scholarly journals Segmentation atrioventricular septal defect by using convolutional neural networks based on U-NET architecture

Author(s):  
Ade Iriani Sapitri ◽  
Siti Nurmaini ◽  
Sukemi Sukemi ◽  
M. Naufal Rachmatullah ◽  
Annisa Darmawahyuni

Congenital heart disease often occurs, especially in infants and fetuses. Fetal image is one of the issues that can be related to the segmentation process. The fetal heart is an important indicator in the process of structural segmentation and functional assessment of congenital heart disease. This study is very challenging due to the fetal heart has a relatively unclear structural anatomical appearance, especially in the artifacts in ultrasound images. There are several types of congenital heart disease that often occurs namely in septal defects it consists of the atrial septal defect, ventricular septal defect, and atrioventricular septal defect. The process of identifying the standard of the heart, especially the fetus, can be identified with a 2D ultrasound video in the initial steps to diagnose congenital heart disease. The process of diagnosis of fetal heart standards can be seen from a variety of spaces, i.e., 4 chamber views. In this study, the standard semantic segmentation process of the fetal heart is abnormal and normal in terms of the perspective of 4 chamber views. The validation evaluation results obtained in this study amounted to 99.79% pixel accuracy, mean iou 96.10%, mean accuracy 97.82%, precision 96.41% recall 95.72% and F1 score 96.02%.

2014 ◽  
Vol 32 (2) ◽  
pp. 159-163 ◽  
Author(s):  
Felipe Alves Mourato ◽  
Lúcia Roberta R. Villachan ◽  
Sandra da Silva Mattos

OBJECTIVE:To determine the frequence and profile of congenital heart defects in Down syndrome patients referred to a pediatric cardiologic center, considering the age of referral, gender, type of heart disease diagnosed by transthoracic echocardiography and its association with pulmonary hypertension at the initial diagnosis.METHODS:Cross-sectional study with retrospective data collection of 138 patients with Down syndrome from a total of 17,873 records. Descriptive analysis of the data was performed, using Epi-Info version 7.RESULTS: Among the 138 patients with Down syndrome, females prevailed (56.1%) and 112 (81.2%) were diagnosed with congenital heart disease. The most common lesion was ostium secundum atrial septal defect, present in 51.8%, followed by atrioventricular septal defect, in 46.4%. Ventricular septal defects were present in 27.7%, while tetralogy of Fallot represented 6.3% of the cases. Other cardiac malformations corresponded to 12.5%. Pulmonary hypertension was associated with 37.5% of the heart diseases. Only 35.5% of the patients were referred before six months of age.CONCLUSIONS: The low percentage of referral until six months of age highlights the need for a better tracking of patients with Down syndrome in the context of congenital heart disease, due to the high frequency and progression of pulmonary hypertension.


2019 ◽  
Author(s):  
Ehiole Akhirome ◽  
Suk D. Regmi ◽  
Rachel A. Magnan ◽  
Nelson Ugwu ◽  
Yidan Qin ◽  
...  

ABSTRACTBackgroundIn newborns, severe congenital heart defects are rarer than mild ones. The reason why is unknown, but presumably related to a liability threshold that rises with the severity of a defect. Because the same genetic mutation can cause different defects, other variables may contribute to pushing an individual past a defect-specific liability threshold. We consider here how variables in the genetic architecture of a heart defect depend upon its fitness cost, as defined by the likelihood of survival to reproductive age in natural history studies.MethodsWe phenotyped ~10,000 Nkx2-5+/- newborn mice, a model of human congenital heart disease, from two inbred strain crosses. Genome-wide association analyses detected loci that modify the risk of an atrial septal defect, membranous or muscular ventricular septal defect, or atrioventricular septal defect. The number of loci, heritability and quantitative effects on risk of pairwise (G×GNkx) and higher-order (G×G×GNkx) epistasis between the loci and Nkx2-5 mutation were examined as a function of the fitness cost of a defect.ResultsNkx2-5+/- mice have pleiotropic heart defects; about 70% have normal hearts. The model recapitulates the epidemiological relationship between the severity and incidence of a heart defect. Neither the number of modifier loci nor heritability depends upon the severity of a defect, but G×GNkx and G×G×GNkx effects on risk do. Interestingly, G×G×GNkx effects are three times more likely to suppress risk when the genotypes at the first two loci are homozygous and from the same, rather than opposite strains in a cross. Syn- and anti-homozygous genotypes at G×G×GNkx interactions can have an especially large impact on the risk of an atrioventricular septal defect.ConclusionsGiven a modestly penetrant mutation, epistasis contributes more to the risk of severe than mild congenital heart defect. Conversely, genetic compatibility between interacting genes, as indicated by the protective effects of syn-homozygosity at G×G×GNkx interactions, plays a newfound role in the robustness of cardiac development. The experimental model offers practical insights into the nature of genetic risk in congenital heart disease. The results more fundamentally address a longstanding question regarding how mutational robustness could arise from natural selection.


2013 ◽  
Vol 2 (2) ◽  
pp. 96-101 ◽  
Author(s):  
Maniah Shrestha ◽  
U Shrestha

Background: The objective of this study was to evaluate the children with down syndrome regarding the frequency and types of congenital heart disease and associated pulmonary hypertension. Method: A prospective study was carried out to all the children with down syndrome visited in pediatric outpatient department over the period of one year. Necessary data were recorded in preformed format. Results: Fifty children with down syndrome were evaluated. Forty (80%) had an associated congenital heart disease. The median age at diagnosis was 2 years (range = 4 days to 12 years). In 26 patients (65%), the cardiac lesion was isolated, while 14 patients (35%) had multiple defects. The most common single defect was ventricular septal defect (VSD), found in 9 of the 40 patients (22.5%), followed by atrioventricular septal defect (AVSD) in 15%, atrial septal defect (ASD) and patent ductus arteriosus (PDA) each in 10%. The most frequent concomitant malformation found co-existing with other congenital cardiac lesions was PDA (15%). Pulmonary hypertension was found in 21 of 40 patients (52.5%) and AVSD was most frequently associated with pulmonary hypertension. Conclusion: Congenital heart disease is very common in patient with down syndrome. VSD is the most common cardiac defect and AVSD is second to VSD. Patient with down syndrome with CHD frequently develop pulmonary hypertension at younger age hence early cardiac screening by echocardiography in these patients is crucial. Early diagnosis and management is the key to avoid irreversible hemodynamic consequences of the defect. Nepal Journal of Medical Sciences | Volume 02 | Number 02 | July-December 2013 | Page 96-101 DOI: http://dx.doi.org/10.3126/njms.v2i2.8944


2013 ◽  
Vol 23 (5) ◽  
pp. 697-704 ◽  
Author(s):  
Daniela Laux ◽  
Valérie Malan ◽  
Fanny Bajolle ◽  
Younes Boudjemline ◽  
Jeanne Amiel ◽  
...  

AbstractObjectiveThe objective was to report two new patients with the diagnosis of alveolar capillary dysplasia and congenital heart disease, to describe the associated cardiac defects seen in these cases and in the literature, and to consider recent genetic advances concerning the FOX transcription factor gene cluster in chromosome 16q24.1q24.2.MethodsWe retrospectively analysed the records of all patients with congenital heart disease and alveolar capillary dysplasia seen in the Pediatric Cardiology Department between 2005 and 2010. We reviewed all literature published in the English language relating to cases of alveolar capillary dysplasia and congenital heart disease.ResultsTwo infants with alveolar capillary dysplasia and cardiac malformation were identified: one had an atrioventricular septal defect and a de novo balanced reciprocal translocation t(1;16)(q32;q24), the second infant had a ventricular septal defect. Analysis of 31 cases of the literature including these new cases showed a predominant association of alveolar capillary dysplasia with obstructive left heart disease (35%), as well as an atrioventricular septal defect (29%). FOX gene cluster defects were identified in eight of these patients.DiscussionGenetic background of alveolar capillary dysplasia is discussed in the light of the balanced reciprocal translocation t(1;16)(q32;q24) identified in the first child of this report. Alveolar capillary dysplasia should be suspected in neonates with congenital heart disease and unexpectedly elevated pulmonary vascular resistances, especially in cases of obstructive left heart disease or atrioventricular septal defect. Detecting FOX gene cluster defects should be considered in infants with alveolar capillary dysplasia with or without congenital heart disease.


2020 ◽  
Vol 77 (6) ◽  
pp. 657-660
Author(s):  
Maja Stefanovic ◽  
Ilija Srdanovic ◽  
Aleksandra Milovancev ◽  
Stamenko Susak ◽  
Snezana Tadic ◽  
...  

Introduction. Partial atrioventricular septal defect (AVSD) is a form of congenital heart disease (CHD) rarely detected in adults. Infective endocarditis represents a severe complication that carries a substantial risk. Case report. We here reported a case of a 43-year-old female with previously diagnosed adult CHD (partial AVSD and bicuspid aortic valve) presented to the hospital with fever and malaise 14 days prior to admission. On the lung computed tomography scan inflammatory consolidations were found and dual antibiotic therapy (ceftazidime and clarithromycin) was administered without significant regression of pulmonary inflammatory consolidations. The antibiotic treatment was continued with amoxicillin/clavulanic acid combined with levofloxacin and metronidazole. Transthoracic and transesophageal echocardiography revealed a large vegetation (dimension, 3.6 x 1.8 cm) attached to the septal leaflet of the tricuspid valve floating between right atrium and right ventricle through tricuspid valve with high embolic potential. Endocarditis team reached a decision for immediate surgical intervention. The operative findings revealed the partial AVSD, common atrioventricular valve with cleft of the anterior mitral leaflet in the A2 segment and detached and cleft septal leaflet of the tricuspid valve. Vegetation (size 4 x 3 cm) was attached to the septal side of the tricuspid annulus, basal segment of the anterior mitral leaflet and edge of the atrial septal defect freely floating between right atrium, right ventricle and left atrium. Excision of the vegetation and AVSD plastics were done, as well as the reconstruction of the mitral and tricuspid annuli and leaflets. The treatment was continued with antibiotics and completed in 18 days with full recovery. Conclusion. Early and precious diagnosis and optimal management that combines both conventional and surgical approaches are crucial for reducing the risk of complications and mortality in patients with infective endocarditis in grown-up congenital heart disease.


2015 ◽  
Vol 6 (1) ◽  
pp. 18-20
Author(s):  
Abu Sayed Munsi ◽  
Manzoor Hussain ◽  
Rezoana Rima ◽  
Robi Biswas ◽  
Salahuddin Mahmud ◽  
...  

Background : Down’s syndrome (DS) is the commonest genetic cause of malformation with congenital heart defects.Objectives : This study was conducted to evaluate the frequency of various congenital heart defects in children with clinically diagnosed Down’s syndrome in Dhaka Shishu Hospital.Material & Methods : This prospective study was conducted at Pediatric cardiology department of Dhaka Shishu Hospital from 1st February 2013 to 31st January 2014. Admitted Seventy four phenotypically Down’s syndrome patients were included in this study. After taking detailed history and physical examination, all these patients were subjected to Color Doppler echocardiography in addition to routine laboratory investigations.Results : Total 74 down’s Syndrome patients were admitted at cardiology department during the study period. Among them 35 (47.29%) were males and 39 (52.71%)were females with male to female ratio of 1:1.12. Atrioventricular septal defect was the commonest defect 15(20.27%), followed by Ventricular septal defect 12(16.21%), Patent ductus arteriosus 11(14.86%), Atrial septal defect 7(9.46%), Tetralogy of Fallots 3(4.05%), Pentology of Fallots 2(2.70%), Dextrocardia with D _ TGA 1(1.35%), Total anomalous pulmonary venous drainage 1(1.35%) but Multiple congenital heart disease were 22(29.72%) cases. Along with congenital heart disease 3(4.05%) patients had GIT abnormality, 4(5.4%) patient had congenital hypothyroidism and 3(4.05%) patients had Eye problem.Conclusion : Congenital heart defects are common in children with Down’s syndrome. The commonest one is Atrioventricular septal defect in our set-up.Northern International Medical College Journal Vol.6(1) 2014: 18-20


2007 ◽  
Vol 17 (4) ◽  
pp. 414-422 ◽  
Author(s):  
Ghassan Chehab ◽  
Philippe Chedid ◽  
Zakhia Saliba ◽  
Patrice Bouvagnet

AbstractAimsTo test on a large cohort whether parental consanguinity varies among different types of congenitally malformed hearts.Methods and ResultsBetween 1 May, 1999, and 28 February, 2006, a large cohort of 1585 newly diagnosed cases with non-syndromic congenitally malformed heart was enrolled at the National Register of Paediatric and Congenital Heart Disease, Lebanese Society of Cardiology, Beirut. Another group, made up of 1979 cases referred to the National Register of Paediatric and Congenital Heart Disease, but free of any malformation, and with a rate of consanguinity similar to a recent survey made by UNICEF in Lebanon, was used for the purposes of control. We used the Chi-squared test, and ratio of risk, to compare the groups.Subgroups with first degree cousins, first plus second degree cousins, and any degree of consanguinity, are significantly larger in the cohort with congenitally malformed hearts than in the control cohort, with proportions of 19.4%, 25.7%, and 27.4% versus 14.4%, 20.3%, and 23.9%, respectively. Those with tetralogy of Fallot, valvar aortic stenosis, and atrial septal defect have a significantly higher percentage of consanguineous parents than do the controls. By contrast, this is not the case for those with atrioventricular septal defect and common atrioventricular junction (“atrioventricular canal”), or discordant ventriculo-arterial connections (“transposition”). These differences persist when the types of congenital cardiac defect types are pooled according to presumed embryological processes. Those with hypoplasia of the left heart have increased parental consanguinity, but not the group of various types of discordant ventriculo-arterial connections.ConclusionOnly some types of congenitally malformed hearts have an increased percentage of parental consanguinity, suggesting that those types with no increased risk due to parental consanguinity are determined by genetic factors that are X-linked or exclusively autosomal dominant.


PEDIATRICS ◽  
1966 ◽  
Vol 37 (2) ◽  
pp. 316-322
Author(s):  
Stella B. Kontras ◽  
JoAnn G. Bodenbender

Capillary morphology has been studied in 111 normal children. In 98% of these cases, straight hairpin forms make up over 80% of the capillaries examined. Thirty children with congenital heart disease showed 80% abnormal capillary patterns consisting of dilated, tortuous, and branched loops. These were most marked in cyanotic tetralogy of Fallot and ventricular septal defect with pulmonary hypertension. These cases also were associated with microscopic hemorrhages, increased capillary fragility and actual postoperative hemorrhagic complications. Definitive surgery in two cases, though improving the patient, did not result in changes in the abnormal capillary patterns. It is suggested that the role of the capillary structure in rheology of blood in the microvasculature has largely been ignored and that abnormalities in this vascular compartment may affect perfusion of tissues. The association of abnormalities in coagulation studies, hemorrhage, and thrombosis with congenital heart disease may in part be related to the morphologic vascular abnormalities. The abnormal capillary findings may be due to maturational arrest or dysmaturity of this portion of the cardiovascular system or may be the result of chronic hypoxia.


Sign in / Sign up

Export Citation Format

Share Document