A Deep Learning-Based Fully Automated Pipeline for Regurgitant Mitral Valve Anatomy Analysis From 3D Echocardiography

Three-dimensional transesophageal echocardiography (3DTEE) is the recommended imaging technique for the assessment of mitral valve (MV) morphology and lesions in case of mitral regurgitation (MR) requiring surgical or transcatheter repair. Such assessment is key to thorough intervention planning and to intraprocedural guidance. However, it requires segmentation from 3DTEE images, which is timeconsuming, operator-dependent, and often merely qualitative. In the present work, a novel workflow to quantify the patient-specific MV geometry from 3DTEE is proposed. The developed approach relies on a 3D multi-decoder residual convolutional neural network (CNN) with a U-Net architecture for multi-class segmentation of MV annulus and leaflets. The CNN was trained and tested on a dataset comprising 55 3DTEE examinations of MR-affected patients. After training, the CNN is embedded into a fully automatic, and hence fully repeatable, pipeline that refines the predicted segmentation, detects MV anatomical landmarks and quantifies MV morphology. The trained 3D CNN achieves an average Dice score of 0.82 +/- 0.06, mean surface distance of 0.43 +/- 0.14 mm and 95% Hausdorff Distance (HD) of 3.57 +/- 1.56 mm before segmentation refinement, outperforming a state-of-the-art baseline residual U-Net architecture, and provides an unprecedented multi-class segmentation of the annulus, anterior and posterior leaflet. The automatic 3D linear morphological measurements of the annulus and leaflets, specifically diameters and lengths, exhibit differences of less than 1.45 mm when compared to ground truth values. These measurements also demonstrate strong overall agreement with analyses conducted by semi-automated commercial software. The whole process requires minimal user interaction and requires approximately 15 seconds

MitraClip Treatment of Secondary Mitral Regurgitation in Heart Failure with Reduced Ejection Fraction: Lessons and Implications from Trials and Registries

Transcatheter mitral valve intervention using the MitraClip system has evolved as a new tool for the treatment of secondary mitral regurgitation (SMR) in patients with heart failure and reduced lef..

Real-time three dimensional transesophageal echocardiography: technical aspects and clinical applications

Real-time three-dimensional transesophageal echocardiography (RT3DTEE) is now commonly used in daily clinical practice. The transesophageal, compared to the transthoracic approach, allows the visualization of the whole spectrum of the mitral valve apparatus and the posterior cardiac structures. Moreover, images obtained by RT 3D TEE provide a unique and complete visualization of the mitral valve prosthetic elements. Indeed, the possibility to visualize guidewires and catheters in cardiac chambers and their relationship with cardiac structures during percutaneous transcatheter procedures reduces the time of radiation exposure and simplifies the approach becoming the reference method for monitoring. This review aims to underline the potential clinical applications and the advantages of RT3DTEE compared to other methods

Unanticipated Pseudocoarctation Highlights the Importance of Visualizing Aortic Arch Anatomy Before Transfemoral Transcatheter Aortic Valve Implantation

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Sustained Reduction of Tricuspid Regurgitation After Percutaneous Repair With the MitraClip System in a Patient With a Dual Chamber Pacemaker

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TCT-771 Comparison of post TAVR paravalvular regurgitation between Edwards SAPIEN 3 and Edwards SAPIEN XT; early, single center experience

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Predictive Value of Left Ventricular Myocardial Deformation for Left Ventricular Remodeling in Patients With Classical Low-Flow, Low-Gradient Aortic Stenosis Undergoing Transcatheter Aortic Valve Replacement

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Complicated Bi-Pella Support: Acute Mitral Regurgitation and Bailout MitraClip Repair

During the last decades, the use of mechanical circulatory support devices (MCS) has increased exponentially. In this scenario, a fully percutaneous approach to biventricular cardiogenic shock has ..

TCT-713 Impact And Evolution Of Right Ventricular Dysfunction After MitraClip In High Risk Patients With Functional Mitral Regurgitation

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