Magbanua Mark Jesus M, Li Wen, Wolf Denise M, Yau Christina, Hirst Gillian L, Swigart Lamorna Brown, Newitt David C, Gibbs Jessica, Delson Amy L, Kalashnikova Ekaterina, Aleshin Alexey, Zimmermann Bernhard, Chien A Jo, Tripathy Debu, Esserman Laura, Hylton Nola, van 't Veer Laura
Department of Laboratory Medicine, University of California San Francisco, San Francisco, CA, USA.
Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.
NPJ Breast Cancer. 2021 Mar 25;7(1):32. doi: 10.1038/s41523-021-00239-3.
We investigated whether serial measurements of circulating tumor DNA (ctDNA) and functional tumor volume (FTV) by magnetic resonance imaging (MRI) can be combined to improve prediction of pathologic complete response (pCR) and estimation of recurrence risk in early breast cancer patients treated with neoadjuvant chemotherapy (NAC). We examined correlations between ctDNA and FTV, evaluated the additive value of ctDNA to FTV-based predictors of pCR using area under the curve (AUC) analysis, and analyzed the impact of FTV and ctDNA on distant recurrence-free survival (DRFS) using Cox regressions. The levels of ctDNA (mean tumor molecules/mL plasma) were significantly correlated with FTV at all time points (p < 0.05). Median FTV in ctDNA-positive patients was significantly higher compared to those who were ctDNA-negative (p < 0.05). FTV and ctDNA trajectories in individual patients showed a general decrease during NAC. Exploratory analysis showed that adding ctDNA information early during treatment to FTV-based predictors resulted in numerical but not statistically significant improvements in performance for pCR prediction (e.g., AUC 0.59 vs. 0.69, p = 0.25). In contrast, ctDNA-positivity after NAC provided significant additive value to FTV in identifying patients with increased risk of metastatic recurrence and death (p = 0.004). In this pilot study, we demonstrate that ctDNA and FTV were correlated measures of tumor burden. Our preliminary findings based on a limited cohort suggest that ctDNA at surgery improves FTV as a predictor of metastatic recurrence and death. Validation in larger studies is warranted.
我们研究了通过磁共振成像(MRI)对循环肿瘤DNA(ctDNA)和功能性肿瘤体积(FTV)进行连续测量是否可以结合起来,以改善对接受新辅助化疗(NAC)的早期乳腺癌患者病理完全缓解(pCR)的预测以及复发风险的估计。我们检查了ctDNA与FTV之间的相关性,使用曲线下面积(AUC)分析评估了ctDNA对基于FTV的pCR预测指标的附加值,并使用Cox回归分析了FTV和ctDNA对远处无复发生存期(DRFS)的影响。在所有时间点,ctDNA水平(每毫升血浆中的平均肿瘤分子数)与FTV均显著相关(p < 0.05)。ctDNA阳性患者的中位FTV显著高于ctDNA阴性患者(p < 0.05)。在NAC期间,个体患者的FTV和ctDNA轨迹总体呈下降趋势。探索性分析表明,在治疗早期将ctDNA信息添加到基于FTV的预测指标中,在pCR预测性能方面带来了数值上的改善,但无统计学意义(例如,AUC为0.59对0.69,p = 0.25)。相比之下,NAC后ctDNA阳性在识别转移复发和死亡风险增加的患者方面为FTV提供了显著的附加值(p = 0.004)。在这项前瞻性研究中,我们证明ctDNA和FTV是肿瘤负荷的相关指标。我们基于有限队列的初步研究结果表明,手术时ctDNA作为转移复发和死亡的预测指标可改善FTV。有必要在更大规模的研究中进行验证。