Consideration of transmembrane water exchange in pharmacokinetic model significantly improves the accuracy of DCE-MRI in estimating cellular density: A pilot study in glioblastoma multiforme

被引:1
作者
Pang, Zhenfeng [1 ,2 ]
Wang, Zejun [1 ,3 ,4 ]
Wang, Bao [5 ]
Guo, Kaiyue [6 ]
Meng, Cheng [6 ]
Liu, Yingchao [6 ]
Kong, Xueqian [1 ,2 ,7 ]
Bai, Ruiliang [1 ,3 ,4 ,8 ]
机构
[1] Zhejiang Univ, Sch Med, Dept Phys Med & Rehabil, Affiliated Sir Run Run Shaw Hosp, Hangzhou 310058, Peoples R China
[2] Zhejiang Univ, Dept Chem, Ctr Chem High Performance & Novel Mat, Hangzhou 310058, Peoples R China
[3] Zhejiang Univ, Interdisciplinary Inst Neurosci & Technol, Sch Med, Hangzhou 310058, Peoples R China
[4] Zhejiang Univ, Coll Biomed Engn & Instrument Sci, Key Lab Biomed Engn, Minist Educ, Hangzhou 310058, Peoples R China
[5] Shandong Univ, Qilu Hosp, Dept Radiol, Jinan 250012, Peoples R China
[6] Shandong First Med Univ, Dept Neurosurg, Prov Hosp, Prov Hosp Affiliated, Jinan 250021, Peoples R China
[7] Zhejiang Univ, Chem Instrumentat Ctr, Hangzhou 310058, Peoples R China
[8] Zhejiang Univ, MOE Frontier Sci Ctr Brain Sci & Brain Machine Int, Sch Brain Sci & Brain Med, Hangzhou 310058, Peoples R China
基金
中国国家自然科学基金;
关键词
DCE-MRI; Cell density; Transcytolemmal water exchange; Finite difference simulation; Glioblastoma multiforme; APPARENT DIFFUSION-COEFFICIENT; CONTRAST-ENHANCED MRI; BREAST-CANCER; HISTOGRAM ANALYSIS; WEIGHTED MRI; TUMORS; PARAMETERS; LIFETIME; GLIOMAS; HEAD;
D O I
10.1016/j.mrl.2022.04.001
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Transmembrane water exchange (TWE) including transcytolemmal water exchange and transvascular water exchange is involved in many in vivo measurements and makes different contributions to the measuring results. In this study, we focus on the potential influence of TWE on the cell density parameter, intracellular water mole fraction p i , derived by dynamic contrast enhanced-magnetic resonance imaging (DCE-MRI) which has been reported as a technique to characterize perfusion and vascularization of tissues, but its accuracy in measuring cell density (or interstitial space) has been questioned. Sixteen patients with glioblastoma multiforme (GBM) were enrolled since GBM shows strong intratumor heterogeneity in both cell density and TWE. All the subjects were collected with DCE-MRI and apparent diffusion coefficient (ADC) map. The latter was considered as a valid surrogate of cell density. Extended Tofts (eTofts) model considering TWE as infinitely large variables and shutter-speed model (SSM) considering TWE as finite ones were used to fit DCE-MRI data. Monte Carlo (MC) and finite difference (FD) methods were used to simulate the influence of TWE on DCE-MRI-derived p i and ADC, respectively. The eTofts model shows a significant overestimation of p i in comparison with SSM in GBM ( P < 0.001), which is in accordance with MC simulations, and this overestimation shows dependence on the intra-to-extracellular water exchange rate constant ( k (i o) ). Significant negative correlations between ADC and SSM-derived p i were found in both voxel-wise analyses ( t - test P < 0.001, average r = -0.74) and inter -subject comparisons ( r = -0.63, P = 0.009). But no consistent voxel-wise correlations ( P > 0.05) and a weaker inter -subject negative correlation ( r = -0.56, P = 0.02) were found between ADC and eTofts-derived p i . Further experimental and FD results revealed that k io made a limited contribution to ADC values in the physiological k io range in GBM, supporting ADC as a valid biomarker of cell density. These results suggest that the DCE-MRI pharmacokinetic shutter -speed model could signi ficantly improve its accuracy in cell density estimation because of the considering transmembrane water exchange. (c) 2022 The Authors. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. This is an open access article under the CC BY -NC -ND license (http:// creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:243 / 254
页数:12
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