Deep learning-based multifeature integration robustly predicts central lymph node metastasis in papillary thyroid cancer

Z Wang, L Qu, Q Chen, Y Zhou, H Duan, B Li, Y Weng… - BMC cancer, 2023 - Springer
… -guided fine-needle aspiration biopsy of thyroid nodules were recruited for this study… thyroid
gland and cervical lymph nodes, ultrasound-guided fine-needle aspiration cytology of thyroid

Targeted sequencing of DNA/RNA combined with radiomics predicts lymph node metastasis of papillary thyroid carcinoma

R Zhang, L Hu, Y Cheng, L Chang, L Dong, L Han… - Cancer Imaging, 2024 - Springer
… predicting lymph node metastasis integrating gene alterations, … accurate diagnosis and
treatment of thyroid carcinoma. … AUC value of the multi-feature integration nomogram model was …

Cervical lymph node metastasis prediction from papillary thyroid carcinoma US videos: a prospective multicenter study

MB Zhang, ZL Meng, Y Mao, X Jiang, N Xu, QH Xu… - BMC medicine, 2024 - Springer
… of papillary thyroid carcinoma (PTC) patients to avoid unnecessary overtreatment as well as
undesired under-treatment. Artificial intelligence (AI) trained by thyroid ultrasound (US) may …

A segmentation-based algorithm for classification of benign and malignancy Thyroid nodules with multi-feature information

Z Zheng, E Liang, Y Zhang, Z Weng, J Chai… - Biomedical Engineering …, 2024 - Springer
… 127 prostate cancer (thyroid cancer, TC) million patients, ranking eighth in the global cancer
… ultrasound (SE) images, which integrates the model to capture various features present in …

Automatic segmentation of thyroid with the assistance of the devised boundary improvement based on multicomponent small dataset

Y Chen, X Zhang, D Li, HW Park, X Li, P Liu, J Jin… - Applied …, 2023 - Springer
… ML methods to segment the thyroid gland. Traditional ML can be … multicharacteristics
neighborhood features can be extracted. … The proposed method integrates the advantages of deep …

Association between radiomics signature and disease-free survival in conventional papillary thyroid carcinoma

VY Park, K Han, E Lee, EK Kim, HJ Moon, JH Yoon… - Scientific reports, 2019 - nature.com
… We created a radiomics model that integrated the radiomics signature with all … In the current
study, we evaluated the ability of multi-feature-based radiomics to help estimate disease-free …

Machine learning identifies baseline clinical features that predict early hypothyroidism in patients with Graves' disease after radioiodine therapy

L Duan, HY Zhang, M Lv, H Zhang… - Endocrine …, 2022 - ec.bioscientifica.com
… In this study, we developed a multi-feature predictive model based on … Surprisingly, an
integrated model with the combination of … In addition, we found that the softer the thyroid gland, the …

Survival Analysis of Thyroid Cancer Patients Using Machine Learning Algorithms

SM Alhashmi, MSI Polash, A Haque, F Rabbe… - IEEE …, 2024 - ieeexplore.ieee.org
… We retrieved 57155 records on thyroid cancer from the SEER database… multifeature integration
robustly predicts central lymph node metastasis in papillary thyroid cancer,’’ BMC Cancer

Predicting central lymph node metastasis in patients with papillary thyroid carcinoma based on ultrasound radiomic and morphological features analysis

X Yan, X Mou, Y Yang, J Ren, X Zhou, Y Huang… - BMC Medical …, 2023 - Springer
… morphological features, and evaluate its diagnostic performance for preoperative prediction
of central lymph node metastasis (CLNM) in patients with papillary thyroid carcinoma (PTC). …

Artificial Intelligence Detected the Relationship Between Nuclear Morphological Features and Molecular Abnormalities of Papillary Thyroid Carcinoma

T Nishikawa, I Matsuzaki, A Takahashi, I Ryuta… - Endocrine …, 2024 - Springer
… Papillary thyroid carcinoma (PTC) is the most common type of thyroid carcinoma and has
characteristic nuclear features. Genetic abnormalities of PTC affect recent molecular target …