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13 pages, 914 KB  
Article
Left Ventricular Longitudinal Strain Is Associated with Ascending Aortic Diameters in Healthy Adults—A Detailed Single-Center Retrospective Analysis from the Three-Dimensional Speckle-Tracking Echocardiographic MAGYAR-Healthy Study
by Attila Nemes, Nóra Ambrus and Csaba Lengyel
Medicina 2026, 62(8), 1522; https://doi.org/10.3390/medicina62081522 - 7 Aug 2026
Viewed by 208
Abstract
Background and Objectives: A more precise understanding of ventriculo–arterial coupling is essential, particularly regarding quantitative and qualitative associations can be demonstrated between the aorta and the left ventricle (LV), which is considered the engine of the central circulation. The aim of the [...] Read more.
Background and Objectives: A more precise understanding of ventriculo–arterial coupling is essential, particularly regarding quantitative and qualitative associations can be demonstrated between the aorta and the left ventricle (LV), which is considered the engine of the central circulation. The aim of the present study was to investigate the associations between three-dimensional speckle-tracking echocardiography (3DSTE) derived unidimensional LV strains and end-systolic and end-diastolic ascending aortic diameters measured by M-mode echocardiography (MME). Additionally, the outcomes were analyzed after stratifying the parameters into below-average, average, and above-average. Materials and Methods: The present retrospective cohort study consisted of 162 healthy adult volunteers enrolled between 2011 and 2017, of which 93 participants (mean age: 30.6 ± 10.0 years; 54 males) were eligible for simultaneous 3DSTE-derived LV strain assessment and MME-based aortic dimension measurement. In all individuals, MME, two-dimensional Doppler echocardiography and 3DSTE were performed. Results: An increase in end-diastolic ascending aortic diameter (AAD) was associated with an increase in end-systolic AAD, and vice versa. At the maximum end-diastolic AAD, the basal, global, and mean segmental LV longitudinal strain (LS) values reached their lowest. When end-systolic AAD reached its maximum, both global and mean segmental LV-LS dropped to their minimum. The highest end-diastolic and end-systolic AADs were detectable in the presence of the lowest global LV-LS. With larger end-diastolic and end-systolic AADs, a trend toward higher LV radial strain was present. Conclusions: Even in the absence of cardiovascular pathology, a finely tuned interaction can be observed between regional LV deformation, especially with LV-LS and the size of the ascending aorta in healthy individuals. Full article
(This article belongs to the Special Issue Current Perspectives and Future Directions in Vascular Surgery)
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22 pages, 3181 KB  
Article
Semi-Supervised Image Segmentation via Heterogeneous Dual-Teacher Mechanism and Multi-Directional Feature Modeling
by Chengyi Wang, Xinyuan Zhang, Changjie Guan, Hua Jin and Xuehua Song
Appl. Sci. 2026, 16(15), 7465; https://doi.org/10.3390/app16157465 - 26 Jul 2026
Viewed by 329
Abstract
To address label scarcity and anisotropic structural distortion from unidirectional modeling in semi-supervised cardiac MRI segmentation, we propose DTCL-Swin-UMamba. It features a novel Swin-UMamba backbone and a Multi-directional Vision-based Spatial Synthesis Module (M-VSS). To mitigate the noise sensitivity of traditional Mamba, the weight-shared [...] Read more.
To address label scarcity and anisotropic structural distortion from unidirectional modeling in semi-supervised cardiac MRI segmentation, we propose DTCL-Swin-UMamba. It features a novel Swin-UMamba backbone and a Multi-directional Vision-based Spatial Synthesis Module (M-VSS). To mitigate the noise sensitivity of traditional Mamba, the weight-shared M-VSS executes eight-directional parallel spatial scanning to build isotropic feature representations, enhancing thin-wall and direction-dependent structure segmentation. The Swin-UMamba backbone fuses global context from Swin Transformer with linear-complexity long-range dependency learning from Mamba. Furthermore, a heterogeneous dual-teacher training strategy—comprising an EMA-updated Swin Transformer teacher and a frozen MS-UNet teacher—provides complementary global and local structural supervision for the student network. Evaluated on the public ACDC and LA datasets, our framework achieves state-of-the-art performance. On ACDC with only 10% labeled images, it achieves Dice scores of 92.15%, 89.57%, and 87.25% for the left ventricle, right ventricle, and myocardium, respectively, with consistent gains demonstrated on the LA dataset. Full article
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21 pages, 2210 KB  
Article
Morphometric Brain Changes in a Merino Sheep (Ovis aries) CLN6 Neuronal Ceroid Lipofuscinosis Model
by Amelia Nanni, Emma Elcombe, Maverick Ho Ming Cheung, Timothy Stait-Gardner, Marina Gimeno, Imke Tammen and Marianne D. Keller
Biology 2026, 15(14), 1114; https://doi.org/10.3390/biology15141114 - 10 Jul 2026
Viewed by 333
Abstract
The neuronal ceroid lipofuscinoses are the most common group of human paediatric genetic neurodegenerative disorders and have also been reported in multiple animal species. This study explores sheep with the CLN6 disease subtype, which occurs in humans either as a late-infantile or as [...] Read more.
The neuronal ceroid lipofuscinoses are the most common group of human paediatric genetic neurodegenerative disorders and have also been reported in multiple animal species. This study explores sheep with the CLN6 disease subtype, which occurs in humans either as a late-infantile or as an adult-onset disease. This study characterised morphometric changes that occur in the brains of 15-month-old Merino sheep with CLN6 disease compared to healthy, adult Merino control brains using ultra-high field magnetic resonance imaging (MRI). The formalin-fixed brains of seven affected and three wild-type control sheep were scanned in a 9.4 T Bruker MRI scanner with a T1-weighted gradient echo. Bioimaging technology ‘Amira-Avizo’ was used to segment each region of interest to create a 3D reconstruction of each ovine brain. Volumetric and statistical analysis of each region of interest found that the thalamus, corpus callosum, occipital cortex, hippocampal region and striatum of affected sheep all experienced a significant loss of volume; 80%, 77%, 73%, 50%, 46% respectively, compared to the control brains. The left side of the affected brain showed a significant reduction of 44%, while the volume of the lateral ventricle non-significantly increased by 43%. However, the cerebellum and arbour vitae of affected sheep lost 15% and 8% of their volume, respectively, which was not significant. These findings are overall consistent with previous gross pathology, histopathology and traditional in vivo MRI findings of ovine CLN6 disease models, but suggest that postmortem ultra-high field MRI of formalin-fixed brains can be a complementary approach to in vivo studies. Volumetric analysis of affected brain regions, including the corpus callosum, thalamus, occipital cortex, striatum, and hippocampal region, can provide valuable biomarkers for assessing the effectiveness of therapeutic interventions in NCL. Full article
(This article belongs to the Section Neuroscience)
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13 pages, 7718 KB  
Article
Impact of Contour Boundary Offsets on 4D Flow CMR-Derived Intracardiac Haemodynamic Parameters
by Alexander Gall, Rui Li, Ciaran Grafton-Clarke, Zia Mehmood, Kurian Thampi, Amanda Noyes, David Hewson, Victoria Underwood, Rebekah Girling, David Marlevi, Peter P Swoboda, Rob J. van der Geest, Gareth Matthews and Pankaj Garg
J. Cardiovasc. Dev. Dis. 2026, 13(6), 280; https://doi.org/10.3390/jcdd13060280 - 22 Jun 2026
Viewed by 636
Abstract
Four-dimensional (4D) flow cardiovascular magnetic resonance assesses advanced haemodynamic parameters like kinetic energy (KE), vorticity, and viscous energy loss (vEL). However, gradient-based metrics (vorticity, vEL) are highly sensitive to partial volume effects near the fluid–tissue boundary. This study investigated the impact of systematic [...] Read more.
Four-dimensional (4D) flow cardiovascular magnetic resonance assesses advanced haemodynamic parameters like kinetic energy (KE), vorticity, and viscous energy loss (vEL). However, gradient-based metrics (vorticity, vEL) are highly sensitive to partial volume effects near the fluid–tissue boundary. This study investigated the impact of systematic contour boundary offsets on these parameters to standardise analysis. Five cases underwent 4D flow imaging. Deep learning-derived automated segmentations of the cardiac chambers were generated. Haemodynamics were analysed using three contouring methods: the baseline mask, a one-voxel inward offset, and a two-voxel inward offset. KE, vorticity, and vEL decreased progressively with larger offsets. KE declined modestly with erosion (by approximately 18% and 35% at one- and two-voxel offsets, respectively), a reduction commensurate with the loss of integration volume rather than the removal of boundary artefacts. By contrast, the gradient-based metrics were disproportionately sensitive to boundary proximity. In the left ventricle, mean full-cycle vorticity decreased from 249.6 ± 79.9 s−1 (baseline) to 157.0 ± 60.4 s−1 (two-voxel offset; Hedges’ g 2.11), whilst vEL decreased from 549.4 ± 303.0 µW to 351.3 ± 230.0 µW (Hedges’ g 2.00). A one-voxel inward offset optimally reduces boundary noise for sensitive gradient-based parameters. While KE analysis remains satisfactory using unmodified baseline contours, we recommend the uniform application of a one-voxel offset across all parameters to ensure methodological simplicity and pipeline standardisation. Full article
(This article belongs to the Special Issue Feature Papers in Imaging—Second Edition)
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16 pages, 15962 KB  
Article
SKUF Protocol: Slice, Keep, Unwrap, Fuse—A Pilot Multimodal Approach to Cardiac Innervation Mapping
by Igor Makarov, Olga Solovyova, Anna Starshinova, Dmitry Kudlay and Lubov Mitrofanova
Diagnostics 2026, 16(8), 1178; https://doi.org/10.3390/diagnostics16081178 - 16 Apr 2026
Cited by 1 | Viewed by 739
Abstract
Background/Objective: Cardiac innervation plays a critical role in regulating myocardial function and enabling the heart to adapt to physiological and pathological conditions. Although the general features of sympathetic and parasympathetic innervation of the myocardium are well described, the spatial organisation of [...] Read more.
Background/Objective: Cardiac innervation plays a critical role in regulating myocardial function and enabling the heart to adapt to physiological and pathological conditions. Although the general features of sympathetic and parasympathetic innervation of the myocardium are well described, the spatial organisation of nerve fibres within the cardiac muscle remains incompletely characterised. This study aimed to develop and validate the SKUF (Slice–Keep–Unwrap–Fuse) protocol, a multimodal framework for mapping myocardial innervation through the integration of histological data and magnetic resonance imaging (MRI). Methods: The study was performed on the heart of a 7-year-old patient who died from rupture of a cerebral vascular malformation without evidence of cardiovascular disease. Prior to histological processing, post-mortem MRI was performed to provide a precise anatomical reference. The heart was sectioned into sequential transverse rings of 4 mm thickness, yielding 71 paraffin blocks. Histological sections (3 μm) were immunostained with antibodies against UCHL-1 to visualise nerve fibres and scanned using an Aperio AT2 system (20× magnification). Automated image analysis was conducted using the SVSSlide Processor module, which included tissue segmentation, colour-based nerve fibre detection, and sliding-window density mapping. Heatmaps were assembled into ring-based myocardial reconstructions and co-registered with MRI slices using combined rigid and deformable registration, followed by three-dimensional reconstruction of innervation patterns. Results: A higher density of nerve fibres was observed in the right ventricular myocardium compared with the left ventricle, whereas larger nerve trunks were identified in the epicardium of the left ventricle. Quantitative analysis revealed a pronounced longitudinal gradient of innervation, with minimal density in the apical region and progressive increases towards the mid-ventricular segments, where maximal density and spatial organisation of neural structures were observed. The atrioventricular groove exhibited the greatest heterogeneity of innervation due to the presence of large nerve trunks and ganglionated plexuses. Integration of histological maps with MRI enabled three-dimensional visualisation of spatial clusters of nerve fibres. Conclusions: The SKUF protocol provides a robust framework for integrating histological and MRI data to generate three-dimensional maps of myocardial innervation. This approach may facilitate the development of high-resolution anatomical atlases of cardiac innervation and support future studies of neurocardiac mechanisms of arrhythmogenesis and targeted neuromodulation. Full article
(This article belongs to the Special Issue Advances in Cardiovascular Diseases: Diagnosis and Management)
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4 pages, 3559 KB  
Interesting Images
Intramyocardial Left Anterior Descending Artery Extending Toward the Right Ventricle Demonstrated on Coronary CT Angiography
by Mira Yuniarti, Jonggi Mathias Tamba and Gilbert Sterling Octavius
Diagnostics 2026, 16(8), 1116; https://doi.org/10.3390/diagnostics16081116 - 8 Apr 2026
Viewed by 515
Abstract
Intramyocardial coronary artery course is a rare anatomical variant that can be increasingly recognized with coronary computed tomography angiography (CCTA). We present the case of a 22-year-old male who underwent CCTA for evaluation of chest pain. Imaging demonstrated an unusual course of the [...] Read more.
Intramyocardial coronary artery course is a rare anatomical variant that can be increasingly recognized with coronary computed tomography angiography (CCTA). We present the case of a 22-year-old male who underwent CCTA for evaluation of chest pain. Imaging demonstrated an unusual course of the left anterior descending artery (LAD), which traversed toward the right ventricular cavity over an approximately 21 mm segment. Multiplanar reconstructions and three-dimensional volume-rendered images clearly depicted the intramyocardial trajectory of the vessel. Although usually asymptomatic, recognition of this variant is important because intramyocardial coronary arteries may be vulnerable to injury during intracardiac procedures. This case highlights the role of CCTA in accurately characterizing a rare intracavitary LAD course with clear delineation of its intramyocardial-to-intracavitary trajectory toward the right ventricle using multiplanar and three-dimensional reconstructions. Full article
(This article belongs to the Collection Interesting Images)
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13 pages, 5287 KB  
Case Report
The Diagnostic Challenges of Acute Myocarditis in a Patient with Fulminant Type 1 Diabetes and Transient Elevation of Anti-GAD Antibodies—A Case Report
by Thet Htar Swe, Yan Ren, Hongping Gong, Zhenyi Li, Qingguo Lv, Xingwu Ran, Xin Wei and Chun Wang
J. Clin. Med. 2026, 15(4), 1553; https://doi.org/10.3390/jcm15041553 - 15 Feb 2026
Viewed by 912
Abstract
Background: Fulminant type 1 diabetes (FT1D) is a rare but life-threatening subtype of type 1 diabetes. The concurrence of FT1D with myocarditis is uncommon and attracts further clinical attention. Case Presentation: A 33-year-old female was transferred by a local hospital to [...] Read more.
Background: Fulminant type 1 diabetes (FT1D) is a rare but life-threatening subtype of type 1 diabetes. The concurrence of FT1D with myocarditis is uncommon and attracts further clinical attention. Case Presentation: A 33-year-old female was transferred by a local hospital to West China Hospital because of altered consciousness, abrupt onset of hyperglycemia with ketoacidosis, significantly increased cardiac biomarkers, and ST segment elevations. Her random blood glucose at the local hospital was 50.19 mmol/L. Insulin infusion and fluid resuscitation were started immediately before referral. On admission, her random blood glucose was 14.17 mmol/L. HbA1C and glycosylated albumin (GA) were 6.3% and 21.45%, respectively. Her fasting C-peptide level was 0.022 nmol/L. Anti-Glutamic Acid Decarboxylase (anti-GAD) antibody was 25.06 IU/mL. FT1D was diagnosed based on the 2012 New Diagnosis Criteria of FT1D. Electrocardiogram showed significant ST segment elevation in leads II, III, aVF, and V3-V6. Echocardiography revealed a mildly reduced left ventricular ejection fraction (LVEF) of 46%. Coronary angiography displayed no abnormality. Cardiac magnetic resonance imaging revealed areas of increased signal intensity in the interventricular septum, basal and mid inferolateral walls, and apical inferior wall and subepicardial late gadolinium enhancement (LGE), particularly in the lateral aspects of the left ventricle on T2-weighted imaging (T2WI). Acute myocarditis was diagnosed based on the European Society of Cardiology 2013 Task Force Criteria. She was treated with insulin, fluid resuscitation, and supportive care, leading to rapid recovery of ketoacidosis and cardiac function. At the four-month follow-up, she remained on insulin therapy with good glycemic control but persistent low C-peptide levels. Conclusion: This case report raises awareness about FT1D, determines the differential diagnosis of acute cardiac presentations in an FT1D patient, and highlights clinical reasoning so that clinicians can recognize and manage similar presentations on time. Full article
(This article belongs to the Section Endocrinology & Metabolism)
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13 pages, 2395 KB  
Article
Engineering the Future of Heart Failure Therapeutics: Integrating 3D Printing, Silicone Molding, and Translational Development for Implantable Cardiac Devices
by Carleigh Eagle, Aarti Desai, Michael Franklin, Robert Pooley, Elizabeth Johnson, Shawn Robinson, Mark Lopez and Rohan Goswami
Bioengineering 2026, 13(2), 192; https://doi.org/10.3390/bioengineering13020192 - 8 Feb 2026
Viewed by 1225
Abstract
Three-dimensional (3D) anatomic modeling derived from high-resolution medical imaging, such as computed tomography (CT) and magnetic resonance imaging (MRI), has been increasingly adopted in preclinical testing and device development. This white paper describes a cardiac-specific workflow that integrates 3D printing and silicone molding [...] Read more.
Three-dimensional (3D) anatomic modeling derived from high-resolution medical imaging, such as computed tomography (CT) and magnetic resonance imaging (MRI), has been increasingly adopted in preclinical testing and device development. This white paper describes a cardiac-specific workflow that integrates 3D printing and silicone molding for support device development and procedural simulation. Patient-derived computed tomography angiography data were segmented using FDA-cleared medical modeling software to isolate the left ventricular anatomy and were further processed in computer-aided design (CAD) to ensure accurate physiological wall thickness and structural fidelity. Material jetting 3D printing was performed on a Stratasys J750 using material distributions designed to mimic the mechanical properties of myocardium, thereby approximating myocardial compliance. In parallel, stereolithography apparatus molds were designed from the left ventricle CAD model to cast transparent, pliable left ventricular models in Sorta-Clear™ 18 silicone. The 3D-printed models preserved intricate morphological detail and were suitable for mechanical manipulation and device deployment studies, whereas silicone models offered tunable mechanical properties, transparency for visualization, and durability for repeated use. Together, these complementary modalities provided rapid manufacturing capability and application-relevant physical representation. Case-specific parameters, strengths, and limitations of both models in enhancing patient care and device testing are highlighted, with relevance to heart failure applications. Current knowledge gaps, workflow and integration challenges, and future opportunities are identified, positioning this work as a reference framework for continued innovation in anatomic modeling. Within the collaborative framework of Mayo Clinic’s Anatomic Modeling Unit and Simulation Center, this integrated modeling workflow demonstrates the value of multidisciplinary collaboration between engineers and clinicians. Clinically, these patient-specific left ventricular models may enable pre-procedural device sizing and positioning and may support simulation of mechanical circulatory support (MCS) deployment while identifying possible anatomic constraints prior to intervention. This workflow has direct applicability in advanced heart failure patients undergoing MCS support, such as the Impella axillary MCS device or the durable LVAD, with potential to reduce procedural uncertainty while reducing complications and improving peri-procedural outcomes. Additionally, these models also serve as high-accuracy educational tools, enabling trainees and multidisciplinary care teams to visualize and possibly rehearse procedural steps while gaining hands-on experience in a risk-free environment. Full article
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8 pages, 1870 KB  
Case Report
Failure of Direct Oral Anticoagulation in Preventing Left Ventricular Thrombus Progression After Myocardial Infarction: A Case Report
by Andreas Merz, Daniel Armando Morris, Henryk Dreger, Ingo Hilgendorf and Matthias Schneider-Reigbert
Reports 2026, 9(1), 48; https://doi.org/10.3390/reports9010048 - 2 Feb 2026
Viewed by 1235
Abstract
Background and Clinical Significance: Left ventricular thrombus formation after acute coronary syndrome represents a severe complication. Comprehensive echocardiographic assessment of the entire ventricle is essential, as regional wall motion abnormalities predispose to thrombus development. Although vitamin K antagonists have traditionally been the [...] Read more.
Background and Clinical Significance: Left ventricular thrombus formation after acute coronary syndrome represents a severe complication. Comprehensive echocardiographic assessment of the entire ventricle is essential, as regional wall motion abnormalities predispose to thrombus development. Although vitamin K antagonists have traditionally been the cornerstone of therapy, the convenience of direct oral anticoagulants has made them increasingly popular. However, the paucity of prospective data raises concerns regarding their general interchangeability. Case Presentation: We present a case of a basal left ventricular thrombus that rapidly progressed in size despite triple antithrombotic therapy including Apixaban. Conclusions: Following ACS, regional LV dysfunction predisposes to LVT formation—even in patients with only mild to moderate systolic impairment or non-apical akinesia. Although rare, LVT may also develop in basal and mid-ventricular segments. Anticoagulant selection should remain individualized, and short-term follow-up imaging is necessary to monitor therapeutic response. Full article
(This article belongs to the Section Cardiology/Cardiovascular Medicine)
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11 pages, 1091 KB  
Article
Preliminary Evaluation of the Effect of Body Weight on Contrast Enhancement in Coronary CT Angiography: A Fixed Iodine-Dose Protocol
by Fahad Alraddadi, Hasan Almalki, Rana Saklou, Faris Jawad, Zyad M. Almutlaq, Awad Alzahrani, Meshal Alzahrani, Ghada Alturkstani, Waleed Alharbi, Wed Shaibah and Nasser M. Alzahrani
Diagnostics 2026, 16(3), 368; https://doi.org/10.3390/diagnostics16030368 - 23 Jan 2026
Viewed by 1514
Abstract
Objective: To assess the effectiveness of a fixed contrast injection protocol—75 mL of contrast followed by 40 mL saline at 5 mL/s with an injection duration of 23 s—in achieving diagnostic enhancement in coronary CT angiography (CCTA) using 64-slice detector CT scanner. [...] Read more.
Objective: To assess the effectiveness of a fixed contrast injection protocol—75 mL of contrast followed by 40 mL saline at 5 mL/s with an injection duration of 23 s—in achieving diagnostic enhancement in coronary CT angiography (CCTA) using 64-slice detector CT scanner. Materials and Methods: 456 consecutive patients with suspected coronary disease who underwent CCTA on a 64-slice detector CT scanner between January 2023 and December 2024 and were retrospectively enrolled. Each patient received 75 mL of contrast medium followed by 40 mL of saline at a flow rate of 5 mL/s, with a total injection duration of 23 s. Two radiologists, blinded to patient information, independently measured the contrast enhancement (HU) values in the coronary segments, ascending and descending aorta, and left ventricle. Attenuation levels ≥250 HU were considered diagnostic. Patients were grouped by body weight into two categories: Group 1 (≤75 kg) and Group 2 (>75 kg). The independent t-test and Mann–Whitney U test were used to compare HU values in each vessel between the two groups, while the Chi-square test was applied to compare enhancement success rates (HU ≥ 250) between the groups per vessel. Results: A total of 281 patients (mean age: 51.88 years ± 11.15 [SD]; 167 male, 114 female), were included. Statistically significant differences in the HU enhancement measurements were found between groups (p < 0.001–0.007). However, all segments showed mean and median HU values above 250 HU. Enhancement success rates were significantly higher in Group 1 (p = 0.005–0.04), except in the ascending aorta, descending aorta, left main coronary artery, middle right coronary, distal right coronary artery, and middle left circumflex artery, where the rates were statistically comparable between the groups (p = 0.054–0.61). Conclusions: A fixed contrast protocol (75 mL of contrast medium followed by 40 mL of saline at a 5 mL/s flow rate with a total injection duration of 23 s) appears to be feasible for achieving diagnostic contrast enhancement in CCTA using a 64-slice multidetector CT scanner. This protocol may offer a simplified alternative to individualized, weight-based contrast dosing strategies. Full article
(This article belongs to the Section Medical Imaging and Theranostics)
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6 pages, 1723 KB  
Case Report
Biventricular Takotsubo Cardiomyopathy Complicated with Cardiogenic Shock: A Postoperative Complication Following Non-Cardiac Surgery
by Karuna Rayamajhi, Fnu Parul, Mahmoud Khairy, Sumugdha Rayamajhi and Appa Bandi
Hearts 2026, 7(1), 5; https://doi.org/10.3390/hearts7010005 - 11 Jan 2026
Viewed by 1398
Abstract
Biventricular Takotsubo cardiomyopathy (TCM) is a rare variant characterized by involvement of both the left and right ventricles. This variant is associated with greater hemodynamic instability and longer hospital stays compared to the isolated left ventricular-only variant. We report the case of a [...] Read more.
Biventricular Takotsubo cardiomyopathy (TCM) is a rare variant characterized by involvement of both the left and right ventricles. This variant is associated with greater hemodynamic instability and longer hospital stays compared to the isolated left ventricular-only variant. We report the case of a 67-year-old female patient who underwent elective resection of a left adrenal adenoma. While her preoperative and intraoperative courses were uneventful, she developed cardiogenic shock postoperatively, necessitating prolonged intensive care unit (ICU) management and vasopressor support. Further evaluation revealed elevated high-sensitivity troponin levels and reduced ejection fraction on echocardiography (30–35%). Hypokinesis was noted in the apical and mid-ventricular segments of both ventricles. A coronary angiogram performed two months prior to admission showed no significant coronary artery disease. Based on these findings, a diagnosis of biventricular TCM was established. The patient was managed supportively and discharged in stable condition with ongoing therapy, including beta-blockers, renin–angiotensin–aldosterone system inhibitors (RAASis), and statins. Follow-up echocardiography showed resolution of regional wall motion abnormalities. Although rare, biventricular TCM is associated with increased severity and a higher risk of complications. Early recognition and timely management are essential to improve outcomes in affected patients. Full article
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23 pages, 4184 KB  
Article
A New Encoding Architecture Based on Shift Multilayer Perceptron and Transformer for Medical Image Segmentation
by Hepeng Zhong, Jieqiong Yang, Yingfei Wu and Jizheng Yi
Sensors 2026, 26(2), 449; https://doi.org/10.3390/s26020449 - 9 Jan 2026
Viewed by 957
Abstract
Accurate medical image segmentation plays a crucial role in clinical diagnosis by precisely delineating diseased tissues and organs from various medical imaging modalities. However, existing segmentation methods often fail to effectively capture low-level structural details and exhibit inconsistencies in feature connection, which may [...] Read more.
Accurate medical image segmentation plays a crucial role in clinical diagnosis by precisely delineating diseased tissues and organs from various medical imaging modalities. However, existing segmentation methods often fail to effectively capture low-level structural details and exhibit inconsistencies in feature connection, which may compromise diagnostic reliability. To address these limitations, this study proposes a novel Multilayer Perceptron–Transformer encoding architecture that integrates the Shift Multilayer Perceptron and Transformer mechanisms. Specifically, a SENet-based Atrous Spatial Pyramid Pooling module is designed to extract multi-scale contextual representations, while the Shift MLP refines underlying spatial features. Moreover, a channel–feature aggregation attention module is introduced to strengthen information flow between the encoder and decoder layers. Experimental results on the Automatic Cardiac Diagnostic Challenge dataset show an average Dice Similarity Coefficient (DSC) of 87.01% (83.32% for the right ventricle, 90.90% for the left ventricle, and 86.83% for the myocardium). On the Synapse multi-organ segmentation dataset, the proposed model achieves an average DSC of 79.35% and a 95% Haus Dorff Distance of 20.07 mm. These results demonstrate that MPT effectively captures both local and global anatomical structures, providing reliable support for clinical diagnosis. Full article
(This article belongs to the Special Issue Vision- and Image-Based Biomedical Diagnostics—2nd Edition)
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17 pages, 297 KB  
Article
Ejection Fraction-Related Differences in Left Ventricular and Atrial Strain Indices Among Pediatric Fontan Circulation with Systemic Left Ventricle Morphology
by Carmen Corina Șuteu, Amalia Fagarasan, Nicola Suteu, Andreea Cerghit-Paler, Liliana Gozar, Cristina Oana Mărginean, Maria Oana Săsăran and Mihaela Iancu
Diagnostics 2026, 16(1), 171; https://doi.org/10.3390/diagnostics16010171 - 5 Jan 2026
Viewed by 927
Abstract
Background: Ventricular function assessments in Fontan patients remain challenging. Ejection fraction (EF) lacks sensitivity for early dysfunction, and the roles of strain and advanced imaging in systemic left ventricle (LV) physiology are not fully defined. We aimed to compare (i) LV and [...] Read more.
Background: Ventricular function assessments in Fontan patients remain challenging. Ejection fraction (EF) lacks sensitivity for early dysfunction, and the roles of strain and advanced imaging in systemic left ventricle (LV) physiology are not fully defined. We aimed to compare (i) LV and atrial strain indices between pediatric Fontan patients with preserved EF (P-LVEF) versus reduced EF (R-LVEF) and (ii) echocardiographic global longitudinal strain, segmental longitudinal strain indices, and conventional 2D and 3D echocardiographic parameters through cardiac morphology. Methods: Pediatric patients with Fontan circulation and systemic LV morphology underwent clinical, hemodynamic, and multimodality echocardiographic evaluation, including 2D/3D parameters, global and segmental LV strain, and left atrial strain. Outcomes were analyzed according to EF status and congenital morphology. Significant results from multiple comparisons were followed by post hoc analysis, where appropriate. Results: Patients with a reduced EF exhibited a worse clinical status, a higher pulmonary vascular resistance index, and greater systemic congestion compared with those with a preserved EF. Conventional 2D indices showed no significant differences between the two studied groups except for LV end-systolic volume (ESV) (p = 0.0315) and LV end-systolic longitudinal diameter (ESL) (p = 0.0024), which showed higher values in the R-LVEF group. Although the relative frequency of impaired deformation was higher in Fontan patients with an unbalanced atrioventricular canal compared with the Fontan patients with a tricuspid atresia + pulmonary stenosis + ventricular septal defect, the difference did not reach statistical significance (p = 0.1365). Most segmental longitudinal strain values were not significantly different across patients with different cardiac morphology, except for the basal anterior segment and apical inferoseptal segment (p < 0.05). Conclusions: In pediatric Fontan patients with systemic LV morphology, a reduced EF was associated with a worse clinical and hemodynamic status. Conventional echocardiographic indices showed a limited ability to differentiate between the compared groups. Although no statistically significant differences were detected between pediatric Fontan patients with preserved EF and reduced EF, LV and atrial strain indices provided complementary information on ventricular–atrial interactions and myocardial deformation. These findings are exploratory and warrant confirmation in larger, prospective studies. Full article
(This article belongs to the Special Issue Advances in Pediatric Cardiology: Diagnosis and Management)
20 pages, 4364 KB  
Article
Patterns of Segmental Strain of the Left Ventricle in Extremely Premature Infants
by Tatiana Chumarnaya, Evgeniya Gusarova, Natalya Kosovtsova, Svetlana Koltashova and Olga Solovyova
Pediatr. Rep. 2025, 17(6), 126; https://doi.org/10.3390/pediatric17060126 - 1 Dec 2025
Viewed by 670
Abstract
Extremely premature newborns are predisposed to cardiovascular complications due to a number of factors, including myocardial immaturity, hemodynamic changes, and iatrogenic effects. There are few studies on myocardial strain in extremely premature infants during the early neonatal period. The objective of study was [...] Read more.
Extremely premature newborns are predisposed to cardiovascular complications due to a number of factors, including myocardial immaturity, hemodynamic changes, and iatrogenic effects. There are few studies on myocardial strain in extremely premature infants during the early neonatal period. The objective of study was to assess the left ventricular (LV) segmental strain in extremely premature newborns during the early neonatal period by employing speckle-tracking echocardiography (STE). This prospective study examined 65 newborns with no signs of hemodynamic impairment during the first 72 h of life. The cohort had a range of birth weights (600–1500 g) and gestational ages (24–35 weeks). The peak strain in 18 LV segments during systole (peak S and time to peak S), and throughout the cardiac cycle (peak G and time to peak G), and during early systolic pre-stretch (peak P and time to peak P) were assessed in the longitudinal, circumferential, and radial directions. We obtained percentile tables of segmental strain characteristics in the longitudinal, circumferential, and radial directions. No dependence of segmental strain on the birth weight, gestational age, or arterial duct closure was found. A positive gradient of the longitudinal strain magnitude was observed from the base to the apex. The highest circumferential and radial strain were observed in LV septum. This study is the first to register and compare the longitudinal, circumferential, and radial LV strain using STE in extremely premature infants with no signs of hemodynamic disturbances during the first 72 h of life. Reference values for segmental strain were established. Full article
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24 pages, 13910 KB  
Review
Multimodality Imaging in Apical Hypertrophic Cardiomyopathy: Can Echocardiography Learn from Cardiac Magnetic Resonance?
by Francesco Mangini, Massimo Grimaldi, Francesco Spinelli, Santo Dellegrottaglie, Antonio Di Monaco, Simona Quarta, Grazia Casavecchia, Matteo Gravina, Vincenzo Bellomo, Luca Sgarra, Sergio Suma, Gaetano Citarelli, Enrica Filograna, Robert W. W. Biederman and Roberto Calbi
Diagnostics 2025, 15(23), 3013; https://doi.org/10.3390/diagnostics15233013 - 26 Nov 2025
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Abstract
Apical hypertrophic cardiomyopathy is a distinctive and often under-recognized variant of hypertrophic cardiomyopathy, characterized by predominant thickening of the apical segments of the left ventricle. Echocardiography and cardiac magnetic resonance imaging represent the two principal modalities for diagnosis and morphological assessment. While transthoracic [...] Read more.
Apical hypertrophic cardiomyopathy is a distinctive and often under-recognized variant of hypertrophic cardiomyopathy, characterized by predominant thickening of the apical segments of the left ventricle. Echocardiography and cardiac magnetic resonance imaging represent the two principal modalities for diagnosis and morphological assessment. While transthoracic echocardiography remains the first-line imaging technique, it may underestimate apical involvement, particularly when image foreshortening or poor endocardial/epicardial delineation occurs. Cardiac magnetic resonance has become the reference standard for defining apical morphology, quantifying hypertrophy, and characterizing myocardial tissue and perfusion. Beyond its diagnostic role, magnetic resonance serves as a research platform for the identification of new apical-centric criteria which, after appropriate validation, may be translated into echocardiographic practice. Echocardiography, however, retains unique strengths through its real-time evaluation of cardiac dynamics, ready-to-use approach to diastolic function assessment, and its ability to identify subtle apical or para-apical obstructive gradients that may raise the initial diagnostic suspicion. This review underscores the complementary roles of the two modalities and the multiple domains in which transthoracic echocardiography can derive substantial methodological and conceptual benefit from cardiac magnetic resonance imaging, both in imaging methodology and in the refinement of diagnostic evaluation. Full article
(This article belongs to the Special Issue Advances in Non-Invasive Diagnostic Technologies for Heart Diseases)
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