Evidence map›Paper›PMID 39443344›Full record

ArticleLangenbeck's archives of surgery2024

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

Ziyu Luo, Wenhan Li, Binliang Huo, Jianhui Li

Abstract read
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In one paragraph

Article in Langenbeck's archives of surgery, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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2citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

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2 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Ziyu LuoDepartment of Surgical Oncology, Shaanxi Provincial People's Hospital, Xi'an, 710068, Shaanxi, China.
Wenhan LiDepartment of Surgical Oncology, Shaanxi Provincial People's Hospital, Xi'an, 710068, Shaanxi, China.
Binliang HuoDepartment of Surgical Oncology, Shaanxi Provincial People's Hospital, Xi'an, 710068, Shaanxi, China.
Jianhui LiDepartment of Surgical Oncology, Shaanxi Provincial People's Hospital, Xi'an, 710068, Shaanxi, China. dr_jianhuili@hotmail.com.

Funding

the key R & D program of Shaanxi Provinces 2022SF-291
6 · The paper itself

Abstract

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.

Indexed as

Lymphatic MetastasisNomogramsThyroid Cancer, PapillaryThyroid NeoplasmsAdultAgedFemaleHumansLogistic ModelsLymph NodesMaleMiddle AgedNeckRisk FactorsSEER ProgramLymph node metastasisMachine learningPapillary thyroid carcinomaPathological subtypeSEER

Identifiers

PMID39443344

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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.