Prediction of Seronegative Hashimoto's thyroiditis using machine learning models based on ultrasound radiomics: a multicenter study

Prediction of Seronegative Hashimoto's thyroiditis using machine learning models based on ultrasound radiomics: a multicenter study

Abstract Background Seronegative Hashimoto's thyroiditis is often underdiagnosed due to the lack of antibody markers. Combining ultrasound radiomics with machine learning offers potential for early detection in patients with normal thyroid function. Methods Data from 164 patients with single th...

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Main Authors: Wenjun Wu, Shengsheng Yao, Daming Liu, Yuan Luo, Yihan Sun, Ting Ruan, Mengyou Liu, Li Shi, Chang Liu, Mingming Xiao, Qi Zhang, Zhengshuai Liu, Xingai Ju, Jiahao Wang, Xiang Fei, Li Lu, Yang Gao, Ying Zhang, Liying Gong, Xuanyu Chen, Wanli Zheng, Xiali Niu, Xiao Yang, Huimei Cao, Shijie Chang, Jianchun Cui, Zuoxin Ma
Format: Article
Language:English
Published: BMC 2025-04-01
Series:BMC Immunology
Subjects:
Radiomics
Hashimoto’s thyroiditis(HT)
Seronegative Hashimoto thyroiditis
Machine learning
Ultrasound imaging
Hypothyroidism
Online Access:https://doi.org/10.1186/s12865-025-00708-5
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