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Farina, Juan M

0000-0002-5824-8485

Mayo Clinic

Mayo Clinic in Arizona

Citations 46

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.
Sudden Cardiac Arrest in Basketball and Soccer Stadiums, the Role of Automated External Defibrillators: A Review. For the BELTRAN Study (BaskEtbaLl and soccer sTadiums: Registry on Automatic exterNal defibrillators)
Bassi, Mario D. , Farina, Juan M. , Bombau, Jorge, Maurice, Marío Fitz , Bortman, Guillermo , Núñez, Elaine , Márquez, Manlio F. , Bornancini, Norberto , Baranchuk, Adrián , defibrillators), BELTRAN Study (BaskEtbaLl and soccer sTadiums: Registry on Automatic exterNal, Baranchuk, Adrian , Farina, Juan M , defibrillators), BELTRAN Study (BaskEtbaLl and soccer sTadiums: Registry on Automatic exterNal

Arrhythmia & Electrophysiology Review | January 31, 2023 | Volume: 12 | Issue: No issue available | Pages: No page available

10.15420/aer.2022.30 Get It

Sudden cardiac arrest (SCA) during sports events has a dramatic impact on stadium-goers and the public and is often associated with poor outcomes unless treated with an automated external defibrillator (AED). Despite this, stadiums vary in AED use. This review aims to identify the risks and incidences of SCA, and the use of AEDs in soccer and basketball stadiums. A narrative review of all relevant papers was conducted. Athletes across all sports face an SCA risk of 1:50,000 athlete-years, with the greatest risk of SCA in young male athletes (1:35,000 person-years) and black male athletes (1:18,000 person-years). Africa and South America have the poorest soccer SCA outcomes at 3% and 4% survival. AED use on-site improves survival greater than defibrillation by emergency services. Many stadiums do not have AEDs implemented into medical plans and the AEDs are often unrecognisable or are obstructed. Therefore, AEDs should be used on-site, use clear signalling, have certified trained personnel, and be incorporated into stadiums’ medical plans.
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.
Right atrial collapse in the absence of pericardial effusion
Farina, Juan M. , Jaroszewski, Dawn E. , Aly, Mohamed R., Botros, Michael, Chaliki, Hari P. , Farina, Juan M

European Heart Journal - Cardiovascular Imaging | November 9, 2022 | Volume: 24 | Issue: 1 | Pages: e21-e21

10.1093/ehjci/jeac208 Get It

Neglected Tropical Diseases and Sudden Cardiac Death: The NET-Heart Project
Miranda‐Arboleda, Andrés F. , González-Barrera, Luis Gerardo , Liblik, Kiera , Farina, Juan M. , Zaidel, Ezequiel , Saldarriaga, Clara , Zhou, Zier , Al-Rawi, Reem , Juárez-Lloclla, Jorge P., Gupta, Shyla, Kumar, Rajesh, Sosa-Liprandi, Álvaro , Farina, Juan M , Juarez-Lloclla, Jorge , López-López, José , Prabhakaran, Dorairaj , Baranchuk, Adrián

Reviews in Cardiovascular Medicine | July 19, 2022 | Volume: 23 | Issue: 7 | Pages: No page available

10.31083/j.rcm2307254 Get It

Sudden cardiac death (SCD) is responsible for approximately 6% of global mortality and 25% of cardiovascular (CV) deaths. SCD has been traditionally linked to coronary artery disease, valvular heart disease, cardiomyopathies, and genetic arrhythmia disorders. However, advancements in care for these diseases have not translated to a proportional reduction in SCD. This suggests an important role of underrecognized contributing pathologies. Neglected tropical diseases (NTDs) are a group of illnesses prevalent in tropical and sub-tropical regions which have been understudied partially due to their high prevalence in marginalized populations. The relationship between SCD and Chagas disease has been well-established, though emerging literature suggests that other NTDs with CV involvement may lead to fatal arrhythmias. Additionally, specific therapies for a subset of NTDs put patients at increased risk of malignant arrhythmias and other cardiac complications. This review aims to summarize the association between a group of selected NTDs and SCD.
Cardiopulmonary Outcomes After the Nuss Procedure in Pectus Excavatum
Jaroszewski, Dawn E. , Farina, Juan M. , Gotway, Michael B., Stearns, Joshua D., Peterson, Michelle A., Pulivarthi, Venkata S. K. K., Bostoros, Peter, Abdelrazek, Ahmad S., Gotimukul, Ashwini, Majdalany, David S., Wheatley, Courtney M. , Wheatley-Guy, Courtney M , Arsanjani, Reza , Farina, Juan M , Jaroszewski, Dawn E. , Gotway, Michael B., Stearns, Joshua D., Peterson, Michelle A., Pulivarthi, Venkata S. K. K., Bostoros, Peter, Abdelrazek, Ahmad , Gotimukul, Ashwini, Majdalany, David S.

Journal of the American Heart Association | April 4, 2022 | Volume: 11 | Issue: 7 | Pages: No page available

10.1161/jaha.121.022149 Get It

Background Pectus excavatum is the most common chest wall deformity. There is still controversy about cardiopulmonary limitations of this disease and benefits of surgical repair. This study evaluates the impact of pectus excavatum on the cardiopulmonary function of adult patients before and after a modified minimally invasive repair. Methods and Results In this retrospective cohort study, an electronic database was used to identify consecutive adult (aged ≥18 years) patients who underwent cardiopulmonary exercise testing before and after primary pectus excavatum repair at Mayo Clinic Arizona from 2011 to 2020. In total, 392 patients underwent preoperative cardiopulmonary exercise testing; abnormal oxygen consumption results were present in 68% of patients. Among them, 130 patients (68% men, mean age, 32.4±10.0 years) had post‐repair evaluations. Post‐repair tests were performed immediately before bar removal with a mean time between repair and post‐repair testing of 3.4±0.7 years (range, 2.5–7.0). A significant improvement in cardiopulmonary outcomes ( P <0.001 for all the comparisons) was seen in the post‐repair evaluations, including an increase in maximum, and predicted rate of oxygen consumption, oxygen pulse, oxygen consumption at anaerobic threshold, and maximal ventilation. In a subanalysis of 39 patients who also underwent intraoperative transesophageal echocardiography at repair and at bar removal, a significant increase in right ventricle stroke volume was found ( P <0.001). Conclusions Consistent improvements in cardiopulmonary function were seen for pectus excavatum adult patients undergoing surgery. These results strongly support the existence of adverse cardiopulmonary consequences from this disease as well as the benefits of surgical repair.