanced electrocardiogram analysis.

Rebecca K Hughes, George D Thornton, James W Malcolmson, Iain Pierce, Shafik Khoury, Amanda Hornell, Kristopher Knott, Gabriella Captur, James C Moon, Todd T Schlegel and 1 more

Abstract read
In one paragraph

Article in Europace : European pacing, arrhythmias, and cardiac electrophysiology : journal of the working groups on cardiac pacing, arrhythmias, and cardiac cellular electrophysiology of the European Society of Cardiology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Progressive conduction system disease preceding hypertrophy in IVS4+919G>A Fabry variant: a population-based electrocardiographic study.Europace : European pacing, arrhythmias, and cardiac electrophysiology : journal of the working groups on cardiac pacing, arrhythmias, and cardiac cellular electrophysiology of the European Society of Cardiology · 2026
    Article
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  4. The impact of diabetes on giant negative T-wave amplitude in apical hypertrophic cardiomyopathy patients.American heart journal plus : cardiology research and practice · 2026
    Article
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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

11 authors.

Rebecca K HughesInstitute of Cardiovascular Science, University College London, Gower Street, London, UK.ORCID 0000-0003-2110-5234
George D ThorntonInstitute of Cardiovascular Science, University College London, Gower Street, London, UK.ORCID 0000-0003-3289-2413
James W MalcolmsonBarts Heart Centre, The Cardiovascular Magnetic Resonance Imaging Unit and The Inherited Cardiovascular Diseases Unit, St Bartholomew's Hospital, West Smithfield, London, UK.ORCID 0000-0001-9860-3800
Iain PierceBarts Heart Centre, The Cardiovascular Magnetic Resonance Imaging Unit and The Inherited Cardiovascular Diseases Unit, St Bartholomew's Hospital, West Smithfield, London, UK.ORCID 0000-0001-8546-5023
Shafik KhouryCardiovascular Clinical and Academic Group, Molecular and Clinical Sciences Institute, St George's University of London, London, UK.ORCID 0000-0001-5190-9407
Amanda HornellDepartment of Clinical Physiology, Karolinska University Hospital and Karolinska Institutet, SE-171-76, Stockholm, Sweden.ORCID 0009-0000-4398-8977
Kristopher KnottInstitute of Cardiovascular Science, University College London, Gower Street, London, UK.ORCID 0000-0003-1611-817X
Gabriella CapturInstitute of Cardiovascular Science, University College London, Gower Street, London, UK.ORCID 0000-0002-5662-0642
James C MoonInstitute of Cardiovascular Science, University College London, Gower Street, London, UK.ORCID 0000-0001-8071-1491
Todd T SchlegelDepartment of Clinical Physiology, Karolinska University Hospital and Karolinska Institutet, SE-171-76, Stockholm, Sweden.ORCID 0000-0003-1997-3227
Martin UganderDepartment of Clinical Physiology, Karolinska University Hospital and Karolinska Institutet, SE-171-76, Stockholm, Sweden.ORCID 0000-0003-3665-2038

Funding

British Heart Foundation FS/17/82/33222British Heart Foundation FS/CRTF/21/24128
6 · The paper itself

Abstract

aimsTypical electrocardiogram (ECG) features of apical hypertrophic cardiomyopathy (ApHCM) include tall R waves and deep or giant T-wave inversion in the precordial leads, but these features are not always present. The ECG is used as the gatekeeper to cardiac imaging for diagnosis. We tested whether explainable advanced ECG (A-ECG) could accurately diagnose ApHCM. METHODS AND

resultsAdvanced ECG analysis was performed on standard resting 12-lead ECGs in patients with ApHCM [n = 75 overt, n = 32 relative (<15 mm hypertrophy); a subgroup of which underwent cardiovascular magnetic resonance (n = 92)], and comparator subjects (n = 2449), including healthy volunteers (n = 1672), patients with coronary artery disease (n = 372), left ventricular electrical remodelling (n = 108), ischaemic (n = 114) or non-ischaemic cardiomyopathy (n = 57), and asymmetrical septal hypertrophy HCM (n = 126). Multivariable logistic regression identified four A-ECG measures that together discriminated ApHCM from other diseases with high accuracy [area under the receiver operating characteristic (AUC) curve (bootstrapped 95% confidence interval) 0.982 (0.965-0.993)]. Linear discriminant analysis also diagnosed ApHCM with high accuracy [AUC 0.989 (0.986-0.991)].

conclusionExplainable A-ECG has excellent diagnostic accuracy for ApHCM, even when the hypertrophy is relative, with A-ECG analysis providing incremental diagnostic value over imaging alone. The electrical (ECG) and anatomical (wall thickness) disease features do not completely align, suggesting that future diagnostic and management strategies may incorporate both features.

Indexed as

Apical Hypertrophic CardiomyopathyElectrocardiographyAdultAgedArea Under CurveCase-Control StudiesDiagnosis, DifferentialFemaleHumansLogistic ModelsMagnetic Resonance ImagingMaleMiddle AgedMultivariate AnalysisPredictive Value of TestsReproducibility of ResultsApical hypertrophic cardiomyopathyElectrocardiographyHypertrophic cardiomyopathyVectorcardiography

Identifiers

PMID38588067
PMCPMC11057018

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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.