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Objective: To construct and validate a new thyroid imaging reporting and data system (TI-RADS) based on radiating blood flow and grayscale US features.
Materials And Methods: This study enrolled patients from 4 hospitals from January 2018 to November 2023 retrospectively and prospectively. All US features associated with malignant thyroid nodules were assessed by multivariable logistic regression to construct baseline US TI-RADS (BUS TI-RADS), which was tested with internal validation set, external validation set and prospective validation set. Additionally, its potential of reducing biopsy was assessed.
Results: There were 2932 patients (2153 female, age: 42.83 ± 11.71; 779 male, age: 42.36 ± 11.78) with 3940 nodules (2831 malignant nodules and 1109 benign nodules). Independent predictive factors included composition, echogenicity, shape, margin, suspicious extrathyroidal extension, punctate echogenic foci, and radiating blood flow. Compared with American College of Radiology (ACR) TI-RADS and Chinese TI-RADS (C-TIRADS), the BUS TI-RADS had higher AUCs of 0.96 (95 % CI: [0.95, 0.97]; P < 0.001), 0.93 ([0.90, 0.97]; P < 0.001), 0.91 ([0.86, 0.96]; P < 0.003) and 0.95 ([0.93, 0.97]; P < 0.001) for the training set, internal validation set, external validation set and prospective validation set respectively. Decision curve analysis demonstrated higher net benefit for the BUS TI-RADS. And the BUS TI-RADS (4.1 %; 18.1 %) had lower percentage of biopsy and false negative rate compared with the ACR TI-RADS (31.2 %; 20.9 %) and C-TIRADS(33.1 %; 58.5 %).
Conclusion: BUS TI-RADS was created according to the simplified regression coefficients of radiating blood flow and grayscale ultrasonography features with excellent diagnostic performance and could reduce unnecessary biopsy with lower missed malignancy.
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http://dx.doi.org/10.1016/j.ejrad.2024.111866 | DOI Listing |
Arch Toxicol
September 2025
Norwegian Scientific Committee for Food and Environment, Norwegian Institute of Public Health, Oslo, Norway.
The transition from traditional animal-based approaches and assessments to New Approach Methodologies (NAMs) marks a scientific revolution in regulatory toxicology, with the potential of enhancing human and environmental protection. However, implementing the effective use of NAMs in regulatory toxicology has proven to be challenging, and so far, efforts to facilitate this change frequently focus on singular technical, psychological or economic inhibitors. This article takes a system-thinking approach to these challenges, a holistic framework for describing interactive relationships between the components of a system of interest.
View Article and Find Full Text PDFWater Res
September 2025
College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China. Electronic address:
Groundwater overextraction presents persistent challenges due to strategic interdependence among decentralized users. While game-theoretic models have advanced the analysis of individual incentives and collective outcomes, most frameworks assume fully rational agents and neglect the role of cognitive and social factors. This study proposes a coupled model that integrates opinion dynamics with a differential game of groundwater extraction, capturing the interaction between institutional authority and evolving stakeholder preferences.
View Article and Find Full Text PDFPLoS One
September 2025
School of Computer Science and Technology, Huaiyin Normal University, Huai'an, Jiangsu, China.
Previous studies have demonstrated that metric learning approaches yield remarkable performance in the field of kinship verification. Nevertheless, a prevalent limitation of most existing methods lies in their over-reliance on learning exclusively from specified types of given kin data, which frequently results in information isolation. Although generative-based metric learning methods present potential solutions to this problem, they are hindered by substantial computational costs.
View Article and Find Full Text PDFPLoS One
September 2025
Respiratory and Critical Care Medicine, The Second Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.
Background: Disulfidptosis, a novel cellular death manner, has yet to be fully explored within the context of pulmonary arterial hypertension (PAH). This study aims to identify genes implicated in PAH that are involved in disulfidptosis.
Method: Based on data from the GEO database, this study employed co-expression analysis, Weighted Gene Co-Expression Network Analysis (WGCNA), hub gene identification, and Gene Set Enrichment Analysis (GSEA) to uncover genes associated with PAH and disulfidptosis.
JMIR Med Inform
September 2025
Department of Radiology, Air Force Medical Center, Air Force Medical University, Fucheng Road 30, Haidian District, Beijing, CN.
Background: Lateral malleolar avulsion fracture (LMAF) and subfibular ossicle (SFO) are distinct entities that both present as small bone fragments near the lateral malleolus on imaging, yet require different treatment strategies. Clinical and radiological differentiation is challenging, which can impede timely and precise management. On imaging, magnetic resonance imaging (MRI) is the diagnostic gold standard for differentiating LMAF from SFO, whereas radiological differentiation on computed tomography (CT) alone is challenging in routine practice.
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