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Background: Granulomas were frequently misdiagnosed as peripheral lung cancers (PLCs) due to their similarities in imaging findings. This study aimed to establish a classification system based on thin-section computed tomography (TSCT) features for distinguishing granulomas from PLCs.
Methods: From January 2012 to November 2023, 561 granulomas and 561 size-matched PLCs manifested as solid nodules (SNs) were retrospectively enrolled. Their TSCT features were evaluated and compared. Based on single or a combination of multiple features, a classification system comprising multiple distinct types with different features was established for differentiation.
Results: Lesions were classified into eight types. Types I (nodules with satellite lesions) [28.3% 2.1%; positive predictive value (PPV), 0.93], II (nodules with halo sign and/or calcification) (16.4% 3.0%; PPV, 0.84), III (nodules with a special shape) (7.7% 0.5%; PPV, 0.93), and IV (nodules with ill-defined boundary) (8.6% 4.3%; PPV, 0.67) were more common in granulomas than in PLCs (each P<0.05); among other well-defined nodules, type V (non-lobulated nodule with smooth margin) (16.0% 4.6%; PPV, 0.78) was common in granulomas (P<0.001), while types VI (non-lobulated nodule with coarse margin) (7.8% 14.1%; PPV, 0.64), VII (lobulated nodule with vacuole sign) (1.2% 13.5%; PPV, 0.92), and VIII (lobulated nodule without vacuole sign) (14.8% 57.8%; PPV, 0.80) were more frequent in PLCs (each P≤0.001). Receiver operating characteristic (ROC) curve analysis showed that types I, II, III, V, VII, and VIII were more effective in differentiation (each P<0.05).
Conclusions: In differentiating pulmonary SNs, those with TSCT features manifested as type I, II, III, or V had a higher possibility of granulomas.
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http://dx.doi.org/10.21037/jtd-24-1505 | DOI Listing |
Sci Rep
September 2025
Department of Neurology, Wuhan No. 1 Hospital, Wuhan, China.
Thrombus enhancement sign (TES) is a potential imaging biomarker for differentiating embolic large vessel occlusion (embo-LVO) from intracranial atherosclerosis-related LVO (ICAS-LVO) in basilar artery occlusion (BAO). This study evaluates the association between TES and BAO etiology and its predictive value in distinguishing embo-LVO from ICAS-LVO. We conducted a prospective, two-center cohort study of acute ischemic stroke (AIS) patients with BAO who underwent EVT between January 2020 and September 2024.
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August 2025
Reservoir Geological Modelling Lab, CEPETRO, 13083-896, Campinas, Brazil.
Machine learning (ML) algorithms have been widely applied across geosciences for tasks such as data conditioning, resolution enhancement, and image classification. The use of ML enables the analysis of large datasets, the identification of complex patterns, and can save time and reduce costs compared to conventional approaches. Among these techniques, Convolutional Neural Networks (CNNs) have emerged as powerful tools for image classification in various geoscientific applications.
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August 2025
School of Biomedical Engineering, Tel Aviv University, Tel Aviv, Israel.
In histological pathology, frozen sections are often used for rapid diagnosis during surgeries, as they can be produced within minutes. However, they suffer from artifacts and often lack crucial diagnostic details, particularly within the cell nuclei region. Permanent sections, on the other hand, contain more diagnostic detail but require a time-intensive preparation process.
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August 2025
Department of Neurology, Keimyung University School of Medicine, Daegu, Republic of Korea.
Background: Thrombus burden considerably impacts ischemic stroke presentation and outcomes. However, the relationship between thrombus histology and volume has not been studied well. We investigated whether ischemic stroke thrombus composition and spatial distribution patterns differed with thrombus volume.
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August 2025
School of Electrical Engineering and Computer Science, Department of Semiconductor Engineering, Gwangju Institute of Science and Technology (GIST), Gwangju, 61005, Republic of Korea.
Remote epitaxy through graphene enables the fabrication of freestanding membranes, facilitating the "peel-and-stack" process for semiconductor hetero-integration. While previous studies have emphasized graphene thickness, substrate bonding ionicity, and damage-free transfer of graphene for implementing remote epitaxy, the impact of nanoscale microscopic defects in graphene remains unexplored. Metal-organic chemical vapor deposition (MOCVD) of GaN requires high temperatures and a radical reaction environment, which can damage graphene.
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