VIsual STAndardized Quantification of LGE (VISTAQ), a contour-less method for late gadolinium enhancement quantification
Aquaro, G. D.; Licordari, R.; De Gori, C.; Todiere, G.; Ianni, U.; Barison, A.; De Luca, A.; Folgheraiter, a.; Grigoratos, C.; alberti, m.; lombardo, m.; De Caterina, R.; Sinagra, G.; Emdin, M.; Di Bella, G.; fulceri, l.
Show abstract
BackgroundLate gadolinium enhancement (LGE) quantification by cardiovascular magnetic resonance is central to risk stratification in hypertrophic cardiomyopathy (HCM), yet conventional techniques require contour tracing and region-of-interest (ROI) placement, which may reduce reproducibility and increase analysis time. We developed a novel visual standardized approach, the Visual Standardized Quantification of LGE (VISTAQ), that does not require myocardial contouring, arbitrary ROI positioning, or dedicated post-processing software. MethodsIn this multicenter, multivendor retrospective study, LGE images from 400 patients (100 prior myocardial infarction, 250 HCM, 50 other non-ischemic heart diseases) were analyzed. VISTAQ subdivides each myocardial segment into transmural mini-segments and classifies LGE visually using predefined criteria, expressing global LGE burden as the percentage of positive mini-segments. Reproducibility was assessed in 250 patients across different observer expertise levels using intraclass correlation coefficients (ICC) and Bland-Altman analysis. In 100 HCM patients, VISTAQ was compared with conventional methods (mean+2SD, +5SD, +6SD, FWHM, visual thresholding). Prognostic performance was evaluated in 250 HCM patients over a median 5-year follow-up. ResultsVISTAQ demonstrated excellent intra- and inter-observer reproducibility (ICC up to 0.98 and 0.97, respectively), consistent across disease subtypes. Compared with conventional techniques, VISTAQ showed similar ICC to FWHM but significantly lower net and absolute inter-observer differences (median absolute difference 1.3%). Mean+2SD markedly overestimated LGE, whereas mean+6SD slightly underestimated LGE compared with VISTAQ, mean+5SD, FWHM, and visual thresholding. Analysis time was substantially shorter with VISTAQ (median 105 vs. 375 seconds, p<0.0001). During follow-up, 21 hard cardiac events occurred in HCM population. An LGE threshold >10% predicted events with higher accuracy using VISTAQ (AUC 0.90; sensitivity 85%; specificity 94%) compared with mean+6SD (AUC 0.75; sensitivity 57%; specificity 93%). ConclusionsVISTAQ provides highly reproducible, time-efficient LGE quantification without dedicated software and demonstrates non-inferior prognostic discrimination in HCM compared with conventional threshold-based techniques.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Fairness in Cardiac Magnetic Resonance Imaging: Assessing sex and racial bias in deep learning-based segmentation 97%
- Clinical evaluation of the Multimapping technique for simultaneous myocardial T1 and T2 mapping 96%
- Algorithm for Predicting Valvular Heart Disease from Heart Sounds in an Unselected Cohort 94%
Similar papers in this journal
- Prognostic value of compact myocardial thinning in patients with left ventricular non-compaction 96%
- Investigating Electrocardiographic Abnormalities in Patients with Coronary Microvascular Dysfunction 95%
- A Multicenter Evaluation of the Impact of Procedural and Pharmacological Interventions on Deep Learning-based Electrocardiographic Markers of Hypertrophic Cardiomyopathy 93%
Similar papers in this journal
- Reduced stress perfusion in myocardial infarction with nonobstructive coronary arteries 97%
- Improved evaluation of left ventricular hypertrophy using the spatial QRS-T angle by electrocardiography 96%
- Reproducibility of 4D Flow MRI-based Personalized Cardiovascular Models; Inter-sequence, Intra-observer, and Inter-observer variability 96%
Similar papers in this journal
- {-}CardiOvascular examination in awake Orangutans (Pongo pygmaeus pygmaeus): Low-stress Echocardiography including Speckle Tracking imaging (the COOLEST method) 95%
- High-resolution Spatiotemporal Changes in Dominant Frequency and Structural Organization During Persistent Atrial Fibrillation 94%
- Mechanical effects of MitraClip on leaflet stress and myocardial strain in functional mitral regurgitation: A finite element modeling study. 94%
Similar papers in this journal
- Non-Invasive Scale Measurement of Cardiac Output Compared with the Gold-Standard Direct Fick Method: A Feasibility Study 94%
- Relationship of mild to moderate impairment of left ventricular ejection fraction with fatal ventricular arrhythmic events in cardiac sarcoidosis 94%
- The HeartMagic prospective observational study protocol - characterizing subtypes of heart failure with preserved ejection fraction 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.