Weinfurtner R Jared, Abdalah Mahmoud, Stringfield Olya, Ataya Dana, Williams Angela, Mooney Blaise, Rosa Marilin, Lee Marie C, Khakpour Nazanin, Laronga Christine, Czerniecki Brian, Diaz Roberto, Ahmed Kamran, Washington Iman, Latifi Kujtim, Niell Bethany L, Montejo Michael, Raghunand Natarajan
Moffitt Cancer Center, Department of Radiology, Tampa, FL, USA.
Moffitt Cancer Center, Quantitative Imaging Core, Tampa, Fl, USA.
J Breast Imaging. 2022 May-Jun;4(3):273-284. doi: 10.1093/jbi/wbac013. Epub 2022 Apr 7.
To quantitatively evaluate intratumoral habitats on dynamic contrast-enhanced (DCE) breast MRI to predict pathologic breast cancer response to stereotactic ablative body radiotherapy (SABR).
Participants underwent SABR treatment (28.5 Gy x3), baseline and post-SABR MRI, and breast-conserving surgery for ER/PR+ HER2- breast cancer. MRI analysis was performed on DCE T1-weighted images. MRI voxels were assigned eight habitats based on high (H) or low (L) maximum enhancement and the sequentially numbered dynamic sequence of maximum enhancement (H1-4, L1-4). MRI response was analyzed by percent tumor volume remaining (%VR = volume post-SABR/volume pre-SABR), and percent habitat makeup (%HM of habitat X = habitat X voxels/total voxels in the segmented volume). These were correlated with percent tumor bed cellularity (%TC) for pathologic response.
Sixteen patients completed the trial. The %TC ranged 20%-80%. MRI %VR demonstrated strong correlations with %TC (Pearson R = 0.7-0.89). Pre-SABR tumor %HMs differed significantly from whole breasts ( = 0.005 to <0.00001). Post-SABR %HM of tumor habitat H4 demonstrated the largest change, increasing 13% ( = 0.039). Conversely, combined %HM for H1-3 decreased 17% ( = 0.006). This change correlated with %TC ( < 0.00001) and distinguished pathologic partial responders (≤70 %TC) from nonresponders with 94% accuracy, 93% sensitivity, 100% specificity, 100% positive predictive value, and 67% negative predictive value.
In patients undergoing preoperative SABR treatment for ER/PR+ HER2- breast cancer, quantitative MRI habitat analysis of %VR and %HM change correlates with pathologic response.
在动态对比增强(DCE)乳腺MRI上对瘤内微环境进行定量评估,以预测立体定向消融体部放疗(SABR)治疗乳腺癌的病理反应。
参与者接受SABR治疗(28.5 Gy×3)、基线及SABR治疗后的MRI检查,并对雌激素受体(ER)/孕激素受体(PR)阳性、人表皮生长因子受体2(HER2)阴性的乳腺癌进行保乳手术。在DCE T1加权图像上进行MRI分析。根据最大强化程度高(H)或低(L)以及最大强化的顺序编号动态序列(H1 - 4、L1 - 4),将MRI体素分为8种微环境。通过剩余肿瘤体积百分比(%VR = SABR治疗后体积/SABR治疗前体积)和微环境组成百分比(微环境X的%HM = 微环境X体素/分割体积中的总体素)分析MRI反应。将这些与病理反应的肿瘤床细胞密度百分比(%TC)进行关联分析。
16例患者完成试验。%TC范围为20% - 80%。MRI的%VR与%TC显示出强相关性(Pearson相关系数R = 0.7 - 0.89)。SABR治疗前肿瘤的%HM与整个乳房有显著差异(P = 0.005至<0.00001)。SABR治疗后肿瘤微环境H4的%HM变化最大,增加了13%(P = 0.039)。相反,H1 - 3的组合%HM下降了17%(P = 0.006)。这种变化与%TC相关(P < 0.00001),并以94%的准确率、93%的敏感性、100%的特异性、100%的阳性预测值和67%的阴性预测值区分病理部分缓解者(≤70%TC)与无反应者。
在接受术前SABR治疗的ER/PR + HER2 - 乳腺癌患者中,%VR和%HM变化的定量MRI微环境分析与病理反应相关。