Utilizing a Combined Vision Transformer and Traditional Radiomics Approach to Forecast Central Lymph Node Metastasis in Papillary Thyroid Carcinoma via Dynamic Dual-Modality Ultrasound - Scorecard - MDSpire
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Utilizing a Combined Vision Transformer and Traditional Radiomics Approach to Forecast Central Lymph Node Metastasis in Papillary Thyroid Carcinoma via Dynamic Dual-Modality Ultrasound
Clinical Scorecard: Utilizing a Combined Vision Transformer and Traditional Radiomics Approach to Forecast Central Lymph Node Metastasis in Papillary Thyroid Carcinoma via Dynamic Dual-Modality Ultrasound
At a Glance
Category
Detail
Condition
Papillary Thyroid Carcinoma (PTC)
Key Mechanisms
Combination of B-mode ultrasound (BMUS) and superb microvascular imaging (SMI) with radiomics and Vision Transformer (ViT) features.
Target Population
Patients with pathologically confirmed PTC undergoing first-time thyroid surgery.
Care Setting
Retrospective study conducted in two hospitals in China.
Key Highlights
30%-80% of PTC cases are prone to central lymph node metastasis (CLNM).
Conventional ultrasound has a sensitivity of less than 40% for detecting CLNM.
SMI enhances diagnostic accuracy for thyroid nodules compared to traditional imaging.
Fusion models of deep learning and radiomics outperform standalone models.
Utilization of 2.5D imaging improves information extraction while mitigating overfitting.
Guideline-Based Recommendations
Diagnosis
Utilize high-resolution ultrasound, including BMUS and SMI, for preoperative assessment of CLNM.
Management
Surgery remains the preferred treatment for thyroid cancer.
Monitoring & Follow-up
Regular follow-up and imaging assessments post-surgery to evaluate for recurrence.
Risks
Missed diagnoses of CLNM due to complex neck anatomy and limitations of conventional ultrasound.
Patient & Prescribing Data
310 patients with pathologically confirmed PTC.
Preoperative ultrasound examination is critical for surgical strategy determination.
Clinical Best Practices
Incorporate advanced imaging techniques like SMI and radiomics in routine assessments.
Ensure comprehensive clinical baseline data collection for accurate evaluations.
Utilize dual-modality ultrasound for enhanced diagnostic performance.
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