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169 citation(s) found for "Michelena, Hector I".

Sex Differences in Clinical Presentation and Outcome of Degenerative Mitral Regurgitation Quantified: The MIDA-Q Registry
Essayagh, Benjamin , Benfari, Giovanni , Butcher, Steele C , Tsaban, Gal , Grigioni, Francesco , Le Tourneau, Thierry , Bax, Jeroen J , Marsan, Nina Ajmone , Tribouilloy, Christophe , Topilsky, Yan , Thapa, Prabin , Michelena, Hector I , Enriquez-Sarano, Maurice

Mayo Clinic

Circulation: Cardiovascular Imaging | September 30, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1161/circimaging.125.019952 | PMID 42813276 Get It

BACKGROUND: Degenerative mitral regurgitation (DMR) due to valve prolapse predominates in men, but sex-specific differences are poorly understood due to a lack of quantitative and sex-stratified studies. METHODS: The international MIDA-Q (Mitral Regurgitation International Database-Quantitative) registry enrolled 3274 men and 2331 women with greater than or equal to mild DMR prospectively quantified, comprehensively characterized, and long-term follow-up. RESULTS: Women were more symptomatic despite lower effective regurgitant orifice (ERO, 27±18 versus 38±22 mm 2 , standardized mean difference 0.54; P <0.0001) and regurgitant volume (46±26 versus 61±31 mL/beat, standardized mean difference 0.52; P <0.0001), even for similar mitral lesions. With increasing ERO, women showed lower regurgitant volume, higher heart rate, lower blood pressure, but left ventricular size response in women was smaller in absolute measures while larger when body surface area normalized, with higher ejection fraction and cardiac index (all P <0.0001). Incidence of mitral valve surgery was similar in symptomatic women and men, but lower in asymptomatic women versus men (adjusted hazard ratio, 0.80 [0.69–0.94]; P =0.008) for similar ERO, linked to smaller left ventricular diastolic absolute diameter ( P <0.0001). Excess mortality under medical management (of severe versus mild ERO) was similar in women (adjusted hazard ratio, 1.67 [1.24–2.24]; P =0.0007) and men (adjusted hazard ratio, 1.63 [1.27–2.09]; P <0.0001) and versus expected survival (2.12 [1.51–2.98] in women and 2.27 [1.75–2.94] in men). However, moderate ERO (20–39 mm 2 ) was associated with significant excess mortality in women (1.47 [1.19–1.77] versus mild). In men, the corresponding hazard ratio did not reach statistical significance. Postoperative survival was similar in men and women. CONCLUSIONS: Women with DMR present with lower ERO and regurgitant volume than men and with considerable adaptive differences to increasing DMR severity versus men. Asymptomatic women are less referred to surgery than men of similar DMR severity, linked to smaller absolute left ventricular size. Severe DMR by similar quantitative thresholds causes similar excess mortality in men and women; moderate quantitative DMR shows a trend for higher excess mortality versus expected in women than men, requiring further confirmation. These data emphasize the importance of quantitative DMR and left ventricular remodeling assessment in men and women for appropriate clinical management.
Limited Clinical Utility of Artificial Intelligence-Enabled Electrocardiogram for Bicuspid Aortic Valve Detection: Uncovering Limitations for Specific Cardiac Phenotypes
Montoya-Hernández, Manuel A. , López-Jiménez, Francisco , Poterucha, Timothy J. , Liu, Kan, Medina-Inojosa, Jose R., Tsaban, Gal , Attia, Zachi, Enriquez‐Sarano, Maurice , Oh, Jae K., Asirvatham, Samuel J. , Friedman, Paul A., Niaz, Talha , Madhavan, Malini, Michelena, Héctor I. , Asirvatham, Samuel J , Lopez-Jimenez, Francisco , Enriquez-Sarano, Maurice , Hernandez, Manuel Alejandro Montoya , Poterucha, Timothy Joseph , Medina‐Inojosa, José R. , Attia, Zachi I. , Oh, Jae K. , Friedman, Paul A. , Madhavan, Malini

Mayo Clinic

Journal of the Heart Valve Society | September 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1177/30494826261488198 Get It

Background Bicuspid aortic valve (BAV) is the most common congenital heart defect, associated with a lifetime morbidity burden exceeding 80% and an estimated 7% probability of transmission to first-degree relatives. Hence, echocardiographic screening of relatives is recommended. The aim of our study is to develop an artificial intelligence-enabled electrocardiogram (AI-ECG) model for the detection of BAV. Methods Between January 1, 1990, and June 30, 2023, the Mayo Clinic healthcare system database was searched for patients aged ≥18 years with echocardiograms performed for family history of BAV, abnormal auscultation, a BAV-related diagnosis, or to rule out the condition, and with an electrocardiogram (ECG) obtained within 6 months. Cases were patients with a confirmed BAV diagnosis, and controls were those with normal aortic valves. ECGs were randomly assigned into training (80%), internal validation (10%), and test (10%) groups. The AI-ECG model was built using Keras under TensorFlow. Results A total of 13,065 valid ECG–echocardiogram pairs were included (mean [SD] age, 58 [17] years; 44% women), with a median time of 1 day (interquartile range, 0–3 days) between studies. With a 45% BAV prevalence in the test group ( n = 1301), the area under the curve was 0.704, positive predictive value (PPV) 60.1%, and negative predictive value (NPV) 69.4%. At a prevalence of 7%, the NPV increased to 96.1%, but the PPV decreased to 12.2%. Conclusions In this retrospective cohort and using the current AI-ECG model, BAV detection showed modest diagnostic performance and limited standalone clinical utility, suggesting that ECG-only screening for BAV may require additional modalities or more refined phenotyping.
Novel Insights into Sex-Differences for Bicuspid Valvulo-Aortopathy within the Contemporary International Classification Consensus
Michelena, Héctor I. , Evangelista, Arturo , Michelena, Hector I , Evangelista, Arturo

Mayo Clinic

European Heart Journal - Cardiovascular Imaging | September 11, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/ehjci/jeag253 | PMID 42728840 Get It

Sex-related differences in outcome of tricuspid valve surgery in severe isolated secondary tricuspid regurgitation
Naser, Jwan A. , Wong, Martin, Ibrahim, Hossam, Tsaban, Gal , Crestanello, J., Hibbert, Benjamin , Enriquez-Sarano, Maurice, Michelena, Hector I, Scott, Christopher G, Miranda, William R, Wong, Martin Chun Kit, Sabbah, Michael S. , Hibbert, Benjamin , Naser, Jwan A , Ibrahim, Hossam H , Enriquez‐Sarano, Maurice , Michelena, Héctor I. , Miranda, William R. , Pislaru, Sorin V.

Mayo Clinic

European Heart Journal - Cardiovascular Imaging | August 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/ehjci/jeag223 | PMID 42617076 Get It

Abstract Aims Significant secondary tricuspid regurgitation (STR) is associated with worse morbidity and mortality. To-date, evidence on isolated tricuspid valve surgery in STR remains controversial with uncertainty regarding management strategies. We aimed to investigate sex differences in the association of isolated tricuspid valve surgical repair/replacement (TVR) with outcomes of mortality and heart failure (HF) hospitalizations in STR. Methods and results Patients with severe STR without significant aortic valve or organic mitral valve disease, congenital heart disease, pacemakers, previous valve intervention, malignancy, or end-stage kidney/liver disease were identified. Isolated TVR was studied as a time-dependent covariate in association with mortality and HF hospitalizations. Among 2,857 patients (median age 76 years; 62% women), 143 underwent isolated TVR (58% repair; 42% replacement; 64% with low TRI-SCORE risk category) at median 56 days. Over median 1.6 (IQR 0.2-5.2) years, 1,771 patients died and 1,259 had HF hospitalization. When adjusting to age, comorbidities, left/right ventricular function, pulmonary hypertension, hemoglobin level, and dyspnea, isolated TVR was associated with lower mortality in females (HR 0.54 95% CI 0.35-0.83) but not males (HR 1.29 95% CI 0.90-1.83), p-interaction&lt;0.01; this remained the case when restricting to groups with normal left/right ventricular function. Isolated TVR was associated with HF hospitalization without interaction with sex (HR 0.68 95% CI 0.46-0.998), p-interaction=0.51. Conclusion Isolated TVR for STR was associated with decreased HF hospitalizations in both females and males but improved survival only in females. Future studies are needed to understand differences in the natural history of TR between sexes and stratify outcomes after TR intervention by sex.
Decoding the complexity of tricuspid regurgitation prognostic drivers using explainable artificial intelligence
Tsaban, Gal , Benfari, Giovanni , Essayagh, Benjamin A, Lee, Eunjung, Hernandez, Manuel A Montoya, Thapa, Prabin , Nkomo, Vuyisile T. , Pislaru, Sorin V. , Michelena, H, Enriquez-Sarano, M, Montoya Hernandez, Manuel A, Sabbah, Michael S. , Nkomo, Vuyisile T , Benfari, Giovanni , Essayagh, Benjamin , Hernandez, Manuel Alejandro Montoya , Michelena, Héctor I. , Enriquez‐Sarano, Maurice

Mayo Clinic

European Heart Journal - Cardiovascular Imaging | June 27, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/ehjci/jeag168 | PMID 42363702 Get It

Abstract Aims Prognosis in tricuspid regurgitation (TR) is shaped by complex clinical and haemodynamic interactions, complicating risk stratification. We aimed to use explainable artificial intelligence (EAI) to model these relationships and identify key predictors of outcomes. Methods and results We analysed long-term all-cause mortality in a large prospective registry of patients with native TR across the full severity spectrum. Patients underwent detailed clinical evaluation and quantitative Doppler-echocardiography. Supervised EAI models were applied to identify and rank predictors of mortality under medical therapy, capturing non-linear associations and interactions among baseline characteristics. Among 9761 patients [mean age 73 ± 15 years; 56.9% women; effective regurgitant orifice area (EROA) 40 (30–56) mm2; regurgitant volume 39 (29–53) mL/beat; 42% severe TR], 2676 deaths occurred during 3.8 ± 4.6 years of follow-up. EAI identified and ranked 20 prognostic determinants of survival. Haemodynamic measures, led by elevated pulmonary-artery systolic and right-atrial pressures, were strongest, followed by age and comorbidity. TR-related variables ranked next, led by right ventricular dysfunction and EROA, which outperformed integrative TR grade and TRIScore. Left-ventricular parameters were less influential. Non-linear effects, including those involving ejection fraction, and interactions such as higher EROA-related risk with elevated pulmonary pressures or lower TRIScore (both P &lt; 0.03) were observed. Proportional hazards models confirmed EROA as the strongest TR severity marker (P &lt; 0.0001), with excess mortality beginning at 40 mm2 and increasing further at 60 mm2. Conclusion EAI ranked mortality predictors in TR, highlighting patient factors, haemodynamics, TR-specific measures, and left-ventricular function. Among TR-specific measures, EROA and TRIScore were most prognostic. Recognizing their impact can refine risk stratification, guide intervention timing, and inform long-term management.
Extent and Progression of Cardiac Damage in Patients With Primary Mitral Regurgitation Undergoing Surgical Repair
Myagmardorj, Rinchyenkhand , Fortuni, Federico , Mantegazza, Valentina , Wijngaarden, A.K.S. van, Wu, Hoi Wai , Palmen, Meindert , Pepi, Mauro, Fusini, Laura , Muratori, Manuela , Essayagh, Benjamin , Tribouilloy, Christophe​, Tourneau, Thierry Le, Bohbot, Y, Michelena, Hector I, Bax, Jeroen J, Marsan, Nina Ajmone, Fortuni, Federico , Wijngaarden, Aniek L. van , van Wijngaarden, Aniek , Pepi, Mauro , Tribouilloy, Christophe , Le Tourneau, Thierry , Bohbot, Yohann , Michelena, Hector I , Enriquez-Sarano, Maurice , Bax, Jeroen J , Marsan, Nina Ajmone , Essayagh, Benjamin , Tribouilloy, Christophe , Tourneau, Thierry Le , Bohbot, Yohann , Michelena, Héctor I. , Enriquez‐Sarano, Maurice , Bax, Jeroen J. , Marsan, Nina Ajmone

Mayo Clinic

European Journal of Cardio-Thoracic Surgery | April 9, 2026 | Volume: 68 | Issue: 5 | Pages: No page available

10.1093/ejcts/ezag149 | PMID 41967857 Get It

Abstract Objectives The progression of extra-mitral valve (MV) cardiac damage in patients with primary mitral regurgitation (MR) following surgical repair has not been described. We aimed to investigate the evolution of extra-MV cardiac damage after MV repair and to assess its prognostic significance. Methods Patients with severe primary MR undergoing surgical repair at 5 referral centres were included when echocardiographic follow-up assessment was available. Based on echocardiographic parameters at baseline and at a median follow-up of 7 (interquartile range [IQR] 4-11) months after MV repair, patients were hierarchically classified as follows: stage 0: no cardiac damage; stage 1: left ventricular dilatation and/or dysfunction; stage 2: left atrial dilatation and/or atrial fibrillation; stage 3: pulmonary hypertension and/or significant tricuspid regurgitation. The primary outcome was all-cause mortality. Results A total of 764 patients (mean age 62 ± 13 years, 70% men) were included. Compared to baseline, 43% improved at least 1 stage, 49% remained unchanged, and 8% worsened at least 1 stage during follow-up after MV repair. At a median follow-up of 91 months after MV repair, 94 patients (12%) died. By multivariate Cox regression analysis, after adjusting for potential confounders, extra-MV cardiac damage staging at follow-up (HR per-1-stage-increase = 1.571; P = .009) and cardiac damage evolution (improved group, HR = 0.467; P = .034; worsened group, HR = 2.481, P = .037) were independently associated with all-cause mortality and had incremental prognostic value over preprocedural assessment. Conclusions Extra-MV cardiac damage improves significantly after MV repair, and its evolution is independently associated with all-cause mortality, suggesting the importance of comparative echocardiographic assessment following MV repair to improve risk stratification.
Genome and Transcriptome-Wide Analyses Identify Multiple Candidate Genes and a Significant Polygenic Contribution in Bicuspid Aortic Valve
Thériault, Sébastien , Holdcraft, Jacob A., Sharipova, Dinara , Dębiec, Radosław , Peloso, Gina M., Al‐Kassou, Baravan , Swan, Elena Ashikhmina , Ballotta, Andrea, Björck, Hanna M. , Braund, Peter S. , Corriveau, François, Dagenais, François, Francke, Michael, Gorbatov, Svetlana, Guo, Dongchuan, Habchi, Karam M, Scouarnec, Solena Le , Lichtner, Peter , Nguyen, Thy B., Norris, R., Pibarot, P, Simonet, Floriane, Tm, Sundt, Tessler, Idit , Willer, Cristen J., Wittmann, Susanne, Yang, Bo, Berezovets, Igor, Doppler, S. , Dreßen, Martina, Knoll, Katharina, Puehler, T., Schunkert, H, Bissell, Malenka M. , Bolger, Aidan, Brion, M, Citro, Rodolfo, Deeb, G. Michael, Corte, Alessandro Della, Dina, C., Eriksson, Per, Evangelista, Arturo , Franco-Cereceda, Anders, Gilon, Dan, Hetherington, Simon, Huggins, G S, Krane, Markus , Tourneau, Thierry Le, Limongelli, Giuseppe, Mathieu, P., Messika-Zeitoun, David, Michelena, Hector I., Milewicz, Dianna, Murdock, David R. , Nickenig, G., Nistri, Stefano, Nöthen, M, Samani, Nilesh J. , Schott, J., Webb, Tom R., Abdelilah-Seyfried, Salim, Schumacher, Johannes, Trenkwalder, Teresa , Body, Simon C. , Dina, Christian , Brión, Marı́a , Peloso, Gina M. , Webb, Tom R. , Faucherre, Adèle , Debiec, Radoslaw M , Peloso, Gina M , Al-Kassou, Baravan , Aranki, Sary , Ashikhmina Swan, Elena , Björck, Hanna M , Boureau, Anne Sophie , Braund, Peter S , Folkersen, Lasse , Guo, Dongchuan , Heydarpour, Mahyar , Isselbacher, Eric M , Jopling, Chris , Laporte, Fabien , Le Scouarnec, Solena , Li, Zhonglin , Lichtner, Peter , Maj, Carlo , Manikpurage, Hasanga D , Nguyen, Thy B , Norris, Russell A , Pibarot, Phillippe , Sarubbi, Berardo , Simonet, Floriane , Sundt, Thoralf , Surakka, Ida , Tessler, Idit , Yang, Bo , Doppler, Stefanie A , Dreßen, Martina , Knoll, Katharina , Puehler, Thomas , Schunkert, Heribert , Bissell, Malenka M , Bossé, Yohan , Bossone, Eduardo , Brion, María , Citro, Rodolfo , de Vincentiis, Carlo , Deeb, G Michael , Della Corte, Alessandro , Dina, Christian , Durst, Ronen , Ensminger, Stephan , Eriksson, Per , Evangelista, Arturo , Franco-Cereceda, Anders , Gilon, Dan , Giusti, Betti , Hetherington, Simon L , Huggins, Gordon S , Le Tourneau, Thierry , Limongelli, Giuseppe , Mathieu, Patrick , Messika-Zeitoun, David , Michelena, Hector I , Milewicz, Dianna M , Muehlschlegel, Jochen D , Murdock, David R , Nickenig, Georg , Nistri, Stefano , Nöthen, Markus M , Prakash, Siddharth K , Samani, Nilesh J , Jacques Schott, Jean , Webb, Tom R , Zaffran, Stéphane , Eagle, Kim , Body, Simon C , Holdcraft, Jacob A., Bellino, Michele , Dagenais, François, Forte, Amalia , Frigiola, Alessandro , Guo, Dongchuan , Isselbacher, Eric M. , Nelson, Christopher P. , Ong, Chin Siang , Roychowdhury, Tanmoy , Surakka, Ida , Willer, Cristen J , Aviérinos, Jean-François , Bolger, Aidan P. , Bossé, Yohan , Bossone, Eduardo , Citro, Rodolfo , Deeb, G. Michael , Corte, Alessandro Della , Gilon, Dan, Huggins, Gordon S. , Tourneau, Thierry Le , Mathieu, Patrick , Messika–Zeitoun, David , Nistri, Stefano , Nöthen, Markus M. , Pluchinotta, Francesca Romana , Prakash, Siddharth K. , Schott, Jean‐Jacques , Zaffran, Stéphane , Abdelilah‐Seyfried, Salim , Eagle, Kim A. , Schumacher, Johannes

Mayo Clinic

Circulation | February 6, 2026 | Volume: 153 | Issue: 14 | Pages: 1060-1076

10.1161/circulationaha.125.074752 | PMID 41645906 Get It

BACKGROUND: Bicuspid aortic valve (BAV) is a frequent congenital heart defect with a high heritability. Despite this, only a limited number of genes have been associated with the disease, and the molecular mechanisms remain unexplained in most cases. This study aimed to further understand the genetic architecture of BAV. METHODS: A genome-wide association study meta-analysis including 9631 cases among 65 677 participants was performed. Genes were prioritized using transcriptomic analyses based on RNA sequencing in relevant tissues, including human fetal and adult aortic valves. The impact of the knockdown or knockout of 4 candidate genes on cardiac development was verified in zebrafish. A polygenic risk score was developed, its association with BAV was evaluated in an independent cohort, and its association with a wide range of phenotypes (n=976) was evaluated in UK Biobank (n=355 618 individuals). RESULTS: Thirty-six genomic loci were identified, including 32 that were not described previously. Among the prioritized genes, KANK2 and ERBB4 were identified as potentially causal through transcriptomic analyses, colocalization, and Mendelian randomization based on gene expression in human aortic valves (n=484), whereas PRDM6 and STRN were prioritized using similar analyses from aortic (n=326) and left ventricular tissues (n=326), respectively. Targeting 4 candidate genes ( WNT4 , LEF1 , STRN , and KANK2 ) in zebrafish led to disruption in cardiac development. A polygenic risk score was associated with an odds ratio of 2.07 (95% CI, 1.90–2.25; P =5.43×10 -62 ) per SD for BAV and significantly associated with thoracic aortic aneurysm and atrial fibrillation in UK Biobank. CONCLUSIONS: This study supports a significant polygenic contribution to BAV, where the combination of multiple common variants in genes involved in heart morphogenesis disrupts aortic valve development.
Prognostic role of right ventricular to pulmonary artery coupling across the spectrum of tricuspid regurgitation
Tsaban, Gal, Benfari, G, Essayagh, B A, Hernandes, A A M, Thapa, Prakash , Michelena, H I, Sarano, M E, Benfari, Giovanni , Benfari, Giovanni , Tsaban, Gal , Essayagh, Benjamin , Michelena, Héctor I. , Enriquez‐Sarano, Maurice

Mayo Clinic

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

10.1093/eurheartj/ehaf784.2491 Get It

Abstract Background The tricuspid annular plane systolic excursion (TAPSE) to systolic pulmonary artery pressure (SPAP) ratio (TAPSE/SPAP) is touted as a measure of right ventricular (RV) to pulmonary artery (PA) coupling, but its intrinsic, independent and incremental impact on outcome remains uncertain, particularly across the quantified severity spectrum of tricuspid regurgitation (TR). Methods We enrolled a prospective repository of patients with native TR, in whom TR quantitation using proximal-isovelocity-surface-area (PISA), SPAP and TAPSE, were all prospectively measured between 09/2003 and 04/2023. We included only patients with functional TR, without congenital or organic heart disease and without indwelling catheter/lead. The primary outcome was mortality under medical management. Results A total of 3,436 patients (median age 77 years, 57.6% female, median effective-regurgitant-orifice-area 39 mm2) were included. The median TAPSE/SPAP ratio was 0.36 (interquartile-range 0.26-0.51). Over a mean follow-up period of 2.4±2.8 years, 854 (24.9%) patients died. Spline regression, adjusted for age, sex, left ventricular ejection fraction, EROA, comorbidity index, and heart failure severity (TriScore), demonstrated that a TAPSE/SPAP remain linked to mortality, with ratio below 0.4 significantly associated with excess mortality risk (Figure). Multivariable models confirmed that higher TAPSE/SPAP ratio remained independently inversely associated with mortality (adjusted-hazard-ratio 0.76 [0.72-0.80] per 0.1 increment, p&lt;0.001). Furthermore TAPSE/SPAP ratio provided incremental and independent prognostic value above and beyond the individual values of TAPSE or SPAP (p&lt;0.001) and threshold for excess mortality remained consistently at 0.4, irrespective of quantified TR severity. Conclusion The TAPSE/SPAP ratio measured prospectively in routine clinical practice, is a strong and independent prognostic indicator in patients with functional TR, that adds to the prognostic value of its components. A TAPSE/SPAP ratio below 0.4 consistently identifies a subgroup at high-risk of mortality under medical management. These data suggest that therapeutic interventions that may impact positively the TAPSE/SPAP ratio should be tested in patients with functional TR.Mortality risk across TAPSE/SPAP ratio
Left ventricular remodelling patterns in patients with primary mitral regurgitation
Elmasry, N , Myagmardorj, R, Santi, P Lopez, Wu, H W, Palmen, M, Essayagh, B, Michelena, H, Enriquez-Sarano, M, Bax, J J B, Marsan, N A M Ajmone, Myagmardorj, Rinchyenkhand , He, J, Santi, Pilar López , Wu, H W , Palmen, Meindert , Essayagh, Benjamin , Michelena, Héctor I. , Enriquez‐Sarano, Maurice , Marsan, Nina Ajmone

Mayo Clinic

European Heart Journal - Cardiovascular Imaging | January 30, 2026 | Volume: 27 | Issue: Supplement_1 | Pages: No page available

10.1093/ehjci/jeaf367.199 Get It

Abstract Background Left ventricular (LV) remodeling in patients with valvular heart disease may vary according to the type of overload (pressure vs volume) as well as patients’ characteristics and comorbidities. Different LV remodeling patterns can be defined based on either an increase in LV mass index (LVMI), relative wall thickness (RWT), or both, and have been largely studied in patients with aortic valve disease but not in patients with primary mitral regurgitation (PMR). Purpose To describe the prevalence and baseline characteristics of the different LV remodeling patterns in PMR patients undergoing mitral valve (MV) surgery, and their association with outcome. Methods Four LV remodeling patterns were identified before MV surgery according to LVMI and RWT (Fig1-a). A cutoff of &gt;115 g/m2 in males or &gt;95 g/m2 in females was used to define high LVMI, and &gt;0.42 was used to define high RWT. Patients with more than mild concomitant aortic stenosis were excluded. The study outcome was all-cause mortality. Results A total of 1538 patients were included, of which 362 (23.5%) had normal LV geometry (NG), 774 (50.3%) had eccentric hypertrophy (EH), 286 (18.6%) had concentric hypertrophy (CH), and 116 (7.5%) had concentric remodeling (Fig 1-a). Compared to the NG group (Fig 2), the EH group had more females, with larger LV size and left atrial volume index (LAVI). Compared to the NG group, patients in the CH group were significantly older and had more proportion of females. Moreover, they were more symptomatic, had higher prevalence of arterial hypertension, atrial fibrillation, and worse renal function, with smaller LV end-diastolic diameters and thicker LV walls.. Compared to the NG group, the CR group included patients with significantly smaller LV cavities and thicker LV walls, but interestingly similar LAVI and systolic pulmonary pressure, suggesting that this group might represent patients with a rather acute onset MR. Of note, there was no difference among the groups as regards LV systolic dysfunction (ejection fraction ≤ 60%, P=0.314). However, patients with CH and CR had significantly worse e’ and E/e’ ratio. After a median follow-up of 6.2 years, 211 (13.7%) patients died. Kaplan-Meier analysis showed similar survival between the NG and EH groups (91.4 vs 91.6%, P = 0.964), with significantly lower survival in the CH (76.6%, P&lt;0.001) and CR (81.9%, P=0.028) groups, compared to NG (Fig 1-b). On multivariable analysis, after correcting for all the significant variables (Fig 1-c), CH and CR patterns carried higher risk of mortality (HR 1.7, P=0.024 and 2.0, P=0.017) compared to NG, while EH carried no additional risk (P=0.768). Conclusion LV remodeling patterns help in phenotyping patients with PMR undergoing MV surgery, and are independently associated with different risks of post-operative mortality.Figure 1:Prevalence and outcome Figure 2:Baseline characteristics
Artificial intelligence for aortic valve calcium score quantification by echocardiography
López-Gutiérrez, Pere , Morales-Galán, Alberto, Galián-Gay, Laura , Dux-Santoy, Lydia, Craig, Neil, Ye, Z, Bermejo, Javier , Calvo, Francisco , Ferrer, Elena, Carmona, J. Medina , Saura, Daniel, Foley, Thomas A. , Ferreira-González, Ignacio, Dweck, Marc R, Evangelista, Arturo , Teixido-Tura, Gisela , Rodriguez-Palomares, José Fernando, Guala, Andrea, Bermejo, Javier , Craig, Neil , Craig, Neil J , Garrido, J. Aparicio , Dux‐Santoy, Lydia , Alegret, Josep Maria , Ferrer‐Sistach, Elena , Méndez, Irene , Carmona, Juan M. Robledo , Sanchez, Violeta M. , Sevilla, Teresa , Cuéllar, Hug , Ferreira‐González, Ignacio , Michelena, Héctor I. , Dweck, Marc Richard , Guala, Andrea

Mayo Clinic

No container title available | January 1, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2025.12.26.25343075 Get It

Abstract Background Aortic valve calcification (AVC), as measured by gold-standard computed tomography (CT) Agatston score, provides an anatomic assessment of aortic stenosis (AS) severity and is a key predictor of AS progression and need for valve replacement. AVC detection and quantification from transthoracic echocardiography (TTE) could expand AS early diagnosis and risk stratification, currently limited by CT availability and radiation exposure. Methods A multi-view video-based deep learning framework was developed using 1166 TTE aortic valve videos from 187 TTE studies acquired in 110 patients with available AVC score by CT. EchoAVC architecture includes a feature extraction model followed by a quality-aware model that aggregates video-level information to obtain patient-level predictions for AVC detection and quantification (score). The framework was validated internally with 173 TTE studies from 86 patients across seven centres, and externally using 430 TTE studies from 280 patients across four different centres. The associations between EchoAVC estimations and AS severity, progression, and need for aortic valve replacement were examined. Results EchoAVC demonstrated excellent performance in AVC detection (AUROC 0.98, accuracy 94.4%), and quantification (R = 0.64) in the external multi-centre testing set. EchoAVC score was correlated with echocardiographic AS severity descriptors, including aortic valve mean pressure gradient (ρ = 0.749) and peak velocity (ρ = 0.757), and predicted future increase in mean pressure gradient (ρ = 0.382), peak velocity (ρ = 0.433) and calcium score by CT (ρ = 0.650). In 361 patients followed for a median of 3.8 years, 139 underwent aortic valve replacement. Baseline presence and extent of AVC as predicted by EchoAVC showed strong risk-stratification power for aortic valve replacement, remarkably in line with those obtained by CT, and incremental over TTE AS descriptors. EchoAVC was further tested in routine clinical practice images, confirming strong associations with AS severity and progression, including stratification for incident AS in previously unaffected individuals (p<0.001). Conclusions EchoAVC enables accurate and non-invasive detection and quantification of AVC, offering substantial diagnostic and prognostic value for aortic stenosis progression and need for valve replacement. This technique holds promise as a scalable tool for early detection and clinical management of aortic valve stenosis. Clinical Perspective What Is New? * Aortic valve calcification can be detected and quantified on standard, two-dimensional transthoracic echocardiography * EchoAVC score is associated with echocardiographic metrics of aortic stenosis severity * EchoAVC predicts progressive increase in aortic stenosis severity and need for aortic valve replacement What Are the Clinical Implications? * This openly available deep learning framework can be used to estimate aortic valve calcium in patients at risk of or presenting aortic stenosis to predict aortic stenosis progression * EchoAVC may help identify patients likely to have high aortic valve calcium and prioritize them for confirmatory CT assessment, thereby supporting earlier identification of calcific aortic valve disease in clinical pathways.