Citations 20

Artificial intelligence-enabled electrocardiogram for left ventricular diastolic dysfunction and long-term risk of new-onset atrial fibrillation

European Heart Journal | October 28, 2024 | Volume: 45 | Issue: Supplement_1 | Pages: No page available

10.1093/eurheartj/ehae666.469

Abstract Background Heart failure (HF) and atrial fibrillation (AF) are intertwined, sharing common risk factors and influencing each other in a reciprocal manner. While left ventricular diastolic dysfunction (LVDD) stands as a hallmark of HF's hemodynamic profile, its direct correlation with heightened AF risk remains uncertain. Our recent validation of an artificial intelligence-enabled electrocardiogram (AI-ECG) algorithm for LVDD detection has opened new avenues. Yet, whether AI-ECG-detected LVDD correlates with long-term AF risk remains unexplored. Methods We performed a retrospective study among all patients with a comprehensive LVDD assessment from the test population of the AI-ECG LVDD study between September 2001 and June 2022. Patients with prior documented AF according to health records or previous ECG were excluded. Patients were classified by AI-ECG as normal diastolic function (DF), grade 1 (G1), grade 2 (G2), or grade 3 (G3) LVDD. We assessed the risk of AF across AI-ECG LVDD grade, with normal DF as reference, with competing risk models. Results Of 97,023 patients free of AF at baseline, 63,533 (65.4%), 10,776 (11.1%), 18,940 (19.5%), and 3,774 (3.9%) were classified as normal DF, G1-LVDD, G2-LVDD, and G3-LVDD, respectively. Worse AI-ECG LVDD was associated with older age, lower left ventricular ejection fraction (LVEF), and higher rates of HF, diabetes, hypertension, chronic pulmonary disease, renal failure, and cardiovascular disease (p-of-trend<0.001 for all). Over a median follow-up of 4.8 years (interquartile range 1.8-9.2 years), new-onset AF occurred in 6,795 (7.0%) patients. In multivariable survival analysis, adjusted to multiple risk factors including LVEF and clinical HF, G2 and G3 LVDD, representing patients with high filling pressures, were independently associated with a higher AF-risk [G2-LVDD: adjusted hazard ratio (aHR) 1.64 (95% confidence interval (95%CI) 1.52-1.73), G3-LVDD: aHR 2.24 (95%CI 2.02-2.48)]. Conclusion The AI-ECG LVDD algorithm independently predicts long-term AF risk, regardless of LVEF and clinical HF status, highlighting its potential for identifying high-risk populations and guiding proactive monitoring and management.
Global longitudinal strain as a predictor of mortality in patients with cardiogenic shock

European Heart Journal: Acute Cardiovascular Care | May 9, 2024 | Volume: 13 | Issue: Supplement_1 | Pages: No page available

10.1093/ehjacc/zuae036.119

Abstract Funding Acknowledgements Type of funding sources: Foundation. Main funding source(s): Aarhus University Dagmar Marshalls Fond. Background The assessment of left ventricular (LV) function through transthoracic echocardiography (TTE) is essential for guiding diagnosis and treatment in cases of cardiogenic shock (CS). Myocardial global longitudinal strain (GLS) provides an objective and reproducible measure of systolic function, independently predicting outcomes in acute heart failure, regardless of left ventricular ejection fraction (LVEF). However, whether assessment of GLS can predict mortality in patients with CS remains unknown. Purpose In this study, we aimed to evaluate the prognostic significance of GLS in patients with CS. Methods Data from cardiac intensive care unit (CICU) patients admitted between 2007 and 2018 with CS who received vasoactive agents and/or mechanical circulatory support were analysed. GLS (as absolute values) and biplane LVEF were measured via TTE performed within 24 hours of CICU admission. Patients with CS were categorised based on the GLS quartile: mild (GLS >9.7%), moderate (7.0% < GLS <9.6%), severe (5.0% < GLS < 6.9%), and very severe (GLS ≤ 4.9%). CICU and in-hospital mortality were compared across GLS categories, and the relationship between GLS and mortality was assessed using multivariable logistic regression. Results The study included 626 patients with a median age of 68.6 years, a median LVEF of 31% (IQR 24 to 40%), and a median GLS of 7.0% (IQR 5.0 to 9.7%). In-hospital mortality was 29.1%. As GLS deteriorated, there was an increasing need for vasopressors (P<0.001). Patients with progressively lower GLS exhibited significantly higher CICU and in-hospital mortality across the GLS quartiles (Figure A; P<0.001). Patients in the severe (adjusted OR 2.67; p<0.001) and very severe category (adjusted OR 3.54; P<0.001) had significantly increased risk of in-hospital death compared with mild category. In multivariable analysis, every 1% decrease in GLS corresponded to a 14% higher risk of in-hospital mortality (P<0.001). Finally, GLS outperformed LVEF for discrimination of in-hospital mortality (P=0.002), and when both measurements were included in the same multivariable model, only GLS remained significant. When patients were divided according to whether they had GLS and/or LVEF below the median value, patients with low GLS had higher mortality irrespective of the LVEF (Figure B). Conclusion In patients with CS, GLS assessment surpasses LVEF in its prognostic value and improves risk stratification. Routine evaluation of GLS should be considered for patients with CS.Figure AFigure B
Developing an Echocardiography-Based, Automatic Deep Learning Framework for the Differentiation of Increased Left Ventricular Wall Thickness Etiologies

No container title available | September 7, 2022 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.22541/au.166257188.84471102/v1

Aims Increased LV wall thickness is frequently encountered in transthoracic echocardiography (TTE). While accurate and early diagnosis is clinically important, given the differences in available therapeutic options and prognosis, an extensive workup is often required to establish the diagnosis. We propose the first echo-based, automated deep learning model with a fusion architecture to facilitate the evaluation and diagnosis of increased left ventricular (LV) wall thickness. Methods and Results Patients with an established diagnosis of increased LV wall thickness (hypertrophic cardiomyopathy (HCM), cardiac amyloidosis (CA), and hypertensive heart disease (HTN)/others) between 1/2015 to 11/2019 at Mayo Clinic Arizona were identified. The cohort was divided into 80%/10%/10% for training, validation, and testing sets, respectively. Six baseline TTE views were used to optimize a pre-trained InceptionResnetV2 model. Each model output was used to train a meta-learner under a fusion architecture. Model performance was assessed by multiclass area under the receiver operating characteristic curve (AUROC). A total of 586 patients were used for the final analysis (194 HCM, 201 CA, and 191 HTN/others). The mean age was 55.0 years, and 57.8% were male. Among the individual view-dependent models, the apical 4 chamber model had the best performance (AUROC: HCM: 0.94, CA: 0.73, and HTN/other: 0.87). The final fusion model outperformed all the view-dependent models (AUROC: CA: 0.90, HCM: 0.93, and HTN/other: 0.92). Conclusion The echo-based InceptionResnetV2 fusion model can accurately classify the main etiologies of increased LV wall thickness and can facilitate the process of diagnosis and workup.
Abstract 3262: Dynamic Left Ventricular Outflow Tract Obstruction In Patients Without Hypertrophic Cardiomyopathy

Circulation | July 3, 2021 | Volume: 116 | Issue: suppl_16 | Pages: No page available

10.1161/circ.116.suppl_16.ii_734

Background: Although dynamic left ventricular outflow tract (LVOT) obstruction is a hallmark for hypertrophic obstructive cardiomyopathy (HOCM), it can occur in other conditions. The aim of this study was to determine underlying conditions and clinical importance of LVOT obstruction in patients without HOCM. Methods: We reviewed the echocardiographic and clinical data of patients who underwent transthoracic echocardiography in Mayo Clinic Rochester from October 2001 to August 2006, and had LVOT peak pressure gradient (PG) > 25mmHg at rest. Results: Of 719 patients identified, 159 (22 %) patients had dynamic LVOT obstruction without HOCM (77 men; mean age, 66.6 ± 12.9 years). Main presenting symptoms were chest pains in 95 (59.7 %), and dyspnea in 46 (28.9 %). LVOT PG was 51 ± 24 mmHg at rest and 68 ± 27 mmHg after provocation. In 114 (71.7 %) patients, early diastolic transmitral inflow velocity (E) and early diastolic mitral annular tissue velocity (Ea) were obtained. Mean E, Ea, and E/Ea were 105 ± 47 cm/s, 6.4 ± 5.7 cm/s, and 18.3 ± 11.0, respectively. Systolic anterior motion of mitral apparatus was observed in 100 (62.9 %) patients. Concentric increase in LV wall thickness or LVH was most common condition present in 57 patients (36%). The cause of LVH was hypertension in 40 (70.1%), aortic stenosis in 8 (14.0%), and chronic renal failure in 4 (7.0%). In these patients, major precipitating factors were hyperdynamic LV systolic function in 54 (94.7%), use of vasodilator in 34 (59.6%) and small LV cavity in 30 (52.6%). Other prominent associated conditions were basal septal hypertrophy, mitral valve repair, cardiac amyloid, and apical ballooning. There were 28 (17.6%) all-cause mortalities during follow up (25 ± 17 months) including malignancy in 6 (21.4 %), sudden cardiac deaths in 4 (14.3 %), congestive heart failure in 3 (10.7 %). Conclusions: Dynamic LVOT obstruction can be found in patients without HOCM. The most common condition to develop dynamic LVOT obstruction without HOCM, is concentric increase in LV wall thickness in the setting of hyperdynamic motion, small LV cavity, and use of vasodilator. Other conditions which predispose patients for dynamic LVOT obstruction are hypovolemia, cardiac amyloidosis, apical ballooning syndrome, and mitral valve repair.
Abstract 2488: Correlation Between The Severity Of Diastolic Dysfunction And Cardiac Torsion

Circulation | July 3, 2021 | Volume: 116 | Issue: suppl_16 | Pages: No page available

10.1161/circ.116.suppl_16.ii_548-b

Backgrounds: Left ventricular torsion (LVtor) is an integral part of systole and untwisting plays an important role in diastole. The aim of this study was to characterize LVtor and untwisting in different grades of diastolic dysfunction. Methods: We studied 135 patients with normal LV EF with various grades of diastolic dysfunction (40 group1:mild,42 group 2:moderate,and 22 group 3:severe dysfunction) and 31 controls with normal diastolic function. Apical and basal short axis rotations were measured by 2D STE. LVtor was defined as net difference between apical and basal rotation. Results: Age, gender, and EF were similar in 3 groups and control. Mitral annulus early diastolic velocity was reduced in all 3 groups (see table ). Peak LVtor was significantly greater in group 1 compared with control, group 2 and group 3. The time from peak LVtor to Mitral valve opening, and to peak early diastolic velocity were significantly delayed in group 1 compared to control (p=0.0030 and 0.0409, respectively). The twisting rate and untwisting rate were found to be highest in group 1. Conclusions: Systolic torsion and diastolic untwisting are significantly increased in patients with mild diastolic dysfunction. In patients with advanced diastolic dysfunction with increased filling pressure, torsion and untwisting are normalized. Hence, vigorous LV torsion appears to be a compensatory mechanism during an early stage of diastolic dysfunction to maintain normal filling in the setting of reduced longitudinal myocardial motion.
Incremental Prognostic Value of Echocardiography of Left Ventricular Remodeling and Diastolic Function in STICH Trial

No container title available | April 29, 2020 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.2.24106/v2

Abstract Aims: We sought to determine which echocardiographic markers of left ventricular (LV) remodeling and diastolic dysfunction can contribute as incremental and independent prognostic information in addition to current clinical risk markers of ischemic LV systolic dysfunction in the Surgical Treatment for Ischemic Heart Failure (STICH) trial.Methods and Results: The cohort consisted of 1511 of 2136 patients in STICH for whom baseline transmitral Doppler (E/A ratio) could be measured by an echocardiographic core laboratory blinded to treatment and outcomes, and prognostic value of echocardiographic variables was determined by a Cox regression model. E/A ratio was the most significant predictor of mortality amongst diastolic variables with lowest mortality for E/A closest 0.8, although mortality was consistently low for E/A 0.6 to 1.0. Mortality increased for E/A <0.6 and > 1.0 up to approximately 2.3, beyond which there was no further increase in risk. Larger LV end-systolic volume index (LVESVI) and E/A <0.6 and >1.0 had incremental negative effects on mortality when added to a clinical multivariable model, where creatinine, LVESVI, age, and E/A ratio accounted for 74% of the prognostic information for predicting risk. LVESVI and E/A ratio were stronger predictors of prognosis than New York Heart Association functional class, anemia, diabetes, history of atrial fibrillation, and stroke.Conclusions: Echocardiographic markers of advanced LV remodeling and diastolic dysfunction added incremental prognostic value to current clinical risk markers. LVESVI and E/A ratio outperformed other markers and should be considered as standard in assessing risks in ischemic heart failure. E/A closest to 0.8 was the most optimal filling pattern.
Incremental Prognostic Value of Echocardiography of Left Ventricular Remodeling and Diastolic Function in STICH Trial

No container title available | February 20, 2020 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.2.24106/v1

Abstract Aims: We sought to determine which echocardiographic markers of left ventricular (LV) remodeling and diastolic dysfunction can contribute as incremental and independent prognostic information in addition to current clinical risk markers of ischemic LV systolic dysfunction in the Surgical Treatment for Ischemic Heart Failure (STICH) trial.Methods and Results: The cohort consisted of 1511 of 2136 patients in STICH for whom baseline transmitral Doppler (E/A ratio) could be measured by an echocardiographic core laboratory blinded to treatment and outcomes, and prognostic value of echocardiographic variables was determined by a Cox regression model. E/A ratio was the most significant predictor of mortality amongst diastolic variables with lowest mortality for E/A closest 0.8, although mortality was consistently low for E/A 0.6 to 1.0. Mortality increased for E/A <0.6 and > 1.0 up to approximately 2.3, beyond which there was no further increase in risk. Larger LV end-systolic volume index (LVESVI) and E/A <0.6 and >1.0 had incremental negative effects on mortality when added to a clinical multivariable model, where creatinine, LVESVI, age, and E/A ratio accounted for 74% of the prognostic information for predicting risk. LVESVI and E/A ratio were stronger predictors of prognosis than New York Heart Association functional class, anemia, diabetes, history of atrial fibrillation, and stroke.Conclusions: Echocardiographic markers of advanced LV remodeling and diastolic dysfunction added incremental prognostic value to current clinical risk markers. LVESVI and E/A ratio outperformed other markers and should be considered as standard in assessing risks in ischemic heart failure. E/A closest to 0.8 was the most optimal filling pattern.
1049 High single-beat Doppler signals in low-gradient aortic stenosis are associated with higher aortic valve calcium

European Heart Journal - Cardiovascular Imaging | January 17, 2020 | Volume: 21 | Issue: Supplement_1 | Pages: No page available

10.1093/ehjci/jez319.641

Abstract Funding Acknowledgements Mayo Clinic Background Variability in Doppler signals is common in patients with atrial fibrillation (AF) and AF is common in low-gradient AS (LGAS). Presence of high single beat Doppler signals (peak velocity ≥4m/s or mean gradient ≥40mmHg) is not factored into decision-making in low-gradient aortic stenosis (LGAS). Objective Determine prevalence of at least one high Doppler signal in AF LGAS and its relationship to computed tomography aortic valve calcium score (AVCS) versus sinus rhythm (SR) high-gradient aortic stenosis (HGAS). Methods Consecutive patients with aortic valve area ≤1cm2 and left ventricular ejection fraction ≥50% during echo were identified (January 1, 2012-December 31, 2016). At least three consecutive Doppler signals were averaged in sinus rhythm (SR) and five in atrial fibrillation (AF). Results Of 1,854 patients, age 76± 11 years, male 52%, 301/1,854 (16%) were in AF and LGAS was present in 122/301 (41%). At least one high Doppler signal in AF LGAS was present in 43/122 (35%). AVCS within 1 year of echo was available for 36% of patient with SR HGAS and 34% of AS LGAS. Median AVCS was not different in SR HGAS 2424 (IQR 1623, 3445) vs AF LGAS with at least one high Doppler signal 2509 [IQR1547, 3119], p =0.10 AVCS threshold for severe AS (men &gt;2000 women &gt;1200) was met in 80% SR HGAS vs 86% AF LGAS with high signals. Conclusions High Doppler signals in AF LGAS are associated with high AVCS more frequently exceeding thresholds for severe AS. Single-beat high Doppler signals instead of the average correlate better with AVCS and classic HGAS.
Low-Flow, Low-Gradient Severe Aortic Stenosis in the Setting of Constrictive Pericarditis

Circulation: Cardiovascular Imaging | July 15, 2015 | Volume: 8 | Issue: 7 | Pages: No page available

10.1161/circimaging.114.002812 | PMID 26175530

Background— Low-flow, low-gradient aortic stenosis (AS), associated with a poor prognosis, can be caused by a reduced stroke volume despite a preserved ejection fraction (left ventricular ejection fraction). We hypothesized that impaired ventricular diastolic filling secondary to constrictive pericarditis (CP) could contribute to reduced transaortic gradients in patients with AS+CP. We sought to examine the characteristics and outcomes of this unique cohort. Methods and Results— We analyzed 84 patients with different degrees of AS and preserved left ventricular ejection fraction (≥50%): 28 diagnosed with concomitant CP by echocardiography and 56 patients without CP matched by age, sex, and AS severity during 1998 to 2013. Prior mediastinal radiation (32.1% versus 5.4%; P =0.0072) and cardiac surgery (50.0% versus 3.6%; P =0.0016) were more common in AS+CP patients than those with AS only. AS+CP patients had lower left ventricular stroke volume index and mean transaortic gradients. Five-year survival was 34.3% for AS+CP patients and 89.1% for those with AS only ( P <0.001). In univariate analysis, prior mediastinal radiation (hazard ratio, 8.35; 95% confidence interval, 3.38–20.62; P <0.001), reduced left ventricular stroke volume index of <35 mL/m 2 (hazard ratio, 12.52; 95% confidence interval, 3.97–39.48; P <0.001), and concomitant CP (hazard ratio, 13.65; 95% confidence interval, 4.85–38.41; P <0.001) were highly associated with increased mortality. Conclusions— Our findings highlighted the possibility of CP as a pathophysiological mechanism for low-flow, low-gradient AS. Left ventricular stroke volume index and transaortic gradients were commonly reduced in AS in the setting of CP despite a preserved left ventricular ejection fraction, which may result in underestimation of AS severity. Prior mediastinal radiation, lower left ventricular stroke volume index, and concomitant CP were associated with poorer survival in AS patients.
Concomitant Septal Myectomy in Patients Undergoing Aortic Valve Replacement for Severe Aortic Stenosis

Circulation Journal | December 14, 2014 | Volume: 79 | Issue: 2 | Pages: 375-380

10.1253/circj.cj-14-0672 | PMID 25502166