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

IF 2.1 3区 医学 Q2 SURGERY Langenbeck's Archives of Surgery Pub Date : 2024-10-23 DOI:10.1007/s00423-024-03503-9
Ziyu Luo, Wenhan Li, Binliang Huo, Jianhui Li
{"title":"Nomogram predicts cervical lymph node metastasis of pathological subtypes of papillary thyroid carcinoma.","authors":"Ziyu Luo, Wenhan Li, Binliang Huo, Jianhui Li","doi":"10.1007/s00423-024-03503-9","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Pathological 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.</p><p><strong>Methods: </strong>Patients 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.</p><p><strong>Results: </strong>A 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.</p><p><strong>Conclusion: </strong>In 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.</p>","PeriodicalId":17983,"journal":{"name":"Langenbeck's Archives of Surgery","volume":null,"pages":null},"PeriodicalIF":2.1000,"publicationDate":"2024-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Langenbeck's Archives of Surgery","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s00423-024-03503-9","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"SURGERY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Pathological 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.

Methods: Patients 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.

Results: A 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.

Conclusion: In 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.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
预测甲状腺乳头状癌病理亚型颈淋巴结转移的提名图。
背景:甲状腺乳头状癌(PTC)的病理亚型是甲状腺癌的重要因素。一些罕见的亚型表现出广泛的淋巴结转移。这些病理亚型应在临床实践中得到更多关注:方法:从 SEER 数据库中筛选出不同病理亚型的 PTC 患者。方法:从 SEER 数据库中选取不同病理亚型的 PTC 患者,采用逻辑回归、随机森林和引导聚合(bagging)等方法在训练队列中筛选与宫颈淋巴结转移相关的风险因素。根据曲线下面积(AUC)最大的模型建立了提名图,并使用校准曲线进行评估。决策曲线分析(DCA)用于评估患者的临床获益。通过 200 次迭代的十倍交叉验证对提名图进行了深入验证:共有 7882 名患者参与了分析,其中 5516 名患者为训练组,2366 名患者为测试组。逻辑回归模型的AUC最高,达到0.7396。性别、年龄、种族、扩展(甲状腺外扩展)、病理类型和原发肿瘤大小被确定为宫颈淋巴结转移的独立风险因素(P 结论:在临床实践中,宫颈癌淋巴结转移的诊断非常重要:在临床实践中,考虑 PTC 的病理亚型非常重要。已建立的提名图可作为评估宫颈淋巴结转移的预测工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
3.30
自引率
8.70%
发文量
342
审稿时长
4-8 weeks
期刊介绍: Langenbeck''s Archives of Surgery aims to publish the best results in the field of clinical surgery and basic surgical research. The main focus is on providing the highest level of clinical research and clinically relevant basic research. The journal, published exclusively in English, will provide an international discussion forum for the controlled results of clinical surgery. The majority of published contributions will be original articles reporting on clinical data from general and visceral surgery, while endocrine surgery will also be covered. Papers on basic surgical principles from the fields of traumatology, vascular and thoracic surgery are also welcome. Evidence-based medicine is an important criterion for the acceptance of papers.
期刊最新文献
Intensified outpatient nutrition management improves body weight and skeletal muscle loss after esophageal cancer surgery: a single-center, retrospective, single-arm clinical study. Assessment of first-touch skills in robotic surgical training using hi-Sim and the hinotori surgical robot system among surgeons and novices. Comparing surgical outcomes of powered versus manual surgical staplers: a systematic review and meta-analysis. 3D vs. 2D-4 K: Performance and self-perception of laparoscopic novices in a randomized prospective teaching intervention using standard tasks and box trainers. Research methodologies for eliciting patients' preferences in invasive procedures: a scoping review.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1