Advanced electrocardiography predicts cardiac involvement and incident arrhythmias in Fabry disease
Vijapurapu, R.; Maanja, M.; Every, J.; Schlegel, T.; Roy, A.; Moon James C, M.; Hughes, D.; Tchan, M.; Geberhiwot, T.; Ugander, M.; Steeds, R.; Kozor, R.
Show abstract
BackgroundFabry disease (FD) is an X-linked disorder with progressive myocardial sphingolipid deposition, causing premature cardiovascular morbidity and mortality. Advanced electrocardiography (A-ECG) has the potential to predict cardiac involvement. ObjectivesTo evaluate the predictive power of A-ECG in identifying: 1) early cardiac involvement defined as low myocardial T1 on cardiovascular magnetic resonance (CMR), 2) adverse cardiovascular outcomes, and 3) heart age. MethodsIn this longitudinal multi-centre study, patients underwent same-day CMR and digital ECG, analysed using in-house software, including conventional ECG, derived vectorcardiographic, and singular value decomposition measures of waveform complexity parameters. Significant A-ECG variables were identified using stepwise forward regression and incorporated in a multivariable logistic regression A-ECG score. A Youden index was applied to identify best threshold score and bootstrapping performed to calculate the area under the receiver operating characteristics curve (AUC), sensitivity, specificity, and 95% confidence intervals (CI). ResultsIn 155 patients (40% male, age 46{+/-}14 years, 39% on enzyme replacement therapy), left ventricular mass was higher in males compared to females (106 vs. 59 g/m2, p<0.001), 80% had low native T1, and 51% (70/136) had late gadolinium enhancement. A-ECG heart age was higher than chronological age in all patients (57{+/-}20 vs. 46{+/-}14 years, p<0.001). The heart age gap was strongly associated with T1 lowering and progressive LVH. Multivariable A-ECG scores for detecting low T1 had an AUC [95%CI] of 0.82 [0.75-0.89], sensitivity 72 [55-95] %, and specificity 85 [66-71] %; any arrhythmia 0.89 [0.82-0.95], 82 [68-94] %, 88 [70-96] %; or atrial fibrillation 0.89 [0.80-0.96], 92 [77-100] %, 83 [76-92] %, respectively. No predictors of heart failure hospitalisation or mortality were found. ConclusionA-ECG analysis has good diagnostic performance for predicting low native T1 and the occurrence of arrhythmias in Fabry disease but not for heart failure hospitalisation or death.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- An International Longitudinal Natural History Study of Danon Disease Patients: Unique Cardiac Trajectories Identified Based on Sex and Heart Failure Outcomes 96%
- Carotid Intima-media thickness, carotid distensibility and incident heart failure in older men: The British Regional Heart Study 95%
- Fabry Cardiomyopathy: Myocardial Fibrosis, Inflammation and Down-Regulation of Mannose-6-Phosphate Receptors cause Low accessibility to Enzyme Replacement Therapy 95%
Similar papers in this journal
- Predictors and outcomes of Cardiac Dyssynchrony among patients with heart failure attending Benjamin Mkapa Hospital in Dodoma, central Tanzania: A protocol of prospective-longitudinal study 96%
- Echocardiographic characterization and markers of cardiovascular risk in adults with sickle cell disease in a Colombian tertiary referral centre: a cross-sectional study 95%
- Assessing Red Blood Cell Distribution Width in Vietnamese Heart Failure Patients: A Cross-Sectional Study 95%
Similar papers in this journal
- Left atrial strain tracks abnormal ventricular mechanics in Fabry disease 95%
- Vascular Comorbidities Worsen Prognosis of Patients with Heart Failure Hospitalized with COVID-19 94%
- Prognostic significance of BMI after PCI treatment in ST-elevation myocardial infarction A cohort study from the Swedish Coronary Angiography and Angioplasty Registry 93%
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 96%
- Higher mortality in male patients with Takotsubo cardiomyopathy appears to be related to higher complication rates 94%
Similar papers in this journal
- Electrocardiographic Abnormalities and Troponin Elevation in COVID-19 96%
- Fragmented QRS is independently predictive of long-term adverse clinical outcomes in Asian patients hospitalized for heart failure: a retrospective cohort study 95%
- Algorithm for Predicting Valvular Heart Disease from Heart Sounds in an Unselected Cohort 94%
"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.