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34 citation(s) found for "Essayagh, Benjamin".

Factors influencing post-surgical survival in degenerative mitral regurgitation
Butcher, Steele C. , Essayagh, Benjamin , Benfari, Giovanni , Antoine, Clémence , Roussel, Jean‐Christian , Wijngaarden, Aniek Van, Tribouilloy, Christophe , Ruşinaru, Dan, Topilsky, Yan , Michelena, Héctor I. , Delgado, Victoria , Enriquez‐Sarano, Maurice , Topilsky, Yan , Benfari, Giovanni , Roussel, Jean-Christian , Tribouilloy, Christophe , Hochstadt, Aviram , Michelena, Hector I , Enriquez-Sarano, Maurice , Delgado, Victoria , Topilsky, Yan , Essayagh, Benjamin , Butcher, Steele C , Steyerberg, Ewout W. , Grigioni, Francesco , Tourneau, Thierry Le , Marsan, Nina Ajmone , Bax, Jeroen J.

Mayo Clinic

European Heart Journal | January 4, 2023 | Volume: 44 | Issue: 10 | Pages: 871-881

10.1093/eurheartj/ehad004 | PMID 36702625 Get It

Abstract Aims Indications for surgery in patients with degenerative mitral regurgitation (DMR) are increasingly liberal in all clinical guidelines but the role of secondary outcome determinants (left atrial volume index ≥60 mL/m2, atrial fibrillation, pulmonary artery systolic pressure ≥50 mmHg and moderate to severe tricuspid regurgitation) and their impact on post-operative outcome remain disputed. Whether these secondary outcome markers are just reflective of the DMR severity or intrinsically affect survival after DMR surgery is uncertain and may have critical importance in the management of patients with DMR. To address these gaps of knowledge the present study gathered a large cohort of patients with quantified DMR, accounted for the number of secondary outcome markers and examined their independent impact on survival after surgical correction of the DMR. Methods and results The Mitral Regurgitation International DAtabase-Quantitative registry includes patients with isolated DMR from centres across North America, Europe, and the Middle East. Patient enrolment extended from January 2003 to January 2020. All patients undergoing mitral valve surgery within 1 year of registry enrolment were selected. A total of 2276 patients [65 (55–73) years, 32% male] across five centres met study eligibility criteria. Over a median follow-up of 5.6 (3.6 to 8.7) years, 278 patients (12.2%) died. In a comprehensive multivariable Cox regression model adjusted for age, EuroSCORE II, symptoms, left ventricular ejection fraction (LVEF), left ventricular end-systolic diameter (LV ESD) and DMR severity, the number of secondary outcome determinants was independently associated with post-operative all-cause mortality, with adjusted hazard ratios of 1.56 [95% confidence interval (CI): 1.11–2.20, P = 0.011], 1.78 (95% CI: 1.23–2.58, P = 0.002) and 2.58 (95% CI: 1.73–3.83, P < 0.0001) for patients with one, two, and three or four secondary outcome determinants, respectively. A model incorporating the number of secondary outcome determinants demonstrated a higher C-index and was significantly more concordant with post-operative mortality than models incorporating traditional Class I indications alone [the presence of symptoms (P = 0.0003), or LVEF ≤60% (P = 0.006), or LV ESD ≥40 mm (P = 0.014)], while there was no significant difference in concordance observed compared with a model that incorporated the number of Class I indications for surgery combined (P = 0.71). Conclusion In this large cohort of patients treated surgically for DMR, the presence and number of secondary outcome determinants was independently associated with post-surgical survival and demonstrated better outcome discrimination than traditional Class I indications for surgery. Randomised controlled trials are needed to determine if patients with severe DMR who demonstrate a cardiac phenotype with an increasing number of secondary outcome determinants would benefit from earlier surgery.
The MIDA-Q Mortality Risk Score: A Quantitative Prognostic Tool for the Mitral Valve Prolapse Spectrum
Essayagh, Benjamin , Benfari, Giovanni , Antoine, Clémence , Grigioni, Francesco , Tourneau, Thierry Le , Roussel, Jean‐Christian , Bax, Jeroen J. , Delgado, Victoria , Wijngaarden, Aniek Van, Tribouilloy, Christophe , Ruşinaru, Dan, Topilsky, Yan , Thapa, Prabin , Topilsky, Yan , Le Tourneau, Thierry , Marsan, Nina Ajmone , Tribouilloy, Christophe , Hochstadt, Aviram , Topilsky, Yan , Michelena, Hector I , Enriquez-Sarano, Maurice , Delgado, Victoria , Bax, Jeroen J , Benfari, Giovanni , Topilsky, Yan , Essayagh, Benjamin , Grigioni, Francesco , Marsan, Nina Ajmone , Michelena, Héctor I. , Enriquez‐Sarano, Maurice

Mayo Clinic

Circulation | December 27, 2022 | Volume: 147 | Issue: 10 | Pages: 798-811

10.1161/circulationaha.122.062612 | PMID 36573420 Get It

Background: Mitral valve prolapse (MVP) is responsible for a considerable disease burden but is widely heterogeneous. The lack of a comprehensive prognostic instrument covering the entire MVP spectrum, encompassing the quantified consequent degenerative mitral regurgitation (DMR), hinders clinical management and therapeutic trials. Methods: The new Mitral Regurgitation International Database Quantitative (MIDA-Q) registry enrolled 8187 consecutive patients (ages 63±16 years, 47% women, follow-up 5.5±3.3 years) first diagnosed with isolated MVP, without or with DMR quantified prospectively (measuring effective regurgitant orifice [ERO] and regurgitant volume) in routine practice of 5 tertiary care centers from North America, Europe, and the Middle East. The MIDA-Q score ranges from 0 to 15 by accumulating guideline-based risk factors and DMR severity. Long-term survival under medical management was the primary outcome end point. Results: MVP was associated with DMR absent/mild (ERO <20 mm 2 ) in 50%, moderate (ERO 20–40 mm 2 ) in 25%, and severe or higher (ERO ≥40 mm 2 ) in 25%, with mean ERO 24±24 mm 2 , regurgitant volume 37±35 mL. Median MIDA-Q score was 4 with a wide distribution (10%–90% range, 0–9). MIDA-Q score was higher in patients with EuroScore II ≥1% versus <1% (median, 7 versus 3; P < 0.0001) but with wide overlap (10%–90% range, 4–11 versus 0–7) and mediocre correlation ( R 2 0.18). Five-year survival under medical management was strongly associated with MIDA-Q score, 97±1% with score 0, 95±1% with score 1 to 2, 82±1% with score 3 to 4, 67±1% with score 5 to 6, 60±1% with score 7 to 8, 44±1% with score 9 to 10, 35±1% with score 11 to 12, and 5±4% with MIDA-Q score ≥13, with hazard ratio 1.31 [1.29–1.33] per 1-point increment. Excess mortality with higher MIDA-Q scores persisted after adjustment for age, sex, and EuroScore II (adjusted hazard ratio, 1.13 [1.11–1.15] per 1-point increment). Subgroup analysis showed persistent association of MIDA-Q score with mortality in all possible subsets, in particular, with EuroScore II<1% (hazard ratio, 1.08 [1.02–1.14]) or ≥1% (hazard ratio, 1.11 [1.08–1.13]) and with no/mild DMR (hazard ratio, 1.14 [1.10–1.19]) or moderate/severe DMR (hazard ratio, 1.13 [1.10–1.16], all per 1-point increment with P <0.0001). Nested-model and bootstrapping analyses demonstrated incremental prognostic power of MIDA-Q score (all P <0.0001). Conclusions: This large, international cohort of isolated MVP, with prospective DMR quantification in routine practice, demonstrates the wide range of risk factor accumulation and considerable heterogeneity of outcomes after MVP diagnosis. The MIDA-Q score is strongly, independently, and incrementally associated with long-term survival after MVP diagnosis, irrespective of presentation, and is therefore a crucial prognostic instrument for risk stratification, clinical trials, and management of patients diagnosed with all forms of MVP.
Arrhythmic risk assessment of mitral valve prolapse pre- and post-mitral surgery—Authors’ reply
Sabbag, Avi , Essayagh, Benjamin , Enriquez‐Sarano, Maurice , Haugaa, Kristina H. , Haugaa, Kristina , Enriquez-Sarano, Maurice , Essayagh, Benjamin , Sabbag, Avi

Mayo Clinic

EP Europace | November 22, 2022 | Volume: 25 | Issue: 2 | Pages: 778-779

10.1093/europace/euac209 | PMID 36413621 Get It

Incremental Prognosis by Left Atrial Functional Assessment: The Left Atrial Coupling Index in Patients With Floppy Mitral Valves
Essayagh, Benjamin , Benfari, Giovanni, Antoine, Clémence, Maalouf, Joseph, Pislaru, Sorin, Thapa, Prabin, Michelena, Héctor I. , Enriquez‐Sarano, Maurice , Benfari, Giovanni , Michelena, Hector I , Enriquez-Sarano, Maurice , Benfari, Giovanni , Essayagh, Benjamin , Antoine, Clémence, Maalouf, Joseph, Pislaru, Sorin, Thapa, Prabin

Mayo Clinic

Journal of the American Heart Association | April 26, 2022 | Volume: 11 | Issue: 9 | Pages: No page available

10.1161/jaha.121.024814 | PMID 35470696 Get It

Background Emerging data suggest important prognostic value to left atrial (LA) characteristics, but the independent impact of LA function on outcome remains unsubstantiated. Thus, we aimed to define the incremental prognostic value of LA coupling index (LACI), coupling volumetric and mechanical LA characteristics and calculated as the ratio of left atrial volume index to tissue Doppler imaging a′, in a large cohort of patients with isolated floppy mitral valve. Methods and Results All consecutive 4792 patients (61±16 years, 48% women) with isolated floppy mitral valve in sinus rhythm diagnosed at Mayo Clinic from 2003 to 2011, comprehensively characterized and with prospectively measured left atrial volume index and tissue Doppler imaging a′ in routine practice, were enrolled, and their long‐term survival analyzed. Overall, LACI was 5.8±3.7 and was <5 in 2422 versus ≥5 in 2370 patients. LACI was independently higher with older age, more mitral regurgitation (no 3.8±2.3, mild 5.1±3.0, moderate 6.5±3.8, and severe 7.8±4.3), and with diastolic (higher E/e′) and systolic (higher end‐systolic dimension) left ventricular dysfunction (all P ≤0.0001). At diagnosis, higher LACI was associated with more severe presentation (more dyspnea, more severe functional tricuspid regurgitation, and elevated pulmonary artery pressure, all P ≤0.0001) independently of age, sex, comorbidity index, ventricular function, and mitral regurgitation severity. During 7.0±3.0 years follow‐up, 1146 patients underwent mitral valve surgery (94% repair, 6% replacement), and 880 died, 780 under medical management. In spline curve analysis, LACI ≥5 was identified as the threshold for excess mortality, with much reduced 10‐year survival under medical management (60±2% versus 85±1% for LACI <5, P <0.0001), even after comprehensive adjustment (adjusted hazard ratio, 1.30 [95% CI, 1.10–1.53] for LACI ≥5; P =0.002). Association of LACI ≥5 with higher mortality persisted, stratifying by mitral regurgitation severity of LA enlargement grade (all P <0.001) and after propensity‐score matching ( P =0.02). Multiple statistical methods confirmed the significant incremental predictive power of LACI over left atrial volume index (all P <0.0001). Conclusions LA functional assessment by LACI in routine practice is achievable in a large number of patients with floppy mitral valve using conventional Doppler echocardiographic measurements. Higher LACI is associated with worse clinical presentation, but irrespective of baseline characteristics, LACI is strongly, independently, and incrementally determinant of outcome, demonstrating the crucial importance of LA functional response to mitral valve disease.
Left Atrial Volumetric/Mechanical Coupling Index
Essayagh, Benjamin , Nistri, Stefano , Maalouf, Joseph , Rossi, Andrea , Thapa, Prabin , Michelena, Héctor I. , Enriquez‐Sarano, Maurice , Benfari, Giovanni , Michelena, Hector I , Enriquez-Sarano, Maurice , Benfari, Giovanni , Essayagh, Benjamin , Nistri, Stefano

Mayo Clinic

Circulation: Cardiovascular Imaging | March 19, 2022 | Volume: 14 | Issue: 1 | Pages: No page available

10.1161/circimaging.120.011608 | PMID 33463368 Get It

Background: Left atrial assessment is complex, particularly in heart failure with reduced ejection fraction due to interactions with functional mitral regurgitation (FMR). Pilot data suggest that left atrial volumetric/mechanical coupling index (LACI) may be useful, but large outcome data are lacking. Methods: We enrolled a comprehensively characterized cohort of patients in sinus rhythm with heart failure with reduced ejection fraction diagnosis at Mayo Clinic from 2007 to 2011. Routinely measured left atrial volume index and tissue-doppler-imaging a’ allowed LACI calculation as (left atrial volume index)/(tissue-doppler-imaging a’). Survival was the outcome measured. Results: The cohort’s 4196 patients (69 [58–77] years, ejection fraction 40 [31–45]%) had mild FMR in 1505 and moderate-severe FMR in 1068. LACI was overall 5.06 (3.50–8.10) and increased with each FMR grade (3.86 [2.94–5.29] without FMR, 5.38 [3.80–8.02] with mild, 5.45 [1.49–8.07] with moderate/severe FMR; P <0.0001). At diagnosis, higher LACI was independently determined by more severe FMR and by higher left ventricular mass index, lower ejection fraction, higher E/e’, and lower glomerular filtration rate (all P <0.0001). During follow-up 1588 (38%) patients died. In spline modeling, excess mortality appeared around LACI=6 and steeply increased thereafter (5-year survival 72±1% with LACI<6 and 49±2% with LACI ≥6, P <0.0001). Multivariable comprehensive adjustment showed LACI strong association with excess mortality (adjusted hazard ratio, 1.41 [1.23–1.61], P <0.0001 for LACI ≥6). Independent link to mortality persistent across FMR grades (adjusted hazard ratio, 1.45 [1.13–1.86], P =0.004 without FMR, 1.42 [1.16–1.77], P =0.0008 with mild FMR, and 1.38 [1.01–1.66], P =0.04 with moderate/severe FMR) without interaction ( P =0.3). LACI independent impact on outcome was incremental to that of left atrial volume index, tissue-doppler-imaging a’, or any other characteristic including the Meta-Analysis Global Group in Chronic-score (least significant P =0.02). Conclusions: In this large cohort, left atrial volumetric/mechanical coupling measured by LACI in routine practice integrates the influence of several morphological/hemodynamic determinants but displays progressive deterioration with increasing FMR severity in heart failure with reduced ejection fraction. About outcome, higher LACI is strongly, independently, and incrementally associated with excess mortality, irrespective of FMR grade and in all subsets. Hence, LACI is a novel and critical measure in heart failure with reduced ejection fraction, quantifiable in routine practice, which should be integrated in prognostication and decision-making.
The MIDA quantitative international registry: prognostic implications of moderately elevated pulmonary artery pressure
Antoine, C., Roussel, J.C., Ajmone, N, Wijngaarden, Aniek Van, Tribouilloy, C, Topilsky, Y, Essayagh, Benjamin , Benfari, Giovanni , Grigioni, Francesco , Tourneau, Thierry Le , Delgado, Victoria , Bax, Jeroen J. , Hochstadt, Aviram , Topilsky, Y, Michelena, Héctor I. , Enriquez‐Sarano, Maurice

Mayo Clinic

European Heart Journal - Cardiovascular Imaging | February 9, 2022 | Volume: 23 | Issue: Supplement_1 | Pages: No page available

10.1093/ehjci/jeab289.204 Get It

Abstract Funding Acknowledgements Type of funding sources: None. Background Pulmonary hypertension is a frequent complication of severe degenerative mitral regurgitation (DMR) associated with major outcome implications. However, whether pulmonary hypertension is linked with worse outcome in less that severe MR is uncertain and even more unsubstantiated is the link of elevated systolic pulmonary artery pressure (sPAP) &lt; 50mmHg with clinical presentation and outcome. Purpose To assess the outcome implication of sPAP elevation, even moderate, among mitral regurgitation severity subgroups. Methods The MIDA-Quantitative (MIDA-Q) unprecedented registries included 7373 consecutive patients (age 64 ± 17 years, 45% women, follow-up 5.5 ± 3.4 years) with isolated DMR diagnosed at tertiary (European/North-American/Middle East) centers in which systolic pulmonary artery pressure (sPAP) was measured prospectively at baseline. Long-term survival overall, under medical management and post-mitral surgery was analyzed. Results Elevated pulmonary pressure (sPAP &gt;50mmHg) was observed in 1371 patients (19%, mean 63 ± 13mmHg) and moderate increase in pulmonary pressure (35&lt; sPAP &lt; 50mmHg) in 1874 patients (25%, mean 41 ± 14mmHg), with no/mild MR in 4067 (50%), moderate in 2073 (25%), and severe or above in 2047 (25%), mean ERO 0.24 ± 24cm2, RVol 37 ± 35mL and posterior leaflet prolapse in 34%. sPAP severe but also moderate both strongly and independently linked to more severe clinical presentation, with more dyspnea, more AFib, and impaired renal function (P ≤ 0.0001). &lt;SPAP&lt; &gt;By sPAP categories, 35 &lt; sPAP&lt; 50mmHg (vs. 35mmHg) was independently associated with worse outcome under medical management adjusted-HR 1.62[1.40-1/87], with considerable excess-mortality for sPAP &gt; 50mmHg (vs. &lt;35mmHg) adjusted-HR 2.54[2.17-2.96], all P &lt; 0.0001. As continuous variable, sPAP was associated with worse outcome adjusted-HR 1.25[1.21-1.29], P &lt; 0.0001 per 10mmHg-increase. Mitral valve surgery (performed in 2378 patients, 32%) improved outcome without alleviating completely higher mortality associated with sPAP &gt; 50mmHg (P &lt; 0.0001). Conclusion In this very large international cohort of patients with DMR of all range and prospective sPAP grading, higher sPAP is associated at diagnosis with more severe clinical presentation. Long term, sPAP &gt; 50mmHg but also 35-50mmHg is independently of all confounders, associated with worse mortality. Thus careful assessment and consideration for mitral surgery/transcatheter therapy is warranted even in patients with sPAP &lt;50mmHg.&lt;/SPAP&lt; &gt; Abstract Figure. Survival stratified by sPAP Categories Abstract Figure. Postop survival by sPAP Categories
Association of transcatheter edge-to-edge repair with improved survival in older patients with severe, symptomatic degenerative mitral regurgitation
Benfari, Giovanni , Sorajja, Paul , Pedrazzini, Giovanni , Taramasso, Maurizio , Gavazzoni, Mara , Biasco, Luigi , Essayagh, Benjamin , Grigioni, Francesco , Bae, Richard , Tribouilloy, Christophe , Bapat, Vinayak , Vancraynest, David, Curti, Moreno , Thapa, Prabin , Vancraeynest, David , Vanoverschelde, Jean-Louis , Michelena, Hector I , Bapat, Vinayak N , Klersy, Catherine , Curti, Moreno , Thapa, Prabin , Enriquez-Sarano, Maurice , Benfari, Giovanni , Essayagh, Benjamin , Sorajja, Paul , Vanoverschelde, Jean‐Louis , Michelena, Héctor I. , Klersy, Catherine , Enriquez‐Sarano, Maurice , Grigioni, Francesco

Mayo Clinic

European Heart Journal | December 27, 2021 | Volume: 43 | Issue: 17 | Pages: 1626-1635

10.1093/eurheartj/ehab910 | PMID 35090000 Get It

Abstract Background Randomized clinical trials demonstrated transcatheter edge-to-edge repair (TEER) efficacy in improving outcome vs. medical management for functional mitral regurgitation, but limited randomized data are available for the treatment of degenerative mitral regurgitation (DMR). We aimed to compare the outcome of older patients treated with TEER vs. unoperated DMR. Methods and results Registries including consecutive patients ≥65 years with symptomatic severe DMR treated with TEER (MitraSwiss and Minneapolis Heart Institute registries) or unoperated (MIDA registry) were analysed. Survival was compared overall and after matching for age, sex, EuroSCORE II, and ejection fraction. The study included 1187 patients (872 treated with TEER and 315 unoperated). During 24 ± 17 months of follow-up, 430 patients died, 18 ± 1% at 1 year and 50 ± 2% at 4 years. Patients undergoing TEER had similar age (82 ± 6 vs. 82 ± 7 years) and sex to unoperated patients, but higher surgical risk/comorbidity (EuroSCORE II 3.98 ± 4.28% vs. 2.77 ± 2.46%), more symptoms, and atrial fibrillation (P &lt; 0.0001). Transcatheter edge-to-edge repair was associated with lower mortality accounting for age, sex, EuroSCORE II, New York Heart Association class, atrial fibrillation, and ejection fraction [hazard ratio (HR): 0.47, 95% confidence interval (CI): 0.37–0.58; P &lt; 0.0001]. After propensity matching (247 pairs of patients), TEER consistently showed better survival compared with unoperated patients (49 ± 6% vs. 37 ± 3% at 4 years, P &lt; 0.0001) even in comprehensive multivariable analysis (HR: 0.60, 95% CI: 0.40–0.91; P = 0.03). Procedural failure was infrequent but post-procedural mitral regurgitation, remaining moderate-to-severe in 66 (7.6%) patients, was associated with excess mortality vs. trivial residual regurgitation (30 ± 6% vs. 11 ± 1% at 1 year, P &lt; 0.0001). Conclusion Amongst older patients with severe symptomatic DMR at high surgical risk, mitral TEER was associated with higher survival vs. unoperated patients. Successful control of mitral regurgitation was key to survival improvement with mitral TEER, which should be actively considered in patients deemed inoperable.
The MIDA quantitative mortality risk score: prognostic model in floppy mitral valves
Antoine, Clémence , Roussel, J.C., Ajmone, N, Wijngaarden, Aniek Van, Tribouilloy, Christophe , Topilsky, Y, Essayagh, Benjamin , Benfari, Giovanni , Grigioni, Francesco , Tourneau, Thierry Le , Bax, Jeroen J. , Delgado, Victoria , Hochstadt, Aviram , Topilsky, Y, Michelena, Héctor I. , Enriquez‐Sarano, Maurice

Mayo Clinic

European Heart Journal | October 20, 2021 | Volume: 42 | Issue: Supplement_1 | Pages: No page available

10.1093/eurheartj/ehab724.1699 Get It

Abstract Background The Mitral Regurgitation International Database (MIDA) score is a validated tool for Degenerative Mitral Regurgitation (DMR) management, being able to position a given patient within a continuous spectrum of short and long term mortality. However, whether this score may be applicable and incremental in the entire span of Floppy Mitral Valves (FMV), regardless of DMR severity, remains unsubstantiated. Methods The MIDA-Quantitative (MIDA-Q) unprecedented registries include 8187 consecutive patients (age 64±17 years, 45% women, follow-up 5.5±3.4 years) with isolated degenerative mitral valve disease diagnosed at tertiary (European/ North-American/ Middle Eastern) centers in whom DMR severity used both integrative and quantitative grading. The MIDA-Q Score ranged from 0 to 15 depending on accumulating risk factors. Long-term survival overall, under medical management and post-mitral surgery was analysed. Results By quantitative grading, MR was no/trivial in 1938 (24%), mild in 1423 (17%), moderate in 2027 (25%) and severe in 2799 (34%), with ERO 0.24±24cm2, RVol 37±35mL, and posterior leaflet prolapse in 49%. MIDA-Q Scores stratified in 8 categories were 0 (score 0, n=851), 1 (score 1–2, n=1301), 2 (score 3–4, n=2043), 3 (score 5–6, n=1581), 4 (score 7–8, n=1273), 5 (score 9–10, n=718), 6 (score 11–12, n=331) and 7 (score 13–15, n=89). In the whole MIDA-Q population (n=8187 patients), 5-year survival under medical management with Scores categories 0–1, 2–4, and 5–7 was 96±1%, 73±1%, and 61±3% respectively (P&lt;0.0001). Five-year mortality ranged from 3% with MIDA Q-score 0 to 95% with MIDA Q-score 13–15 (P&lt;0.0001). After mitral surgery, 1-year mortality with Scores categories 0–1, 2–4, and 5–7 was 0%, 1%, and 6% respectively and 5-year post-operative survival was 99±1%, 94±1%, and 82±2% (all P&lt;0.0001). In models including age, sex and all guideline-provided prognostic markers, the EuroScoreII and the MIDA Score without DMR severity, the MIDA-Q Score provided incremental prognostic information (P&lt;0.001). Conclusion This unheard international cohort of patients with FMV and prospective mitral severity quantitative grading, enables for the first time the calculation of a MIDA-Q Score, highly determinant of survival after diagnosis of FMV with any degree of DMR, that may be very useful for mitral valve prolapse management. Funding Acknowledgement Type of funding sources: Public Institution(s). Main funding source(s): Mayo Fundation Figure 1
Electrocardiogram screening for aortic valve stenosis using artificial intelligence
Cohen‐Shelly, Michal , Attia, Zachi I. , Friedman, Paul A. , Essayagh, Benjamin A, Ko, Wei-Yin, Murphree, Dennis H. , Michelena, Héctor I. , Enriquez‐Sarano, Maurice , Carter, Rickey E. , Oh, Jae K. , Ito, Saki , Enriquez-Sarano, Maurice , Murphree, Dennis H , Michelena, Hector I , Carter, Rickey E , Johnson, Patrick W , Lopez-Jimenez, Francisco , Attia, Zachi I , Essayagh, Benjamin , Johnson, Patrick W. , Noseworthy, Peter A. , López-Jiménez, Francisco

Mayo Clinic

European Heart Journal | March 4, 2021 | Volume: 42 | Issue: 30 | Pages: 2885-2896

10.1093/eurheartj/ehab153 | PMID 33748852 Get It

Abstract Aims Early detection of aortic stenosis (AS) is becoming increasingly important with a better outcome after aortic valve replacement in asymptomatic severe AS patients and a poor outcome in moderate AS. We aimed to develop artificial intelligence-enabled electrocardiogram (AI-ECG) using a convolutional neural network to identify patients with moderate to severe AS. Methods and results Between 1989 and 2019, 258 607 adults [mean age 63 ± 16.3 years; women 122 790 (48%)] with an echocardiography and an ECG performed within 180 days were identified from the Mayo Clinic database. Moderate to severe AS by echocardiography was present in 9723 (3.7%) patients. Artificial intelligence training was performed in 129 788 (50%), validation in 25 893 (10%), and testing in 102 926 (40%) randomly selected subjects. In the test group, the AI-ECG labelled 3833 (3.7%) patients as positive with the area under the curve (AUC) of 0.85. The sensitivity, specificity, and accuracy were 78%, 74%, and 74%, respectively. The sensitivity increased and the specificity decreased as age increased. Women had lower sensitivity but higher specificity compared with men at any age groups. The model performance increased when age and sex were added to the model (AUC 0.87), which further increased to 0.90 in patients without hypertension. Patients with false-positive AI-ECGs had twice the risk for developing moderate or severe AS in 15 years compared with true negative AI-ECGs (hazard ratio 2.18, 95% confidence interval 1.90–2.50). Conclusion An AI-ECG can identify patients with moderate or severe AS and may serve as a powerful screening tool for AS in the community.