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Abraham, Bishoy

https://orcid.org/0000-0001-7600-4049

Mayo Clinic

Mayo Clinic Hospital

Citations 12

Impact of transcatheter edge to edge repair in functional mitral regurgitation and cardiac resynchronization‐therapy nonresponders
Abraham, Bishoy , Suppah, Mustafa , Elbanna, Mostafa , Kaldas, Sara, Fortuin, F. David , Sweeney, John , Ayoub, Chadi , Sell-Dottin, Kristen, Megaly, Michael S. , Alsidawi, Said , Alkhouli, Mohamad , Sell‐Dottin, Kristen , Chao, Chieh‐Ju , Arsanjani, Reza

Catheterization and Cardiovascular Interventions | August 15, 2024 | Volume: 104 | Issue: 4 | Pages: 829-836

10.1002/ccd.31190 Get It

AbstractBackgroundDespite optimal medical therapy and cardiac resynchronization therapy (CRT), significant functional mitral regurgitation (MR) persisted in 30% of the patients and labeled as CRT nonresponders.AimsWe sought to study the impact of transcatheter edge‐to‐edge repair (TEER) in patients with symptomatic grade III and IV functional MR despite CRT.MethodsA retrospective analysis was conducted of all patients who had prior CRT for at least 6 months and underwent TEER for significant residual functional MR (grade ≥3) and symptomatic heart failure (HF) at our institution. The primary outcomes were the change in New York Heart Association classification (NYHA), MR grade, echo parameters, and NT‐ProBNP from baseline to 1‐year post‐procedure.ResultsA total of 28 patients were identified, mean age of 73 ± 6.7 years and 89% males. Procedure success was achieved in all patients. At 1‐year follow‐up, patients had lower MR grade (median 2, IQR 1 [1,2] vs. 4, IQR 1 [3,4]; p < 0.001), NYHA class (median 2, IQR 1 [2,3] vs. 3, IQR 1 [3,4]; p < 0.001), and NT‐ProBNP (7658 ± 11322 vs. 3760 ± 4431; p = 0.035) compared to before the TEER procedure. The left ventricular end‐diastolic volume (255 ± 59 vs. 244 ± 66 mm; p = 0.016) and the right ventricular systolic pressure (52 ± 14 mmHg vs. 37 ± 13 mmHg, <0.001) decreased.ConclusionPatients who remain symptomatic after CRT with severe functional MR had improved functional status and MR grade at 1‐year following TEER. There was a signal toward reverse remodeling.
Disproportionately high aortic valve calcium scores in atrial fibrillation: implications for transcatheter aortic valve replacement
Masson, Rajeev , Holmes, David R. , Klanderman, Molly, Abraham, Bishoy , Morsy, Mahmoud , Fortuin, F. David , Sweeney, John P., Sell-Dotten, Kristen, Alsidawi, Said , Alsidawi, Said , Nkomo, Vuyisile T. , Pislaru, Sorin V. , Arsanjani, Reza , Chao, Chieh‐Ju

European Heart Journal - Cardiovascular Imaging | April 26, 2024 | Volume: 25 | Issue: 9 | Pages: 1264-1275

10.1093/ehjci/jeae113 Get It

Abstract Aims Doppler mean gradient (MG) can underestimate aortic stenosis (AS) severity in patients with atrial fibrillation (AF) compared with patients with sinus rhythm (SR), potentially delaying intervention in AF. This study compared outcomes in patients with AF and SR following transcatheter aortic valve replacement (TAVR) and investigated delay in TAVR based on computed tomography aortic valve calcium score (AVCS). Methods and results Patients who underwent TAVR from 2013 to 2017 for native valve severe AS were identified from an institutional database. Baseline characteristics and overall survival were compared between those with SR and AF. There were 820 patients (mean age 81 years; 41.6% females) included in this study. AF was present in 356 patients. Patients with AF were older (82.2 vs. 80.5, P = 0.003) and had a lower MG compared with patients with SR (42.0 vs. 44.9, P = 0.002) with similar indexed aortic valve area (0.4 vs. 0.4, P = 0.17). Median AVCS was higher in AF (males: AF 2850.0 vs. SR 2561.0, P = 0.044; females: AF 1942.0 vs. SR 1610.5, P = 0.025). Projected AVCS, assuming the same age of diagnosis, was similar between AF and SR. Median survival post-TAVR was worse in AF compared with SR (3.2 vs. 5.4 years, log rank P &lt; 0.001). AF, lower MG, higher right ventricular systolic pressure, dialysis, diabetes, and significant tricuspid regurgitation were associated with higher mortality (P &lt; 0.05 for all). Conclusion Older age and higher AVCS in patients with AF compared with those with SR suggest that AS was both underestimated and more advanced at TAVR referral.
Abstract 14172: Surgical Aortic Valve Replacement Using Contemporary Mechanical versus Bioprosthetic Valves in Patients Aged 50 to 70 Years: Long-Term Outcomes
Fath, Ayman R , Aglan, Amro , Eldaly, Abdullah S. , Abraham, Bishoy , Almomani, Ahmed A.

Circulation | December 19, 2023 | Volume: 148 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.148.suppl_1.14172 Get It

Background: Choosing either a mechanical or a bioprosthetic valve during surgical aortic valve replacement (AVR) in middle-aged patients is still controversial, especially with contemporary advancements in valve technology. Aims: To evaluate long-term survival and major morbidity in patients aged 50-70 years undergoing AVR using contemporary mechanical and bioprosthetic valves. Methods: A retrospective study was performed using the TriNetX global database to identify patients aged 50 to 70 years who had primary isolated surgical AVR from 2014 to 2020. Patients who had transcatheter AVR, concomitant, or prior cardiac surgery were excluded. Patients were stratified into 2 groups: mechanical and bioprosthetic. A 1:1 propensity-score matching was performed to control for baseline differences between the two cohorts. The primary endpoint was all-cause mortality and secondary endpoints were stroke, major bleeding, and reoperation over a follow-up period of 8 years. Results: A total of 1,138 propensity-matched patients were included in each group. There was no significant difference in survival, stroke, or reoperation rates between the two groups. Survival probability at the end of the follow-up period was 76.6% in the mechanical group and 80.1% in the bioprosthetic group (HR, 0.946 [95% CI, 0.702, 1.276]) (Figure 1). A total of 137(12%) vs 119 (10.4%) patients had stroke in the mechanical vs the bioprosthetic group, respectively (HR, 1.08 [95% CI, 0.851-1.392]). A total of 19 (1.7%) vs 17 (1.5%) patients had reoperation in the mechanical, and the bioprosthetic valve group, respectively (HR, 1.01 [95% CI, 0.526, 1.951]). There were higher major bleeding events in the mechanical group, 266 (23.4%) vs 163 (14.3%) in the bioprosthetic group, (HR, 1.64 [95% CI, 1.353, 1.999]). Conclusion: Contemporary bioprosthetic valves could be a reasonable option for AVR in patients aged 50 to 70 years with less major bleeding risk and similar survival, stroke, and reoperation rates.
Abstract 13182: Comparison of Actual and Theoretical Aortic Valve Calcium Score to Assess TAVR Referral Delay in Patients With Atrial Fibrillation
Masson, Rajeev , Abraham, Bishoy , Holmes, David R. , Klanderman, Molly, Morsey, Mahmoud, Fortuin, F. David , Nkomo, Vuyisile T. , Pislaru, Sorin V. , Arsanjani, Reza , Chao, Chieh‐Ju , Sell‐Dottin, Kristen , Baqal, Omar J , Sweeney, John, Alsidawi, Said

Circulation | December 19, 2023 | Volume: 148 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.148.suppl_1.13182 Get It

Introduction: Doppler mean gradient (MG) can underestimate the severity of aortic stenosis (AS) in patients with atrial fibrillation (AF) compared to patients in sinus rhythm (SR). Patients with AF and severe AS may experience delayed diagnosis and more advanced disease at time of referral for transcatheter aortic valve replacement (TAVR). Methods: Patients who underwent TAVR from 2013 to 2017 for native valve severe AS were identified from an institutional database. MG and aortic valve calcium score (AVCS) at time of referral were compared in patients in AF and SR. Retrospective theoretical AVCS in AF patients were derived assuming an average progression of 152 AU/year (published data). Results: There were 820 patients included; mean age was 81.3+/- 8.2 years and 41.6% were female. AF was present in 356 patients at time of referral. Patients in AF were older (82.2 vs. 80.5, p = 0.003), had lower MG compared to SR patients (42.0 vs. 44.9, p = 0.002) and a lower peak velocity (4.1 vs. 4.2, p = 0.010) with a similar indexed aortic valve area (0.4 vs. 0.4, p = 0.17). Stratified by sex, the median calcium score for AF patients was higher (by around 300 AU) among both males (AF 2850.0 vs. SR 2561.0, p = 0.044) and females (AF 1942.0 vs. 1610.5, p = 0.025) ( figure 1 ). A density plot of retrospective theoretical AVCS in AF patients (projected assuming referral to TAVR approximately two years prior) resulted in nearly identical median AVCS between the two cohorts ( figure 2 ). Conclusions: Older age and higher AVCS in patients with AF compared to SR suggests that AS was both underestimated and more advanced at time of referral to TAVR. Patients in AF may have severe AS as early as 2 years prior to TAVR referral.
Abstract 11144: Cardiac Imaging Procedural Volume and Reimbursement Among Medicare Beneficiaries During Covid-19 Pandemic: An Observational Study From 2018 to 2020
Fath, Ayman R , Aglan, Amro , Olagunju, Abdulbaril , Abraham, Bishoy , Eldaly, Abdullah S. , Kamar, Juan, Mihyawi, Nawfal, Khurana, Aditya

Circulation | June 15, 2023 | Volume: 146 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.146.suppl_1.11144 Get It

Introduction: The COVID-19 pandemic has had major impacts on all healthcare services, including cardiac imaging. In this study, we investigate annual changes in cardiac imaging procedural volume and reimbursement among Medicare Beneficiaries (MB) from 2018 to 2020. Methods: We used the Center of Medicare and Medicaid Services database to identify a 100% sample of MB who underwent cardiac imaging procedures from 2018 to 2020. Using the Current Procedural Terminology (CPT) codes, we identified transthoracic echocardiogram (TTE), transesophageal echocardiogram (TEE), stress echocardiogram, and nuclear stress test procedures. We examined each procedure’s total, inpatient (facility), and outpatient (non-facility) annual volumes per 1,000 MB. We also examined the total annual Medicare reimbursement per imaging type during that period. We compared annual changes in volumes and total reimbursement between two-time intervals: 2018-2019 and 2019-2020. Results: All annual cardiac imaging procedural volumes decreased significantly in 2020 compared to 2019 ( P<0.001 ). The biggest change was observed in TEE, which decreased by 29.20%, followed by stress echocardiography (26.01%), nuclear stress test (22.96%), and TTE (10.68%). The decrease was more evident in the inpatient setting. Inpatient stress echocardiography decreased by 27.04% (vs 23.82% in the outpatient setting), nuclear stress test decreased by 24.82% (vs 20.66%), and TTE decreased by 11.03% (vs 9.58%). There was also a significant reduction in total annual reimbursement for all procedures in 2020 compared to 2019 ( P=0.0015 ). Stress echocardiogram, nuclear stress test, TEE, and TTE reimbursement decreased by 28.08%, 24.00%, 21.11%, and 15.79%, respectively. Conclusions: The COVID-19 pandemic was associated with a significant and abrupt reduction in annual cardiac imaging procedural volumes and total reimbursement among MB in both inpatient and outpatient settings.
The impact of moderate aortic stenosis in acute myocardial infarction: A multicenter retrospective study
Abraham, Bishoy , Fath, Ayman R. , Abdou, Merna , Elbanna, Mostafa , Suppah, Mustafa, Sleem, Mohamed, Eldaly, Abdullah S. , Aly, Mohamed , Agasthi, Pradyumna , Fortuin, David, Sabbagh, Abdallah El , Holmes, David R. , Fath, Ayman, Eldaly, Abdullah , El Sabbagh, Abdallah , Holmes, David R , Brilakis, Emmanouil S , Megaly, Michael S. , Farina, Juan M. , Aly, Mohamed, Chao, Chieh‐Ju , Alsidawi, Said , Alkhouli, Mohamad , Brilakis, Emmanouil S. , Arsanjani, Reza

Catheterization and Cardiovascular Interventions | May 5, 2023 | Volume: 102 | Issue: 1 | Pages: 159-165

10.1002/ccd.30676 Get It

AbstractBackgroundAortic stenosis (AS) is associated with myocardial ischemia through different mechanisms and may impair coronary arterial flow. However, data on the impact of moderate AS in patients with acute myocardial infarction (MI) is limited.AimsThis study aimed to investigate the impact of moderate AS in patients presenting with acute myocardial infarction (MI).MethodsWe conducted a retrospective analysis of all patients who presented with acute MI to all Mayo Clinic hospitals, using the Enterprise Mayo PCI Database from 2005 to 2016. Patients were stratified into two groups: moderate AS and mild/no AS. The primary outcome was all cause mortality.ResultsThe moderate AS group included 183 (13.3%) patients, and the mild/no AS group included 1190 (86.7%) patients. During hospitalization, there was no difference between both groups in mortality. Patients with moderate AS had higher in‐hospital congestive heart failure (CHF) (8.2% vs. 4.4%, p = 0.025) compared with mild/no AS patients. At 1‐year follow‐up, patients with moderate AS had higher mortality (23.9% vs. 8.1%, p < 0.001) and higher CHF hospitalization (8.3% vs. 3.7%, p = 0.028). In multivariate analysis, moderate AS was associated with higher mortality at 1‐year (odds ratio 2.4, 95% confidence interval [1.4–4.1], p = 0.002). In subgroup analyses, moderate AS increased all‐cause mortality in STEMI and NSTEMI patients.ConclusionThe presence of moderate AS in acute MI patients was associated with worse clinical outcomes during hospitalization and at 1‐year follow‐up. These unfavorable outcomes highlight the need for a close follow‐up of these patients and for timely therapeutic strategies to best manage these coexisting conditions.
Developing an Echocardiography-Based, Automatic Deep Learning Framework for the Differentiation of Increased Left Ventricular Wall Thickness Etiologies
Chao, Chieh‐Ju , Jeong, Jiwoong , Farina, Juan M. , Seri, Amith Reddy , Barry, Timothy , Newman, Hana , Campany, Megan , Abdou, Merna , O’Shea, Michael , Smith, Sean D. , Abraham, Bishoy, Hosseini, Seyedeh Maryam , Wang, Yuxiang , Lester, Steven J., Alsidawi, Said , Wilansky, Susan , Steidley, Eric, Rosenthal, Julie , Appleton, Christopher P., Shen, Win‐Kuang , Grogan, Martha , Kane, Garvan C. , Oh, Jae K. , Patel, Bhavik N. , Arsanjani, Reza , Banerjee, Imon , O’Shea, Michael , Chao, Chieh-Ju , Jeong, Jiwoong Jason, Farina, Juan M , Seri, Amith R, Barry, Timothy , O'Shea, Michael, Smith, Sean , Hosseini, Seyedeh Maryam , Lester, Steven, Alsidawi, Said , Arsanjani, Reza , Banerjee, Imon , Li, James , O’Shea, Michael, Abraham, Bishoy

Journal of Imaging | February 20, 2023 | Volume: 9 | Issue: 2 | Pages: 48

10.3390/jimaging9020048 Get It

Aims:Increased left ventricular (LV) wall thickness is frequently encountered in transthoracic echocardiography (TTE). While accurate and early diagnosis is clinically important, given the differences in available therapeutic options and prognosis, an extensive workup is often required to establish the diagnosis. We propose the first echo-based, automated deep learning model with a fusion architecture to facilitate the evaluation and diagnosis of increased left ventricular (LV) wall thickness. Methods and Results: Patients with an established diagnosis of increased LV wall thickness (hypertrophic cardiomyopathy (HCM), cardiac amyloidosis (CA), and hypertensive heart disease (HTN)/others) between 1/2015 and 11/2019 at Mayo Clinic Arizona were identified. The cohort was divided into 80%/10%/10% for training, validation, and testing sets, respectively. Six baseline TTE views were used to optimize a pre-trained InceptionResnetV2 model. Each model output was used to train a meta-learner under a fusion architecture. Model performance was assessed by multiclass area under the receiver operating characteristic curve (AUROC). A total of 586 patients were used for the final analysis (194 HCM, 201 CA, and 191 HTN/others). The mean age was 55.0 years, and 57.8% were male. Among the individual view-dependent models, the apical 4-chamber model had the best performance (AUROC: HCM: 0.94, CA: 0.73, and HTN/other: 0.87). The final fusion model outperformed all the view-dependent models (AUROC: HCM: 0.93, CA: 0.90, and HTN/other: 0.92). Conclusion: The echo-based InceptionResnetV2 fusion model can accurately classify the main etiologies of increased LV wall thickness and can facilitate the process of diagnosis and workup.
Impact of Persistent Iatrogenic Atrial Septal Defect following MitraClip
Seri, Amith Reddy , Abraham, Bishoy, Farina, Juan M. , Fennelly, Evelyn , Campany, Megan , Pereyra, Milagros , Said, Ebram F, Kenyon, Courtney , Fath, Ayman R. , Smith, Sean D. , Buckner‐Petty, Skye , Rayfield, Corbin, Fortuin, David, Sweeney, John P., Eleid, Mackram F. , Rihal, Charanjit S. , Holmes, David R. , Pollak, Peter , Sabbagh, Abdallah El , Oh, Jae K. , Arsanjani, Reza , Seri, Amith , Farina, Juan M , Pereyra, Milagros , Smith, Sean , Buckner-Petty, Skye, Rayfield, Corbin A, Pollak, Peter M, Arsanjani, Reza , Kenyon, Courtney R , Chao, Chieh‐Ju , Abraham, Bishoy , Yang, Eric H. , Alkhouli, Mohamad , Rihal, Charanjit S.

Journal of Cardiovascular Development and Disease | December 23, 2022 | Volume: 10 | Issue: 1 | Pages: 1

10.3390/jcdd10010001 Get It

Background: Prior studies have reported conflicting results of persistent iatrogenic atrial septal defect (iASD) and its impact following a transcatheter edge-to-edge repair (TEER) procedure. This study aims to evaluate the incidence of iASD and its clinical and hemodynamic impact after a TEER. Methods: Consecutive patients who underwent a TEER procedure from June 2014 to September 2020 at the Mayo Clinic were identified. The presence of iASD was retrospectively identified on post-procedure transthoracic echocardiography (TTE) to group patients into an iASD+ group and an iASD− group for comparison of prognosis and cardiac function. Results: A total of 316 patients were included; the mean age was 79.1 ± 9.1 years, and 67.7% were male. Persistent iASD was diagnosed in 108 (34.2%) patients. There was no difference concerning all-cause mortality, heart failure hospitalization, and stroke/TIA between groups at follow-up (median follow-up of 9 months). Post-procedure TTE demonstrated no differences regarding right ventricle (RV) and left ventricle (LV) dimensions and function, including TAPSE (15.2 ± 4.6 vs. 15.4 ± 5.5 mm, p = 0.875), and LV ejection fraction (51.1 ± 14.0% vs. 51.3 ± 13.9%, p = 0.933). However, patients with iASD had higher RV systolic pressure (48.7 ± 14.4 vs. 45.5 ± 14.5 mmHg, p = 0.042) compared with patients without iASD. Conclusion: Notwithstanding higher RV pressures, patients with persistent iASD had no hemodynamic compromise and an equal prognosis compared with those without a residual atrial defect after a TEER procedure. These findings support the mid-term safety of procedures in which an interatrial defect needs to be created and would argue against the need for interventional closure.
Variations in atrial fibrillation ablation utilization and reimbursement among medicare beneficiaries: an observational study from 2013 to 2019
Fath, Ayman R. , Abuasbeh, Jumanah, Abraham, Bishoy , Abusaleh, Rami, Olagunju, Abdulbaril , Aglan, Amro , Eldaly, Abdullah S. , Mirza, G, Khurana, Aditya, Abusaleh, Rami

European Heart Journal | October 15, 2022 | Volume: 43 | Issue: Supplement_2 | Pages: No page available

10.1093/eurheartj/ehac544.538 Get It

Abstract Background Atrial fibrillation (AF) pulmonary vein isolation ablation has been utilized increasingly yet variably in the USA. Purpose To identify variations in AF ablation utilization and reimbursement among Medicare beneficiaries (MB). Methodology We used a 100% sample of MB who underwent AF ablation from 2013 to 2019. We stratified data geographically (Northeast, South, West, and Midwest), identified the mean AF prevalence and the number of AF ablations per 100,000 MB, and examined the correlation between AF prevalence and ablation. We also examined the number of cardiologists performing AF ablation per 100,000 MB and the average number of AF ablation per individual cardiologist (ablation/cardiologist), as well as average submitted charge (ASC) for AF ablation. Additionally, we stratified data per urban versus rural areas as well as the gender of performing cardiologists and examined ablation/cardiologist and the ASC. Results Geographic analysis: The mean AF prevalence, the rates AF ablation per 100,000 MB, the number of cardiologists per 100,000 MB, and ablation/cardiologist have shown a steady increase in all regions across years. In all years, the mean AF prevalence was significantly different among regions with the highest prevalence in the Northeast and the lowest in the West (all P&lt;0.001), however, there was no significant difference in the rates of AF ablation per 100,000 MB (all P≥0.056). There was significant correlation between AF prevalence and ablation only in the Midwest and the West, with 46.4% and 43.4% positive correlation respectively (P≤0.0001). The number of cardiologists performing AF ablation per 100,000 MB was not significantly different among regions in all years (All P≥0.48), however, ablation/cardiologist was significantly higher in the West and the South compared to the Northeast and the Midwest (All P&lt;0.0001). On the contrary, the ASC has shown steady decrease in all regions. The ASC was significantly different among regions in all year (all P≤0.003) with higher ASC in the Midwest and the Northeast compared to the south and the West. Urban vs rural analysis: Ablation/cardiologist was not significantly different between urban and rural areas in all years (all P≥0.068) except in 2013 when it was significantly higher in urban areas (P=0.004). The ASC was significantly higher in rural areas only in 2015 and 2019 (P=0.037 and P=0.029 respectively) however, there was no significant difference in the rest of the years (P≥0.07). Gender analysis: Ablation/cardiologist was not significantly different between male and female cardiologists in all years (P≥0.056) except in 2017 when the average was significantly higher per male cardiologists (P=0.007). The ASC was not significantly different in all years (P≥0.362). Conclusion There are variations in AF ablation utilization and reimbursement among MB in the USA according to geographic, urban and rural regions, and the gender of performing cardiologists. Funding Acknowledgement Type of funding sources: None.
Developing an Echocardiography-Based, Automatic Deep Learning Framework for the Differentiation of Increased Left Ventricular Wall Thickness Etiologies
Banerjee, Imon , Jeong, Jiwoong , R, Amith Seri, Barry, Timothy , Neuman, Hana, Campany, Megan , Abdou, Merna , O'Shea, Michael P., Smith, Sean B. , Abraham, Bishoy , Hosseini, Seyedeh Maryam , Wang, Yuxiang , Lester, Steven J., Wilansky, Susan , Steidley, Eric, Rosenthal, Julie , Appleton, Christopher, Shen, Win‐Kuang , Grogan, Martha , Kane, G C, Oh, Jae K. , Patel, Bhavik N. , Banerjee, Imon , Li, James , Chao, Chieh‐Ju , O’Shea, Michael, Alsidawi, Said , Oh, Jae K. , Arsanjani, Reza

No container title available | September 7, 2022 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.22541/au.166257188.84471102/v1 Get It

Aims Increased LV wall thickness is frequently encountered in transthoracic echocardiography (TTE). While accurate and early diagnosis is clinically important, given the differences in available therapeutic options and prognosis, an extensive workup is often required to establish the diagnosis. We propose the first echo-based, automated deep learning model with a fusion architecture to facilitate the evaluation and diagnosis of increased left ventricular (LV) wall thickness. Methods and Results Patients with an established diagnosis of increased LV wall thickness (hypertrophic cardiomyopathy (HCM), cardiac amyloidosis (CA), and hypertensive heart disease (HTN)/others) between 1/2015 to 11/2019 at Mayo Clinic Arizona were identified. The cohort was divided into 80%/10%/10% for training, validation, and testing sets, respectively. Six baseline TTE views were used to optimize a pre-trained InceptionResnetV2 model. Each model output was used to train a meta-learner under a fusion architecture. Model performance was assessed by multiclass area under the receiver operating characteristic curve (AUROC). A total of 586 patients were used for the final analysis (194 HCM, 201 CA, and 191 HTN/others). The mean age was 55.0 years, and 57.8% were male. Among the individual view-dependent models, the apical 4 chamber model had the best performance (AUROC: HCM: 0.94, CA: 0.73, and HTN/other: 0.87). The final fusion model outperformed all the view-dependent models (AUROC: CA: 0.90, HCM: 0.93, and HTN/other: 0.92). Conclusion The echo-based InceptionResnetV2 fusion model can accurately classify the main etiologies of increased LV wall thickness and can facilitate the process of diagnosis and workup.