Diwei Shi, Sisi Li, Fan Liu, Xiaoyu Jiang, Lei Wu, Li Chen, Quanshui Zheng, Haihua Bao, Hua Guo, Junzhong Xu
{"title":"Comprehensive characterization of tumor therapeutic response with simultaneous mapping cell size, density, and transcytolemmal water exchange","authors":"Diwei Shi, Sisi Li, Fan Liu, Xiaoyu Jiang, Lei Wu, Li Chen, Quanshui Zheng, Haihua Bao, Hua Guo, Junzhong Xu","doi":"arxiv-2408.01918","DOIUrl":null,"url":null,"abstract":"Early assessment of tumor therapeutic response is an important topic in\nprecision medicine to optimize personalized treatment regimens and reduce\nunnecessary toxicity, cost, and delay. Although diffusion MRI (dMRI) has shown\npotential to address this need, its predictive accuracy is limited, likely due\nto its unspecific sensitivity to overall pathological changes. In this work, we\npropose a new quantitative dMRI-based method dubbed EXCHANGE (MRI of water\nExchange, Confined and Hindered diffusion under Arbitrary Gradient waveform\nEncodings) for simultaneous mapping of cell size, cell density, and\ntranscytolemmal water exchange. Such rich microstructural information\ncomprehensively evaluates tumor pathologies at the cellular level. Validations\nusing numerical simulations and in vitro cell experiments confirmed that the\nEXCHANGE method can accurately estimate mean cell size, density, and water\nexchange rate constants. The results from in vivo animal experiments show the\npotential of EXCHANGE for monitoring tumor treatment response. Finally, the\nEXCHANGE method was implemented in breast cancer patients with neoadjuvant\nchemotherapy, demonstrating its feasibility in assessing tumor therapeutic\nresponse in clinics. In summary, a new, quantitative dMRI-based EXCHANGE method\nwas proposed to comprehensively characterize tumor microstructural properties\nat the cellular level, suggesting a unique means to monitor tumor treatment\nresponse in clinical practice.","PeriodicalId":501378,"journal":{"name":"arXiv - PHYS - Medical Physics","volume":"2 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Medical Physics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.01918","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
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.