Deepak Padmanabhan
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View article: Privacy-preserving detection of encrypted AI traffic in IoT using lightweight flow-level machine learning
Privacy-preserving detection of encrypted AI traffic in IoT using lightweight flow-level machine learning Open
The widespread integration of AI-driven services into IoT ecosystems introduces pressing cybersecurity and traffic visibility challenges—particularly in the presence of encrypted, low-latency protocols such as WebSocket Secure (WSS) and Mo…
View article: Automated Detection of Reduced Ejection Fraction Using an ECG-Enabled Digital Stethoscope
Automated Detection of Reduced Ejection Fraction Using an ECG-Enabled Digital Stethoscope Open
The CNN model, utilizing a digital stethoscope, offers a noninvasive and scalable method for early detection of individuals with EF ≤40%. This technology has the potential to facilitate early diagnosis and treatment of heart failure, there…
View article: EPCO-33. OMICON: A CLOUD PLATFORM FOR FAIR RESEARCH ON GENE COEXPRESSION NETWORKS IN NORMAL HUMAN BRAIN AND BRAIN TUMORS
EPCO-33. OMICON: A CLOUD PLATFORM FOR FAIR RESEARCH ON GENE COEXPRESSION NETWORKS IN NORMAL HUMAN BRAIN AND BRAIN TUMORS Open
Genome-wide coexpression analysis of bulk human brain samples is a powerful approach for identifying highly reproducible transcriptional signatures of cell types and cell states, since it can survey huge numbers of individuals, cells, and …
View article: Neuraxial Modulation in Electrical Storm: A Case Report
Neuraxial Modulation in Electrical Storm: A Case Report Open
Aims and background: Management of unstable and refractory electrical storm (ES) requires a multidisciplinary approach in an intensive care unit (ICU).A dysregulated autonomic system is understood to be the cause of perpetual arrhythmogene…
View article: Response to letter to editor, re‐predictors of morbidity and in‐hospital mortality following procedure‐related cardiac tamponade
Response to letter to editor, re‐predictors of morbidity and in‐hospital mortality following procedure‐related cardiac tamponade Open
We had included only the patients with cardiac tamponade, excluded those coded for pericardial effusion. The feasibility of comparison of the databases of two regions needs to be evaluated. There are some inherent limitations for the studi…
View article: Bilateral Cardiac Sympathetic Denervation for Refractory Multifocal Premature Ventricular Contractions in Patients With Nonischemic Cardiomyopathy
Bilateral Cardiac Sympathetic Denervation for Refractory Multifocal Premature Ventricular Contractions in Patients With Nonischemic Cardiomyopathy Open
BCSD is effective for the management of refractory PVCs and ventricular tachycardia who have failed previous ablation therapy.
View article: Sex disparities in outcomes of left atrial appendage occlusion
Sex disparities in outcomes of left atrial appendage occlusion Open
Background Atrial fibrillation (AF) is the most common arrhythmia in adults and is associated with an increased risk of embolic stroke. Left atrial appendage occlusion (LAAO), such as Watchman device, has demonstrated non-inferiority to an…
View article: Deep Learning Algorithms to Detect Murmurs Associated With Structural Heart Disease
Deep Learning Algorithms to Detect Murmurs Associated With Structural Heart Disease Open
Background The success of cardiac auscultation varies widely among medical professionals, which can lead to missed treatments for structural heart disease. Applying machine learning to cardiac auscultation could address this problem, but d…
View article: Predictors of morbidity and in‐hospital mortality following procedure‐related cardiac tamponade
Predictors of morbidity and in‐hospital mortality following procedure‐related cardiac tamponade Open
Background Cardiac tamponade (CT) can be a complication following invasive cardiac procedures. We assessed CT following common cardiac electrophysiology (EP) procedures to facilitate risk prediction of associated morbidity and in‐hospital …
View article: 107 Characteristics and in-hospital outcomes of gout in atrial fibrillation patients
107 Characteristics and in-hospital outcomes of gout in atrial fibrillation patients Open
Introduction There is a high burden of gout in patients with coronary heart disease, heart failure, and atrial fibrillation, given shared risk factors including inflammation, and use of therapeutic agents such as diuretics which predispose…
View article: Safety and efficacy of intra-coronary chilled saline infusion during epicardial ablation in the left ventricular summit
Safety and efficacy of intra-coronary chilled saline infusion during epicardial ablation in the left ventricular summit Open
Funding Acknowledgements Type of funding sources: None. Background The left ventricular (LV) summit is the most common epicardial site of idiopathic premature ventricular complexes (PVC) and is frequently associated with PVC-induced cardio…
View article: Feasibility and short-term outcomes of left bundle pacing in paediatric patients: a case series
Feasibility and short-term outcomes of left bundle pacing in paediatric patients: a case series Open
Funding Acknowledgements Type of funding sources: Other. Main funding source(s): Government Background Chronic RV apical pacing in pediatric patients can lead to LV dysfunction. Left bundle pacing has been shown to preserve LV function in …
View article: Inflammation begets isolated atrioventricular conduction disturbances in young an observation from indian registry data
Inflammation begets isolated atrioventricular conduction disturbances in young an observation from indian registry data Open
Background High grade AV block is less commonly encountered in patients <60 years. The aetiological role of inflammatory conditions is not well studied in this group of patients. Purpose To determine the prevalence of myocardial inflamm…
View article: Frequency of Arrhythmias and Postural Orthostatic Tachycardia Syndrome in Patients With Marfan Syndrome: A Nationwide Inpatient Study
Frequency of Arrhythmias and Postural Orthostatic Tachycardia Syndrome in Patients With Marfan Syndrome: A Nationwide Inpatient Study Open
Background Marfan syndrome (MFS) is an autosomal dominant connective tissue disorder affecting multiple systems, particularly the cardiovascular system. The leading causes of death in MFS are aortopathies and valvular disease. We wanted to…
View article: 14 Impact of epilepsy or seizures on outcomes following takotsubo cardiomyopathy
14 Impact of epilepsy or seizures on outcomes following takotsubo cardiomyopathy Open
Introduction Takotsubo cardiomyopathy (TC) is often preceded by emotional or physical stress. Literature is conflicted on the effect of epilepsy or seizures on TC. We sought to test the association of epilepsy on readmission outcomes in pa…