Texture analysis and machine learning to characterize suspected thyroid nodules and differentiated thyroid cancer: Where do we stand?

M Sollini, L Cozzi, A Chiti, M Kirienko - European journal of radiology, 2018 - Elsevier
In thyroid imaging,“texture” refers to the echographic appearence of the parenchyma or a
nodule. However, definition of the image characteristics is operator dependent and …

[HTML][HTML] Application of machine learning methods to improve the performance of ultrasound in head and neck oncology: A literature review

CR DeJohn, SR Grant, M Seshadri - Cancers, 2022 - mdpi.com
Simple Summary Ultrasound (US) is a non-invasive imaging method that is routinely utilized
in head and neck cancer patients to assess the anatomic extent of tumors, nodal and non …

Radiomic analysis for preoperative prediction of cervical lymph node metastasis in patients with papillary thyroid carcinoma

W Lu, L Zhong, D Dong, M Fang, Q Dai, S Leng… - European journal of …, 2019 - Elsevier
Purpose Cervical lymph node (LN) metastasis of papillary thyroid carcinoma (PTC) is critical
for treatment and prognosis. We explored the feasibility of using radiomics to preoperatively …

The diagnostic value of ultrasound‐based deep learning in differentiating parotid gland tumors

Y Wang, W Xie, S Huang, M Feng, X Ke… - Journal of …, 2022 - Wiley Online Library
Objectives. Evidence suggests that about 80% of all salivary gland tumors involve the
parotid glands, with approximately 20% of parotid gland tumors (PGTs) being malignant …

Deep learning–based computer-aided diagnosis system for localization and diagnosis of metastatic lymph nodes on ultrasound: A pilot study

JH Lee, JH Baek, JH Kim, WH Shim, SR Chung… - Thyroid, 2018 - liebertpub.com
Background: The presence of metastatic lymph nodes is a prognostic indicator for patients
with thyroid carcinomas and is an important determinant of clinical decision making …

[HTML][HTML] Radiomics signature for prediction of lateral lymph node metastasis in conventional papillary thyroid carcinoma

VY Park, K Han, HJ Kim, E Lee, JH Youk, EK Kim… - PloS one, 2020 - journals.plos.org
Purpose Preoperative neck ultrasound (US) for lateral cervical lymph nodes is
recommended for all patients undergoing thyroidectomy for thyroid malignancy, but it is …

[HTML][HTML] MRI texture analysis reflects histopathology parameters in thyroid cancer–a first preliminary study

HJ Meyer, S Schob, AK Höhn, A Surov - Translational oncology, 2017 - Elsevier
OBJECT: Thyroid cancer represents the most frequent malignancy of the endocrine system
with an increasing incidence worldwide. Novel imaging techniques are able to further …

[HTML][HTML] 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
Patients with papillary thyroid carcinoma (PTC) would benefit from risk stratification tools that
can aid in planning personalized treatment and follow-up. The aim of this study was to …

[HTML][HTML] Efficacy of ultrasonography and Tc-99m MIBI SPECT/CT in preoperative localization of parathyroid adenomas causing primary hyperthyroidism

R Lu, W Zhao, L Yin, R Guo, B Wei, M Jin, X Zhou… - BMC medical …, 2021 - Springer
Background Primary hyperparathyroidism (PHPT) results from an excess of parathyroid
hormone (PTH) produced from an overactive parathyroid gland. The study aimed to explore …

A deep learning‐based method for detecting and classifying the ultrasound images of suspicious thyroid nodules

Z Zhao, C Yang, Q Wang, H Zhang, L Shi… - Medical …, 2021 - Wiley Online Library
Purpose The incidence of thyroid cancer has significantly increased in the last few decades.
However, diagnosis of the thyroid nodules is labor and time intensive for radiologists and …