1
|
Mendelson MA. Pregnancy in women with left-to-right cardiac shunts: Any risk? INTERNATIONAL JOURNAL OF CARDIOLOGY CONGENITAL HEART DISEASE 2021. [DOI: 10.1016/j.ijcchd.2021.100209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
|
2
|
Mori H, Inai K, Sugiyama H, Muragaki Y. Diagnosing Atrial Septal Defect from Electrocardiogram with Deep Learning. Pediatr Cardiol 2021; 42:1379-1387. [PMID: 33907875 DOI: 10.1007/s00246-021-02622-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Accepted: 04/15/2021] [Indexed: 10/21/2022]
Abstract
The heart murmur associated with atrial septal defects is often faint and can thus only be detected by chance. Although electrocardiogram examination can prompt diagnoses, identification of specific findings remains a major challenge. We demonstrate improved diagnostic accuracy realized by incorporating a proposed deep learning model, comprising a convolutional neural network (CNN) and long short-term memory (LSTM), with electrocardiograms. This retrospective observational study included 1192 electrocardiograms of 728 participants from January 1, 2000, to December 31, 2017, at Tokyo Women's Medical University Hospital. Using echocardiography, we confirmed the status of healthy subjects-no structural heart disease-and the diagnosis of atrial septal defects in patients. We used a deep learning model comprising a CNN and LTSMs. All pediatric cardiologists (n = 12) were blinded to patient groupings when analyzing them by electrocardiogram. Using electrocardiograms, the model's diagnostic ability was compared with that of pediatric cardiologists. We assessed 1192 electrocardiograms (828 normally structured hearts and 364 atrial septal defects) pertaining to 792 participants. The deep learning model results revealed that the accuracy, sensitivity, specificity, positive predictive value, and F1 score were 0.89, 0.76, 0.96, 0.88, and 0.81, respectively. The pediatric cardiologists (n = 12) achieved means of accuracy, sensitivity, specificity, positive predictive value, and F1 score of 0.58 ± 0.06, 0.53 ± 0.04, 0.67 ± 0.10, 0.69 ± 0.18, and 0.58 ± 0.06, respectively. The proposed method is a superior alternative to accurately diagnose atrial septal defects.
Collapse
Affiliation(s)
- Hiroki Mori
- Department of Pediatric Cardiology, Tokyo Women's Medical University Hospital, 8-1 Kawada-cho, Shinjuku-ku, Tokyo, 162-0054, Japan.,Institute of Advanced BioMedical Engineering and Science, Tokyo Women's Medical University, Tokyo, 162-0054, Japan
| | - Kei Inai
- Department of Pediatric Cardiology, Tokyo Women's Medical University Hospital, 8-1 Kawada-cho, Shinjuku-ku, Tokyo, 162-0054, Japan
| | - Hisashi Sugiyama
- Department of Pediatric Cardiology, Tokyo Women's Medical University Hospital, 8-1 Kawada-cho, Shinjuku-ku, Tokyo, 162-0054, Japan
| | - Yoshihiro Muragaki
- Institute of Advanced BioMedical Engineering and Science, Tokyo Women's Medical University, Tokyo, 162-0054, Japan.
| |
Collapse
|
3
|
Samyn MM, Gudausky TM, Kovach JR, Woods RK. Cardiac arrest in a healthy child due to paradoxical embolus across a previously unrecognised sinus venosus defect. BMJ Case Rep 2019; 12:12/12/e230135. [PMID: 31811104 DOI: 10.1136/bcr-2019-230135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
A previously healthy, preadolescent female suffered an unwitnessed cardiac arrest with prompt return of circulation following bystander initiated resuscitation. Workup demonstrated the cause of her cardiac arrest to be distal left anterior descending coronary artery occlusion with small apical left ventricular transmural myocardial infarction, from a paradoxical embolus traversing a previously undiagnosed large sinus venous defect. This case demonstrates the value of cardiac magnetic resonance imaging may bring to the diagnosis of the pathophysiology leading to cardiac arrest.
Collapse
Affiliation(s)
- Margaret M Samyn
- Department of Pediatrics, Division of Cardiology, Medical College of Wisconsin, Milwaukee, WI, USA .,Herma Heart Institute, Children's Wisconsin, Milwaukee, WI, USA
| | - Todd M Gudausky
- Department of Pediatrics, Division of Cardiology, Medical College of Wisconsin, Milwaukee, WI, USA.,Herma Heart Institute, Children's Wisconsin, Milwaukee, WI, USA
| | - Joshua R Kovach
- Department of Pediatrics, Division of Cardiology, Medical College of Wisconsin, Milwaukee, WI, USA.,Herma Heart Institute, Children's Wisconsin, Milwaukee, WI, USA
| | - Ronald K Woods
- Herma Heart Institute, Children's Wisconsin, Milwaukee, WI, USA.,Department of Surgery, Division of Pediatric Cardiothoracic Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| |
Collapse
|
4
|
Bredy C, Mongeon FP, Leduc L, Dore A, Khairy P. Pregnancy in adults with repaired/unrepaired atrial septal defect. J Thorac Dis 2018; 10:S2945-S2952. [PMID: 30305955 DOI: 10.21037/jtd.2017.10.130] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Atrial septal defect (ASD) is the most common form of congenital heart disease. Left-to-right shunting leads to right ventricular (RV) volume overload with excessive pulmonary blood flow. Complications include exercise intolerance, pulmonary vascular disease, RV dysfunction, paradoxical thromboemboli, and atrial arrhythmias. Women with coexisting severe pulmonary hypertension should be counselled against pregnancy due to high incidence of maternal and fetal morbidity and mortality. In the absence of pulmonary hypertension, pregnancy is generally well tolerated in the setting of an ASD. Nevertheless, hemodynamic changes throughout gestation may increase the risk for complications, particularly in those with unrepaired ASDs. Arrhythmias are the most common cardiac event and occur in 4-5%, followed by paradoxical emboli in 2-5%. Obstetrical and neonatal complications include preeclampsia, a higher incidence of infants born small for gestational age, and higher fetal/perinatal mortality. Although there is no definitive evidence demonstrating superiority of an aggressive approach to ASD closure prior to pregnancy, it is currently common practice to electively close asymptomatic but large and/or hemodynamically significant ASDs prior to childbearing. Cardiology follow up during pregnancy should be adapted to clinical circumstances and includes transthoracic echocardiography during the second trimester and arrhythmia monitoring in the event of symptoms.
Collapse
Affiliation(s)
- Charlène Bredy
- Adult Congenital Heart Centre, Montreal Heart Institute, CHUS Ste-Justine, Université de Montréal, Montreal, Canada
| | - François-Pierre Mongeon
- Adult Congenital Heart Centre, Montreal Heart Institute, CHUS Ste-Justine, Université de Montréal, Montreal, Canada
| | - Line Leduc
- Department of Obstetrics, CHUS Ste-Justine, Université de Montréal, Montreal, Canada
| | - Annie Dore
- Adult Congenital Heart Centre, Montreal Heart Institute, CHUS Ste-Justine, Université de Montréal, Montreal, Canada
| | - Paul Khairy
- Adult Congenital Heart Centre, Montreal Heart Institute, CHUS Ste-Justine, Université de Montréal, Montreal, Canada
| |
Collapse
|
5
|
Paradoxical Brain Embolism in Elderly Subjects with Small Atrial Septal Defects. J Stroke Cerebrovasc Dis 2018; 27:1987-1991. [DOI: 10.1016/j.jstrokecerebrovasdis.2018.02.053] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2017] [Revised: 01/30/2018] [Accepted: 02/23/2018] [Indexed: 11/17/2022] Open
|
6
|
Abstract
Paradoxical embolism should be suspected in front of a clinical phenomenon of thromboembolism associated with an anatomical right-to-left shunt. Others potential cardiac sources of thromboembolism must be ruled out. Strokes constitute the most frequent clinical manifestations of paradoxical embolism. Right-to-left left shunts are in connection with intracardiac defects (atrial septal defect and patent foramen ovale) or pulmonary arteriovenous malformations. The probability that a discovered PFO is stroke-related can be evaluated by a score. Therapeutic approaches for secondary prevention of recurrent stroke include antithrombotic and/or percutaneous treatments. The choice strategy begins to be clearer with the recent results of randomized controlled studies.
Collapse
Affiliation(s)
- P Aubry
- Département de cardiologie, groupe hospitalier Bichat-Claude-Bernard, Assistance publique-Hôpitaux de Paris, 46, rue Henri-Huchard, 75018 Paris, France; Service de cardiologie, centre hospitalier de Gonesse, 95500 Gonesse, France.
| | - H Demian
- Service de cardiologie, centre hospitalier de Gonesse, 95500 Gonesse, France
| | - E Brochet
- Département de cardiologie, groupe hospitalier Bichat-Claude-Bernard, Assistance publique-Hôpitaux de Paris, 46, rue Henri-Huchard, 75018 Paris, France
| | - J-M Juliard
- Département de cardiologie, groupe hospitalier Bichat-Claude-Bernard, Assistance publique-Hôpitaux de Paris, 46, rue Henri-Huchard, 75018 Paris, France
| |
Collapse
|
7
|
Davies A, Gunaruwan P, Collins N, Barlow M, Jackson N, Leitch J. Persistent iatrogenic atrial septal defects after pulmonary vein isolation: long-term follow-up with contrast transesophageal echocardiography. J Interv Card Electrophysiol 2016; 48:99-103. [PMID: 27683061 DOI: 10.1007/s10840-016-0193-7] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Accepted: 09/16/2016] [Indexed: 12/20/2022]
Abstract
PURPOSE Pulmonary vein isolation using cryoballoon ablation is an established approach to treating atrial fibrillation. The procedure involves insertion of a 15-Fr sheath into the left atrium across the interatrial septum. This creates an iatrogenic atrial septal defect, which may have important long-term clinical relevance, especially in younger patients. We sought to determine the long-term incidence of these defects and determine the direction of shunt using contrast transesophageal echocardiography. METHODS Individuals who had undergone a single pulmonary vein isolation procedure were invited to attend for transesophageal echocardiography (TOE). Patients who had undergone more than one procedure involving puncture of the interatrial septum were excluded. The interatrial septum was interrogated using two-dimensional imaging, color flow Doppler, and microbubble contrast study. RESULTS A total of 27 patients were recruited with a median follow-up time of 553 days from pulmonary vein isolation to TOE. Seven patients had persistent iatrogenic atrial septal defects with three demonstrating right to left shunt either at rest or with Valsalva. There were no reported adverse events during the study period. CONCLUSIONS Persistent iatrogenic atrial septal defects are relatively common following cryoballoon ablation procedures. Right to left shunting can be observed using microbubble contrast in a subset of patients with iatrogenic atrial septal defect (iASD). Further studies that longitudinally assess shunt fraction, pulmonary artery pressure, and the incidence of paradoxical embolism are needed to better understand the clinical impacts of such defects.
Collapse
Affiliation(s)
- Allan Davies
- Cardiovascular Department, John Hunter Hospital, Lookout Road, New Lambton Heights, Newcastle, 2305, NSW, Australia.
| | | | - Nicholas Collins
- Cardiovascular Department, John Hunter Hospital, Lookout Road, New Lambton Heights, Newcastle, 2305, NSW, Australia
| | - Malcolm Barlow
- Cardiovascular Department, John Hunter Hospital, Lookout Road, New Lambton Heights, Newcastle, 2305, NSW, Australia
| | - Nick Jackson
- Cardiovascular Department, John Hunter Hospital, Lookout Road, New Lambton Heights, Newcastle, 2305, NSW, Australia
| | - James Leitch
- Cardiovascular Department, John Hunter Hospital, Lookout Road, New Lambton Heights, Newcastle, 2305, NSW, Australia
| |
Collapse
|