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116 citation(s) found for "Farina, Juan M".

Beyond Doppler: Scalable AI Detection of LVOT Obstruction in HCM
Crystal, Owen , Farina, Juan Maria M, Scalia, Isabel G. , Ayoub, C A, Park, H B, Arsanjani, R A, Lester, Steven J, Banerjee, Imon, Arsanjani, Reza , Park, Hyung‐Bok , Arsanjani, Reza , Scalia, Isabel G , Park, Hyung Bok , Farina, Juan M. , Etchegoyen, Cecilia Villa , Chollet, Laurève , Kim, Kyung An , Lester, Steven J., Banerjee, Imon

Mayo Clinic

No container title available | April 20, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.04.17.26351151 Get It

Abstract Background Accurate assessment of left ventricular outflow tract (LVOT) gradients is critical for hypertrophic cardiomyopathy (HCM) management, yet Doppler-based measurements are technically demanding and require expertise. Objective To develop a multi-view deep learning model capable of classifying LVOT obstruction (> 20mmHg) using routine 2D echocardiographic windows without reliance on Doppler imaging. Methods We trained and externally validated a cross-attention-based video-to-video fusion framework that integrated EchoPrime-derived video representations from three standard transthoracic echocardiographic views to classify LVOT gradients. Results Training was performed on a derivation cohort (N = 1833) from a tertiary care system in the United States, with model performance evaluated on an internal held-out test set (N = 275) and a Korean external validation cohort (N = 46). Single-view baselines showed limited discrimination (external AUROCs 0.47–0.70). Conversely, domain-specific foundational model (EchoPrime) achieved superior single-view performance (AUROCs 0.75–0.80 internal; 0.79–0.83 external), highlighting the importance of echo-specific pretraining and temporal modeling. The proposed multi-view fusion further enhanced predictive performance, with the late fusion model reaching an AUROC of 0.84 on the external cohort with significant population-shift. Conclusions These results suggest LVOT physiology is encoded in routine 2D imaging and can be leveraged for clinically relevant gradient classification without Doppler input- proposed AI-guided strategy demonstrates substantial cost savings compared with the screen-all approach. By integrating complementary spatial-temporal information across multiple views, our approach generalizes robustly across populations and may enable real-time decision support, extend LVOT assessment to portable or resource-limited settings, and complement Doppler-based evaluation for longitudinal HCM management.
Prognostic value of transaortic flow rate compared with ejection fraction and stroke volume index in low-gradient severe aortic stenosis
Allam, M A, Etchegoyen, Cecilia Villa , Sheashaa, Hesham, Rafie, Nikita , Ibrahim, Ramzi, Mahmoud, Ahmed K, Awad, K, Abdelnabi, Mahmoud, Sell-Dottin, Kristen, Lester, Steven J, Sweeney, John P, Ayoub, Chadi, Lee, K S, Fortuin, David F, Arsanjani, Reza, Villa Etchegoyen, Cecilia , Allam, Mohamed , Alsidawi, Said , Pathangey, Girish , Ibrahim, Ramzi , Farina, Juan M. , Mahmoud, Ahmed , Awad, Kamal , Abdelnabi, Mahmoud , Sell‐Dottin, Kristen , Lester, Steven J., Fortuin, David, Arsanjani, Reza

Mayo Clinic

Heart | April 14, 2026 | Volume: No volume available | Issue: No issue available | Pages: heartjnl-2025-327594

10.1136/heartjnl-2025-327594 | PMID 41980805 Get It

Background In low-gradient severe aortic stenosis (AS), reduced left ventricular ejection fraction (LVEF <50%) is practically used to define low flow and prompt dobutamine stress echocardiography to discern pseudo-severe AS. In patients with preserved LVEF, stroke volume index (SVI) <35 mL/m² is typically used. However, both are volume-based surrogates. Transaortic flow rate (TAFR), calculated as stroke volume divided by left ventricular ejection time, may better reflect true flow. Nonetheless, comparative data between TAFR and established metrics remain limited. We aimed to evaluate the prognostic value of TAFR in symptomatic low-gradient severe AS. Methods We retrospectively identified patients with low-gradient severe AS (AVA ≤1 cm 2 and peak velocity (Vmax) <4 m/s or mean gradient (MG) <40 mm Hg) who underwent transcatheter aortic valve replacement at Mayo Clinic sites (2017–2023). The primary outcome was 1-year all-cause mortality. Survival was assessed using Kaplan-Meier and Cox proportional hazards models. Results Among 475 patients included (mean age 85±8 years; 49% women), 242 (51%) had TAFR <220 mL/s, 165 (35%) had EF <50%, and 221 (47%) had SVI <35 mL/m 2 . Low TAFR was significantly associated with higher 1-year mortality even after stratifying by EF or SVI. In multivariate analysis, TAFR was an independent predictor of mortality (HR 2.38; 95% CI 1.19 to 4.76, p=0.014) after adjusting for reduced LVEF, low SVI, gender, chronic kidney disease and mitral and tricuspid regurgitation. Conclusions In patients with symptomatic low-gradient severe AS, low TAFR, not SVI or LVEF, is independently associated with mortality and may offer more accurate measure of flow state for clinical staging.
Alternative Lead ECG Placements
Morales-Arteaga, José Luis , Meghdadi, Amin, Wu, Derek, Bhuiyan, Abdullah , Langleben, Nicole, Burak, Cengiz, Wilson, Emily, Pellerito, Ashley, Aristizábal, David, Razzaghi, Keanu, Gupta, Shyla, Baranchuk, Adrian, Farina, Juan M , Gupta, Shyla , Baranchuk, Adrian , Meghdadi, Amin , Wu, Derek, Burak, Cengiz, Razzaghi, Keanu, Farina, Juan M. , Baranchuk, Adrián

Mayo Clinic

Annals of Noninvasive Electrocardiology | March 28, 2026 | Volume: 31 | Issue: 3 | Pages: No page available

10.1111/anec.70176 | PMID 41902528 Get It

ABSTRACT Electrocardiography (ECG) is a critical diagnostic tool for identifying cardiac conditions. While standard lead positions are widely used to ensure diagnostic accuracy, alternative lead placements have been developed to address specific clinical scenarios. These alternative configurations can overcome physical or technical challenges, enhance rhythm assessment, improve signal quality, and provide greater specificity for certain conditions, ultimately enabling more personalized diagnostic strategies. This paper examines the clinical significance of alternative ECG lead positions, highlighting their advantages, limitations, and potential applications in various clinical settings.
Association of GLP-1 receptor agonists versus bariatric surgery with outcomes in obese patients with hypertrophic cardiomyopathy: a multicenter propensity-matched analysis
Mahmoud, Ahmed K, Awad, Kamal, Sheashaa, Hesham, Kandil, Omneya , Farina, Juan M, Ibrahim, Ramzi, Abdelnabi, Mahmoud, Allam, Mohamed , Mital, Rohit , Shipman, Justin , Lester, Steven J, Ommen, Steve R, Geske, Jeffrey B, Patten, Richard D. , Ayoub, Chadi, Arsanjani, Reza, Mahmoud, Ahmed , Mahmoud, Ahmed K , Awad, Kamal , Alsidawi, Said , Ayoub, Chadi , Allam, Mohamed N , Awad, Kamal , Farina, Juan M. , Ibrahim, Ramzi , Abdelnabi, Mahmoud , Alsidawi, Said , Lester, Steven J., Ommen, Steve R. , Geske, Jeffrey B. , Arsanjani, Reza

Mayo Clinic

European Heart Journal - Quality of Care and Clinical Outcomes | March 26, 2026 | Volume: 12 | Issue: 5 | Pages: 731-739

10.1093/ehjqcco/qcag051 | PMID 41910632 Get It

Abstract Aims Obesity is linked with worse outcomes in hypertrophic cardiomyopathy (HCM). While both bariatric surgery (BS) and GLP-1 receptor agonists (GLP-1RA) promote weight loss and may improve cardiometabolic risk, their comparative outcomes in HCM remain unclear. Methods and results Adults with HCM and body mass index (BMI) ≥ 30 kg/m were divided into two cohorts: (i) GLP-1 RA users who never had BS, and (ii) BS patients who never received GLP-1 RA. Propensity score matching (1:1) was performed to balance demographics, comorbidities, and medications. Outcomes over 24 months include all-cause mortality, acute heart failure (HF) hospitalization, arrhythmias, change in BMI, and cardiovascular symptoms. Hazard ratios with 95% confidence intervals were estimated using Cox models. Of 5002 patients, 955 were included in each matched cohort after matching (mean age 54 ± 13 years, 70% female, BMI 40.0 kg/m). GLP-1 RA was associated with a significantly lower observed rate of all-cause mortality compared with BS (2.0% vs. 4.4%; HR 0.46; 95% CI 0.27–0.80; P = 0.004) and HF hospitalization (8.7% vs. 14.0%; HR 0.60; 95% CI 0.46–0.79; P &lt; 0.001). Similarly, GLP-1 RA use was associated with a lower incidence of composite cardiovascular outcomes (10.7% vs. 17.2%; HR 0.60; 95% CI 0.47–0.77; P &lt; 0.001). Rates of arrhythmia and cardiovascular symptoms were comparable between the two groups. BMI reduction was greater after bariatric surgery (−4.0 vs. −2.6 kg/m; P &lt; 0.001). Conclusion In obese patients with HCM, GLP-1 RA therapy was associated with lower all-cause mortality and fewer HF events compared with BS. Future studies are warranted to confirm our findings.
Glucagon-like Peptide-1 Receptor Agonists in Liver Transplant Recipients: A Retrospective Cohort Study
Sheashaa, Hesham, Ibrahim, Ramzi, Elshaer, Amani , Mouhaffel, Rama, Habib, E., Abdelnabi, Mahmoud, Farina, Juan M., Lester, Steven J., Simper, David, Steidley, Eric, Aqel, B., Barnhill, Michele , Kim, W. Ray, Ayoub, Chadi, Arsanjani, Reza, Ibrahim, Ramzi , Ibrahim, Ramzi , Steidley, Eric D, Pham, Hoang Nhat , Abdelnabi, Mahmoud , Farina, Juan M., Alsidawi, Said , Aqel, Bashar A. , Arsanjani, Reza

Mayo Clinic

Transplantation Direct | March 23, 2026 | Volume: 12 | Issue: 4 | Pages: e1932

10.1097/txd.0000000000001932 | PMID 41884702 Get It

Background. Liver transplant recipients face high risks of cardiometabolic events after transplant, driven by posttransplant weight gain, diabetes, hypertension, as well as immunosuppression-related side effects. Glucagon-like peptide-1 receptor agonists (GLP1RAs) improve metabolic and cardiorenal outcomes in nontransplant populations, but their role in liver transplant recipients remains understudied. Methods. This retrospective cohort study used TriNetX data (January 2010–December 2023) to compare outcomes in liver transplant recipients prescribed GLP1RAs (semaglutide, dulaglutide, liraglutide) within 1-mo posttransplant (n = 546) versus nonusers (n = 37 153). Propensity score matching (1:1) balanced demographics, comorbidities, and medications (n = 541 per group). Outcomes included mortality, hospitalizations, cardiovascular/renal/respiratory events, and graft outcomes. Results. Over a mean follow-up 838.5 d (SD 291.9) in the GLP1RA cohort and 884.3 d (SD 313.7) in the non-GLP1RA group, GLP1RA use was associated with a 43% lower all-cause mortality (7.0% versus 12.9%; hazard ratio [HR], 0.566; 95% confidence interval [CI], 0.381-0.841) and 39% fewer hospitalizations (60.4% versus 74.5%; HR, 0.613; 95% CI, 0.530-0.710). Acute heart failure (HR, 0.386; 95% CI, 0.285-0.524), renal failure/dialysis (HR, 0.489; 95% CI, 0.413-0.579), and respiratory failure (HR, 0.484; 95% CI, 354-0.662) risks were significantly reduced. No differences were observed in graft failure/rejection, myocardial infarction, stroke, atrial fibrillation/flutter, ventricular tachycardia, or ischemic optic neuropathy. Conclusions. Early GLP1RA initiation in liver transplant recipients was associated with reduced mortality, hospitalizations, respiratory, and cardiorenal complications without compromising graft safety. These findings support GLP1RAs as a promising adjunct therapy, warranting prospective trials to confirm benefits in this high-risk population.
Breast Implants and Pectus Deformity Repair: A Retrospective Study and Clinical Recommendations
Khedr, Ahmed E. , Zeineddine, Rawan M. , Odeh, Nour B., Senjab, Abdulrahman , Farina, Juan M, Rebecca, Alanna M. , Casey, W. B., Rhee, Dan H, Reece, Edward M., Jaroszewski, Dawn E. , Farina, Juan M.

Mayo Clinic

Journal of the American College of Surgeons | February 24, 2026 | Volume: 243 | Issue: 1 | Pages: 130-140

10.1097/xcs.0000000000001882 | PMID 41733249 Get It

BACKGROUND: Pectus deformities are common chest wall abnormalities, with surgical correction recommended for severe cases. Female patients undergoing repair may have a history of breast implants or seek concurrent augmentation. This retrospective study examines clinical implications of pectus repair in patients with breast implants and provides recommendations. STUDY DESIGN: A retrospective review of female patients undergoing pectus repair at Mayo Clinic Arizona (January 1, 2010 to February 1, 2025) was conducted. Outcomes and complications were analyzed in patients with and without breast implants. RESULTS: In total, 456 female patients were included (447 excavatum, 7 arcuatum, and 2 carinatum; median age 32.7). Most patients (78.5%) underwent primary minimally invasive repairs (MIRPE); 6.6% underwent primary hybrid MIRPE, 5.5% underwent redo MIRPE, and 9.4% underwent primary redo open and complex reconstructions. In total, 104 patients (22.8%) had a history of breast implants, with 68 patients having breast implant-related procedures at the time of pectus surgery. At 12 months, the cumulative incidence of infection was significantly higher in patients with implants present at the time of pectus repair than in those without (8.8% vs 1.8%; log rank, p = 0.0015). A 4.9-fold increase in overall infection was seen in patients with indwelling or placed implants during pectus surgery. Deep infections were significantly more common in patients with implants (4.4%) than without (1.0%; p = 0.035). Similarly, superficial infections were more frequent in patients with implants (4.4%) than without (0.8%; p = 0.016). At 30 days, patients with implants had higher rates of infection (p = 0.032), pneumothorax (p = 0.008), and hematoma (p = 0.027), with no significant differences in other complications. CONCLUSIONS: Breast implants at the time of pectus repair were associated with increased risk of postoperative infection, pneumothorax, and hematoma. Removal of implants before pectus repair is recommended with delayed replacement, if desired.
Pericardial Effusion and Bruton Tyrosine Kinase Inhibitors in B-Cell Malignant Disease
Zanco, Julia , Ibrahim, Ramzi, Pham, Hoang Nhat, Farina, Juan M., Narayanasamy, Hema, Tamarappoo, Balaji , Herrmann, Joerg, Ayoub, Chadi, Arsanjani, Reza, Larsen, Carolyn M , Ibrahim, Ramzi , Pham, Hoang Nhat , Farina, Juan M., Larsen, Carolyn , Herrmann, Joerg , Arsanjani, Reza

Mayo Clinic

JAMA Oncology | February 19, 2026 | Volume: 12 | Issue: 4 | Pages: 419

10.1001/jamaoncol.2025.6605 | PMID 41712203 Get It

This cohort study examines the association of bruton tyrosine kinase inhibitor therapy in B-cell malignant disease with increased risk of pericardial effusion and cardiovascular outcomes.
Early Predictors of Surgical Explantation of Transcatheter Aortic Valve Replacement: A Multi-Center International Database Analysis
Bcharah, George , Kumar, Sant, Farina, Juan M., Bcharah, Hend , Abdelnabi, Mahmoud , Sayegh, Jonathan , Ibrahim, Ramzi, Kandil, Omneya , Nabi, Hussein Abdul , Jabri, Ahmad, Naik, Hursh, Yoon, Pyong D., Barrus, Bryan , Sell‐Dottin, Kristen , Farina, Juan M. , Kumar, Sant , Kumar, Sant J , Farina, Juan M , Abdul Nabi, Hussein , Sell-Dottin, Kristen A , Bcharah, Hend , Ibrahim, Ramzi , Barrus, Bryan

Mayo Clinic

Journal of Clinical Medicine | February 16, 2026 | Volume: 15 | Issue: 4 | Pages: 1527

10.3390/jcm15041527 | PMID 41753214 Get It

Background: Indications for TAVR explant have been established, although limited data exist regarding pre-TAVR baseline characteristics that predict eventual explantation. Methods: The TriNetX network, a database comprising medical records from over 105 institutions, was used. Two cohorts were created: those who underwent TAVR without explant and those requiring subsequent TAVR explant and SAVR. Predictors of explantation were analyzed by multivariate models. Results: Among the 63,377 patients undergoing TAVR, 273 (0.4%) required explantation. Patients in the explant group were younger (69.1 ± 11.3 vs. 78.1 ± 8.8 years; p < 0.001), more likely to have a thoracic aortic aneurysm (TAA) (10.6% vs. 4.7%; p < 0.001) and had higher LDL levels (88.2 ± 41.3 vs. 80.7 ± 34.6 mg/dL; p = 0.011). They also had increased post-TAVR rates of acute kidney injury (9.2% vs. 5.2%; p = 0.004) and paravalvular leak (5.9% vs. 0.9%; p < 0.001). Age at TAVR (HR 1.04; CI 1.03–1.06), baseline TAA (HR 1.69; CI 1.09–2.63), history of infective endocarditis (HR 1.92; CI 1.10–3.35), and higher LDL (HR 1.02; 95% CI 1.00–1.03) were independent predictors for explantation. Conclusions: Younger age at TAVR, TAA, history of endocarditis, and elevated baseline LDL were notable predictors of explantation. These findings highlight the necessity of pre-procedural assessment and follow-up in high-risk patients to optimize TAVR durability.
Vascular involvement in loyes-dietz syndrome: distribution and prevalence of aneurysms and dissections across different vascular territories
Nabi, H Abdul, Bcharah, George , Abdelnabi, Mahmoud , Bcharah, Hend , Dreher, Luke , Wang, Y, Baudhuin, Linnea M. , Shamoun, Fadi , Farina, Juan M. , Nabi, Hussein Abdul , Ibrahim, Ramzi , Osundiji, Mayowa A.

Mayo Clinic

European Heart Journal | February 5, 2026 | Volume: 46 | Issue: Supplement_1 | Pages: No page available

10.1093/eurheartj/ehaf784.2980 Get It

Abstract Background Loeys-Dietz Syndrome (LDS) is a rare connective tissue disorder characterized by mutations indifferent genes including TGFRB2, TGFBR1, TGFB2, TGFB3, and SMAD3, which significantly increase the risk of vascular abnormalities, including aneurysms and dissections. These vascular events can involve various arterial territories, although the thoracic aorta is of most concern. The current literature is limited on characterizing the aortic and extra-aortic vascular manifestation on larger cohorts of patients. Purpose This study aims at analyzing the rates of aneurysms and dissections across different vascular territories inpatients with LDS. Methods A retrospective analysis was conducted on a cohort of individuals diagnosed with LDS at our institution. Medical records were reviewed for imaging findings, including CT scans, MRIs, and ultrasounds, to identify the presence of aneurysms and dissections. Vascular territories involved included the aortic arch (ascending, and descending aorta), coronary, cerebral, carotid, vertebral, renal, splanchnic, and peripheral arteries. Results A total of 94 patients with LDS were included. 76 patients (81%) had an ascending aortic aneurysm, and 21 patients (22.5%) had an abdominal aortic aneurysm. 49 patients (52%) had aneurysms in other vascular territories, with some patients having multiple aneurysms in different regions. These included 9 patients (9.5%) with carotid, 3 patients (3.2%) with vertebral, 5 patients (5.3%) with splenic, 11 patients (11.7%) with mesenteric, 2 patients (2.1%) with renal, 15 patients (15.9%) with iliac/femoral, 6 patients (6.4%) with subclavian, 23 patients (24.5%) with cerebral, and 10 patients (10.6%) with coronary aneurysms. For aortic dissections, 13 patients (14%) had type A and 9 patients (9.5%) had type B dissections. Additionally, 20 patients had dissections in other vascular territories, with some patients experiencing dissections in multiple regions. These included 8 patients (8.5%) with carotid, 8 patients (8.5%) with vertebral, 1 patient (1.1%) with renal, 3 patients (3.2%) with iliac, 2 patients (2.1%) with coronary, and 3 patients (3.2%) with innominate artery dissections. Conclusion Aortic involvement is the most common in patients with LDS; however, these patients are also at an increased risk of developing aneurysms and dissections in various vascular territories. This highlights the importance of screening and close follow-up in these patients, potentially through whole-body imaging to identify such abnormalities. Further research is needed to identify patients at higher risk for aneurysms and dissections compared to others.
Artificial Intelligence–Electrocardiography to Predict Incident Atrial Fibrillation and Clinical Outcomes in Kidney Transplant Recipients
Scalia, Isabel G., Farina, Juan M., Abdelnabi, Mahmoud H., Pietri, Milagros Pereyra, Ibrahim, Ramzi, Awad, Kamal, Abbas, Mohammed Tiseer , Ali, Nima Baba , Mahmoud, Ahmed K., Steidley, D. Eric, Masry, Hicham El , Sorajja, Dan , Scott, Luis R., Lee, Kwan, Johnson, D. W., Riad, Samy M. , Lester, Steven J., Jk, Oh, Ayoub, Chadi, Arsanjani, Reza, Farina, Juan M. , Ibrahim, Ramzi , Scalia, Isabel G. , Scalia, Isabel G , Farina, Juan M , Pereyra Pietri, Milagros, Pathangey, Girish , Ibrahim, Ramzi , Tiseer Abbas, Mohammed, Baba Ali, Nima , Alsidawi, Said , El Masry, Hicham , Sorajja, Dan , Scott, Luis R , Lee, Kwan S , Cho, Yeoungjee , Johnson, David W , Wadei, Hani M , Chao, Chieh-Ju , Mour, Girish K , Arsanjani, Reza , Abbas, Mohammed Tiseer , Pereyra, Milagros , Pathangey, Girish , Awad, Kamal , Mahmoud, Ahmed , Alsidawi, Said , Steidley, D. Eric , Scott, Luis R. , Cho, Yeoungjee , Wadei, Hani M. , Chao, Chieh‐Ju , Mour, Girish , Arsanjani, Reza

Mayo Clinic

Kidney360 | February 4, 2026 | Volume: 7 | Issue: 5 | Pages: 1128-1140

10.34067/kid.0000001063 | PMID 41637137 Get It

Key Points Atrial fibrillation after kidney transplantation is common and is associated with poor prognosis. Artificial intelligence applied to 12-lead electrocardiograms pretransplant accurately predicts the risk of new-onset atrial fibrillation in our cohort. High-risk artificial intelligence electrocardiography score was independently associated with increased risk of mortality and allograft failure. Background Incident atrial fibrillation (AF) is common after kidney transplantation (KTx) and is associated with worse clinical outcomes. Artificial intelligence electrocardiography (AI-ECG) algorithms have demonstrated efficacy in predicting risk of new-onset AF in the general population; however, their prognostic value in KTx recipients is relatively unknown. Methods Retrospective analysis was conducted on KTx recipients without AF, with at least one pretransplant ECG between 2011 and 2021 across three tertiary centers in the United States (Mayo Clinic sites in MN, AZ, and FL). A previously validated AI-ECG algorithm estimated the probability of incident AF for each patient. Based on AI-ECG probabilities, patients were categorized into high-risk and low-risk groups, with the optimal AI-ECG score cutoff determined. The incidence of new-onset AF, allograft failure, and mortality was compared between groups. Results Overall, 6246 patients (age 53.5±13.8 years; 58.9% male) were included. Pretransplant AI-ECG probability of AF ≥5% was the optimal cutoff for high risk of incident AF (sensitivity 72%, specificity 62%). High-risk scores were associated with true new-onset AF at 30 days (adjusted hazard ratio [aHR], 2.89; 95% confidence intervals [CI], 2.05 to 4.09; P < 0.001), 3 years (aHR, 2.54; 95% CI, 1.99 to 3.26, P < 0.001), and 5 years post-transplant (aHR, 2.48; 95% CI, 1.99 to 3.09, P < 0.001). High-risk AI-ECG scores were also associated with increased mortality (aHR, 1.56; 95% CI, 1.30 to 1.88, P < 0.001) and overall allograft failure (aHR, 1.50; 95% CI, 1.30 to 1.75, P < 0.001) through the 5-year follow-up. Conclusions This pretransplant AI-ECG parameter identified patients at increased risk of new-onset AF post-KTx and provided prognostic utility. Overall, this easy to obtain tool allows for risk stratification of patients who may benefit from closer monitoring, targeted risk factor modification, and early intervention.