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

被引:0
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.
引用
收藏
页数:9
相关论文
共 36 条
[1]  
Agarwal S, Columnar cell
[2]  
Agarwal S, Oncocytic
[3]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[4]   Diffuse Sclerosing Variant of Papillary Thyroid Carcinoma Is Associated With Aggressive Histopathological Features and a Poor Outcome: Results of a Large Multicentric Study [J].
Chereau, Nathalie ;
Giudicelli, Xavier ;
Pattou, Francois ;
Lifante, Jean-Christophe ;
Triponez, Frederic ;
Mirallie, Eric ;
Goudet, Pierre ;
Brunaud, Laurent ;
Tresallet, Christophe ;
Tissier, Frederique ;
Leenhardt, Laurence ;
du Montcel, Sophie Tezenas ;
Menegaux, Fabrice .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2016, 101 (12) :4603-4610
[5]  
Florianova L, Diffuse sclerosing
[6]   Independent predictors and lymph node metastasis characteristics of multifocal papillary thyroid cancer [J].
Li Genpeng ;
Lei Jianyong ;
You Jiaying ;
Jiang Ke ;
Li Zhihui ;
Gong Rixiang ;
Zhang Lihan ;
Zhu Jingqiang .
MEDICINE, 2018, 97 (05)
[7]   2015 American Thyroid Association Management Guidelines for Adult Patients with Thyroid Nodules and Differentiated Thyroid Cancer The American Thyroid Association Guidelines Task Force on Thyroid Nodules and Differentiated Thyroid Cancer [J].
Haugen, Bryan R. ;
Alexander, Erik K. ;
Bible, Keith C. ;
Doherty, Gerard M. ;
Mandel, Susan J. ;
Nikiforov, Yuri E. ;
Pacini, Furio ;
Randolph, Gregory W. ;
Sawka, Anna M. ;
Schlumberger, Martin ;
Schuff, Kathryn G. ;
Sherman, Steven I. ;
Sosa, Julie Ann ;
Steward, David L. ;
Tuttle, R. Michael ;
Wartofsky, Leonard .
THYROID, 2016, 26 (01) :1-133
[8]   Aggressive variants of papillary thyroid microcarcinoma are associated with high-risk features, but not decreased survival [J].
Holoubek, Simon A. ;
Yan, Huan ;
Khokar, Amna H. ;
Kuchta, Kristine M. ;
Winchester, David J. ;
Prinz, Richard A. ;
Moo-Young, Tricia A. .
SURGERY, 2020, 167 (01) :19-26
[9]   Prognostic significance of diffuse sclerosing variant papillary thyroid carcinoma: a systematic review and meta-analysis [J].
Huy Gia Vuong ;
Kondo, Tetsuo ;
Thong Quang Pham ;
Oishi, Naoki ;
Mochizuki, Kunio ;
Nakazawa, Tadao ;
Hassell, Lewis ;
Katoh, Ryohei .
EUROPEAN JOURNAL OF ENDOCRINOLOGY, 2017, 176 (04) :433-441
[10]   Clinical behaviors of rare variants of papillary thyroid carcinoma are associated with survival: a population-level analysis [J].
Jiang, Chenghao ;
Cheng, Tong ;
Zheng, Xucai ;
Hong, Shikai ;
Liu, Song ;
Liu, Jianjun ;
Wang, Jing ;
Wang, Shengying .
CANCER MANAGEMENT AND RESEARCH, 2018, 10 :465-472