• 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

早期乳腺癌患者非进展性和进展性腋窝淋巴结转移的术前评分系统的建立与验证。

Development and Validation of a Preoperative Scoring System to Distinguish Between Nonadvanced and Advanced Axillary Lymph Node Metastasis in Patients With Early-stage Breast Cancer.

机构信息

Department of Breast Surgery, National Cancer Center Hospital, Tokyo, Japan.

Department of Breast Surgery, National Cancer Center Hospital, Tokyo, Japan.

出版信息

Clin Breast Cancer. 2021 Aug;21(4):e302-e311. doi: 10.1016/j.clbc.2020.11.008. Epub 2020 Nov 17.

DOI:10.1016/j.clbc.2020.11.008
PMID:33303370
Abstract

BACKGROUND

It has been determined that axillary lymph node dissection after the detection of limited axillary lymph node metastasis does not improve the prognosis of patients with breast cancer. Thus, a need exists for less-invasive axillary surgery. However, it remains unclear whether a predictive model based on preoperative data would be sufficient to accurately predict the probability of pN2-N3 (> 3 lymph node metastases). We sought to develop an easy-to-use scoring system to distinguish between pN0-N1 (0-3 lymph node metastases) and pN2-N3 using only preoperative data and validate its predictive performance.

PATIENTS AND METHODS

We retrospectively identified 2687 patients diagnosed with cT1-3cN0-N1 who had undergone surgery in our hospital from 2013 to 2019. We evaluated the risk factors associated with pN2-N3 by logistic regression analysis and developed a scoring system. Predictive performance was assessed by calculating the receiver operating characteristic area under the curve (AUC) and was validated using K-fold cross-validation.

RESULTS

We identified 1987 patients with stage pN0, 522 with pN1, and 178 with pN2-N3. Multivariate analysis revealed tumor size, number of suspicious lymph nodes on axillary ultrasound examination, histologic type, histologic grade, and receptor status were significant risk factors for pN2-N3. The AUC value was 0.87, and the mean AUC of the 10-fold cross-validation was 0.88. When the cutoff score was set at 6, the negative predictive value for excluding patients with pN2-N3 was 98.4%.

CONCLUSION

Our easy-to-use scoring system could be useful to preoperatively identify patients at lower risk of pN2-N3 and avoid unnecessary axillary lymph node dissection.

摘要

背景

已经确定,在检测到腋窝淋巴结有限转移后进行腋窝淋巴结清扫并不能改善乳腺癌患者的预后。因此,需要进行创伤更小的腋窝手术。然而,目前尚不清楚是否可以基于术前数据建立一个预测模型来准确预测 pN2-N3(>3 个淋巴结转移)的概率。我们试图开发一种易于使用的评分系统,仅使用术前数据即可区分 pN0-N1(0-3 个淋巴结转移)和 pN2-N3,并验证其预测性能。

患者和方法

我们回顾性地确定了 2687 名在我院于 2013 年至 2019 年间接受手术治疗的 cT1-3cN0-N1 期患者。我们通过逻辑回归分析评估了与 pN2-N3 相关的风险因素,并开发了一个评分系统。通过计算受试者工作特征曲线下的面积(AUC)评估预测性能,并使用 K 折交叉验证进行验证。

结果

我们确定了 1987 名 pN0 期患者、522 名 pN1 期患者和 178 名 pN2-N3 期患者。多变量分析显示肿瘤大小、腋窝超声检查可疑淋巴结数量、组织学类型、组织学分级和受体状态是 pN2-N3 的显著危险因素。AUC 值为 0.87,10 折交叉验证的平均 AUC 值为 0.88。当截断分数设定为 6 分时,排除 pN2-N3 患者的阴性预测值为 98.4%。

结论

我们易于使用的评分系统可用于术前识别 pN2-N3 风险较低的患者,避免不必要的腋窝淋巴结清扫。

相似文献

1
Development and Validation of a Preoperative Scoring System to Distinguish Between Nonadvanced and Advanced Axillary Lymph Node Metastasis in Patients With Early-stage Breast Cancer.早期乳腺癌患者非进展性和进展性腋窝淋巴结转移的术前评分系统的建立与验证。
Clin Breast Cancer. 2021 Aug;21(4):e302-e311. doi: 10.1016/j.clbc.2020.11.008. Epub 2020 Nov 17.
2
Development and validation of a pre- and intra-operative scoring system that distinguishes between non-advanced and advanced axillary lymph node metastasis in breast cancer with positive sentinel lymph nodes: a retrospective study.开发和验证一种术前和术中评分系统,以区分前哨淋巴结阳性的乳腺癌中非进展性和进展性腋窝淋巴结转移:一项回顾性研究。
World J Surg Oncol. 2022 Sep 28;20(1):314. doi: 10.1186/s12957-022-02779-9.
3
Axillary ultrasound for preoperative nodal staging in breast cancer patients: is it of added value?乳腺癌患者术前腋窝淋巴结分期的腋窝超声检查:它有附加价值吗?
Breast. 2013 Dec;22(6):1108-13. doi: 10.1016/j.breast.2013.09.002. Epub 2013 Oct 2.
4
Diagnostic performance of axillary ultrasound and standard breast MRI for differentiation between limited and advanced axillary nodal disease in clinically node-positive breast cancer patients.腋窝超声和标准乳腺 MRI 对临床淋巴结阳性乳腺癌患者腋窝局限性和进展性淋巴结疾病的鉴别诊断性能。
Sci Rep. 2019 Nov 25;9(1):17476. doi: 10.1038/s41598-019-54017-0.
5
A risk score model predictive of the presence of additional disease in the axilla in early-breast cancer patients with one or two metastatic sentinel lymph nodes.预测早期乳腺癌患者 1-2 个前哨淋巴结转移时腋窝中存在额外疾病的风险评分模型。
Eur J Surg Oncol. 2014 Jul;40(7):835-42. doi: 10.1016/j.ejso.2014.03.005. Epub 2014 Mar 16.
6
A N0 Predicting Model for Sentinel Lymph Node Biopsy Omission in Early Breast Cancer Upstaged From Ductal Carcinoma in Situ.一种用于预测原位导管癌分期上调的早期乳腺癌前哨淋巴结活检遗漏的N0预测模型。
Clin Breast Cancer. 2020 Jun;20(3):e281-e289. doi: 10.1016/j.clbc.2019.11.011. Epub 2019 Dec 6.
7
Construction and validation of a nomogram prediction model for axillary lymph node metastasis of cT1 invasive breast cancer.构建并验证 cT1 浸润性乳腺癌腋窝淋巴结转移的列线图预测模型。
Eur J Cancer Prev. 2024 Jul 1;33(4):309-320. doi: 10.1097/CEJ.0000000000000860. Epub 2023 Nov 21.
8
Routine use of standard breast MRI compared to axillary ultrasound for differentiating between no, limited and advanced axillary nodal disease in newly diagnosed breast cancer patients.在新诊断的乳腺癌患者中,将标准乳腺磁共振成像(MRI)与腋窝超声的常规使用进行比较,以区分腋窝淋巴结疾病为无、局限或进展期。
Eur J Radiol. 2016 Dec;85(12):2288-2294. doi: 10.1016/j.ejrad.2016.10.030. Epub 2016 Oct 28.
9
Factors predicting non-sentinel lymph node metastasis in T1-2 invasive breast cancer with 1-2 axillary sentinel lymph node metastases: Presentation of Ondokuz Mayis scoring system.T1-2期浸润性乳腺癌伴1-2枚腋窝前哨淋巴结转移患者非前哨淋巴结转移的预测因素:翁多库兹马伊什评分系统介绍
J BUON. 2016 Sept-Oct;21(5):1129-1136.
10
Utility of preoperative ultrasound for predicting pN2 or higher stage axillary lymph node involvement in patients with newly diagnosed breast cancer.术前超声预测新诊断乳腺癌患者 pN2 或更高分期腋窝淋巴结受累的效用。
AJR Am J Roentgenol. 2013 Mar;200(3):696-702. doi: 10.2214/AJR.12.9036.

引用本文的文献

1
Preoperative lymph node metastasis risk assessment in invasive micropapillary carcinoma of the breast: development of a machine learning-based predictive model with a web-based calculator.乳腺浸润性微乳头状癌术前淋巴结转移风险评估:基于机器学习的预测模型及网络计算器的开发
World J Surg Oncol. 2025 Apr 22;23(1):154. doi: 10.1186/s12957-025-03807-0.
2
Prediction of the axillary lymph-node metastatic burden of breast cancer by F-FDG PET/CT-based radiomics.基于 F-FDG PET/CT 影像组学预测乳腺癌腋窝淋巴结转移负荷
BMC Cancer. 2024 Jun 7;24(1):704. doi: 10.1186/s12885-024-12476-3.
3
Diagnostic value of applying preoperative breast ultrasound and clinicopathologic features to predict axillary lymph node burden in early invasive breast cancer: a study of 1247 patients.
术前乳腺超声联合临床病理特征预测早期浸润性乳腺癌腋窝淋巴结负荷的诊断价值:一项 1247 例患者的研究。
BMC Cancer. 2024 Jan 22;24(1):112. doi: 10.1186/s12885-024-11853-2.
4
Prediction of nonsentinel lymph node metastasis in breast cancer patients based on machine learning.基于机器学习的乳腺癌患者非前哨淋巴结转移预测。
World J Surg Oncol. 2023 Aug 11;21(1):244. doi: 10.1186/s12957-023-03109-3.
5
Development and validation of a pre- and intra-operative scoring system that distinguishes between non-advanced and advanced axillary lymph node metastasis in breast cancer with positive sentinel lymph nodes: a retrospective study.开发和验证一种术前和术中评分系统,以区分前哨淋巴结阳性的乳腺癌中非进展性和进展性腋窝淋巴结转移:一项回顾性研究。
World J Surg Oncol. 2022 Sep 28;20(1):314. doi: 10.1186/s12957-022-02779-9.
6
Double heterozygosity for TP53 and BRCA1 mutations: clinical implications in populations with founder mutations.TP53 和 BRCA1 突变的双重杂合性:在有启动子突变的人群中的临床意义。
Breast Cancer Res Treat. 2021 Feb;186(1):259-263. doi: 10.1007/s10549-020-06084-5. Epub 2021 Jan 15.