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Investigating intracranial tumour growth patterns with multiparametric MRI incorporating Gd‐DTPA and USPIO‐enhanced imaging

机译:结合Gd-DTPA和USPIO增强成像的多参数MRI研究颅内肿瘤生长模式

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摘要

High grade and metastatic brain tumours exhibit considerable spatial variations in proliferation, angiogenesis, invasion, necrosis and oedema. Vascular heterogeneity arising from vascular co‐option in regions of invasive growth (in which the blood–brain barrier remains intact) and neoangiogenesis is a major challenge faced in the assessment of brain tumours by conventional MRI.A multiparametric MRI approach, incorporating native measurements and both Gd‐DTPA (Magnevist) and ultrasmall superparamagnetic iron oxide (P904)‐enhanced imaging, was used in combination with histogram and unsupervised cluster analysis using a k‐means algorithm to examine the spatial distribution of vascular parameters, water diffusion characteristics and invasion in intracranially propagated rat RG2 gliomas and human MDA‐MB‐231 LM2–4 breast adenocarcinomas in mice.Both tumour models presented with higher ΔR 1 (the change in transverse relaxation rate R 1 induced by Gd‐DTPA), fractional blood volume (fBV) and apparent diffusion coefficient than uninvolved regions of the brain. MDA‐MB‐231 LM2–4 tumours were less densely cellular than RG2 tumours and exhibited substantial local invasion, associated with oedema, whereas invasion in RG2 tumours was minimal. These additional features were reflected in the more heterogeneous appearance of MDA‐MB‐231 LM2–4 tumours on T 2‐weighted images and maps of functional MRI parameters.Unsupervised cluster analysis separated subregions with distinct functional properties; areas with a low fBV and relatively impermeable blood vessels (low ΔR 1) were predominantly located at the tumour margins, regions of MDA‐MB‐231 LM2–4 tumours with relatively high levels of water diffusion and low vascular permeability and/or fBV corresponded to histologically identified regions of invasion and oedema, and areas of mismatch between vascular permeability and blood volume were identified.We demonstrate that dual contrast MRI and evaluation of tissue diffusion properties, coupled with cluster analysis, allows for the assessment of heterogeneity within invasive brain tumours and the designation of functionally diverse subregions that may provide more informative predictive biomarkers.
机译:高度转移性脑肿瘤在增殖,血管生成,浸润,坏死和水肿方面表现出相当大的空间差异。侵入性生长区域(其中血脑屏障保持完整)和新血管生成所致的血管共存所引起的血管异质性是常规MRI在评估脑肿瘤时面临的主要挑战。结合使用Gd-DTPA(Magnevist)和超小型超顺磁性氧化铁(P904)增强成像,结合直方图和使用ak-means算法的无监督聚类分析,以检查颅内血管参数的空间分布,水扩散特征和侵入在小鼠中繁殖出大鼠RG2胶质瘤和人MDA-MB-231 LM2-4乳腺腺癌。这两种肿瘤模型均具有较高的ΔR1(Gd-DTPA引起的横向松弛率R 1的变化),分数血容量(fBV)和表观扩散系数要高于大脑的非累及区域。与RG2肿瘤相比,MDA-MB-231 LM2-4肿瘤的细胞密度较低,并表现出与水肿有关的实质性局部浸润,而在RG2肿瘤中的浸润最小。这些附加功能反映在T 2加权图像和MRI功能图上的MDA-MB‐231 LM2-4肿瘤更加不均一。 fBV低且血管相对不可渗透(ΔR1低)的区域主要位于肿瘤边缘,水扩散水平相对较高且血管渗透性和/或fBV较低的MDA‐MB‐231 LM2-4肿瘤区域相对应组织学鉴定的浸润和水肿区域,以及血管通透性和血容量之间的不匹配区域。我们证明了双重对比MRI和组织扩散特性的评估,以及聚类分析,可以评估侵袭性脑肿瘤内的异质性以及可以提供更多信息性预测性生物标记的功能多样的子区域的指定。

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