Comprehensive characterization of tumor therapeutic response with simultaneous mapping cell size, density, and transcytolemmal water exchange

Diwei Shi, Sisi Li, Fan Liu, Xiaoyu Jiang, Lei Wu, Li Chen, Quanshui Zheng, Haihua Bao, Hua Guo, Junzhong Xu
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Abstract

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.
通过同时绘制细胞大小、密度和跨细胞膜水交换图,全面描述肿瘤治疗反应的特征
早期评估肿瘤治疗反应是精准医学的一个重要课题,可优化个性化治疗方案,减少不必要的毒性、成本和延误。尽管弥散核磁共振成像(dMRI)已显示出满足这一需求的潜力,但其预测准确性有限,这可能是由于它对整体病理变化的特异性不敏感所致。在这项工作中,我们提出了一种新的基于 dMRI 的定量方法 EXCHANGE(任意梯度波形编码下的水交换、受限和受阻扩散 MRI),用于同时绘制细胞大小、细胞密度和跨小叶水交换图。这些丰富的微观结构信息可从细胞层面全面评估肿瘤病理。通过数值模拟和体外细胞实验验证,EXCHANGE 方法可以准确估计平均细胞大小、密度和水交换率常数。体内动物实验结果表明,EXCHANGE 具有监测肿瘤治疗反应的潜力。最后,EXCHANGE 方法在接受新辅助化疗的乳腺癌患者中得到了应用,证明了它在临床上评估肿瘤治疗反应的可行性。总之,基于 dMRI 的 EXCHANGE 新定量方法可全面描述细胞水平的肿瘤微观结构特性,为临床实践中监测肿瘤治疗反应提供了一种独特的手段。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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