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Objective: To explore the potential of the deep learning reconstruction (DLR) for ultralow dose calcium scoring CT (CSCT) with simultaneously reduced tube voltage and current.
Methods: In this prospective study, seventy-five patients (group A) undergoing routine dose CSCT (120kVp/30mAs) were followed by a low dose (120kVp/20mAs) scan and another 81 (group B) were followed by an ultralow dose (80kVp/20mAs) scan. The hybrid iterative reconstruction was used for the routine dose data while the DLR for data of reduced dose. The calcium score and risk categorization were compared, where the correlation was evaluated using the intraclass correlation coefficient (ICC). The noise suppression performance of DLR was characterized by the contrast-to-noise ratio (CNR) between coronary arteries and pericoronary fat.
Results: The effective dose was 0.32 ± 0.03 vs. 0.48 ± 0.05 mSv for the two scans in group A and 0.09 ± 0.01 vs. 0.49 ± 0.05 mSv in group B. No significant difference was found on CACSs within either group (A: p = 0.10, ICC=0.99; B: p = 0.14, ICC=0.99), nor was it different on risk categorization (A: p = 0.32, ICC=0.99; B: p = 0.16, ICC=0.99). The DLR images exhibited higher CNR in both groups (A: p < 0.001; B: p = 0.001).
Conclusions: The DLR allowed reliable calcium scoring in not only low dose CSCT with reduced tube current but ultralow dose CSCT with simultaneously reduced tube voltage and current, showing feasibility to be adopted in routine applications.
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http://dx.doi.org/10.1016/j.ejrad.2024.111742 | DOI Listing |
Radiography (Lond)
September 2025
Department of Radiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, 221002, China; School of Medical Imaging, Xuzhou Medical University, Xuzhou, Jiangsu, 221002, China; Jiangsu Provincial Engineering Research Center for Medical Imaging and Digital Medicine, Xuzhou, Jiangs
Introduction: Carotid artery disease is a major cause of stroke and is frequently evaluated using Carotid CT Angiography (CTA). However, the associated radiation exposure and contrast agent use raise concerns, particularly for high-risk patients. Recent advances in Deep Learning Image Reconstruction (DLIR) offer new potential to enhance image quality under low-dose conditions.
View Article and Find Full Text PDFWorld J Radiol
August 2025
Department of Radiology, Cork University Hospital, Cork T12 DC4A, Ireland.
Background: Primary ciliary dyskinesia (PCD) is a rare condition characterised by dysmotile, immotile, or absent cilia. As a result of the impairment in respiratory mucociliary clearance, patients with PCD typically develop neonatal respiratory distress, nasal congestion, otitis media and recurrent respiratory infections leading to bronchiectasis and structural lung changes. These changes have been shown by chest computed tomography (CT) to develop in infancy and early childhood.
View Article and Find Full Text PDFSmall Methods
September 2025
State Key Lab Funct Crystals & Devices, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian, 350108, P. R. China.
Developing efficient scintillators is crucial for advancing radiation detection. Glass ceramics (GCs) offer promise by combining processability with enhanced luminescence, but crystallizing phases with optimal scintillation properties remain challenging. Herein, a kinetics-controlled in situ crystallization strategy is presented to selectively precipitate high-performance BaSiO:Eu crystals within a barium silicate glass.
View Article and Find Full Text PDFJ Am Acad Dermatol
August 2025
Professor of Dermatology & Senior Dermatology Registrar, Blacktown Dermatology, NSW, Australia. Electronic address:
J Am Acad Dermatol
August 2025
Dermatology Hospital of Shandong First Medical University, Jinan, Shandong province, China; .Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Jinan, Shandong province, China.