The University of Sydney, Sydney, New South Wales, Australia.
The Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, Victoria, Australia.
Br J Radiol. 2019 Dec;92(1104):20190373. doi: 10.1259/bjr.20190373. Epub 2019 Jul 30.
To investigate the association between multiparametric MRI (mpMRI) imaging features and hypoxia-related genetic profiles in prostate cancer.
mpMRI was acquired from six patients prior to radical prostatectomy. Sequences included weighted (TW) imaging, diffusion-weighted imaging, dynamic contrast enhanced MRI and blood oxygen-level dependent imaging. Imaging data were co-registered with histology using three-dimensional deformable registration methods. Texture features were extracted from W images and parametric maps from functional MRI. Full transcriptome genetic profiles were obtained using next generation sequencing from the prostate specimens. Pearson correlation coefficients were calculated between mpMRI data and hypoxia-related gene expression levels. Results were validated using glucose transporter one immunohistochemistry (IHC).
Correlation analysis identified 34 candidate imaging features (six from the mpMRI data and 28 from W texture features). The IHC validation showed that 16 out of the 28 W texture features achieved weak but significant correlations ( < 0.05).
Weak associations between mpMRI features and hypoxia gene expressions were found. This indicates the potential use of MRI in assessing hypoxia status in prostate cancer. Further validation is required due to the low correlation levels.
This is a pilot study using radiogenomics approaches to address hypoxia within the prostate, which provides an opportunity for hypoxia-guided selective treatment techniques.
探究多参数 MRI(mpMRI)成像特征与前列腺癌缺氧相关基因谱之间的关系。
在根治性前列腺切除术之前,对 6 名患者进行了 mpMRI 采集。序列包括 T2 加权(TW)成像、扩散加权成像、动态对比增强 MRI 和血氧水平依赖成像。使用三维变形配准方法将成像数据与组织学配准。从功能 MRI 的参数图中提取 T2 加权图像和功能 MRI 的纹理特征。使用下一代测序从前列腺标本中获得全转录组遗传谱。计算了 mpMRI 数据与缺氧相关基因表达水平之间的 Pearson 相关系数。使用葡萄糖转运蛋白 1 免疫组织化学(IHC)验证了结果。
相关性分析确定了 34 个候选成像特征(mpMRI 数据 6 个,T2 加权纹理特征 28 个)。IHC 验证显示,28 个 T2 加权纹理特征中有 16 个与肿瘤缺氧基因表达具有弱但显著的相关性(<0.05)。
mpMRI 特征与缺氧基因表达之间存在微弱的关联。这表明 MRI 有可能用于评估前列腺癌中的缺氧状态。由于相关性水平较低,因此需要进一步验证。
这是一项使用放射组学方法研究前列腺内缺氧的初步研究,为缺氧指导下的选择性治疗技术提供了机会。