scholarly journals Segmentation of Tricuspid Valve Leaflets From Transthoracic 3D Echocardiograms of Children With Hypoplastic Left Heart Syndrome Using Deep Learning

2021 ◽  
Vol 8 ◽  
Author(s):  
Christian Herz ◽  
Danielle F. Pace ◽  
Hannah H. Nam ◽  
Andras Lasso ◽  
Patrick Dinh ◽  
...  
Keyword(s):  
Hypoplastic Left Heart Syndrome ◽  
Tricuspid Valve ◽  
Dice Similarity Coefficient ◽  
Left Heart ◽  
Hypoplastic Left Heart ◽  
Convolutional Network ◽  
Segmentation Accuracy ◽  
The Right ◽  
Rapid Modeling ◽  
Left Heart Syndrome

Hypoplastic left heart syndrome (HLHS) is a severe congenital heart defect in which the right ventricle and associated tricuspid valve (TV) alone support the circulation. TV failure is thus associated with heart failure, and the outcome of TV valve repair are currently poor. 3D echocardiography (3DE) can generate high-quality images of the valve, but segmentation is necessary for precise modeling and quantification. There is currently no robust methodology for rapid TV segmentation, limiting the clinical application of these technologies to this challenging population. We utilized a Fully Convolutional Network (FCN) to segment tricuspid valves from transthoracic 3DE. We trained on 133 3DE image-segmentation pairs and validated on 28 images. We then assessed the effect of varying inputs to the FCN using Mean Boundary Distance (MBD) and Dice Similarity Coefficient (DSC). The FCN with the input of an annular curve achieved a median DSC of 0.86 [IQR: 0.81–0.88] and MBD of 0.35 [0.23–0.4] mm for the merged segmentation and an average DSC of 0.77 [0.73–0.81] and MBD of 0.6 [0.44–0.74] mm for individual TV leaflet segmentation. The addition of commissural landmarks improved individual leaflet segmentation accuracy to an MBD of 0.38 [0.3–0.46] mm. FCN-based segmentation of the tricuspid valve from transthoracic 3DE is feasible and accurate. The addition of an annular curve and commissural landmarks improved the quality of the segmentations with MBD and DSC within the range of human inter-user variability. Fast and accurate FCN-based segmentation of the tricuspid valve in HLHS may enable rapid modeling and quantification, which in the future may inform surgical planning. We are now working to deploy this network for public use.

Hypoplastic left heart syndrome: multiprofessional follow-up in the mid-term following palliative procedures

1997 ◽  
Vol 7 (3) ◽  
pp. 248-253 ◽  
Author(s):  
Petter S. Hagemo ◽  
Magnhild Rasmussen ◽  
Grete Bryhn ◽  
Inger Helena Vandvik
Keyword(s):  
Hypoplastic Left Heart Syndrome ◽  
Motor Development ◽  
Autistic Traits ◽  
Attention Problems ◽  
Child Psychiatrist ◽  
Left Heart ◽  
Hypoplastic Left Heart ◽  
Mild Degree ◽  
The Right ◽  
Left Heart Syndrome

AbstractOf the 12 children who represent the complete cohort of Norwegian patients surviving the complete palliative operative programme for hypoplastic left heart syndrome, 10 were studied by a pediatric cardiologist, a pediatric neurologist, a neuropsychologist and a child psychiatrist. We found significant morbidity. Hemodynamic function was relatively uncompromised in eight of the patients, but one had significant cyanosis due to use of an operative technique subsequently abandoned and one had obstruction of the flow of blood from the left to the right atrium. Five children had disturbances of rhythm, with one requiring insertion of a pacemaker. One child had epilepsy. Delayed motor development, most often to mild degree, was found in seven children, while six had attention problems. Mental retardation was found in two children and autistic traits in one. Despite these various problems, the parents were seemingly satisfied with their own lives, and the quality of life of their children.

Pathological changes and myocardial remodelling related to the mode of shunting following surgical palliation for hypoplastic left heart syndrome

2008 ◽  
Vol 18 (4) ◽  
pp. 415-422 ◽  
Author(s):  
Massimo A. Padalino ◽  
Chiara Castellani ◽  
Silvia Toffoli ◽  
Mila Della Barbera ◽  
Ornella Milanesi ◽  
...  
Keyword(s):  
Extracellular Matrix ◽  
Right Ventricle ◽  
Hypoplastic Left Heart Syndrome ◽  
Pulmonary Arteries ◽  
Left Heart ◽  
Pulmonary Shunt ◽  
Hypoplastic Left Heart ◽  
Surgical Palliation ◽  
The Right ◽  
Left Heart Syndrome

AbstractBackgroundThe modification of placing the shunt from the right ventricle to the pulmonary arteries, also known as Sano procedure, has allegedly improved results over the short term in surgical palliation of hypoplastic left heart syndrome with the Norwood procedure. With this in mind, we reviewed autopsied specimens from neonates and children who did not survive after either a classic arterio-pulmonary shunt, or the modified procedure with the shunt placed from the right ventricle to the pulmonary arteries, so as to evaluate the pathological substrates of the remodelling of the systemic right ventricle, assessing any differences induced by the 2 techniques.MethodsWe obtained the hearts from 11 patients with neonatal diagnosis of hypoplastic left heart syndrome who died after the first or second stages of the Norwood sequence of operations, comparing them with 6 normal hearts matched for age and weight. Macroscopic, microscopic and morphometric analysis were performed on each specimen, evaluating the diameter of the myocytes, extracellular matrix remodelling in terms of fibrosis and type of collagen, and vascularization in terms of capillary density.ResultsHypertrophy of the myocytes was significantly increased in the hearts from patients having either a classic arterio-pulmonary or the ventriculo-pulmonary modification of the shunt compared to controls (p < 0.05). Myocardial fibrosis was increased in those having a shunt placed from the right ventricle to the pulmonary arteries when compared to the other 2 groups. The ratio of collagen I to collagen III was similar in those undergoing a classic arterio-pulmonary shunt compared to controls (0.94), but was lower in those having a shunt placed from the right ventricle to the pulmonary arteries (0.61), with an increase in collagen type III. The density of capillaries was lower in those who had undergone a classic arterial shunt when compared to the others.ConclusionWe have shown greater remodelling of the ventricular myocardial extracellular matrix in patients having a shunt from the right ventricle to the pulmonary arteries when compared to those having a classic arterio-pulmonary shunt, with this remodelling progressing even after the neonatal period. This may influence a later suboptimal ventricular performance.

Hypoplastic left heart syndrome with anomalous origin of right pulmonary artery

2020 ◽  
pp. 021849232095506
Author(s):  
Ashish Mishra ◽  
Bhavik Champaneri ◽  
Yashpal Rana ◽  
Gaurav Singh ◽  
Senthilraj Thangasami ◽  
...  
Keyword(s):  
Pulmonary Artery ◽  
Hypoplastic Left Heart Syndrome ◽  
Venous Drainage ◽  
Anomalous Origin ◽  
Left Heart ◽  
Hypoplastic Left Heart ◽  
Right Pulmonary Artery ◽  
Complex Forms ◽  
The Right ◽  
Left Heart Syndrome

Classic hypoplastic left heart syndrome is a rare but fatal congenital heart disease associated with variable underdevelopment of the left side of the heart. Complex forms of hypoplastic left heart syndrome have been reported to coexist with anomalous pulmonary venous drainage, transposition of the great arteries, or pulmonary valve dysplasia. We report a case of hypoplastic left heart syndrome with anomalous origin of the right pulmonary artery from the ascending aorta a rare association not reported in the literature. Preoperative comprehensive echocardiography is essential for diagnosis and accurate recognition of such rare anatomic variations.

scholarly journals Geometry of the pulmonary arteries before the Fontan operation: can we influence it during the Norwood procedure?

2020 ◽  
Vol 57 (6) ◽  
pp. 1098-1104
Author(s):  
Katarzyna Januszewska ◽  
Pawel Nawrocki ◽  
Anja Lehner ◽  
Julia Stegger ◽  
Felix Kleinerueschkamp ◽  
...  
Keyword(s):  
Hypoplastic Left Heart Syndrome ◽  
Fontan Operation ◽  
Pulmonary Arteries ◽  
Norwood Procedure ◽  
Left Heart ◽  
Hypoplastic Left Heart ◽  
Second Stage ◽  
The Right ◽  
Left Heart Syndrome ◽  
The Impact

Abstract OBJECTIVES The right ventricle-to-pulmonary artery (RV-PA) shunt provides stable haemodynamics after the Norwood procedure but can influence development of the central pulmonary arteries (PAs). The goal of this study was to analyse the geometry of the central PAs in children with hypoplastic left heart syndrome before the Fontan operation with respect to the RV-PA shunt site and the type of the second-stage operation. METHODS A total of 161 children with hypoplastic left heart syndrome, median age 2.7 (range 1.3–9.8) years and median weight 12.7 (range 7.6–26.1) kg, underwent the Fontan operation after having had the Norwood procedure with an RV-PA shunt. The patients were divided into 2 groups: left-sided RV-PA (L-RV-PA) (n = 129) with the shunt on the left and right-sided RV-PA (n = 32) with the shunt on the right side of the neoaorta. Angiographic data obtained before the Fontan and all cardiac catheterization interventions were analysed retrospectively. RESULTS Between the second and third stages, as well as directly before the Fontan operation, the L-RV-PA group required more PA catheter interventions (P = 0.001 and P = 0.03). In this group, the minimal left PA diameter was smaller than that in the R-RV-PA group (P = 0.021). Leaving the shunt open until the Fontan operation increased the rate of PA interventions in the L-RV-PA group (P = 0.001), but there is no evidence of the impact on the development of the left PAs (P = 0.075). There is also no evidence that the type of the second-stage procedure influences the intervention rate before the Fontan procedure (P = 0.14). CONCLUSIONS Children who have the L-RV-PA shunt require more PA catheter interventions. The right-sided RV-PA shunt and the subsequent Glenn anastomosis in the place of the shunt are associated with distortion-free and more symmetrical development of the central PAs.

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