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Maor, Elad

0000-0002-5087-0464

Mayo Clinic

Leviev Heart Center, Sheba Medical Center, and Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel (E.M.).

Citations 14

Deep learning for atrioventricular regurgitation diagnosis: an external validation study
Cohen, Ido , Malins, Jeffrey G. , Cohen‐Shelly, Michal , Asaf, Yossi, Fiman, Michael, Faierstein, Kobi , Fisher, Lior , Sudri, Karin , Raanani, Ehud , Schwammenthal, Ehud, Klempfner, Robert , Maor, Elad , Maor, Elad

European Heart Journal - Digital Health | July 14, 2025 | Volume: 6 | Issue: 5 | Pages: 949-958

10.1093/ehjdh/ztaf078 Get It

Abstract Aims Mitral and tricuspid regurgitation (MR and TR) are common in older adults and associated with substantial morbidity and mortality. While transthoracic echocardiography (TTE) is the diagnostic gold standard, access remains limited in many care settings. Artificial intelligence (AI)–based echocardiographic analysis may help address this diagnostic gap. Methods and results We externally validated a deep learning algorithm developed by Aisap.ai using TTE studies from the Mayo Clinic Health System (2013–23). The model analyses echocardiographic images to classify atrioventricular regurgitation severity and was evaluated against cardiologist interpretations. Performance was assessed using binary (normal–mild vs. moderate–severe) and ordinal (normal, mild, moderate, severe) classification schemes. Among 1541 eligible TTEs, the model returned predictions for 578 studies (38%). Performance analysis was limited to these cases. The MR cohort included 280 studies and the TR cohort 298. For MR, the model achieved an area under the receiver operating characteristic curve (AUC) of 0.98 [95% confidence interval (CI): 0.97–0.99], with 91% accuracy, 95% sensitivity, and 89% specificity. For TR, the AUC was 0.96 (95% CI: 0.94–0.98), with 84% accuracy, 91% sensitivity, and 80% specificity. Conclusion In cases where a prediction was generated, the model demonstrated high diagnostic performance in identifying clinically significant atrioventricular regurgitation. These findings support the feasibility of AI-assisted echocardiography in diverse populations, while underscoring the need for technical alignment between model requirements and local acquisition practices to ensure real-world applicability.
Effects of Pulsed Electric Fields on the Coronary Arteries in Swine
Ladejobi, Adetola, Christopoulos, Georgios , Tan, Nicholas Y. , Ladas, Thomas P. , Tri, Jason , Zyl, Martin van , Yasin, Omar , Sugrue, Alan , Khabsa, Mariam , Uecker, Darrin, Danitz, David J., Killu, Ammar M. , Holmes, David R. , Asirvatham, Samuel J. , Munoz, Freddy Del‐Carpio , Tan, Nicholas , van Zyl, Martin , DeSimone, Christopher V , Killu, Ammar M , Maor, Elad , Holmes, David R , Asirvatham, Samuel J , Del-Carpio Munoz, Freddy , Tri, Jason A , Christopoulos, Georgios, Connolly, Richard J. , DeSimone, Christopher V. , Maor, Elad

Circulation: Arrhythmia and Electrophysiology | October 4, 2022 | Volume: 15 | Issue: 10 | Pages: No page available

10.1161/circep.121.010668 Get It

Background: Previous animal studies have shown no significant vascular injury from pulsed electrical field (PEF) ablation. We sought to assess the effect of PEF on swine coronary arteries. Methods: We performed intracoronary and epicardial (near the coronary artery) PEF ablations in swine pretreated with dual antiplatelet and antiarrhythmic therapy. Intracoronary PEF was delivered using MapiT catheters (Biotronik, Berlin), whereas epicardial PEF was delivered using EPT catheters (Boston Scientific, MA). PEF pulse duration was microseconds (Nanoknife 3.0, Angio Dynamics, NY) or nanoseconds (CellFX, Pulse Biosciences, CA). Results: We performed 39 intracoronary ablations in 10 swine and 20 epicardial-pericoronary ablations in 4 separate swine. Intracoronary PEF was delivered at higher energy compared with epicardial PEF (46 [interquartile range, IQR 20–85] J versus 10 [IQR 10–11] J, P < 0.01). Reversible coronary spasm occurred in 49% intracoronary ablations and 45% epicardial ablations ( P =0.80). At the end study, fixed coronary stenosis was demonstrated in 44% intracoronary ablations (80% for microsecond PEF and 18% for nanosecond PEF) and 0% epicardial ablations. Visible hemorrhagic and/or fibrotic myocardial lesions were observed at necropsy with similar frequency between intracoronary and epicardial PEF (45% versus 50%, P =0.70). Nanosecond PEF (49 ablations in 11 swine), when compared with microsecond PEF (10 intracoronary ablations in 3 swine), resulted in lower energy delivery (21 [IQR 10–46] J versus 129 [IQR 24–143] J, P =0.03) and less incidence of fixed coronary stenosis (18% versus 80%, P =0.04). Conclusions: In the swine model, intracoronary PEF resulted both in significant coronary spasm and fixed coronary stenosis. Epicardial PEF, delivered at lower energy, resulted in reversible spasm but no fixed coronary stenosis.
Vocal Biomarker Is Associated With Hospitalization and Mortality Among Heart Failure Patients
Maor, Elad , Perry, Daniella, Mevorach, Dana, Taiblum, Nimrod, Luz, Yotam, Mazin, Israel , Shalev, Varda , Maor, Elad , Luz, Yotam, Lerman, Amir , Koren, Gideon

Journal of the American Heart Association | April 1, 2020 | Volume: 9 | Issue: 7 | Pages: No page available

10.1161/jaha.119.013359 Get It

Background The purpose of this article is to evaluate the association of voice signal analysis with adverse outcome among patients with congestive heart failure ( CHF ). Methods and Results The study cohort included 10 583 patients who were registered to a call center of patients who had chronic conditions including CHF in Israel between 2013 and 2018. A total of 223 acoustic features were extracted from 20 s of speech for each patient. A biomarker was developed based on a training cohort of non‐ CHF patients (N=8316). The biomarker was tested on a mutually exclusive CHF study cohort (N=2267) and was evaluated as a continuous and ordinal (4 quartiles) variable. Median age of the CHF study population was 77 (interquartile range 68–83) and 63% were men. During a median follow‐up of 20 months (interquartile range 9–34), 824 (36%) patients died. Kaplan–Meier survival analysis showed higher cumulative probability of death with increasing quartiles (23%, 29%, 38%, and 54%; P <0.001). Survival analysis with adjustment to known predictors of poor survival demonstrated that each SD increase in the biomarker was associated with a significant 32% increased risk of death during follow‐up (95% CI, 1.24–1.41, P <0.001) and that compared with the lowest quartile, patients in the highest quartile were 96% more likely to die (95% CI , 1.59–2.42, P <0.001). The model consistently demonstrated an independent association of the biomarker with hospitalizations during follow‐up ( P <0.001). Conclusions Noninvasive vocal biomarker is associated with adverse outcome among CHF patients, suggesting a possible role for voice analysis in telemedicine and CHF patient care.
Sex Disparities in First Medical Contact of Patients with Suspected Acute Coronary Syndrome Using Telemedicine Technology
Maor, Elad , Abend, Yitzhak, Ganem, Diab, Kusniec, Fabio, Grosman‐Rimon, Liza , Carasso, Shemy , Amir, Offer, Maor, Elad , Elbaz‐Greener, Gabby , Lerman, Amir

Telemedicine and e-Health | April 26, 2019 | Volume: 26 | Issue: 4 | Pages: 411-418

10.1089/tmj.2019.0036 Get It

Background: Reducing door-to-balloon time may not reduce mortality, but reducing the time from symptom onset to first medical contact (FMC) may alone improve patient outcomes. The purpose of this study was to focus on analyzing sex differences in FMC call delay and its trend over the decades in patients with suspected acute coronary syndrome (ACS). Methods: Large private telemedicine data in patients with suspected ACS were used to investigate time delay in contacting a telemedicine call center. We identified 24,592 calls to a primary call center of patients with anginal symptoms and first electrocardiogram (ECG), using mobile 12-lead ECG devices. For the purpose of the current analysis, we included the first call of 14,420 patients for whom demographic, clinical ECG data were available. Results: First mobile ECG changes included suspected S-T Segment (ST) elevation in 2,220 (16%) cases, ST depression in 3,143 (22%) cases, or both in 685 (5%) patients. There were 6,721 (47%) calls to the center within less than 1 h of symptom onset. Chest pain, dyspnea, heart rate, male sex, absence of diabetes mellitus, early time period of the study, and ischemic ST segment changes on the first ECG were all independently associated with the increased likelihood of contacting the center within less than 1 h of symptom onset to FMC ( p < 0.01 for all). Conclusions: Both chest pain and ischemic ECG changes were sex dependent for early medical contact, as such factors were significant among men ( p = 0.001 and p = 0.024, respectively), but not among women ( p = 0.024). The later time period of the study was associated with a shorter time delay among women more than that of men ( p = 0.014). Women with prehospital chest pain or ischemic ST segment changes tend to seek medical help later than men. Temporal trends show attenuation of this sex disparity, with more women presenting earlier in the last decade.
Effect of percutaneous paravalvular leak closure on hemolysis
Panaich, Sidakpal , Maor, Elad , Reddy, Gautam , Raphael, Claire E. , Hagler, Donald J. , Reeder, Guy S., Rihal, Charanjit S. , Eleid, Mackram F. , Panaich, Sidakpal S , Cabalka, Allison, Hagler, Donald J , Eleid, Mackram F , Raphael, Claire , Maor, Elad , Cabalka, Allison K. , Rihal, Charanjit S.

Catheterization and Cardiovascular Interventions | October 3, 2018 | Volume: 93 | Issue: 4 | Pages: 713-719

10.1002/ccd.27917 Get It

AbstractObjectiveTo study the effect of percutaneous paravalvular leak closure on hemolysis.BackgroundAlthough transcatheter PVL closure reduces heart failure and mortality in symptomatic patients with paravalvular leaks (PVL), little is known about its effect on hemolysis.MethodsWe retrospectively analyzed patients undergoing transcatheter mitral or aortic PVL closure (January 2005–December 2016) at Mayo Clinic. Patients with anemia or abnormal hemolysis markers (LDH, haptoglobin) were included in the analysis. The primary outcome was defined as hemoglobin increase ≥ 1.5 mg/dL, decrease in LDH above median or improvement in haptoglobin. Univariate and multivariate binary logistic regression modeling were used to determine predictors of successful treatment of hemolysis.ResultsFinal study population included 168 patients (130 [77%] mitral, 38 [23%] aortic PVL). Primary outcome occurred in 70 patients (42%). Hemoglobin increased by 1.74 ± 1.69 mg/dL in patients who reached primary outcome. 57/168 (34%) patients required blood transfusion prior to PVL closure compared to 35/168 (21%) postprocedure. The mean reduction in LDH was 403 U/L. Multivariate regression showed that patients with mechanical valves were more likely to have successful outcome (P = 0.044).ConclusionPercutaneous PVL closure is associated with modest improvement in hemolysis markers, increase in hemoglobin levels and reduction in blood transfusion requirements. This benefit is most significant in patients with mechanical valves.
A hybrid technique for treatment of commissural primary mitral regurgitation
Raphael, Claire E. , Malouf, Joseph F., Maor, Elad , Panaich, Sidakpal , Pollak, Peter , Reeder, Guy S., Rihal, Charanjit S. , Eleid, Mackram F. , Panaich, Sidakpal S , Pollak, Peter M, Raphael, Claire , Maor, Elad , Rihal, Charanjit S.

Catheterization and Cardiovascular Interventions | September 23, 2018 | Volume: 93 | Issue: 4 | Pages: 692-698

10.1002/ccd.27904 Get It

AbstractBackgroundMitraClip is an effective transcatheter therapy for mitral regurgitation (MR). However, MitraClip is challenging in commissural MR and the optimal therapeutic approach is unclear.MethodsWe describe a case series of six consecutive patients with severe commissural primary mitral regurgitation who underwent MitraClip insertion followed by an Amplatzer Vascular Plug (AVP) II occluder between the commissure and the MitraClip.ResultsThe procedure was successful in all patients. MR was reduced from severe to mild/trivial in 50% and moderate in 50% of cases. On 30‐day follow‐up, NYHA class had improved from III (6 patients) to I (2 patients), II (2 patients), and III (2 patients). The mean transmitral gradient was 2.5 ± 1.8 mmHg at baseline and 4.8 ± 2.6 mmHg following the procedure. One patient developed hemolysis immediately post procedure. The other five patients remained well during a median follow‐up of 20 months (range 5–50 months) with no reported device dislodgement.ConclusionsElective treatment of severe commissural MR with a laterally or medially placed MitraClip coupled with an AVP II occluder between the clip and the commissure is feasible and safe. This approach may provide a useful management alternative in selected patients.
Elimination of Purkinje Fibers by Electroporation Reduces Ventricular Fibrillation Vulnerability
Livia, Christopher , Sugrue, Alan , Witt, Tyra A. , Polkinghorne, Murray , Maor, Elad , Behfar, Atta , Asirvatham, Samuel J. , Witt, Tyra, Polkinghorne, Murray D, Kapa, Suraj , Lehmann, Helge I, Behfar, Atta , Asirvatham, Samuel J , Livia, Christopher , Maor, Elad , Lehmann, H. Immo , DeSimone, Christopher V. , McLeod, Christopher J.

Journal of the American Heart Association | September 16, 2018 | Volume: 7 | Issue: 15 | Pages: No page available

10.1161/jaha.118.009070 Get It

Background The Purkinje network appears to play a pivotal role in the triggering as well as maintenance of ventricular fibrillation. Irreversible electroporation ( IRE ) using direct current has shown promise as a nonthermal ablation modality in the heart, but its ability to target and ablate the Purkinje tissue is undefined. Our aim was to investigate the potential for selective ablation of Purkinje/fascicular fibers using IRE . Methods and Results In an ex vivo Langendorff model of canine heart (n=8), direct current was delivered in a unipolar manner at various dosages from 750 to 2500 V, in 10 pulses with a 90‐μs duration at a frequency of 1 Hz. The window of ventricular fibrillation vulnerability was assessed before and after delivery of electroporation energy using a shock on T‐wave method. IRE consistently eradicated all Purkinje potentials at voltages between 750 and 2500 V (minimum field strength of 250–833 V/cm). The ventricular electrogram amplitude was only minimally reduced by ablation: 0.6±2.3 mV ( P =0.03). In 4 hearts after IRE delivery, ventricular fibrillation could not be reinduced. At baseline, the lower limit of vulnerability to ventricular fibrillation was 1.8±0.4 J, and the upper limit of vulnerability was 19.5±3.0 J. The window of vulnerability was 17.8±2.9 J. Delivery of electroporation energy significantly reduced the window of vulnerability to 5.7±2.9 J ( P =0.0003), with a postablation lower limit of vulnerability=7.3±2.63 J, and the upper limit of vulnerability=18.8±5.2 J. Conclusions Our study highlights that Purkinje tissue can be ablated with IRE without any evidence of underlying myocardial damage.
Intrapulmonary Vein Ablation Without Stenosis: A Novel Balloon‐Based Direct Current Electroporation Approach
Witt, Chance M. , Sugrue, Alan , Padmanabhan, Deepak , Vaidya, Vaibhav R. , Gruba, Sarah M., Rohl, James, Killu, Ammar M. , Naksuk, Niyada , Pederson, Joanne, Suddendorf, Scott H., Ladewig, Dorothy J., Maor, Elad , Holmes, David R. , Asirvatham, Samuel J. , Vaidya, Vaibhav, Suddendorf, Scott, Kapa, Suraj , Asirvatham, Samuel J , Maor, Elad , DeSimone, Christopher V.

Journal of the American Heart Association | July 9, 2018 | Volume: 7 | Issue: 14 | Pages: No page available

10.1161/jaha.118.009575 Get It

Background Current thermal ablation methods for atrial fibrillation, including radiofrequency and cryoablation, have a suboptimal success rate. To avoid pulmonary vein (PV) stenosis, ablation is performed outside of the PV, despite the importance of triggers inside the vein. We previously reported on the acute effects of a novel direct current electroporation approach with a balloon catheter to create lesions inside the PVs in addition to the antrum. In this study, we aimed to determine whether the effects created by this nonthermal ablation method were associated with irreversible lesions and whether PV stenosis or other adverse effects occurred after a survival period. Methods and Results Initial and survival studies were performed in 5 canines. At the initial study, the balloon catheter was inflated to contact the antrum and interior of the PV. Direct current energy was delivered between 2 electrodes on the catheter in ECG‐gated 100 μs pulses. A total of 10 PVs were treated demonstrating significant acute local electrogram diminution (mean amplitude decrease of 61.2±19.8%). After the survival period (mean 27 days), computed tomography imaging showed no PV stenosis. On histologic evaluation, transmural, although not circumferential, lesions were seen in each treated vein. No PV stenosis or esophageal injury was present. Conclusions Irreversible, transmural lesions can be created inside the PV without evidence of stenosis after a 27‐day survival period using this balloon‐based direct current ablation approach. These early data show promise for an ablation approach that could directly treat PV triggers in addition to traditional PV antrum ablation.
Irreversible electroporation for the treatment of cardiac arrhythmias
Sugrue, Alan , Maor, Elad , Ivorra, Antoni , Vaidya, Vaibhav R. , Witt, Chance M. , Asirvatham, Samuel J. , Vaidya, Vaibhav, Witt, Chance, Kapa, Suraj , Asirvatham, Samuel J , Maor, Elad

Expert Review of Cardiovascular Therapy | March 29, 2018 | Volume: 16 | Issue: 5 | Pages: 349-360

10.1080/14779072.2018.1459185 Get It

Procedural trends, outcomes, and readmission rates pre‐and post‐FDA approval for MitraClip from the National Readmission Database (2013–14)
Panaich, Sidakpal , Arora, Shilpkumar , Badheka, Apurva, Kumar, Varun , Maor, Elad , Raphael, Claire E. , Deshmukh, Abhishek , Reeder, Guy S., Eleid, Mackram F. , Rihal, Charanjit S. , Panaich, Sidakpal S, Raphael, Claire , Eleid, Mackram F , Panaich, Sidakpal S , Maor, Elad , Rihal, Charanjit S.

Catheterization and Cardiovascular Interventions | November 20, 2017 | Volume: 91 | Issue: 6 | Pages: 1171-1181

10.1002/ccd.27366 Get It

AbstractBackgroundThere are sparse clinical data on the procedural trends, outcomes and readmission rates following FDA approval and expansion of Transcatheter mitral valve repair/MitraClip®. Whether a complex new technology can be disseminated safely and quickly is controversial.MethodsThe study cohort was derived from the National Readmission Data (NRD) 2013–14. MitraClip® was identified using appropriate International Classification of Diseases, 9th Revision, Clinical Modification (ICD‐9‐CM) codes. The primary outcome was a composite of in‐hospital mortality + procedural complications. Secondary outcome included 30‐day readmissions. Hierarchical two level logistic models were used to evaluate study outcomes.ResultsOur analysis included 2003 MitraClip® procedures. Overall in‐hospital mortality was 3.9%. As expected, there was a significant increase in procedural volume post‐FDA approval. Importantly, a corresponding downward trend in mortality and procedural complications was observed. Significant predictors of in‐hospital mortality and procedural complications included the use of vasopressors (P <0.001) and hemodynamic support (P < 0.001). Higher hospital volume (≥10 MitraClips/year) was associated with lower in‐hospital mortality and complications (P = 0.02). There were 304 (15.1%) 30‐day readmissions, with heart failure being the most common cause of readmission. Elective procedures had lower in‐hospital mortality (P < 0.001) and lower readmission rates (P = 0.011) compared with nonelective procedures.ConclusionA significant increase in MitraClip® procedural volumes occurred post‐FDA approval. Overall morbidity and mortality were low and trended downwards. Hospital procedure volume ≥10 cases were associated with lower mortality and overall complication rates. These data suggest a successful roll out of a very complex novel structural heart procedure.