Nomogram predicts cervical lymph node metastasis of pathological subtypes of papillary thyroid carcinoma

被引:0
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作者
Luo, Ziyu [1 ]
Li, Wenhan [1 ]
Huo, Binliang [1 ]
Li, Jianhui [1 ]
机构
[1] Shaanxi Prov Peoples Hosp, Dept Surg Oncol, Xian 710068, Shaanxi, Peoples R China
关键词
Papillary thyroid carcinoma; Pathological subtype; Machine learning; Lymph node metastasis; SEER; DIFFUSE SCLEROSING VARIANT; AGGRESSIVE VARIANTS; TALL CELL; CANCER; COLUMNAR; NODULES; HOBNAIL;
D O I
10.1007/s00423-024-03503-9
中图分类号
R61 [外科手术学];
学科分类号
摘要
BackgroundPathological subtypes of papillary thyroid carcinoma (PTC) are important factors in thyroid cancer. Some rare subtypes exhibit extensive lymph node metastasis. These pathological subtypes should receive more attention in clinical practice. MethodsPatients with different pathological subtypes of PTC were selected from the SEER database. Logistic regression, random forest, and bootstrap aggregating (bagging) methods were employed to screen for risk factors associated with cervical lymph node metastasis in the training cohort. A nomogram was established based on the model with the largest area under the curve (AUC) and evaluated using calibration curves. Decision curve analysis (DCA) was used to evaluate the clinical benefit to patients. The nomogram was validated in depth by 200 iterations of tenfold cross-validation. ResultsA total of 7,882 patients were included in the analysis, with 5,516 patients in the training group and 2,366 patients in the testing group. The logistic regression model achieved the highest AUC of 0.7396. Sex, age, race, extension (extrathyroidal extension), pathological type, and primary tumour size were identified as independent risk factors for cervical lymph node metastasis (p < 0.05). The calibration curve indicated that the model was well calibrated. DCA indicated that the nomogram model had good clinical practicability. ConclusionIn clinical practice, it is important to consider the pathological subtypes of PTC. The established nomogram can serve as a predictive tool for assessing cervical lymph node metastasis.
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页数:9
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