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利用术前 MRI 扫描的计算机辅助诊断来确定乳腺癌的动力学异质性:与远处无转移生存的关系。

Kinetic Heterogeneity of Breast Cancer Determined Using Computer-aided Diagnosis of Preoperative MRI Scans: Relationship to Distant Metastasis-Free Survival.

机构信息

From the Department of Radiology, Medical Research Institute (J.Y.K., J.J.K., L.H., H.B.S., S.K.), and Busan Cancer Center (T.K.), Pusan National University Hospital, Pusan National University School of Medicine and Medical Research Institute, 1-10, Ami-Dong, Seo-gu, Busan 602-739, Republic of Korea; and Department of Radiology, Pusan National University Yangsan Hospital, Yangsan, Republic of Korea (K.S.C., K.J.N.).

出版信息

Radiology. 2020 Jun;295(3):517-526. doi: 10.1148/radiol.2020192039. Epub 2020 Mar 31.

Abstract

Background Higher peak enhancement and washout component values measured on preoperative breast MRI scans with computer-aided diagnosis (CAD) are presumed to be associated with worse recurrence-free survival. Purpose To investigate whether CAD-extracted kinetic features of breast cancer and the heterogeneity of these features at preoperative MRI are associated with distant metastasis-free survival in women with invasive breast cancer. Materials and Methods Consecutive women with newly diagnosed invasive breast cancer who underwent preoperative MRI were retrospectively evaluated between 2011 and 2012. A commercially available CAD system was used to extract the peak enhancement and delayed enhancement profiles of each breast cancer case from preoperative MRI data. The kinetic heterogeneity of these features (a measure of heterogeneity in the proportions of tumor pixels with delayed washout, plateau, and persistent components within a tumor) was calculated to evaluate intratumoral heterogeneity. Cox proportional hazards models were used to investigate the associations between CAD-extracted kinetic features and distant metastasis-free survival after adjusting for clinical-pathologic factors. Results A total of 276 consecutive women (mean age, 53 years) were evaluated. In 28 of 276 (10.1%) women, distant metastasis developed at a median follow-up of 79 months. A higher degree of kinetic heterogeneity was observed in women with distant metastases than in those without distant metastases (mean, 0.70 ± 0.2 vs 0.43 ± 0.3; < .001). Multivariable Cox proportional hazards analysis revealed that a higher degree of kinetic heterogeneity (hazard ratio [HR], 19.2; 95% confidence interval [CI]: 4.2, 87.1; < .001), higher peak enhancement (HR, 1.001; 95% CI: 1.000, 1.002; = .045), the presence of lymphovascular invasion (HR, 3.3; 95% CI: 1.5, 7.5; = .004), and a higher histologic grade (ie, grade 3) (HR, 2.2; 95% CI: 1.0, 4.9; = .044) were associated with worse distant metastasis-free survival. Conclusion Higher values of kinetic heterogeneity and peak enhancement as determined with computer-aided diagnosis of preoperative MRI were associated with worse distant metastasis-free survival in women with invasive breast cancer. © RSNA, 2020 See also the editorial by El Khouli and Jacobs in this issue.

摘要

背景 术前乳腺 MRI 扫描结合计算机辅助诊断(CAD)检测到的峰值增强和洗脱成分值较高,被认为与无复发生存率较差有关。目的 旨在研究乳腺癌 CAD 提取的动力学特征以及术前 MRI 上这些特征的异质性是否与浸润性乳腺癌女性的无远处转移生存率相关。

材料与方法 回顾性分析 2011 年至 2012 年间连续接受术前 MRI 检查的新诊断为浸润性乳腺癌的女性患者。使用一种商用 CAD 系统从术前 MRI 数据中提取每个乳腺癌病例的峰值增强和延迟增强曲线。计算这些特征的动力学异质性(一种衡量肿瘤内具有延迟洗脱、平台和持续成分的肿瘤像素比例的异质性的指标),以评估肿瘤内异质性。在调整临床病理因素后,使用 Cox 比例风险模型研究 CAD 提取的动力学特征与无远处转移生存率之间的关联。

结果 共评估了 276 例连续女性患者(平均年龄,53 岁)。在 276 例女性中,28 例(10.1%)女性在中位随访 79 个月时发生远处转移。有远处转移的女性比没有远处转移的女性表现出更高程度的动力学异质性(均值,0.70±0.2 比 0.43±0.3;<.001)。多变量 Cox 比例风险分析显示,较高程度的动力学异质性(危险比[HR],19.2;95%置信区间[CI]:4.2,87.1;<.001)、较高的峰值增强(HR,1.001;95%CI:1.000,1.002;=.045)、存在脉管侵犯(HR,3.3;95%CI:1.5,7.5;=.004)和较高的组织学分级(即 3 级)(HR,2.2;95%CI:1.0,4.9;=.044)与无远处转移生存率较差相关。

结论 术前 MRI 结合计算机辅助诊断检测到的动力学异质性和峰值增强值较高与浸润性乳腺癌女性的无远处转移生存率较差相关。

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