Shi Diwei, Li Sisi, Liu Fan, Jiang Xiaoyu, Wu Lei, Chen Li, Zheng Quanshui, Bao Haihua, Guo Hua, Xu Junzhong
Center for Nano and Micro Mechanics, Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China.
Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing 100084, China.
ArXiv. 2024 Aug 4:arXiv:2408.01918v1.
Early assessment of tumor therapeutic response is an important topic in precision medicine to optimize personalized treatment regimens and reduce unnecessary toxicity, cost, and delay. Although diffusion MRI (dMRI) has shown potential to address this need, its predictive accuracy is limited, likely due to its unspecific sensitivity to overall pathological changes. In this work, we propose a new quantitative dMRI-based method dubbed EXCHANGE (MRI of water Exchange, Confined and Hindered diffusion under Arbitrary Gradient waveform Encodings) for simultaneous mapping of cell size, cell density, and transcytolemmal water exchange. Such rich microstructural information comprehensively evaluates tumor pathologies at the cellular level. Validations using numerical simulations and in vitro cell experiments confirmed that the EXCHANGE method can accurately estimate mean cell size, density, and water exchange rate constants. The results from in vivo animal experiments show the potential of EXCHANGE for monitoring tumor treatment response. Finally, the EXCHANGE method was implemented in breast cancer patients with neoadjuvant chemotherapy, demonstrating its feasibility in assessing tumor therapeutic response in clinics. In summary, a new, quantitative dMRI-based EXCHANGE method was proposed to comprehensively characterize tumor microstructural properties at the cellular level, suggesting a unique means to monitor tumor treatment response in clinical practice.
肿瘤治疗反应的早期评估是精准医学中的一个重要课题,目的是优化个性化治疗方案,减少不必要的毒性、成本和延误。尽管扩散磁共振成像(dMRI)已显示出满足这一需求的潜力,但其预测准确性有限,这可能是由于其对整体病理变化的非特异性敏感性所致。在这项工作中,我们提出了一种新的基于定量dMRI的方法,称为EXCHANGE(任意梯度波形编码下的水交换、受限和受阻扩散磁共振成像),用于同时绘制细胞大小、细胞密度和跨细胞膜水交换图。如此丰富的微观结构信息可在细胞水平上全面评估肿瘤病理学。通过数值模拟和体外细胞实验进行的验证证实,EXCHANGE方法能够准确估计平均细胞大小、密度和水交换速率常数。体内动物实验结果显示了EXCHANGE在监测肿瘤治疗反应方面的潜力。最后,EXCHANGE方法在接受新辅助化疗的乳腺癌患者中得到应用,证明了其在临床评估肿瘤治疗反应中的可行性。总之,我们提出了一种基于定量dMRI的新EXCHANGE方法,以在细胞水平上全面表征肿瘤微观结构特性,这为临床实践中监测肿瘤治疗反应提供了一种独特的手段。