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Farina, Juan M.

https://orcid.org/0000-0002-5824-8485

Mayo Clinic

Mayo Clinic in Arizona

Citations 109

Role of Genetics in Diagnosis and Management of Hypertrophic Cardiomyopathy: A Glimpse into the Future
Abbas, Mohammed Tiseer , Ali, Nima Baba , Farina, Juan M. , Mahmoud, Ahmed , Pereyra, Milagros , Scalia, Isabel G. , Kamel, Moaz, Barry, Timothy , Lester, Steven J., Cannan, Charles R., Mital, Rohit , Wilansky, Susan , Freeman, William K., Alsidawi, Said , Arsanjani, Reza , Baba Ali, Nima, Kamel, Moaz A, Alsidawi, Said , Arsanjani, Reza , Farina, Juan M , Pereyra, Milagros , Mahmoud, Ahmed K , Scalia, Isabel G , Abbas, Mohammed Tiseer , Chao, Chieh‐Ju

Biomedicines | March 19, 2024 | Volume: 12 | Issue: 3 | Pages: 682

10.3390/biomedicines12030682 Get It

Hypertrophic cardiomyopathy (HCM) is the most common inherited cardiomyopathy. It follows an autosomal dominant inheritance pattern in most cases, with incomplete penetrance and heterogeneity. It is familial in 60% of cases and most of these are caused by pathogenic variants in the core sarcomeric genes (MYH7, MYBPC3, TNNT2, TNNI3, MYL2, MYL3, TPM1, ACTC1). Genetic testing using targeted disease-specific panels that utilize next-generation sequencing (NGS) and include sarcomeric genes with the strongest evidence of association and syndrome-associated genes is highly recommended for every HCM patient to confirm the diagnosis, identify the molecular etiology, and guide screening and management. The yield of genetic testing for a disease-causing variant is 30% in sporadic cases and up to 60% in familial cases and in younger patients with typical asymmetrical septal hypertrophy. Genetic testing remains challenging in the interpretation of results and classification of variants. Therefore, in 2015 the American College of Medical Genetics and Genomics (ACMG) established guidelines to classify and interpret the variants with an emphasis on the necessity of periodic reassessment of variant classification as genetic knowledge rapidly expands. The current guidelines recommend focused cascade genetic testing regardless of age in phenotype-negative first-degree relatives if a variant with decisive evidence of pathogenicity has been identified in the proband. Genetic test results in family members guide longitudinal clinical surveillance. At present, there is emerging evidence for genetic test application in risk stratification and management but its implementation into clinical practice needs further study. Promising fields such as gene therapy and implementation of artificial intelligence in the diagnosis of HCM are emerging and paving the way for more effective screening and management, but many challenges and obstacles need to be overcome before establishing the practical implications of these new methods.
The prognostic value of artificial intelligence to predict cardiac amyloidosis in patients with severe aortic stenosis undergoing transcatheter aortic valve replacement
Pereyra, Milagros , Mahmoud, Ahmed K., Galasso, Francesca , Killian, Michael , Suppah, Mustafa, Kenyon, Courtney , Koepke, Laura, Padang, Ratnasari , Sweeney, John P., Fortuin, F. David , Eleid, Mackram F. , Steidley, D. Eric , Scott, Luis R. , Grogan, Martha , Rosenthal, Julie , Mahmoud, Ahmed , Pereyra, Milagros , Killian, Michael E, Kenyon, Courtney R, Koepke, Laura M, Padang, Ratnasari , Steidley, David E, Lopez-Jimenez, Francisco , Rosenthal, Julie L., Mahmoud, Ahmed K , Farina, Juan M. , Scalia, Isabel G. , Chao, Chieh‐Ju , Sell‐Dottin, Kristen , Fonseca, Rafaël , López-Jiménez, Francisco , Attia, Zachi I. , Dispenzieri, Angela , Arsanjani, Reza

European Heart Journal - Digital Health | March 11, 2024 | Volume: 5 | Issue: 3 | Pages: 295-302

10.1093/ehjdh/ztae022 Get It

Abstract Aims Cardiac amyloidosis (CA) is common in patients with severe aortic stenosis (AS) undergoing transcatheter aortic valve replacement (TAVR). Cardiac amyloidosis has poor outcomes, and its assessment in all TAVR patients is costly and challenging. Electrocardiogram (ECG) artificial intelligence (AI) algorithms that screen for CA may be useful to identify at-risk patients. Methods and results In this retrospective analysis of our institutional National Cardiovascular Disease Registry (NCDR)-TAVR database, patients undergoing TAVR between January 2012 and December 2018 were included. Pre-TAVR CA probability was analysed by an ECG AI predictive model, with >50% risk defined as high probability for CA. Univariable and propensity score covariate adjustment analyses using Cox regression were performed to compare clinical outcomes between patients with high CA probability vs. those with low probability at 1-year follow-up after TAVR. Of 1426 patients who underwent TAVR (mean age 81.0 ± 8.5 years, 57.6% male), 349 (24.4%) had high CA probability on pre-procedure ECG. Only 17 (1.2%) had a clinical diagnosis of CA. After multivariable adjustment, high probability of CA by ECG AI algorithm was significantly associated with increased all-cause mortality [hazard ratio (HR) 1.40, 95% confidence interval (CI) 1.01–1.96, P = 0.046] and higher rates of major adverse cardiovascular events (transient ischaemic attack (TIA)/stroke, myocardial infarction, and heart failure hospitalizations] (HR 1.36, 95% CI 1.01–1.82, P = 0.041), driven primarily by heart failure hospitalizations (HR 1.58, 95% CI 1.13–2.20, P = 0.008) at 1-year follow-up. There were no significant differences in TIA/stroke or myocardial infarction. Conclusion Artificial intelligence applied to pre-TAVR ECGs identifies a subgroup at higher risk of clinical events. These targeted patients may benefit from further diagnostic evaluation for CA.
Identifying the Causes of Unexplained Dyspnea at High Altitude Using Normobaric Hypoxia with Echocardiography
Stepánek, Jan , Farina, Juan M. , Mahmoud, Ahmed , Alsidawi, Said , Barry, Timothy , Pereyra, Milagros , Scalia, Isabel G. , Abbas, Mohammed Tiseer , Wraith, Rachel, Brown, Lisa , Radavich, Michael S., Curtisi, Pamela J., Hartzendorf, Patricia C., Lasota, Elizabeth M., Umetsu, Kyley N., Karlson, Kristin E., Breznak, Karen K., Fortuin, David, Lester, Steven J., Arsanjani, Reza , Alsidawi, Said , Barry, Timothy , Pereyra, Milagros , Scalia, Isabel G , Abbas, Mohammed Tiseer , Wraith, Rachel E, Brown, Lisa S, Peterson, Jill M, Breznak, Karen, Fortuin, David F, Arsanjani, Reza , Farina, Juan M , Mahmoud, Ahmed K , Stepánek, Jan , Chao, Chieh‐Ju , Peterson, Jill M.

Journal of Imaging | January 31, 2024 | Volume: 10 | Issue: 2 | Pages: 38

10.3390/jimaging10020038 Get It

Exposure to high altitude results in hypobaric hypoxia, leading to physiological changes in the cardiovascular system that may result in limiting symptoms, including dyspnea, fatigue, and exercise intolerance. However, it is still unclear why some patients are more susceptible to high-altitude symptoms than others. Hypoxic simulation testing (HST) simulates changes in physiology that occur at a specific altitude by asking the patients to breathe a mixture of gases with decreased oxygen content. This study aimed to determine whether the use of transthoracic echocardiography (TTE) during HST can detect the rise in right-sided pressures and the impact of hypoxia on right ventricle (RV) hemodynamics and right to left shunts, thus revealing the underlying causes of high-altitude signs and symptoms. A retrospective study was performed including consecutive patients with unexplained dyspnea at high altitude. HSTs were performed by administrating reduced FiO2 to simulate altitude levels specific to patients’ history. Echocardiography images were obtained at baseline and during hypoxia. The study included 27 patients, with a mean age of 65 years, 14 patients (51.9%) were female. RV systolic pressure increased at peak hypoxia, while RV systolic function declined as shown by a significant decrease in the tricuspid annular plane systolic excursion (TAPSE), the maximum velocity achieved by the lateral tricuspid annulus during systole (S’ wave), and the RV free wall longitudinal strain. Additionally, right-to-left shunt was present in 19 (70.4%) patients as identified by bubble contrast injections. Among these, the severity of the shunt increased at peak hypoxia in eight cases (42.1%), and the shunt was only evident during hypoxia in seven patients (36.8%). In conclusion, the use of TTE during HST provides valuable information by revealing the presence of symptomatic, sustained shunts and confirming the decline in RV hemodynamics, thus potentially explaining dyspnea at high altitude. Further studies are needed to establish the optimal clinical role of this physiologic method.
Comparative analysis of Attention-based CNN andViT for processing ECG image data in joint fusion
Thakur, Arjun, Holmes, David R. , Fortuin, David, Banerjee, Imon , Banerjee, Imon , Agasthi, Pradyumna , Chao, Chieh‐Ju , Farina, Juan M. , Holmes, David R. , Arsanjani, Reza

No container title available | January 29, 2024 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-3892330/v1 Get It

Abstract Percutaneous Coronary Intervention (PCI) is a widely utilized standard ofcare and efficacious intervention in the management of coronary artery disease,improving prognosis and symptoms for many patients. Prediction of post-PCIoutcomes contributes to effective patient management and quality improvementinitiatives in healthcare. Our study focuses on comparative performance analysisfor state-of-the-art vision transformer (ViT) and convolutional neural network(CNN) on multimodal data analysis in a joint fusion framework. We integrateimages of electrocardiogram (ECG) data and tabular electronic health records(EHR) to predict 3 clinically relevant post-PCI (6 months) endpoints - heart failure hospitalization, all-cause mortality, and ischemic stroke. To design a comparativemodel for ViT, we proposed a new joint fusion architecture that consistsof a convolutional neural network (CNN) with a convolutional block attentionmodule (CBAM). The learned representations are combined at an intermediatelayer followed by processing these representations using a fully connectedlayer. The proposed model demonstrates excellent performance with the highestAUROC scores of 0.849, 0.913, and 0.794 for predicting heart failure hospitalization,all-cause mortality, and stroke, respectively. Surpassing the baseline EHRmodel and ViT, the proposed CNN+CBAM fusion model showcases superiorpredictive capabilities for heart failure prediction.
Unscheduled Emergency Department Revisits Within 48 Hours of Discharge
Ratti, María Florencia Grande , Martingano, Ignacio , Otero, Paula Daniela, Otero, Carlos , Rubin, Luciana, Luna, Daniel , Esteban, Jorge Ariel, Pedretti, Ana Soledad , Rodríguez, María de la Paz , Cid, Micaela Sanchez Del, Martínez, Bernardo , Farina, Juan María, Farina, Juan M.

Studies in Health Technology and Informatics | January 25, 2024 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.3233/shti230976 Get It

This study aimed to analyze early revisits (within 48 hours of discharge) in an Emergency Department. Among the 178,295 visits, 11,686 were revisits, resulting in a rate of 6.55% (95%CI 6.43-6.67). A total of 1,410 revisits required hospitalization, and 252 were due to preventable errors (17.87%). These errors were mainly related to an inadequate therapeutic plan at discharge (47.22%), an incomplete diagnostic process (29.37%), and misdiagnoses (13.10%). These findings represent a technology-enabled clinical audit tool. Electronic Healthcare Records have the potential to: provide quality metrics of hospital performance, help to keep revisit rates updated (assessment through a real-time dashboard), and improve clinical management (by transparency initiatives about errors, and a supportive learning environment regarding lessons learned).
Current Management and Future Directions for Pulmonary Arterial Hypertension Associated with Congenital Heart Disease
Mahmoud, Ahmed , Abbas, Mohammed Tiseer , Kamel, Moaz, Farina, Juan M. , Pereyra, Milagros , Scalia, Isabel G. , Barry, Timothy , Marcotte, François , Scott, Robert L. , Majdalany, David , Arsanjani, Reza , Kamel, Moaz A, Majdalany, David S , Arsanjani, Reza , Farina, Juan M , Pereyra, Milagros , Mahmoud, Ahmed K , Scalia, Isabel G , Abbas, Mohammed Tiseer , Chao, Chieh‐Ju

Journal of Personalized Medicine | December 20, 2023 | Volume: 14 | Issue: 1 | Pages: 5

10.3390/jpm14010005 Get It

Current management of patients with congenital heart disease has increased their survival into adulthood. This is accompanied by potential cardiac complications, including pulmonary hypertension associated with congenital heart disease (PAH-CHD). PAH-CHD constitutes a challenging subgroup of pulmonary hypertension and requires expert management to improve quality of life and prognosis. Novel agents have shown a significant improvement in morbidity and mortality in patients with pulmonary arterial hypertension. However, the long-term effects of these medications on PAH-CHD patients remain somewhat uncertain, necessitating treatment plans largely founded on the clinical experience of the healthcare providers. The aim of this review is to summarize the current evidence and future perspectives regarding treatment strategies for PAH-CHD to help better guide management of this complex disease.
Abstract 14695: Artificial Intelligence Applied to the Electrocardiogram Predicts Outcomes in Patients With Severe Aortic Stenosis and Potential Cardiac Amyloidosis Undergoing Transcatheter Aortic Valve Replacement
Pereyra, Milagros , Galasso, Francesca , Killian, Michael , Suppah, Mustafa, Sweeney, John P., Fortuin, F. David , Rosenthal, Julie , Pereyra, Milagros , Farina, Juan M. , Mahmoud, Ahmed , Scalia, Isabel G. , Chao, Chieh‐Ju , Arsanjani, Reza

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

10.1161/circ.148.suppl_1.14695 Get It

Introduction: Cardiac amyloidosis (CA) has been suggested to be common (up to 16%) in patients with severe aortic stenosis (AS) undergoing transcatheter aortic valve replacement (TAVR). CA has poorer outcomes and its assessment in all TAVR patients may be costly and challenging. Hypothesis: CA may be screened for with an artificial intelligence (AI) clinical predictive model applied to pre-TAVR ECGs, and high probability (>50%) for CA may be associated with worse clinical outcomes. Methods: In this retrospective analysis of the Mayo institutional National Cardiovascular Disease Registry (NCDR)-TAVR, patients undergoing a TAVR between Jan-2012 and Dec-2017 were included. Pre-TAVR ECGs were analyzed by the AI predictive model for CA embedded in the EMR. EMRs were reviewed to assess for a clinical diagnosis of CA in those identified as high probability (>50%) by the AI tool. Clinical outcomes on 1 year follow-up were extracted from the NCDR-TAVR database and Kaplan-Meier curves were created to compare patients with high CA probability (≥50%) versus those with low probability (<50%). Results: Of 1070 patients who underwent TAVR (mean age 81.1± 8.5 years, 58.2% male), 263 (24.6%) had ≥50% probability for CA on pre-procedure ECG. Only 18 (1.7%) of these had clinical diagnosis of CA. In the survival analysis, high probability of CA by AI tool was associated with higher all-cause mortality (HR 1.60, 95%CI 1.09-2.34, p=0.01) and greater HF admissions (HR 1.59, 95%CI 1.08-2.35, p<0.01). Neither TIA/stroke nor myocardial infarction were statistically significant. MACE (TIA/stroke, myocardial infarction, heart failure admissions) was higher in the ≥50% CA probability group (HR 1.68, 95%CI 1.17-2.40, p<0.01), (Figure) . Conclusion: CA is clinically underdiagnosed in patients undergoing TAVR. AI applied to pre-TAVR ECGs suggesting higher probability for CA identifies a subgroup at higher risk of clinical events, who may benefit from further diagnostic evaluation for CA.
Abstract 14098: Epidemiology and Clinical Outcomes of Cardiac Arrhythmias in Pulmonary Arterial Hypertension
Yinadsawaphan, Thanaboon , Suppah, Mustafa, Ravi, Srekar , Scott, Robert L. , Sorajja, Dan , Farina, Juan M.

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

10.1161/circ.148.suppl_1.14098 Get It

Background: There is limited evidence regarding the impact of cardiac arrhythmias in patients with pulmonary arterial hypertension (PAH). We aim to comprehensively investigate the epidemiology and clinical outcomes of cardiac arrhythmias in patients with PAH. Methods: In a retrospective cohort study including 512 PAH patients from 2001-2021 at 3 Mayo Clinic sites, PAH patients were identified via echocardiogram, pulmonary function tests, and right heart catheterization. Demographic data at PAH diagnosis and clinical outcomes over a 10-year period were collected. The PAH patients were categorized into three groups based on arrhythmic onset: 1) patients with arrhythmia prior to PAH diagnosis, 2) patients diagnosed with arrhythmia during 10-year PAH follow-up, and 3) patients without arrhythmia during 10-year PAH follow-up. Survival outcomes were analyzed using multivariable Cox proportional hazards regression, adjusted with the REVEAL 2.0 score. Results: Among 512 PAH patients (mean age 56.1 years, 81.8% female), the prevalence of cardiac arrhythmias at PAH diagnosis was 10.5%. The cumulative incidences of new-onset arrhythmias at 1, 5, and 10 years were 6.6%, 18.4%, and 29.2%, respectively. Patients with arrhythmia diagnosed before and after PAH diagnosis showed significantly higher all-cause mortality rates with adjusted HR of 2.06 [95% CI 1.36-3.12] and 1.57 [95% CI 1.17-2.20] respectively (Figure 1). Similarly in both arrhythmic groups, there was a shorter median time to the first all-cause hospitalization (9.5 and 15.9 months vs. 21.2 months) and a higher number of all-cause hospitalizations (0.38 and 0.64 times per year vs. 0.10 times per year) compared to the non-arrhythmic group. Conclusions: Cardiac arrhythmias can develop in nearly one-third of PAH patients within 10 years of PAH diagnosis and independently contribute to increased mortality and hospitalization frequency.
Abstract 12116: Identifying the Underlying Causes of Unexplained Dyspnea at High Altitude Using Normobaric Hypoxia With Transthoracic Echocardiography
Barry, Timothy , Wraith, Rachel, Brown, Lisa , Radavich, Michael S., Curtisi, Pamela J., Hartzendorf, Patricia C., Lasota, Elizabeth M., Umetsu, Kyley N., Karlson, Kristin E., Breznak, BSN Karen K, Lester, Steven J., Stepánek, Jan , Mahmoud, Ahmed , Farina, Juan M. , Chao, Chieh‐Ju , Alsidawi, Said , Peterson, Jill M, Arsanjani, Reza

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

10.1161/circ.148.suppl_1.12116 Get It

Introduction: Exposure to high altitude results in hypobaric hypoxia, leading to physiological changes in the cardiovascular system that may result in dyspnea. Hypoxic simulation testing (HSTs) simulates changes in physiology that occur at a specific altitude. Hypothesis: The use of transthoracic echocardiography (TTE) during HST can detect the raise in right-sided pressures revealing underlying causes of high-altitude dyspnea. Methods: We performed a prospective observational study of consecutive patients with unexplained dyspnea at high altitude who were referred to an aerospace medicine program at a single institution between August 2021 and March 2023. Reduced FiO 2 was administered for 20 minutes to simulate altitude levels specific to patients’ history. TTE images were obtained at baseline and during peak hypoxia to evaluate right ventricular (RV) function, RV systolic pressure, and any possible shunts. Result: The study included 27 patients, with a mean age of 64.7 ±14.4 years and 14 (51.9%) females. No significant abnormalities were seen on baseline TTE and no significant differences in blood pressure and heart rate between baseline and hypoxia simulation were detected. Notably, RV systolic pressure increased at peak hypoxia, while RV systolic function declined as shown by a decrease in S’ wave and TAPSE ( Figure 1 ). Additionally, right to left shunts were present in 19 (70.4%) patients. Of these, four patients (21.1%) had shunts present at baseline with no changes at peak hypoxia, while the severity of shunts increased at peak hypoxia in eight cases (42.1%) and the shunts were only evident during hypoxia in seven patients (36.8%). Conclusion: TTE during HST provides valuable information by revealing the presence of symptomatic, sustained shunts and confirming the decline in RV hemodynamics explaining dyspnea at altitude. Further studies are necessary to establish the optimal clinical role of this physiologic method.
Abstract 11685: Effects of Pectus Excavatum Surgical Repair on Cardiac Volumes and Systolic Function as Assessed by 3D Transesophageal Echocardiography
Mandale, Deepa, Jaroszewski, Dawn E. , Aly, Mohamed R., Botros, Michael, Moosavi, Ryan, Narayanasamy, Hemalatha , Chaliki, Hari P. , Lester, Steven J., Wilansky, Susan , Naqvi, Tasneem Z. , Farina, Juan M. , Larsen, Carolyn , Majdalany, David S , Freeman, William D. , Alsidawi, Said , Arsanjani, Reza

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

10.1161/circ.148.suppl_1.11685 Get It

Introduction: The consequences of external cardiovascular compression and cardiac displacement from pectus excavatum (PEx) are debated. The complex geometry of the right (RV) and left ventricle (LV) along with distortion from the extrinsic chest deformity pose significant limitations to reliable assessment of LV and RV volumes and function using transthoracic 2D-echocardiography in this population. Hypothesis: A 3D-echocardiography approach can reliably assess the effects of external cardiac compression and the benefits of surgical correction on RV and LV function in PEx patients. Methods: Adult patients undergoing minimally invasive repair of PEx between Oct-2021 and Feb-2023 were included in this prospective study. Intraoperative transesophageal (TEE) 6 beat full volume video loops incorporating LV and RV were captured and compared before and after surgical correction of the PEx. TomTec Software® was used for offline 3D/4D reconstruction ( Figure 1 shows changes in 3D RV and LV shape pre- and post-surgery). Result: The study included 102 patients (mean age of 32.1 ±11.8 years; Haller index 4.9 ±2.5; 60.8% males). Post PEx repair, there was a significant (p<0.001) increase in the 3D RV volumes, RV ejection fraction (EF), RV stroke volume and RV strain ( Figure 1 ). Additionally, there was a significant improvement in 3D LVEF, 3D LV strain (longitudinal and circumferential), LV twist, and torsion ( Figure 1 ). Conclusion: In this PEx cohort, 3D/4D TEE imaging demonstrated significant increases in RV volumes and in RV and LV systolic function after surgical repair. These findings support the negative cardiovascular consequences of PEx compression and benefits of surgical repair.