• 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

利用中性粒细胞与淋巴细胞比值预测早期乳腺癌患者新辅助化疗疗效的预测模型的建立。

Development of a predictive model utilizing the neutrophil to lymphocyte ratio to predict neoadjuvant chemotherapy efficacy in early breast cancer patients.

机构信息

Department of Breast Cancer Center, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, No. 127, Dongming Road, Zhengzhou, China.

出版信息

Sci Rep. 2021 Jan 14;11(1):1350. doi: 10.1038/s41598-020-80037-2.

DOI:10.1038/s41598-020-80037-2
PMID:33446717
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7809019/
Abstract

Neutrophils and lymphocytes are key regulators of breast cancer (BC) development and progression. Neutrophil to lymphocyte ratio (NLR) values have been found to offer clear prognostic utility when evaluating BC patients. In this study, we sought to determine whether BC patient baseline NLR values are correlated with pathological complete response (pCR) following neoadjuvant chemotherapy (NCT) treatment. In total, 346 BC patients underwent NCT at our hospital from January 1, 2014 to October 31, 2019, and data pertaining to these patients were retrospectively analyzed. Correlations between clinicopathological characteristics and pCR rates were assessed via multivariate logistic regression analyses. A predictive scoring model was used to gauge the likelihood of pCR based upon regression coefficient (β) values for each significant variable identified through these analyses. NLR cut-off values suitable for identifying patients likely to achieve pCR following NCT treatment were calculated using receiver operating characteristic (ROC) curves. All patients in the present study were females with a median age of 48 years old (range 22-77). An optimal NLR cut-off value of 1.695 was identified and was associated with respective sensitivity and specificity values of 63.6% and 45.5%. We found that higher NLR values were significantly associated with younger age, premenopausal status, and non-pCR status. Logistic regression analyses indicated that NLR, tumor size, hormone receptor (HR) status, and Ki-67 expression were all independent predictors of pCR. The area under the curve (AUC) for the resultant predictive scoring model was 0.705, and this model was assessed via K-fold cross-validation (k = 10) and bootstrapping validation, yielding respective AUC values of 0.68 and 0.694. Moreover, the incorporation of NLR into this predictive model incrementally improved its overall prognostic value relative to that of a model not incorporating NLR (AUC = 0.674). BC patients with a lower baseline NLR are more likely to exhibit pCR following NCT treatment, indicating that NLR may be a valuable biomarker for BC patient prognostic evaluation and treatment planning. Overall, our results demonstrate that this NLR-based predictive model can efficiently predict NCT efficacy in early BC patients with a high degree of accuracy.

摘要

中性粒细胞与淋巴细胞是乳腺癌(BC)发生和发展的关键调节因子。研究发现,中性粒细胞与淋巴细胞比值(NLR)值可在评估 BC 患者时提供明确的预后价值。在本研究中,我们旨在确定 BC 患者的基线 NLR 值是否与新辅助化疗(NCT)治疗后的病理完全缓解(pCR)相关。共有 346 名 BC 患者于 2014 年 1 月 1 日至 2019 年 10 月 31 日在我院接受 NCT,回顾性分析了这些患者的数据。通过多变量逻辑回归分析评估了临床病理特征与 pCR 率之间的相关性。使用回归系数(β)值,基于通过这些分析确定的每个显著变量,建立预测评分模型,以评估 pCR 的可能性。使用接收器操作特征(ROC)曲线计算适合识别接受 NCT 治疗后可能实现 pCR 的患者的 NLR 截断值。本研究所有患者均为女性,中位年龄为 48 岁(范围 22-77 岁)。确定了最佳 NLR 截断值为 1.695,其相应的敏感性和特异性值分别为 63.6%和 45.5%。我们发现,较高的 NLR 值与年龄较小、绝经前状态和非 pCR 状态显著相关。逻辑回归分析表明,NLR、肿瘤大小、激素受体(HR)状态和 Ki-67 表达均是 pCR 的独立预测因子。由此产生的预测评分模型的曲线下面积(AUC)为 0.705,该模型通过 K 折交叉验证(k=10)和自举验证进行评估,分别得到 AUC 值为 0.68 和 0.694。此外,与不包含 NLR 的模型相比,将 NLR 纳入该预测模型可渐进式地提高其整体预后价值(AUC=0.674)。NCT 治疗后,基线 NLR 值较低的 BC 患者更可能出现 pCR,表明 NLR 可能是评估 BC 患者预后和治疗计划的有价值的生物标志物。总体而言,我们的研究结果表明,该基于 NLR 的预测模型可高效、准确地预测早期 BC 患者的 NCT 疗效。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/481a/7809019/35109d8c7f6a/41598_2020_80037_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/481a/7809019/9944f4ee7d33/41598_2020_80037_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/481a/7809019/574e86f6eafc/41598_2020_80037_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/481a/7809019/35109d8c7f6a/41598_2020_80037_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/481a/7809019/9944f4ee7d33/41598_2020_80037_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/481a/7809019/574e86f6eafc/41598_2020_80037_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/481a/7809019/35109d8c7f6a/41598_2020_80037_Fig3_HTML.jpg

相似文献

1
Development of a predictive model utilizing the neutrophil to lymphocyte ratio to predict neoadjuvant chemotherapy efficacy in early breast cancer patients.利用中性粒细胞与淋巴细胞比值预测早期乳腺癌患者新辅助化疗疗效的预测模型的建立。
Sci Rep. 2021 Jan 14;11(1):1350. doi: 10.1038/s41598-020-80037-2.
2
Combination of peripheral neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio is predictive of pathological complete response after neoadjuvant chemotherapy in breast cancer patients.外周血中性粒细胞与淋巴细胞比值和血小板与淋巴细胞比值联合预测乳腺癌患者新辅助化疗后的病理完全缓解。
Breast. 2019 Apr;44:33-38. doi: 10.1016/j.breast.2018.12.014. Epub 2019 Jan 2.
3
The dynamic change of neutrophil to lymphocyte ratio is predictive of pathological complete response after neoadjuvant chemotherapy in breast cancer patients.中性粒细胞与淋巴细胞比值的动态变化可预测乳腺癌患者新辅助化疗后的病理完全缓解。
Breast Cancer. 2020 Sep;27(5):982-988. doi: 10.1007/s12282-020-01096-x. Epub 2020 Apr 18.
4
Prognostic Value of the Pretreatment Neutrophil-to-Lymphocyte Ratio in Different Phenotypes of Locally Advanced Breast Cancer During Neoadjuvant Systemic Treatment.新辅助全身治疗期间,预处理中性粒细胞与淋巴细胞比值在局部晚期乳腺癌不同表型中的预后价值
Clin Breast Cancer. 2020 Aug;20(4):307-316.e1. doi: 10.1016/j.clbc.2019.12.011. Epub 2020 Jan 21.
5
Correlation between peripheral blood inflammatory indicators and pathologic complete response to neoadjuvant chemotherapy in locally advanced breast cancer patients.局部晚期乳腺癌患者外周血炎症指标与新辅助化疗病理完全缓解的相关性
Medicine (Baltimore). 2020 May 29;99(22):e20346. doi: 10.1097/MD.0000000000020346.
6
Usefulness of lymphocyte-to-monocyte, neutrophil-to-monocyte and neutrophil-to-lymphocyte ratios as prognostic markers in breast cancer patients treated with neoadjuvant chemotherapy.淋巴细胞与单核细胞比值、中性粒细胞与单核细胞比值和中性粒细胞与淋巴细胞比值在新辅助化疗治疗乳腺癌患者中的预后标志物的作用。
Clin Transl Oncol. 2018 Apr;20(4):476-483. doi: 10.1007/s12094-017-1732-0. Epub 2017 Aug 7.
7
The predictive value of systemic immune-inflammatory markers before and after treatment for pathological complete response in patients undergoing neoadjuvant therapy for breast cancer: a retrospective study of 1994 patients.新辅助治疗前后系统性免疫炎症标志物对乳腺癌患者病理完全缓解的预测价值:1994 例患者的回顾性研究。
Clin Transl Oncol. 2024 Jun;26(6):1467-1479. doi: 10.1007/s12094-023-03371-7. Epub 2024 Jan 8.
8
Significance of the neutrophil-to-lymphocyte ratio in predicting the response to neoadjuvant chemotherapy in extremity osteosarcoma: a multicentre retrospective study.中性粒细胞与淋巴细胞比值对预测四肢骨肉瘤新辅助化疗反应的意义:一项多中心回顾性研究。
BMC Cancer. 2022 Jan 4;22(1):33. doi: 10.1186/s12885-021-09130-7.
9
The neutrophil to lymphocyte ratio has a high negative predictive value for pathologic complete response in locally advanced breast cancer patients receiving neoadjuvant chemotherapy.在接受新辅助化疗的局部晚期乳腺癌患者中,中性粒细胞与淋巴细胞比值对病理完全缓解具有较高的阴性预测价值。
Asian Pac J Cancer Prev. 2014;15(18):7737-40. doi: 10.7314/apjcp.2014.15.18.7737.
10
Pretreatment neutrophil-to-lymphocyte ratio is correlated with response to neoadjuvant chemotherapy as an independent prognostic indicator in breast cancer patients: a retrospective study.乳腺癌患者新辅助化疗反应的独立预后指标——治疗前中性粒细胞与淋巴细胞比值的回顾性研究
BMC Cancer. 2016 May 19;16:320. doi: 10.1186/s12885-016-2352-8.

引用本文的文献

1
Is the Neutrophil-to-Lymphocyte Ratio a Predictive Factor of Pathological Complete Response in Egyptian Breast Cancer Patients Treated with Neoadjuvant Chemotherapy?中性粒细胞与淋巴细胞比值是否为接受新辅助化疗的埃及乳腺癌患者病理完全缓解的预测因素?
Medicina (Kaunas). 2025 Feb 13;61(2):327. doi: 10.3390/medicina61020327.
2
Assessing the clinical utility of pre-operative neutrophil-lymphocyte ratio as a predictor of clinicopathological parameters in patients being treated for primary breast cancer.评估术前中性粒细胞与淋巴细胞比值作为原发性乳腺癌患者临床病理参数预测指标的临床效用。
Breast Cancer Res Treat. 2025 Apr;210(3):783-790. doi: 10.1007/s10549-025-07615-8. Epub 2025 Jan 20.
3

本文引用的文献

1
Neutrophil to lymphocyte ratio and breast cancer risk: analysis by subtype and potential interactions.中性粒细胞与淋巴细胞比值与乳腺癌风险:基于亚型的分析及潜在的交互作用。
Sci Rep. 2020 Aug 6;10(1):13203. doi: 10.1038/s41598-020-70077-z.
2
Prognostic value of neutrophil-to-lymphocyte ratio in human epidermal growth factor receptor 2-negative breast cancer patients who received neoadjuvant chemotherapy.中性粒细胞与淋巴细胞比值对接受新辅助化疗的人表皮生长因子受体 2 阴性乳腺癌患者的预后价值。
Sci Rep. 2020 Aug 4;10(1):13078. doi: 10.1038/s41598-020-69965-1.
3
Quantitative ultrasound radiomics in predicting response to neoadjuvant chemotherapy in patients with locally advanced breast cancer: Results from multi-institutional study.
Predictive value of pretreatment circulating inflammatory response markers in the neoadjuvant treatment of breast cancer: meta-analysis.
术前循环炎症反应标志物在乳腺癌新辅助治疗中的预测价值:荟萃分析。
Br J Surg. 2024 May 3;111(5). doi: 10.1093/bjs/znae132.
4
Predictive Significance of Systemic Immune-Inflammation Index in Patients with Breast Cancer: A Retrospective Cohort Study.全身免疫炎症指数在乳腺癌患者中的预测意义:一项回顾性队列研究
Onco Targets Ther. 2023 Nov 16;16:939-960. doi: 10.2147/OTT.S434193. eCollection 2023.
5
Predictive Biomarkers of Response to Neoadjuvant Chemotherapy in Breast Cancer: Current and Future Perspectives for Precision Medicine.乳腺癌新辅助化疗反应的预测生物标志物:精准医学的现状与未来展望
Cancers (Basel). 2022 Aug 11;14(16):3876. doi: 10.3390/cancers14163876.
6
Neutrophil to Lymphocyte Ratio and Platelet to Lymphocyte Ratio in Poststroke Depression: A Systematic Review and Meta-Analysis.中性粒细胞与淋巴细胞比值及血小板与淋巴细胞比值与卒中后抑郁的相关性:系统评价和荟萃分析。
Dis Markers. 2022 Aug 8;2022:5911408. doi: 10.1155/2022/5911408. eCollection 2022.
7
A Practical Predictive Model Based on Ultrasound Imaging and Clinical Indices for Estimation of Response to Neoadjuvant Chemotherapy in Patients with Breast Cancer.基于超声成像和临床指标的实用预测模型,用于评估乳腺癌患者新辅助化疗的反应
Cancer Manag Res. 2021 Oct 9;13:7783-7793. doi: 10.2147/CMAR.S331384. eCollection 2021.
8
Beyond BRCA Status: Clinical Biomarkers May Predict Therapeutic Effects of Olaparib in Platinum-Sensitive Ovarian Cancer Recurrence.超越BRCA状态:临床生物标志物可能预测奥拉帕利对铂敏感型卵巢癌复发的治疗效果。
Front Oncol. 2021 Jul 29;11:697952. doi: 10.3389/fonc.2021.697952. eCollection 2021.
定量超声放射组学预测局部晚期乳腺癌患者新辅助化疗反应的多中心研究结果。
Cancer Med. 2020 Aug;9(16):5798-5806. doi: 10.1002/cam4.3255. Epub 2020 Jun 29.
4
Two-Faced Roles of Tumor-Associated Neutrophils in Cancer Development and Progression.肿瘤相关中性粒细胞在癌症发展和进展中的双面角色。
Int J Mol Sci. 2020 May 14;21(10):3457. doi: 10.3390/ijms21103457.
5
NSABP B-41, a Randomized Neoadjuvant Trial: Genes and Signatures Associated with Pathologic Complete Response.NSABP B-41,一项随机新辅助试验:与病理完全缓解相关的基因和特征。
Clin Cancer Res. 2020 Aug 15;26(16):4233-4241. doi: 10.1158/1078-0432.CCR-20-0152. Epub 2020 May 5.
6
Prognostic Value of the Pretreatment Neutrophil-to-Lymphocyte Ratio in Different Phenotypes of Locally Advanced Breast Cancer During Neoadjuvant Systemic Treatment.新辅助全身治疗期间,预处理中性粒细胞与淋巴细胞比值在局部晚期乳腺癌不同表型中的预后价值
Clin Breast Cancer. 2020 Aug;20(4):307-316.e1. doi: 10.1016/j.clbc.2019.12.011. Epub 2020 Jan 21.
7
Neutrophil to Lymphocyte Ratio as Prognostic and Predictive Factor in Breast Cancer Patients: A Systematic Review.中性粒细胞与淋巴细胞比值作为乳腺癌患者的预后和预测因素:一项系统评价
Cancers (Basel). 2020 Apr 13;12(4):958. doi: 10.3390/cancers12040958.
8
Predictive factors and prognostic value of pathologic complete response of ipsilateral supraclavicular lymph nodes in breast cancer after neoadjuvant chemotherapy.新辅助化疗后乳腺癌同侧锁骨上淋巴结病理完全缓解的预测因素及预后价值
Ann Transl Med. 2019 Nov;7(22):666. doi: 10.21037/atm.2019.10.22.
9
The balance between breast cancer and the immune system: Challenges for prognosis and clinical benefit from immunotherapies.乳腺癌与免疫系统的平衡:免疫疗法的预后和临床获益面临的挑战。
Semin Cancer Biol. 2021 Jul;72:76-89. doi: 10.1016/j.semcancer.2019.12.018. Epub 2019 Dec 24.
10
Evaluation of the Predictive Role of Tumor Immune Infiltrate in Patients with HER2-Positive Breast Cancer Treated with Neoadjuvant Anti-HER2 Therapy without Chemotherapy.评估免疫浸润在未经化疗的曲妥珠单抗新辅助治疗 HER2 阳性乳腺癌患者中的预测作用。
Clin Cancer Res. 2020 Feb 1;26(3):738-745. doi: 10.1158/1078-0432.CCR-19-1402. Epub 2019 Oct 25.