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Nomogram based on the dynamic change in the neutrophil-to-lymphocyte ratio for predicting the pathological complete response of breast cancer after neoadjuvant systemic therapy

列线图 医学 接收机工作特性 逻辑回归 肿瘤科 内科学 乳腺癌 队列 单变量 回顾性队列研究 多元分析 曲线下面积 单变量分析 多元统计 新辅助治疗 中性粒细胞与淋巴细胞比率 癌症 淋巴细胞 统计 数学
作者
Yichun Gong,Le‐Xin Wang,Hong Yin,Mingyu Wang,Wenjie Shi,Jue Wang,Lu Xu,Xiaoming Zha
出处
期刊:Oncology Research and Treatment [Karger Publishers]
卷期号:: 1-29
标识
DOI:10.1159/000547195
摘要

Purpose: This study aimed to investigate the predictive effect of peripheral blood inflammatory indexes on total pathologic complete response (tpCR) in patients with breast cancer receiving neoadjuvant systemic therapy (NST). Methods: We identified significant prognostic factors for tpCR in the training cohort using univariate and multivariate logistic analysis to build a nomogram based on multi-center data. The performance of the model underwent 1000 bootstrap resamples internal validation and external validation. The area under the receiver operating characteristic (AUC) curve and the calibration curve were used to measure predictive accuracy and discriminative ability.This study was conducted under the Declaration of Helsinki and the approval and supervision of the Ethics Review Committee (2020-SR-053) retrospectively registered. Results: This retrospective study included 353 patients with breast cancer receiving NST, including 244 and 109 patients in the training and the external validation cohort. Multivariate logistic regression analysis revealed ER status, PR status, HER2 status, T stage, baseline lymphocyte and percentage change in neutrophil-to-lymphocyte ratio (NLR, an immune system status associated indicator) as independent predictors of tpCR. Baseline NLR in the tpCR group was significantly lower than that in the Non-tpCR group, but percentage change in the NLR was significantly higher in the tpCR group , exhibiting opposite predictive trends. A nomogram was developed based on these results. The AUC curve of the training cohort, bootstrap resampling internal validation, and external validation cohort were 0.832, 0.806, and 0.814. The calibration curve for the probability of tpCR revealed optimal agreement between the probability and the actual probability. The subgroup analysis revealed that baseline NLR was significantly correlated with tpCR in patients with HER2 overexpression and Luminal breast cancer. Conclusions: A nomogram based on the dynamic change in the NLR was developed, thereby helping adjusting treatment plans because NST may change the functional phenotype of some inflammatory cells and affect tumor microenvironment.
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