Evidence map›Paper›PMID 41847183›Full record

ArticleChinese journal of cancer research = Chung-kuo yen cheng yen chiu2026

Evaluating diagnostic efficacy of multigene testing in non-diagnostic thyroid nodules by fine-needle aspiration cytology: A prospective cohort study.

Guozhi Zhang, Lin Ren, Jia Xiao, Yangqiu Bao, Hao Tian, Qiyun Shi, Chunlin Tang, Ping Chen, Yan Liang, Peng Tang and 5 more

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Article in Chinese journal of cancer research = Chung-kuo yen cheng yen chiu, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

15 authors.

Guozhi Zhang *Department of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Lin Ren *Department of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Jia Xiao *Department of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Yangqiu BaoDepartment of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Hao TianDepartment of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Qiyun ShiDepartment of Thoracic Surgery, the Eighth Medical Center of Chinese PLA General Hospital, Beijing 100089, China.
Chunlin TangDepartment of Ultrasound, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Ping ChenDepartment of Ultrasound, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Yan LiangDepartment of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Peng TangDepartment of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Wenting YanDepartment of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Ye ZhangDepartment of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Xiaowei QiDepartment of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Yanli GuoDepartment of Ultrasound, Southwest Hospital, Army Medical University, Chongqing 400038, China.
Yi ZhangDepartment of Breast and Thyroid Surgery, Southwest Hospital, Army Medical University, Chongqing 400038, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Non-diagnostic thyroid nodules (Bethesda I) account for 5%-20% of all thyroid nodules. Accurate differentiation of benign and malignant nodules can reduce unnecessary surgeries and repeat biopsies. Herein we evaluated the diagnostic efficacy of multigene testing in non-diagnostic thyroid nodules and developed a predictive model integrating molecular and clinical data. Methods: In this prospective cohort study, 1,175 patients with thyroid nodules were evaluated for inclusion, of which 218 patients with Bethesda I nodules met our inclusion criteria. The primary outcome was diagnostic accuracy of molecular testing, and the secondary outcome was the performance of a predictive model integrating molecular and clinical data. Results: Final histopathology identified 165 benign and 53 malignant nodules. Molecular testing detected 10 distinct point mutations and seven gene fusions. Among benign nodules, 147 tested negative and 18 tested positive, whereas 44 malignant nodules tested positive and nine tested negative. In nodules with ultrasound grades 4-5 and fine-needle aspiration cytology (FNAC) results categorized as non-diagnostic, molecular testing achieved sensitivity of 83.00%, specificity of 89.00%, positive predictive value (PPV) of 71.00%, negative predictive value (NPV) of 94.20%, and overall accuracy of 87.60%. The predictive model incorporated 18 clinical and 19 molecular features. Eleven non-zero predictors were selected via least absolute shrinkage and selection operator (LASSO), and the model achieved area under curve (AUC) of 0.95 in the training set and 0.96 in the testing set. Decision curve analysis indicated greater net benefit compared with conventional diagnostic approaches. Conclusions: Molecular testing significantly improved diagnostic accuracy for Bethesda I thyroid nodules. Integrating molecular and clinical data enabled the development of a robust predictive model, facilitating precise, individualized patient management and reducing the need for repeat FNAC and unnecessary surgeries.

Indexed as

benign thyroid tumordiagnostic prediction modelmultigene testingNon-diagnostic thyroid nodulesthyroid cancer

Identifiers

PMID41847183
PMCPMC12989306

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.