• 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

背景:乳腺MRI实质强化作为一种预后替代指标:与乳腺癌Oncotype Dx评分的相关性

Background Parenchymal Enhancement on Breast MRI as a Prognostic Surrogate: Correlation With Breast Cancer Oncotype Dx Score.

作者信息

Zhang Michelle, Sadinski Meredith, Haddad Dana, Bae Min Sun, Martinez Danny, Morris Elizabeth A, Gibbs Peter, Sutton Elizabeth J

机构信息

Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States.

Department of Radiology, McGill University, Montreal, QC, Canada.

出版信息

Front Oncol. 2021 Feb 4;10:595820. doi: 10.3389/fonc.2020.595820. eCollection 2020.

DOI:10.3389/fonc.2020.595820
PMID:33614481
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7890019/
Abstract

PURPOSE

Breast MRI background parenchymal enhancement (BPE) can potentially serve as a prognostic marker, by possible correlation with molecular subtype. Oncotype Dx, a gene assay, is a prognostic and predictive surrogate for tumor aggressiveness and treatment response. The purpose of this study was to investigate the association between contralateral non-tumor breast magnetic resonance imaging (MRI) background parenchymal enhancement and tumor oncotype score.

METHODS

In this retrospective study, patients with ER+ and HER2- early stage invasive ductal carcinoma who underwent preoperative breast MRI, oncotype risk scoring, and breast conservation surgery from 2008-2010 were identified. After registration, BPE from the pre and three post-contrast phases was automatically extracted using a k-means clustering algorithm. Four metrics were calculated: initial enhancement (IE) relative to the pre-contrast signal, late enhancement, overall enhancement (OE), and area under the enhancement curve (AUC). Histogram analysis was performed to determine first order metrics which were compared to oncotype risk score groups using Mann-Whitney tests and Spearman rank correlation analysis.

RESULTS

This study included 80 women (mean age = 51.1 ± 10.3 years); 46 women were categorized as low risk (≤17) and 34 women were categorized as intermediate/high risk (≥18) according to Oncotype Dx. For the mean of the top 10% pixels, significant differences were noted for IE (p = 0.032), OE (p = 0.049), and AUC (p = 0.044). Using the risk score as a continuous variable, correlation analysis revealed a weak but significant correlation with the mean of the top 10% pixels for IE (r = 0.26, p = 0.02), OE (r = 0.25, p = 0.02), and AUC (r = 0.27, p = 0.02).

CONCLUSION

BPE metrics of enhancement in the non-tumor breast are associated with tumor Oncotype Dx recurrence score, suggesting that the breast microenvironment may relate to likelihood of recurrence and magnitude of chemotherapy benefit.

摘要

目的

乳腺磁共振成像(MRI)背景实质强化(BPE)可能与分子亚型相关,从而有可能作为一种预后标志物。Oncotype Dx基因检测是肿瘤侵袭性和治疗反应的一种预后及预测替代指标。本研究的目的是调查对侧非肿瘤乳腺磁共振成像(MRI)背景实质强化与肿瘤Oncotype评分之间的关联。

方法

在这项回顾性研究中,确定了2008年至2010年间接受术前乳腺MRI、Oncotype风险评分及保乳手术的雌激素受体阳性(ER+)和人表皮生长因子受体2阴性(HER2-)早期浸润性导管癌患者。登记后,使用k均值聚类算法自动提取造影前及造影后三个阶段的BPE。计算了四个指标:相对于造影前信号的初始强化(IE)、延迟强化、总体强化(OE)以及强化曲线下面积(AUC)。进行直方图分析以确定一阶指标,并使用Mann-Whitney检验和Spearman等级相关分析将其与Oncotype风险评分组进行比较。

结果

本研究纳入了80名女性(平均年龄=51.1±10.3岁);根据Oncotype Dx,46名女性被归类为低风险(≤17),34名女性被归类为中/高风险(≥18)。对于前10%像素的平均值,IE(p=0.032)、OE(p=0.049)和AUC(p=0.044)存在显著差异。将风险评分作为连续变量,相关分析显示IE(r=0.26,p=0.02)、OE(r=0.25,p=0.02)和AUC(r=0.27,p=0.02)与前10%像素的平均值之间存在微弱但显著的相关性。

结论

非肿瘤乳腺的BPE强化指标与肿瘤Oncotype Dx复发评分相关,提示乳腺微环境可能与复发可能性及化疗获益程度有关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b61/7890019/2ee7c3f37e31/fonc-10-595820-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b61/7890019/25b5ba5b76fb/fonc-10-595820-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b61/7890019/2ee7c3f37e31/fonc-10-595820-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b61/7890019/25b5ba5b76fb/fonc-10-595820-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b61/7890019/2ee7c3f37e31/fonc-10-595820-g002.jpg

相似文献

1
Background Parenchymal Enhancement on Breast MRI as a Prognostic Surrogate: Correlation With Breast Cancer Oncotype Dx Score.背景:乳腺MRI实质强化作为一种预后替代指标:与乳腺癌Oncotype Dx评分的相关性
Front Oncol. 2021 Feb 4;10:595820. doi: 10.3389/fonc.2020.595820. eCollection 2020.
2
Assessment of Background Parenchymal Enhancement at Dynamic Contrast-enhanced MRI in Predicting Breast Cancer Recurrence Risk.动态对比增强 MRI 背景实质强化评估预测乳腺癌复发风险。
Radiology. 2024 Jan;310(1):e230269. doi: 10.1148/radiol.230269.
3
Breast cancer subtype intertumor heterogeneity: MRI-based features predict results of a genomic assay.乳腺癌亚型间肿瘤异质性:基于MRI的特征可预测基因组检测结果。
J Magn Reson Imaging. 2015 Nov;42(5):1398-406. doi: 10.1002/jmri.24890. Epub 2015 Apr 7.
4
Gene expression profiling for guiding adjuvant chemotherapy decisions in women with early breast cancer: an evidence-based and economic analysis.用于指导早期乳腺癌女性辅助化疗决策的基因表达谱分析:基于证据的经济分析
Ont Health Technol Assess Ser. 2010;10(23):1-57. Epub 2010 Dec 1.
5
Association between Oncotype DX recurrence score and dynamic contrast-enhanced MRI features in patients with estrogen receptor-positive HER2-negative invasive breast cancer.Oncotype DX 复发评分与雌激素受体阳性 HER2 阴性浸润性乳腺癌患者动态对比增强 MRI 特征的相关性。
Clin Imaging. 2021 Jul;75:131-137. doi: 10.1016/j.clinimag.2021.01.021. Epub 2021 Jan 20.
6
Association between partial-volume corrected SUVmax and Oncotype DX recurrence score in early-stage, ER-positive/HER2-negative invasive breast cancer.早期雌激素受体阳性/人表皮生长因子受体2阴性浸润性乳腺癌中部分容积校正后的最大标准化摄取值(SUVmax)与Oncotype DX复发评分之间的关联
Eur J Nucl Med Mol Imaging. 2016 Aug;43(9):1574-84. doi: 10.1007/s00259-016-3418-1. Epub 2016 May 21.
7
Relationship of Oncotype Dx score with tumor grade, size, nodal status, proliferative marker Ki67 and Nottingham Prognostic Index in early breast cancer tumors in Saudi Population.沙特人群早期乳腺癌肿瘤中Oncotype Dx评分与肿瘤分级、大小、淋巴结状态、增殖标志物Ki67及诺丁汉预后指数的关系。
Ann Diagn Pathol. 2021 Apr;51:151674. doi: 10.1016/j.anndiagpath.2020.151674. Epub 2020 Nov 25.
8
The Oncotype Dx Assay in ER-Positive, HER2-Negative Breast Cancer Patients: A Real Life Experience from a Single Cancer Center.雌激素受体阳性、人表皮生长因子受体2阴性乳腺癌患者的Oncotype Dx检测:来自单一癌症中心的真实病例经验
Eur J Breast Health. 2019 Jul 1;15(3):163-170. doi: 10.5152/ejbh.2019.4901. eCollection 2019 Jul.
9
Diffusion-weighted MRI of estrogen receptor-positive, HER2-negative, node-negative breast cancer: association between intratumoral heterogeneity and recurrence risk.雌激素受体阳性、HER2 阴性、淋巴结阴性乳腺癌的弥散加权 MRI:肿瘤内异质性与复发风险的关系。
Eur Radiol. 2020 Jan;30(1):66-76. doi: 10.1007/s00330-019-06383-6. Epub 2019 Aug 5.
10
Breast cancer histopathology is predictive of low-risk Oncotype Dx recurrence score.乳腺癌组织病理学可预测低风险 Oncotype DX 复发评分。
Breast J. 2018 Nov;24(6):976-980. doi: 10.1111/tbj.13117. Epub 2018 Sep 19.

引用本文的文献

1
Radiomics Analysis of Breast MRI to Predict Oncotype Dx Recurrence Score: Systematic Review.乳腺MRI的影像组学分析预测Oncotype Dx复发评分:系统评价
Diagnostics (Basel). 2025 Apr 22;15(9):1054. doi: 10.3390/diagnostics15091054.
2
Use and Comparison of Machine Learning Techniques to Discern the Protein Patterns of Autoantibodies Present in Women with and without Breast Pathology.使用机器学习技术并进行比较以识别患有和未患有乳腺病变的女性体内自身抗体的蛋白质模式。
J Proteome Res. 2025 Jan 3;24(1):289-302. doi: 10.1021/acs.jproteome.4c00759. Epub 2024 Dec 19.
3
Machine Learning Assessment of Background Parenchymal Enhancement in Breast Cancer and Clinical Applications: A Literature Review.

本文引用的文献

1
Adjuvant Chemotherapy Guided by a 21-Gene Expression Assay in Breast Cancer.基于 21 基因表达检测的乳腺癌辅助化疗。
N Engl J Med. 2018 Jul 12;379(2):111-121. doi: 10.1056/NEJMoa1804710. Epub 2018 Jun 3.
2
Hormonal Effects on Breast Density, Fibroglandular Tissue, and Background Parenchymal Enhancement.激素对乳腺密度、纤维腺体组织和背景实质增强的影响。
Radiographics. 2018 Jul-Aug;38(4):983-996. doi: 10.1148/rg.2018180035. Epub 2018 Jun 1.
3
Background parenchymal enhancement: is it just an innocent effect of estrogen on the breast?
乳腺癌背景实质强化的机器学习评估及临床应用:文献综述
Cancers (Basel). 2024 Oct 31;16(21):3681. doi: 10.3390/cancers16213681.
4
New Frontiers in Breast Cancer Imaging: The Rise of AI.乳腺癌成像的新前沿:人工智能的崛起
Bioengineering (Basel). 2024 May 2;11(5):451. doi: 10.3390/bioengineering11050451.
5
AI Applications to Breast MRI: Today and Tomorrow.人工智能在乳腺 MRI 中的应用:今天和明天。
J Magn Reson Imaging. 2024 Dec;60(6):2290-2308. doi: 10.1002/jmri.29358. Epub 2024 Apr 5.
6
Assessment of Background Parenchymal Enhancement at Dynamic Contrast-enhanced MRI in Predicting Breast Cancer Recurrence Risk.动态对比增强 MRI 背景实质强化评估预测乳腺癌复发风险。
Radiology. 2024 Jan;310(1):e230269. doi: 10.1148/radiol.230269.
7
Location pattern of recurrence of fully resected grade 1 meningiomas.完全切除的 1 级脑膜瘤复发的位置模式。
Acta Neurochir (Wien). 2023 Oct;165(10):2865-2871. doi: 10.1007/s00701-023-05758-5. Epub 2023 Aug 24.
8
Precision Medicine in Breast Cancer: Do MRI Biomarkers Identify Patients Who Truly Benefit from the Oncotype DX Recurrence Score Test?乳腺癌的精准医学:MRI生物标志物能否识别真正从Oncotype DX复发评分检测中获益的患者?
Diagnostics (Basel). 2022 Nov 8;12(11):2730. doi: 10.3390/diagnostics12112730.
背景实质强化:这仅仅是雌激素对乳腺的无害作用吗?
Diagn Interv Radiol. 2017 Nov-Dec;23(6):414-419. doi: 10.5152/dir.2017.17048.
4
Complementary Value of Contralateral Parenchymal Enhancement on DCE-MRI to Prognostic Models and Molecular Assays in High-risk ER/HER2 Breast Cancer.DCE-MRI 对侧实质增强对高危 ER/HER2 乳腺癌预后模型和分子检测的补充价值。
Clin Cancer Res. 2017 Nov 1;23(21):6505-6515. doi: 10.1158/1078-0432.CCR-17-0176. Epub 2017 Aug 8.
5
Metabolic Interactions in the Tumor Microenvironment.肿瘤微环境中的代谢相互作用。
Trends Cell Biol. 2017 Nov;27(11):863-875. doi: 10.1016/j.tcb.2017.06.003. Epub 2017 Jul 19.
6
Does breast MRI background parenchymal enhancement indicate metabolic activity? Qualitative and 3D quantitative computer imaging analysis.乳腺 MRI 背景实质强化是否表示代谢活性?定性和 3D 定量计算机成像分析。
J Magn Reson Imaging. 2018 Mar;47(3):753-759. doi: 10.1002/jmri.25798. Epub 2017 Jun 24.
7
Clinical use of the Oncotype DX genomic test to guide treatment decisions for patients with invasive breast cancer.Oncotype DX基因检测在指导浸润性乳腺癌患者治疗决策中的临床应用。
Breast Cancer (Dove Med Press). 2017 May 29;9:393-400. doi: 10.2147/BCTT.S109847. eCollection 2017.
8
DCE-MRI Background Parenchymal Enhancement Quantified from an Early versus Delayed Post-contrast Sequence: Association with Breast Cancer Presence.钆对比磁共振成像背景实质增强从早期与延迟后对比序列定量:与乳腺癌存在的相关性。
Sci Rep. 2017 May 18;7(1):2115. doi: 10.1038/s41598-017-02341-8.
9
Background parenchymal enhancement on breast MRI: association with recurrence-free survival in patients with newly diagnosed invasive breast cancer.乳腺MRI上的背景实质强化:与新诊断的浸润性乳腺癌患者无复发生存率的关联
Breast Cancer Res Treat. 2017 Jun;163(3):573-586. doi: 10.1007/s10549-017-4217-5. Epub 2017 Mar 27.
10
Identifying relations between imaging phenotypes and molecular subtypes of breast cancer: Model discovery and external validation.鉴定乳腺癌影像学表型与分子亚型之间的关系:模型发现与外部验证。
J Magn Reson Imaging. 2017 Oct;46(4):1017-1027. doi: 10.1002/jmri.25661. Epub 2017 Feb 8.