Nomogram for predicting axillary upstaging in clinical node-negative breast cancer patients receiving neoadjuvant chemotherapy

列线图 乳腺癌 医学 肿瘤科 单变量 逻辑回归 内科学 单变量分析 淋巴结 队列 多元分析 腋窝淋巴结清扫术 新辅助治疗 癌症 多元统计 前哨淋巴结 计算机科学 机器学习
作者
Amina Maimaitiaili,Heyan Chen,Peiling Xie,Zhenzhen Liu,Rui Ling,Yi Zhao,Hongjian Yang,Yunjiang Liu,Ke Liu,Jianguo Zhang,Dahua Mao,Zhigang Yu,Yinhua Liu,Peifen Fu,Li Wang,Hongchuan Jiang,Zuowei Zhao,Xingsong Tian,Zhongwei Cao,Kejin Wu,Ailin Song,Feng Jin,Jianjun He,Zhimin Fan,Huimin Zhang
出处
期刊:Journal of Cancer Research and Clinical Oncology [Springer Nature]
卷期号:149 (11): 8769-8778
标识
DOI:10.1007/s00432-023-04817-9
摘要

The prediction of axillary lymph node status after neoadjuvant chemotherapy (NAC) becoming critical because of the advocation of the de-escalation of axillary management. We investigate associated factors of axillary upstaging in clinical node-negative (cN0) breast cancer patients receiving NAC to develop and validate an accurate prediction nomogram.We retrospectively analyzed 1892 breast cancer patients with stage of cT1-3N0 treated by NAC and subsequent surgery between 2010 and 2020 in twenty hospitals across China. Patients randomly divided into a training set and validation set (3:1). Univariate and multivariate logistic regression analysis were performed, after which a nomogram was constructed and validated.In total, pathologic node negativity (ypN0) achieved in 1406 (74.3%) patients and another 486 (25.7%) patients upstaged to pathologic node positive (ypN+). Breast pathologic complete response (bpCR) was achieved in 445 (23.5%) patients and non-bpCR in 1447 (76.5%) patients. A nomogram was established by ER, tumor histology, HER2 status, cycle of NAC treatment, and the bpCR, which were confirmed by multivariate logistic analysis as independent predictors of nodal upstaging in the training cohort (n = 1419). The area under the receiver operating characteristic curve (AUC) of the training cohort and validation cohort (n = 473) were 0.73 (95% CI 0.693-0.751) and 0.77 (95% CI 0.723-0.812) respectively.We present a nomogram with a nationwide large sample data which can effectively predict axillary upstaging after neoadjuvant chemotherapy to give better advice for individualized axillary lymph node management of breast cancer.
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