• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

列线图预测早期食管鳞癌淋巴结转移风险。

A nomogram to predict lymph node metastasis risk for early esophageal squamous cell carcinoma.

机构信息

Department of Esophageal Surgery, Tianjin Medical University Cancer Hospital and Institute, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin, 300060, China.

出版信息

BMC Cancer. 2021 Apr 20;21(1):431. doi: 10.1186/s12885-021-08077-z.

DOI:10.1186/s12885-021-08077-z
PMID:33879102
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8056635/
Abstract

BACKGROUND

A nomogram was developed to predict lymph node metastasis (LNM) for patients with early-stage esophageal squamous cell carcinoma (ESCC).

METHODS

We used the clinical data of ESCC patients with pathological T1 stage disease who underwent surgery from January 2011 to June 2018 to develop a nomogram model. Multivariable logistic regression was used to confirm the risk factors for variable selection. The risk of LNM was stratified based on the nomogram model. The nomogram was validated by an independent cohort which included early ESCC patients underwent esophagectomy between July 2018 and December 2019.

RESULTS

Of the 223 patients, 36 (16.1%) patients had LNM. The following three variables were confirmed as LNM risk factors and were included in the nomogram model: tumor differentiation (odds ratio [OR] = 3.776, 95% confidence interval [CI] 1.515-9.360, p = 0.004), depth of tumor invasion (OR = 3.124, 95% CI 1.146-8.511, p = 0.026), and tumor size (OR = 2.420, 95% CI 1.070-5.473, p = 0.034). The C-index was 0.810 (95% CI 0.742-0.895) in the derivation cohort (223 patients) and 0.830 (95% CI 0.763-0.902) in the validation cohort (80 patients).

CONCLUSIONS

A validated nomogram can predict the risk of LNM via risk stratification. It could be used to assist in the decision-making process to determine which patients should undergo esophagectomy and for which patients with a low risk of LNM, curative endoscopic resection would be sufficient.

摘要

背景

为预测早期食管鳞状细胞癌(ESCC)患者的淋巴结转移(LNM),我们开发了一种列线图模型。

方法

我们使用了 2011 年 1 月至 2018 年 6 月期间接受手术的 T1 期疾病病理 ESCC 患者的临床数据来开发列线图模型。多变量逻辑回归用于确认变量选择的风险因素。基于列线图模型对 LNM 的风险进行分层。该列线图通过 2018 年 7 月至 2019 年 12 月期间接受食管癌切除术的早期 ESCC 患者的独立队列进行验证。

结果

在 223 例患者中,有 36 例(16.1%)患者发生 LNM。以下三个变量被确认为 LNM 的风险因素,并被纳入列线图模型:肿瘤分化(优势比[OR] = 3.776,95%置信区间[CI] 1.515-9.360,p = 0.004)、肿瘤侵袭深度(OR = 3.124,95% CI 1.146-8.511,p = 0.026)和肿瘤大小(OR = 2.420,95% CI 1.070-5.473,p = 0.034)。在推导队列(223 例患者)中,C 指数为 0.810(95% CI 0.742-0.895),在验证队列(80 例患者)中为 0.830(95% CI 0.763-0.902)。

结论

验证后的列线图可以通过风险分层预测 LNM 风险。它可用于协助决策过程,以确定哪些患者应接受食管癌切除术,以及对于 LNM 风险较低的患者,根治性内镜切除术就足够了。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ba/8056635/36835cb7d68f/12885_2021_8077_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ba/8056635/ae4bb1084576/12885_2021_8077_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ba/8056635/2a12d9519b90/12885_2021_8077_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ba/8056635/36835cb7d68f/12885_2021_8077_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ba/8056635/ae4bb1084576/12885_2021_8077_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ba/8056635/2a12d9519b90/12885_2021_8077_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ba/8056635/36835cb7d68f/12885_2021_8077_Fig3_HTML.jpg

相似文献

1
A nomogram to predict lymph node metastasis risk for early esophageal squamous cell carcinoma.列线图预测早期食管鳞癌淋巴结转移风险。
BMC Cancer. 2021 Apr 20;21(1):431. doi: 10.1186/s12885-021-08077-z.
2
Risk factors and a predictive nomogram for lymph node metastasis in superficial esophageal squamous cell carcinoma.浅表性食管鳞癌淋巴结转移的危险因素和预测列线图。
World J Gastroenterol. 2023 Dec 21;29(47):6138-6147. doi: 10.3748/wjg.v29.i47.6138.
3
Nomogram for prediction of lymph node metastasis in patients with superficial esophageal squamous cell carcinoma.预测浅表性食管鳞状细胞癌患者淋巴结转移的列线图。
J Gastroenterol Hepatol. 2020 Jun;35(6):1009-1015. doi: 10.1111/jgh.14915. Epub 2019 Dec 15.
4
Nomogram to predict lymph node metastasis in patients with early oesophageal squamous cell carcinoma.列线图预测早期食管鳞癌患者的淋巴结转移。
Br J Surg. 2018 Oct;105(11):1464-1470. doi: 10.1002/bjs.10882. Epub 2018 Jun 4.
5
Prediction of lymph node metastatic status in superficial esophageal squamous cell carcinoma using an assessment model combining clinical characteristics and pathologic results: A retrospective cohort study.利用临床特征与病理结果相结合的评估模型预测表浅性食管鳞癌的淋巴结转移状态:一项回顾性队列研究。
Int J Surg. 2019 Jun;66:53-61. doi: 10.1016/j.ijsu.2019.04.014. Epub 2019 Apr 25.
6
Development and validation of a nomogram for preoperative prediction of lymph node metastasis in pathological T1 esophageal squamous cell carcinoma.构建并验证用于预测病理 T1 期食管鳞癌淋巴结转移的列线图模型
Medicine (Baltimore). 2022 May 20;101(20):e29299. doi: 10.1097/MD.0000000000029299.
7
A practical nomogram included hyperlipidemia for predicting lymph node metastasis in patients with superficial esophageal squamous cell carcinoma.一个实用的列线图纳入了高血脂症,用于预测浅表性食管鳞癌患者的淋巴结转移。
Medicine (Baltimore). 2023 Nov 17;102(46):e35891. doi: 10.1097/MD.0000000000035891.
8
Risk factors for lymph node metastasis in T1 esophageal squamous cell carcinoma: A systematic review and meta-analysis.T1期食管鳞状细胞癌淋巴结转移的危险因素:一项系统评价和Meta分析
World J Gastroenterol. 2021 Feb 28;27(8):737-750. doi: 10.3748/wjg.v27.i8.737.
9
Clinical nomogram for lymph node metastasis in pathological T1 esophageal squamous cell carcinoma: a multicenter retrospective study.病理T1期食管鳞状细胞癌淋巴结转移的临床列线图:一项多中心回顾性研究
Ann Transl Med. 2020 Mar;8(6):292. doi: 10.21037/atm.2020.02.185.
10
Predictive potential of preoperative Naples prognostic score-based nomogram model for the prognosis in surgical resected thoracic esophageal squamous cell carcinoma patients: A retrospective cohort study.基于术前那不勒斯预后评分的列线图模型对手术切除的胸段食管鳞状细胞癌患者预后的预测潜力:一项回顾性队列研究。
Medicine (Baltimore). 2024 May 3;103(18):e38038. doi: 10.1097/MD.0000000000038038.

引用本文的文献

1
Transcriptome analysis and artificial intelligence for predicting lymph node metastasis of esophageal squamous cell carcinoma.用于预测食管鳞状细胞癌淋巴结转移的转录组分析与人工智能
J Thorac Dis. 2025 May 30;17(5):3283-3296. doi: 10.21037/jtd-2025-662. Epub 2025 May 28.
2
Lymphatic Metastasis of Esophageal Squamous Cell Carcinoma: The Role of NRF2 and Therapeutic Strategies.食管鳞状细胞癌的淋巴转移:NRF2的作用及治疗策略
Cancers (Basel). 2025 May 31;17(11):1853. doi: 10.3390/cancers17111853.
3
Individual risk stratification to predict metastasis for ESD of superficial esophageal squamous cell carcinoma.

本文引用的文献

1
A Clinical Nomogram for Predicting Node-positive Disease in Esophageal Cancer.用于预测食管癌淋巴结阳性疾病的临床列线图
Ann Surg. 2021 Jun 1;273(6):e214-e221. doi: 10.1097/SLA.0000000000003450.
2
Discrepancy Between the Clinical and Final Pathological Findings of Lymph Node Metastasis in Superficial Esophageal Cancer.浅表食管癌临床与最终病理淋巴结转移结果的差异。
Ann Surg Oncol. 2019 Sep;26(9):2874-2881. doi: 10.1245/s10434-019-07498-2. Epub 2019 Jun 17.
3
Nomogram to predict lymph node metastasis in patients with early oesophageal squamous cell carcinoma.
预测早期食管癌内镜黏膜下剥离术转移的个体风险分层
Esophagus. 2025 Jun 4. doi: 10.1007/s10388-025-01131-w.
4
Deep learning-based prediction of enhanced CT scans for lymph node metastasis in esophageal squamous cell carcinoma.基于深度学习的食管鳞状细胞癌淋巴结转移增强CT扫描预测
Jpn J Radiol. 2025 Apr 11. doi: 10.1007/s11604-025-01780-y.
5
Comprehensive pathological evaluation of risk factors for metastasis after endoscopic resection of superficial esophageal squamous cell carcinoma.浅表性食管鳞状细胞癌内镜切除术后转移危险因素的综合病理评估
J Gastroenterol. 2025 Feb;60(2):131-140. doi: 10.1007/s00535-024-02189-6. Epub 2024 Nov 26.
6
Latest guideline of endoscopic submucosal dissection of early gastric cancer may not be suitable for Chinese patients: retrospective study findings from two centers.早期胃癌内镜黏膜下剥离术最新指南可能不适合中国患者:来自两个中心的回顾性研究结果。
Surg Endosc. 2024 Nov;38(11):6726-6735. doi: 10.1007/s00464-024-11293-w. Epub 2024 Sep 26.
7
Machine learning to predict lymph node metastasis in T1 esophageal squamous cell carcinoma: a multicenter study.机器学习预测T1期食管鳞状细胞癌淋巴结转移:一项多中心研究。
Int J Surg. 2024 Dec 1;110(12):7852-7859. doi: 10.1097/JS9.0000000000001694.
8
A practical nomogram included hyperlipidemia for predicting lymph node metastasis in patients with superficial esophageal squamous cell carcinoma.一个实用的列线图纳入了高血脂症,用于预测浅表性食管鳞癌患者的淋巴结转移。
Medicine (Baltimore). 2023 Nov 17;102(46):e35891. doi: 10.1097/MD.0000000000035891.
9
Prognostic Model and Nomogram for Early-Onset Adenoid Cystic Carcinoma of Head and Neck: A Retrospective SEER-Based Analysis.基于 SEER 回顾性分析的头颈部早发性腺样囊性癌预后模型和列线图。
Technol Cancer Res Treat. 2023 Jan-Dec;22:15330338231163026. doi: 10.1177/15330338231163026.
10
Clinical models to predict lymph nodes metastasis and distant metastasis in newly diagnosed early esophageal cancer patients: A population-based study.基于人群的研究:预测新诊断早期食管癌患者淋巴结转移和远处转移的临床模型。
Cancer Med. 2023 Mar;12(5):5275-5292. doi: 10.1002/cam4.5334. Epub 2022 Oct 7.
列线图预测早期食管鳞癌患者的淋巴结转移。
Br J Surg. 2018 Oct;105(11):1464-1470. doi: 10.1002/bjs.10882. Epub 2018 Jun 4.
4
The prevalence of lymph node metastasis for pathological T1 esophageal cancer: a retrospective study of 143 cases.病理T1期食管癌淋巴结转移的发生率:143例回顾性研究
Surg Oncol. 2018 Mar;27(1):1-6. doi: 10.1016/j.suronc.2017.11.002. Epub 2017 Nov 6.
5
Surgical Management of Early-Stage Esophageal Adenocarcinoma Based on Lymph Node Metastasis Risk.基于淋巴结转移风险的早期食管腺癌的外科治疗。
Ann Surg Oncol. 2018 Jan;25(1):318-325. doi: 10.1245/s10434-017-6238-z. Epub 2017 Nov 16.
6
Using the National Cancer Database to create a scoring system that identifies patients with early-stage esophageal cancer at risk for nodal metastases.利用国家癌症数据库创建一个评分系统,以识别早期食管癌患者中存在淋巴结转移风险的患者。
J Thorac Cardiovasc Surg. 2017 Nov;154(5):1787-1793. doi: 10.1016/j.jtcvs.2017.07.036. Epub 2017 Jul 29.
7
Does tumor size improve the accuracy of prognostic prediction in patients with esophageal squamous cell carcinoma after surgical resection?肿瘤大小能否提高食管鳞状细胞癌患者手术切除后预后预测的准确性?
Oncotarget. 2016 Oct 11;7(41):66623-66634. doi: 10.18632/oncotarget.11286.
8
The Prevalence of Overall and Initial Lymph Node Metastases in Clinical T1N0 Thoracic Esophageal Cancer: From the Results of JCOG0502, a Prospective Multicenter Study.临床T1N0期胸段食管癌总体及初始淋巴结转移的发生率:基于前瞻性多中心研究JCOG0502的结果
Ann Surg. 2016 Dec;264(6):1009-1015. doi: 10.1097/SLA.0000000000001557.
9
National cancer incidence and mortality in China, 2012.2012年中国国家癌症发病率与死亡率
Chin J Cancer Res. 2016 Feb;28(1):1-11. doi: 10.3978/j.issn.1000-9604.2016.02.08.
10
[Characteristics and risk factors of lymph node metastasis in pN1 stage esophageal squamous cell carcinoma].pN1期食管鳞状细胞癌淋巴结转移的特征及危险因素
Zhonghua Wai Ke Za Zhi. 2015 Jul 1;53(7):513-7.