Evidence map›Paper›PMID 41668905›Full record

ArticleGland surgery2026

Ultrasound-based radiomics for prediction of lateral neck lymph node metastasis in patients with medullary thyroid cancer.

Jun Ma, Mei Long, Kefan Su, Jie Zhang, Lin Yan, Yukun Luo, Wen Li

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In one paragraph

Article in Gland surgery, 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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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Jun Ma *Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, China.
Mei Long *Department of Internal Medicine, Zibo Central Hospital, Zibo, China.
Kefan SuDepartment of Breast and Thyroid Surgery, Zibo Central Hospital, Zibo, China.
Jie ZhangDepartment of General Surgery, Tianjin Medical University General Hospital, Tianjin, China.
Lin YanDepartment of Ultrasound, The First Medical Center, Chinese PLA General Hospital, Beijing, China.
Yukun LuoDepartment of Ultrasound, The First Medical Center, Chinese PLA General Hospital, Beijing, China.ORCID https://orcid.org/0000-0002-4344-0706
Wen LiDepartment of Breast and Thyroid Surgery, Zibo Central Hospital, Zibo, China.ORCID https://orcid.org/0009-0000-0711-8659

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Routine lateral neck lymph node dissection in patients with medullary thyroid cancer (MTC) remains controversial. Therefore, we sought to develop a model to predict the risk of lateral neck lymph node metastasis (LLNM) in patients with MTC. Methods: This retrospective study analyzed the clinical, ultrasound, and radiomics features of patients who underwent surgery and were diagnosed with MTC in our hospital from 2014 to 2023. The main outcome was LLNM, for which three models were developed: conventional model based on clinical and ultrasound features, radiomics score (rad score) model, and nomogram model that combined clinical, ultrasound, and radiomics features. Internal validation was performed using the bootstrap method, and the results were compared. The performance was calculated using area under the receiver operating characteristic curve (AUC), calibration curve, and decision curve analysis. Results: There were 89 patients included, of whom 35 patients had LLNM. No significant associations were found between gender or age and LLNM (P>0.05). The increase in calcitonin (>539.7 pg/mL) was associated with the LLNM (P=0.07). Two preoperative ultrasound findings, subcapsular location and suspicious lateral lymph nodes on ultrasound, were associated with the LLNM (P<0.05). Five radiomics features were selected to develop the rad score model. The nomogram model had a higher AUC compared with the conventional model and rad score model (P=0.008, 0.01, respectively). Conclusions: This study developed a nomogram model that integrated clinical, ultrasound, and radiomics features that could be used to predict LLNM in patients with MTC.

Indexed as

Lymph node metastasismedullary thyroid cancer (MTC)radiomicsultrasound

Identifiers

PMID41668905
PMCPMC12884096

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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.