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Qiao S, Pang S, Luo G, Sun Y, Yin W, Pan S, Lv Z. DPC-MSGATNet: dual-path chain multi-scale gated axial-transformer network for four-chamber view segmentation in fetal echocardiography. COMPLEX INTELL SYST 2023. [DOI: 10.1007/s40747-023-00968-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
AbstractEchocardiography is essential in evaluating fetal cardiac anatomical structures and functions when clinicians conduct early treatment and screening for congenital heart defects, a common and intricate fetal malformation. Nevertheless, the prenatal detection rate of fetal CHD remains low since the peculiarities of fetal cardiac structures and the variousness of fetal CHD. Precisely segmenting four cardiac chambers can assist clinicians in analyzing cardiac morphology and further facilitate CHD diagnosis. Hence, we design a dual-path chain multi-scale gated axial-transformer network (DPC-MSGATNet) that simultaneously models global dependencies and local visual cues for fetal ultrasound (US) four-chamber (FC) views and further accurately segments four chambers. Our DPC-MSGATNet includes a global and a local branch that simultaneously operates on an entire FC view and image patches to learn multi-scale representations. We design a plug-and-play module, Interactive dual-path chain gated axial-transformer (IDPCGAT), to enhance the interactions between global and local branches. In IDPCGAT, the multi-scale representations from the two branches can complement each other, capturing the same region’s salient features and suppressing feature responses to maintain only the activations associated with specific targets. Extensive experiments demonstrate that the DPC-MSGATNet exceeds seven state-of-the-art convolution- and transformer-based methods by a large margin in terms of F1 and IoU scores on our fetal FC view dataset, achieving a F1 score of 96.87$$\%$$
%
and an IoU score of 93.99$$\%$$
%
. The codes and datasets can be available at https://github.comQiaoSiBo/DPC-MSGATNet.
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Moerdijk AS, Claessens NH, van Ooijen IM, van Ooij P, Alderliesten T, Grotenhuis HB, Benders MJNL, Bohte AE, Breur JMPJ, Charisopoulou D, Clur SA, Cornette JMJ, Fejzic Z, Franssen MTM, Frerich S, Geerdink LM, Go ATJI, Gommers S, Helbing WA, Hirsch A, Holtackers RJ, Klein WM, Krings GJ, Lamb HJ, Nijman M, Pajkrt E, Planken RN, Schrauben EM, Steenhuis TJ, ter Heide H, Vanagt WYR, van Beynum IM, van Gaalen MD, van Iperen GG, van Schuppen J, Willems TP, Witters I. Fetal MRI of the heart and brain in congenital heart disease. THE LANCET. CHILD & ADOLESCENT HEALTH 2023; 7:59-68. [PMID: 36343660 DOI: 10.1016/s2352-4642(22)00249-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Revised: 08/12/2022] [Accepted: 08/22/2022] [Indexed: 11/06/2022]
Abstract
Antenatal assessment of congenital heart disease and associated anomalies by ultrasound has improved perinatal care. Fetal cardiovascular MRI and fetal brain MRI are rapidly evolving for fetal diagnostic testing of congenital heart disease. We give an overview on the use of fetal cardiovascular MRI and fetal brain MRI in congenital heart disease, focusing on the current applications and diagnostic yield of structural and functional imaging during pregnancy. Fetal cardiovascular MRI in congenital heart disease is a promising supplementary imaging method to echocardiography for the diagnosis of antenatal congenital heart disease in weeks 30-40 of pregnancy. Concomitant fetal brain MRI is superior to brain ultrasound to show the complex relationship between fetal haemodynamics in congenital heart disease and brain development.
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Affiliation(s)
- Anouk S Moerdijk
- Department of Pediatric Cardiology, Division of Pediatrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, Netherlands
| | - Nathalie Hp Claessens
- Department of Pediatric Cardiology, Division of Pediatrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, Netherlands; Department of Neonatology, Division of Woman and Baby, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, Netherlands
| | - Inge M van Ooijen
- Department of Neonatology, Division of Woman and Baby, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, Netherlands
| | - Pim van Ooij
- Department of Pediatric Cardiology, Division of Pediatrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, Netherlands
| | - Thomas Alderliesten
- Department of Pediatric Cardiology, Division of Pediatrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, Netherlands; Department of Neonatology, Division of Woman and Baby, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, Netherlands
| | - Heynric B Grotenhuis
- Department of Pediatric Cardiology, Division of Pediatrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, Netherlands.
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Sarkar S, Sen R. Insights into Cardiovascular Defects and Cardiac Epigenome in the Context of COVID-19. EPIGENOMES 2022; 6:epigenomes6020013. [PMID: 35645252 PMCID: PMC9150012 DOI: 10.3390/epigenomes6020013] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 03/30/2022] [Accepted: 04/06/2022] [Indexed: 02/01/2023] Open
Abstract
Although few in number, studies on epigenome of the heart of COVID-19 patients show that epigenetic signatures such as DNA methylation are significantly altered, leading to changes in expression of several genes. It contributes to pathogenic cardiac phenotypes of COVID-19, e.g., low heart rate, myocardial edema, and myofibrillar disarray. DNA methylation studies reveal changes which likely contribute to cardiac disease through unknown mechanisms. The incidence of severe COVID-19 disease, including hospitalization, requiring respiratory support, morbidity, and mortality, is disproportionately higher in individuals with co-morbidities. This poses unprecedented strains on the global healthcare system. While their underlying conditions make patients more susceptible to severe COVID-19 disease, strained healthcare systems, lack of adequate support, or sedentary lifestyles from ongoing lockdowns have proved detrimental to their underlying health conditions, thus pushing them to severe risk of congenital heart disease (CHD) itself. Prophylactic vaccines against COVID-19 have ushered new hope for CHD. A common connection between COVID-19 and CHD is SARS-CoV-2’s host receptor ACE2, because ACE2 regulates and protects organs, including the heart, in various ways. ACE2 is a common therapeutic target against cardiovascular disease and COVID-19 which damages organs. Hence, this review explores the above regarding CHDs, cardiovascular damage, and cardiac epigenetics, in COVID-19 patients.
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Affiliation(s)
- Shreya Sarkar
- New Brunswick Heart Centre, Saint John Regional Hospital, Saint John, NB E2L 4L2, Canada;
| | - Rwik Sen
- Active Motif, Inc., 1914 Palomar Oaks Way, Suite 150, Carlsbad, CA 92008, USA
- Correspondence:
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Kale KA, Ghonge NP, Kaul A. Prenatal diagnosis of congenital harlequin ichthyosis with fetal MRI. Indian J Radiol Imaging 2019; 29:448-451. [PMID: 31949351 PMCID: PMC6958889 DOI: 10.4103/ijri.ijri_105_19] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 08/17/2019] [Accepted: 10/23/2019] [Indexed: 01/16/2023] Open
Abstract
Most of the fetal deformities are caused due to genetic abnormalities. Although magnetic resonance imaging (MRI) may be used to accurately diagnose these deformities, it has been reported that gene analysis is a more accurate diagnostic method. Harlequin ichthyosis (HI) or Ichthyosis fetalis (IF) is a rare and extremely severe hereditary skin disorder with autosomal recessive inheritance. The ultrasound features have been described well and the diagnosis can be made with a fair degree of confidence. However, the final diagnosis needs to be established by prenatal invasive tests. In the present study, we describe the diagnosis of HI in the third trimester on fetal MRI referred to our department with suspicion of anterior encephalocele which was later confirmed through postnatal genetic evaluation.
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Affiliation(s)
- Kiran A Kale
- Department of Radiology, Indraprasth Apollo Hospital, Sarita Vihar, New Delhi, India
| | - Nitin P Ghonge
- Department of Radiology, Indraprasth Apollo Hospital, Sarita Vihar, New Delhi, India
| | - Anita Kaul
- Department of Fetal Medicine, Indraprasth Apollo Hospital, Sarita Vihar, New Delhi, India
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Liu X, Xu W, Yu J, Shu Q. Screening for congenital heart defects: diversified strategies in current China. WORLD JOURNAL OF PEDIATRIC SURGERY 2019. [DOI: 10.1136/wjps-2019-000051] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
BackgroundCongenital heart defects (CHD) is the most common type of birth defect and a leading cause of infant mortality in China. Detection of CHD during newborn is still challenging. The contradiction between the increasingly mature technology of diagnosis and treatment and the inability of early detection is the biggest current dilemma. A few pilot studies attempt to establish the universal screening for CHD in newborns; however, the rate of misdiagnosis is still high in most Chinese hospitals, especially in some undeveloped middle-western regions.Data sourcesBased on the recent publications on screening of congenital heart diseases in China. We reviewed the use of diversified screening strategies in current China.ResultsPrenatal diagnosis by fetal echocardiography and postnatal detection by pulse oximetry combined with clinical assessment are the useful methods for CHD screening in most areas. The altitude should be taken into account when using pulse oximetry in the middle-western areas of China, where the incidence of CHD maybe higher. Echocardiography is suitable for CHD screening in almost all areas but it could add to financial burden in the developing regions. Genetic analysis could assist clinical doctors to perform more earlier screening and give better counseling regarding the outcome. Due to disparities in economic and medical resources, the screening system should be carried out from multiple perspectives according to the present economic development. Notably, follow-up is an important issue in the screening of CHD, especially for the asymptomatic babies who discharged home. Policies should be formulated to address the epidemiology of CHD in deprived areas to better allocate medical resources and to develop local training programmes to screen and diagnose CHD.ConclusionsDiversified strategies are available in current China. The two-indicator method for CHD screening is recommended to be implemented in routine postnatal care. We can do more in screening for CHD in the future.
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