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Kapa, Suraj

https://orcid.org/0000-0003-2283-4340

Mayo Clinic

Mayo Clinic

Citations 124

Unipolar Voltage Mapping to Predict Recovery of Left Ventricular Ejection Fraction in Patients With Recent-Onset Nonischemic Cardiomyopathy
Chaumont, Corentin , Peyster, Eliot , Siontis, Konstantinos C. , Muser, Daniele , Markman, Timothy M. , Pathak, Rajeev K. , Oraii, Alireza, Rodríguez-Queraltó, Oriol , Anselme, Frédéric , Peyster, Eliot G , Kapa, Suraj , Markman, Timothy M , Pathak, Rajeev K , Anselme, Frédéric , Marchlinski, Francis E , Muser, Daniele , Kapa, Suraj , Oraii, Alireza , Margulies, Kenneth B. , Marchlinski, Francis E. , Frankel, David S.

Circulation | November 14, 2024 | Volume: 151 | Issue: 6 | Pages: 368-378

10.1161/circulationaha.124.070501 Get It

BACKGROUND: The ability to predict recovery of left ventricular ejection fraction (LVEF) in response to guideline-directed therapy among patients with nonischemic cardiomyopathy is desired. We sought to determine whether left ventricular endocardial unipolar voltage measured during invasive electroanatomic mapping could be used to predict LVEF recovery among those with recent-onset nonischemic cardiomyopathy. METHODS: We analyzed the left ventricular voltage maps of patients included in the eMAP trial (Electrogram-Guided Myocardial Advanced Phenotyping; NCT03293381), a prospective, nonrandomized, interventional trial conducted at 2 institutions between 2017 and 2020. Patients had recent-onset nonischemic cardiomyopathy defined by LVEF ≤45% and development of symptoms or signs of heart failure within the past 6 months. Detailed voltage maps of the left ventricular endocardium were generated using the Carto electroanatomic mapping system. Abnormal unipolar amplitude was defined as <8.27 mV. The primary end point was recovery of LVEF (Recovery) defined by a 1-year LVEF ≥50% or ≥45% with ≥10% increase from baseline. RESULTS: Of the 29 enrolled patients (median age, 49 years [25th percentile, 39; 75th percentile, 59], 8 females [27.6%]), LVEF recovered in 13 (44.8%) by 1-year follow-up. The percentage of total endocardial surface area with unipolar voltage abnormality (AUA) was significantly lower among Recovery patients than No Recovery patients (18.2% [25th percentile, 6.4; 75th percentile, 22.4] versus 80.0% [25th percentile, 29.5; 75th percentile, 90.9]; P =0.004). Percent AUA was associated with lower likelihood of Recovery (odds ratio, 0.64 per 10% increase in AUA; 95% CI, 0.47–0.88; P =0.006). A 28% cutoff value for percent AUA was 92% sensitive and 75% specific with an area under the receiver operating characteristic curve of 0.81 (95% CI, 0.63–0.99; P =0.001) for predicting recovery versus no recovery. The majority of patients (12 of 13; 92.3%) with a percent AUA >28% did not recover. CONCLUSIONS: Left ventricular unipolar voltage abnormality is a potent predictor of LVEF recovery among patients recently diagnosed with nonischemic cardiomyopathy. Detailed left ventricular unipolar voltage mapping could therefore be used as a valuable prognostic tool in guiding treatment decisions.
Abstract 4136452: Acute Cardiac Function Change After Catheter Ablation of Ventricular Arrhythmias in Patients with Arrhythmogenic Right Ventricular Cardiomyopathy
Davis, Nathaniel E , Sugrue, Alan , Siontis, Konstantinos C. , Giudicessi, John R. , Bois, John P. , Chang, Ian C , Friedman, Paul A. , Killu, Ammar M. , Ezzeddine, Fatima M. , Kapa, Suraj , Kowlgi, Gurukripa N. , Asirvatham, Samuel J.

Circulation | November 13, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4136452 Get It

Introduction: Arrhythmogenic right ventricular cardiomyopathy (ARVC) is a genetic disorder characterized by fibrofatty replacement of myocardial tissue, creating areas of electrical heterogeneity and increasing the risk of ventricular arrhythmias (VAs) and sudden cardiac death (SCD). Catheter ablation is commonly performed in patients with arrhythmogenic right ventricular cardiomyopathy (ARVC) for management of ventricular arrhythmias (VAs). Whether catheter ablation affects cardiac function post-procedurally is uncertain. Research Question: Does catheter ablation for ARVC result in acute change in cardiac function? Goals/Aims: To assess the impact of catheter ablation for VAs on cardiac function in the acute post-procedure setting. Methods: This retrospective study included patients with ARVC who underwent catheter ablation for VAs at Mayo Clinic. Cardiac function was assessed on pre- and post-procedure transthoracic echocardiograms (TTEs). Post-procedure TTEs were obtained within 4 weeks after the ablation procedure. Right ventricular (RV) enlargement and systolic dysfunction were evaluated as continuous variables (0=none, 1=mild, 2=mild-moderate, 3=moderate, 4=moderate-severe, 5=severe). Results: The study included 32 patients who underwent a total of 44 ablations. Mean age at the time of ablation was 49±16 years, and 24 (75%) were male. After a mean follow-up duration of 2.6±5.5 days, there was a significant worsening in mean RV dysfunction (1.6±1.5 to 2.0±1.4, P = 0.001). There were no significant changes in mean left ventricular ejection fraction (LVEF), left ventricular (LV) dimensions, and RV size. 6 (14%) patients had a >5% decline in LVEF, and 14 (32%) patients had worsening RV function. Transient inotropic support was required in 4 (9%) patients. Conclusion(s): This study is the first to assess the acute impact of catheter ablation for VAs on cardiac function in ARVC patients. These results underscore the importance of careful post-procedure monitoring and planning of the ablation target in these patients to avoid excessive ablation and therefore impairment in cardiac function.
Abstract 4123956: Upgrade to Implantable Cardioverter-Defibrillator in Patients Diagnosed with Cardiac Sarcoidosis after Permanent Pacemaker Implantation for High-Grade Atrioventricular Block
Austin, Brett C , Rosenbaum, Andrew , Giudicessi, John R. , Bois, John P. , Bratcher, Melanie, Deshmukh, Abhishek , Siontis, Konstantinos C. , AbouEzzeddine, Omar F. , Kapa, Suraj

Circulation | November 13, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4123956 Get It

Introduction: Unexplained high-grade AV block (AVB) in patients age <65 years is among the salient features of cardiac sarcoidosis (CS). Guidelines recommend that CS patients with high-grade AVB should receive an implantable cardioverter-defibrillator (ICD) or cardiac resynchronization therapy-defibrillator (CRT-D) rather than a permanent pacemaker (PPM). However, in clinical practice, CS may be recognized after PPM implantation for high-grade AVB. Aims: To evaluate the characteristics and outcomes of patients diagnosed with CS after PPM implantation for high-grade AVB and assess the decision-making and rationale for upgrade to ICD/CRT-D. Methods: Retrospective review of the Mayo Clinic Sarcoid Registry (n=848) was performed to identify all patients for which a PPM was implanted for high-grade AVB prior to the diagnosis of CS. Baseline clinical and imaging characteristics were collected during index evaluation at our institution. Decision-making for ICD upgrade, lead management strategy, immunosuppression initiation, and outcomes were assessed. Results: Overall, 29 of 848 (3.4%) of CS patients (62% probable/definite CS; 77% male; median (IQR) age 56 (48-61) years; and median (IQR) LVEF 58% (50-62) received a PPM for high-grade AVB prior to a CS diagnosis. Median (IQR) interval between PPM implant and index evaluation was 10 (3-23) months. Eight of 29 patients underwent upgrade to ICD (n=4) or CRT-D (n=4). Among them, the pacing lead was extracted in 4. All patients were upgraded for primary prevention of sudden cardiac death (SCD), with 3 of them also having LVEF<50% requiring upgrade to CRT-D. Twenty-two (79%) patients in the total cohort were treated with immunosuppression. During median (IQR) follow-up 37 months (11-74), 1 patient in the upgrade group had sustained VT appropriately treated with anti-tachycardia pacing. No events were documented among patients in the non-upgrade group. At last follow-up, 6 (75%) patients in the upgrade group and 12 (57%) in the non-upgrade group were pacemaker dependent. Median LVEF change was 0% in patients who underwent upgrade to CRT-D and –0.2% in those who underwent upgrade to ICD or no upgrade. Conclusions: In this cohort of patients diagnosed with CS several months after a PPM had been implanted for high-grade AVB, incident VT/VF was infrequent with contemporary CS management. In the absence of other SCD risk factors, CS patients who received a PPM for high-grade AVB prior to their CS diagnosis may not require ICD upgrade.
Abstract 4136926: Premature Ventricular Complexes and Nonsustained Ventricular Tachycardia in Cardiac Sarcoidosis
Melo, Jose de, Debertin, Julia , Rosenbaum, Andrew , Bois, John P. , Deshmukh, Abhishek , Siontis, Konstantinos C. , Melo, Jose F de , Castrichini, Matteo , AbouEzzeddine, Omar F. , Kapa, Suraj , Asirvatham, Samuel J.

Circulation | November 11, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4136926 Get It

Introduction: The prevalence and prognostic significance of PVC and NSVT in cardiac sarcoidosis (CS), especially in patients with normal or mildly decreased LV function, are not well known and were investigated in the current study. Methods: We included 192 patients with definite and probable CS with LVEF>35%, no prior history of VT/VF or sudden cardiac death, who underwent up to 48 hours of Holter monitoring. They were followed retrospectively for the composite endpoint of sustained VT/VF, advanced heart failure therapy, and all-cause mortality. We performed multivariable analysis for the association of PVC burden and NSVT with the composite endpoint. Covariates were considered if they were present in at least 95% of the study sample and were significantly associated with the composite endpoint in univariable analysis. Results: The median PVC burden in the overall population was 0.3% (IQR 0.02-2.5%) and 36 (18.8%) patients had a PVC burden ≥5%. Sixty-two (32.3%) patients had NSVT detected during monitoring. The PVC burden and prevalence of NSVT in patient subgroups are shown in Figures 1 and 2. A total of 33 (17.2%) patients experienced one of the composite endpoints at a median follow-up of 3 years. In the multivariable analysis (Figure 3), PVC burden ≥5% versus <5% (HR 3.96 [1.19, 5.97], p-value <0.01) and presence of NSVT (HR 4.55 [2.09, 9.94], p-value <0.01) were associated with the composite outcome. Conclusion: Our results suggest that a high PVC burden and the presence of NSVT carry isolated prognostic value in CS. In addition, ventricular ectopy does not appear to be an indicator of disease activity based on abnormal uptake on PET scan.
Machine-learning models to predict the risk of recurrent VT following catheter ablation in patients with structural heart disease
Futela, Pragyat , Woelber, Tiffany, Amin, Hina , Heybati, Kiyan , Pradeep, Aishwarya , Deshmukh, A J, Kowlgi, Gurukripa Narayan, Behera, G, Prasitlumkum, Narut , Karikalan, Suganya Arunachalam , Kapa, Suraj , Kowlgi, Gurukripa N.

European Heart Journal | October 28, 2024 | Volume: 45 | Issue: Supplement_1 | Pages: No page available

10.1093/eurheartj/ehae666.674 Get It

Abstract Background Ventricular tachycardia (VT) is a life-threatening arrhythmia that can complicate structural heart disease. While catheter ablation is effective in treating this condition, the recurrence of VT after the procedure continues to be a concern. Consequently, there is a need for a reliable system to evaluate the likelihood of arrhythmia recurrence following an ablation. Objective To predict recurrence or repeat ablation after a VT catheter ablation procedure using machine learning (ML) models. Methods We conducted a single-center, retrospective study of all patients undergoing catheter ablation for scar-related VT between 2012 and 2022. Data collected included demographics, comorbidities, medications, relevant laboratory abnormalities, electrocardiograms, echocardiograms, detailed procedural characteristics, and outcomes. Python version 3.8.5 for exploratory data analysis (EDA) and visualization. Using six different ML models from the training set (90:10 split), we used 34 variables to predict the primary outcome, including VT recurrence or repeat catheter ablation. The accuracy of these models was compared using ROC curves based on their performance on the test set. Results Out of 508 VT ablation procedures, 261 experienced a recurrence. Support Vector Classifier (SVM) performed the best, having an AUC of 0.73, followed by logistic regression at 0.69 (Figure A). SVM yielded sensitivity, specificity, positive and negative predictive values of 0.73, 0.73, 0.79, and 0.67, respectively. The F1 score was 0.70. Among the factors with the highest feature importance in the model, the most influential variable was the proceduralist’s experience level, followed by QRS width at baseline, LVEF, and patient’s age (Figure B). Conclusion Our model can predict recurrent VT after ablation with reasonable accuracy, outperforming the existing clinical risk scores significantly. Larger training sample sizes will help achieve more robust ML models and improve predictive accuracy further.Figure A: ROC curve depicting the AUROCB. Feature importance graph
Predictors of Mortality by an Artificial Intelligence Enhanced Electrocardiogram Model for Cardiac Amyloidosis
Amadio, Jennifer M. , Grogan, Martha, Lopez‐Jimenez, Francisco, AbouEzzeddine, Omar F. , Lin, Grace , Dasari, Surendra , Borgeson, Daniel D., Friedman, Paul A. , Gertz, Morie A., Murphree, Dennis H. , AbouEzzeddine, Omar, AbouEzzeddine, Omar F , Grogan, Martha , Muchtar, Eli , López-Jiménez, Francisco , Attia, Zachi I. , Kapa, Suraj , Gertz, Morie A. , Dispenzieri, Angela

ESC Heart Failure | August 31, 2024 | Volume: 12 | Issue: 1 | Pages: 677-682

10.1002/ehf2.15061 Get It

Abstract Aims We aim to determine if our previously validated, diagnostic artificial intelligence (AI) electrocardiogram (ECG) model is prognostic for survival among patients with cardiac amyloidosis (CA). Methods A total of 2533 patients with CA (1834 with light chain amyloidosis (AL), 530 with wild-type transthyretin amyloid protein (ATTRwt) and 169 with hereditary transthyretin amyloid (ATTRv)] were included. An amyloid AI ECG (A2E) score was calculated for each patient reflecting the likelihood of CA. CA stage was calculated using the European modification of the Mayo 2004 criteria for AL and Mayo stage for transthyretin amyloid (ATTR). Risk of death was modelled using Cox proportional hazards, and Kaplan–Meier was used to estimate survival. Results Median age of the cohort was 67 [inter-quartile ratio (IQR) 59, 74], and 71.6% were male. The median overall survival for the cohort was 35.6 months [95% confidence interval (CI) 32.3, 39.5]. For AL, ATTRwt and ATTRv, respectively, median survival was 22.9 (95% CI 19.2, 28.2), 47.2 (95% CI 43.4, 52.3) and 61.4 (95% CI 48.7, 75.9) months. On univariate analysis, an increasing A2E score was associated with more than a two-fold risk of all-cause death. On multivariable analysis, the A2E score retained its importance with a risk ratio of 2.0 (95% CI 1.58, 2.55) in the AL group and 2.7 (95% CI 1.81, 4.24) in the ATTR group. Conclusions Among patients with AL and ATTR amyloidosis, the A2E model helps to stratify risk of CA and adds another dimension of prognostication.
Substrate Characterization and Outcomes of Ventricular Tachycardia Ablation in Amyloid Cardiomyopathy: A Multicenter Study
Compagnucci, Paolo , Russo, Antonio Dello, Gasperetti, Alessio , Schiavone, Marco , Sehrawat, Ojasav , Hasegawa, Kanae , Liang, Jackson J. , Fazia, Vincenzo Mirco La , Bogun, Frank , Stevenson, William G. , Siontis, Konstantinos C. , Tandri, Harikrishna , Natale, Andrea , Mohanty, Sanghamitra , Liang, Jackson , Kapa, Suraj , La Fazia, Vincenzo Mirco , Stevenson, William , Tondo, Claudio , Siontis, Konstantinos C , Santangeli, Pasquale , Natale, Andrea , Casella, Michela , Compagnucci, Paolo , Russo, Antonio Dello, Kapa, Suraj , Tondo, Claudio , Santangeli, Pasquale

Circulation: Arrhythmia and Electrophysiology | August 22, 2024 | Volume: 17 | Issue: 9 | Pages: No page available

10.1161/circep.124.012788 Get It

BACKGROUND: Sustained ventricular tachycardia (VT) in cardiac amyloidosis is uncommon, and the substrate and outcomes of catheter ablation are not defined. METHODS: We included 22 consecutive patients (mean age, 68±10 years; male sex, 91%) with cardiac amyloidosis (ATTR [transthyretin], n=16; light chain, n=6) undergoing catheter ablation for VT/ventricular fibrillation (VF) between 2013 and 2023 in a retrospective, observational, international study. The primary efficacy outcome was recurrent VT/VF during follow-up, while the primary safety end point included major procedure-related adverse events. RESULTS: The indication for ablation was drug-refractory VT in 17 patients (77%), and premature ventricular complex–initiated polymorphic VT/VF in 5 patients (23%). Catheter ablation was performed using endocardial (n=17.77%) or endo-epicardial approaches (n=5.23%). Complete endocardial electroanatomical voltage maps of the left and right ventricles were obtained in 17 (77%) and 10 (45%) patients, respectively. Each patient had evidence of low-voltage areas, most commonly involving the interventricular septum (n=16); late potentials were recorded in 16 patients (73%). A median of 1 (1–2) VT was inducible per patient; 12 of the 26 mappable VTs (46%) originated from the interventricular septum. Complete procedural success was achieved in 16 patients (73%), with 4 (18%) major procedure-related adverse events. After a median follow-up of 32 (14–42) months, sustained VT/VF recurrence was observed in 9 patients (41%); survival free from VT/VF recurrence was 56% (95% CI, 36%–86%) at 36-month follow-up, and most patients remained on antiarrhythmic drugs. A significant reduction in per patient implantable cardioverter defibrillator therapies was noted in the 6-month period after ablation (before: 6 [4–9] versus after: 0 [0–0]; P <0.001). In multivariable analysis, complete procedural success was associated with reduced risk of recurrent VT/VF (hazard ratio, 0.002; P =0.034). CONCLUSIONS: Catheter ablation can achieve control of recurrent VT/VF in more than half of patients with cardiac amyloidosis, and the reduction in VT/VF burden post-ablation may be relevant for quality of life. Septal substrate and risk of procedure-related complications challenge successful management of patients with cardiac amyloidosis and VT/VF.
Abstract 9213: Effect of Ai-Enabled Ecg Screening for Low Ef in Patients With Different Socioeconomic Status
Inselman, Jonathan , Rushlow, David , Thacher, Thomas D., Behnken, Emma , Bernard, Matthew , Rosas, Steven , Akfaly, Abdulla , Misra, Artika , Molling, Paul , Krien, Joseph, Siontis, Konstantinos C. , Friedman, Paul, Kurani, Shaheen , McCoy, Rozalina G. , Foss, Randy , Barry, Barbara , Kapa, Suraj , Gersh, Bernard J. , Pellikka, Patricia A. , López-Jiménez, Francisco , Attia, Zachi I. , Halamka, John , Noseworthy, Peter A. , Yao, Xiaoxi

Circulation | April 23, 2024 | Volume: 144 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.144.suppl_1.9213 Get It

Introduction: Asymptomatic LV systolic dysfunction is often underdiagnosed, leading to missed opportunities for treatment. In a recently completed pragmatic RCT, an AI algorithm performed on the ECGs ordered as part of routine practice increased early diagnosis of low EF. The current study aimed to understand whether the effectiveness of the AI algorithm integrated into routine care differed by the socioeconomic status of the patient. Methods: The main findings of the RCT were previously published. Clinicians in the intervention group had access to AI results (i.e., a positive or negative screening result, with positive results indicating a high likelihood of low EF). When a positive result was found, clinicians in the intervention group received an alert that encouraged them to order TTE if considered clinically appropriate. Clinicians in the control group did not have access or received alerts. Area deprivation index (ADI) was used to measure area-level social determinants of health. This study included 16,992 patients (control 8,225; intervention: 8,767) who had ECG performed for any indications between 8/5/2019 and 3/31/2020, no prior HF, and a valid address to derive ADI. The primary endpoint was a new diagnosis of EF≤50% within 3 months. Results: The mean age was 60.5±17.6 y. AI increased the diagnosis of low EF in the overall cohort (OR 1.42 [1.13, 1.78], p=0.01). The magnitude of benefit was greater in patients with higher socioeconomic status, e.g., living in an area that is less deprived (OR 1.88 [1.16, 3.05]), with higher median income, lower poverty rate, higher education level, better housing conditions, and higher proportion of white-collar workers, although the interaction was not statistically significant (Figure). Conclusions: AI enables early diagnosis of low EF and the magnitude of benefit might be numerically greater in patients with higher socioeconomic status, possibly due to variations in access to or referral for subsequent testing.
Abstract 14178: Artificial Intelligence (AI)-ECG Derived Biological Age Identifies Accelerated Aging in the Lamin A/C Gene ( LMNA ) Mutations
Shelly, Shahar, Milone, Margherita , Chacin‐Suarez, Audry , Cohen‐Shelly, Michal , Medina-inojosa, Jose, Chahal, Anwar, Friedman, Paul A. , Lopez‐Jimenez, Francisco, Medina‐Inojosa, José R. , Kapa, Suraj , Attia, Zachi I. , Somers, Virend K. , López-Jiménez, Francisco

Circulation | April 23, 2024 | Volume: 144 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.144.suppl_1.14178 Get It

Introduction: LMNA encodes the nuclear envelope proteins lamin A/C that are involved in ageing processes. Mutations in LMNA cause a spectrum of phenotypes which include muscular dystrophy, arrhythmogenic dilated cardiomyopathy, peripheral neuropathy, progeroid syndrome and overlap syndrome. Early diagnosis is crucial to prevent sudden cardiac death. We hypothesized that LMNA mutations result in an ECG biological age older than chronological age. Methods: In this study, we used AI-enabled ECG network to investigate standard digital 12-lead ECGs in genetically characterized LMNA patients. Results: We identified 33 LMNA patients with 331, 12-lead ECG available for analysis. Median age at symptoms onset was 23.5 (range: <1 to 61 years;15 females). Mean follow up time was 86 months (range: <1 to 367 months). Symptoms at onset included muscle weakness (n=10) or cardiac symptoms (n=18) and asymptomatic (n=5). We included a total of 1532 age sex matched controls. We found significant differences in positive age-gap (biologically older than chronological age) comparing LMNA patients (median of 17.5) versus controls (4.9 years; p<0.001, Figure 1 ). AI-ECG age with 10 years or higher age-gap was observed in 73% of LMNA patients compared to 27% in the controls (p<0.001). Consecutive serial analysis for all ECG’s in the study versus predicted age showed faster aging when comparing the rates of age-gap overtime in the LMNA group compared to controls (p<0.0001, Figure 2 ). Moreover, the subset analysis of 23 ECG in the 5 asymptomatic patients versus controls also showed significantly higher AI-ECG age-gap (p=0.004) Conclusions: An AI-ECG algorithm to detect biological age effectively demonstrates accelerated aging in patients with LMNA mutations related to physiological aging. Our findings further validate the role of AI-ECG to detect accelerated aging, expanding previous studies demonstrating higher mortality among individuals with in increased positive age-gap.