Centre for Medical Image Computing, University College London, London, UK.
Sunnybrook Research Institute, Toronto, ON, Canada.
NMR Biomed. 2019 May;32(5):e4073. doi: 10.1002/nbm.4073. Epub 2019 Feb 19.
The VERDICT framework for modelling diffusion MRI data aims to relate parameters from a biophysical model to histological features used for tumour grading in prostate cancer. Validation of the VERDICT model is necessary for clinical use. This study compared VERDICT parameters obtained ex vivo with histology in five specimens from radical prostatectomy. A patient-specific 3D-printed mould was used to investigate the effects of fixation on VERDICT parameters and to aid registration to histology. A rich diffusion data set was acquired in each ex vivo prostate before and after fixation. At both time points, data were best described by a two-compartment model: the model assumes that an anisotropic tensor compartment represents the extracellular space and a restricted sphere compartment models the intracellular space. The effect of fixation on model parameters associated with tissue microstructure was small. The patient-specific mould minimized tissue deformations and co-localized slices, so that rigid registration of MRI to histology images allowed region-based comparison with histology. The VERDICT estimate of the intracellular volume fraction corresponded to histological indicators of cellular fraction, including high values in tumour regions. The average sphere radius from VERDICT, representing the average cell size, was relatively uniform across samples. The primary diffusion direction from the extracellular compartment of the VERDICT model aligned with collagen fibre patterns in the stroma obtained by structure tensor analysis. This confirmed the biophysical relationship between ex vivo VERDICT parameters and tissue microstructure from histology.
用于扩散 MRI 数据建模的 VERDICT 框架旨在将生物物理模型的参数与用于前列腺癌肿瘤分级的组织学特征联系起来。VERDICT 模型的验证对于临床应用是必要的。本研究比较了来自根治性前列腺切除术的五个标本中离体的 VERDICT 参数与组织学。使用患者特异性的 3D 打印模具来研究固定对 VERDICT 参数的影响,并辅助与组织学的配准。在每个离体前列腺中都采集了丰富的扩散数据集,分别在固定前后进行。在这两个时间点,数据都最好用双室模型来描述:该模型假设各向异性张量室代表细胞外空间,受限球体室则代表细胞内空间。固定对与组织微观结构相关的模型参数的影响很小。患者特异性模具最大限度地减少了组织变形和切片的共定位,从而使 MRI 与组织学图像的刚性配准允许与组织学进行基于区域的比较。VERDICT 估计的细胞内体积分数与组织学的细胞分数指标相对应,包括肿瘤区域的高值。来自 VERDICT 的平均球体半径,代表平均细胞大小,在样本间相对均匀。VERDICT 模型的细胞外室的主要扩散方向与结构张量分析获得的基质中的胶原纤维模式一致。这证实了离体 VERDICT 参数与组织学中组织微观结构之间的生物物理关系。