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Quantitative Evaluation of Treatment Related Changes on Multi-Parametric MRI after Laser Interstitial Thermal Therapy of Prostate Cancer

机译:前列腺癌激光间隙热疗后多参数MRI的治疗相关变化的定量评估

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Laser interstitial thermal therapy (LITT) has recently shown great promise as a treatment strategy for localized, focal, low-grade, organ-confined prostate cancer (CaP). Additionally, LITT is compatible with multi-parametric magnetic resonance imaging (MP-MRI) which in turn enables (1) high resolution, accurate localization of ablation zones on in vivo MP-MRI prior to LITT, and (2) real-time monitoring of temperature changes in vivo via MR thermometry during LITT. In spite of rapidly increasing interest in the use of LITT for treating low grade, focal CaP, very little is known about treatment-related changes following LITT. There is thus a clear need for studying post-LITT changes via MP-MRI and consequently to attempt to (1) quantitatively identify MP-MRI markers predictive of favorable treatment response and longer term patient outcome, and (2) identify which MP-MRI markers are most sensitive to post-LITT changes in the prostate. In this work, we present the first attempt at examining focal treatment-related changes on a per-voxel basis (high resolution) via quantitative evaluation of MR parameters pre- and post-LITT. A retrospective cohort of MP-MRI data comprising both pre- and post-LITT T2-weighted (T2w) and diffusion-weighted (DWI) acquisitions was considered, where DWI MRI yielded an Apparent Diffusion Co-efficient (ADC) map. A spatially constrained affine registration scheme was implemented to first bring T2w and ADC images into alignment within each of the pre- and post-LITT acquisitions, following which the pre- and post-LITT acquisitions were aligned. Pre- and post-LITT MR parameters (T2w intensity, ADC value) were then standardized to a uniform scale (to correct for intensity drift) and then quantified via the raw intensity values as well as via texture features derived from T2w MRI. In order to quantify imaging changes as a result of LITT, absolute differences were calculated between the normalized pre- and post-LITT MRI parameters. Quantitatively combining the ADC and T2w MRI parameters enabled construction of an integrated MP-MRI difference map that was highly indicative of changes specific to the LITT ablation zone. Preliminary quantitative comparison of the changes in different MR parameters indicated that T2w texture may be highly sensitive as well as specific in identifying changes within the ablation zone pre- and post-LITT. Visual evaluation of the differences in T2w texture features pre- and post-LITT also appeared to provide an indication of LITT-related effects such as edema. Our preliminary results thus indicate great potential for non-invasive MP-MRI imaging markers for determining focal treatment related changes, and hence long- and short-term patient outcome.
机译:激光间隙热疗法(LITT)最近已显示出作为局部,局灶性,低度,器官受限型前列腺癌(CaP)的治疗策略的广阔前景。此外,LITT与多参数磁共振成像(MP-MRI)兼容,从而可实现(1)在LITT之前在体内MP-MRI上高分辨率,精确定位消融区域,以及(2)实时监控LITT期间通过MR测温法检测体内温度变化。尽管人们对使用LITT来治疗低级局灶性CaP的兴趣迅速增长,但对LITT后与治疗相关的变化知之甚少。因此,很明显需要通过MP-MRI研究LITT后的变化,并因此尝试(1)定量识别可预测治疗效果和长期患者预后的MP-MRI标记,以及(2)识别哪种MP-MRI标记物对LITT后的前列腺变化最敏感。在这项工作中,我们提出了通过在LITT之前和之后对MR参数进行定量评估,以逐个体素(高分辨率)检查与焦点治疗相关的变化的首次尝试。考虑了包括LITT前后的T2加权(T2w)和扩散加权(DWI)采集的MP-MRI数据回顾性队列,其中DWI MRI产生了表观扩散系数(ADC)图。实施了空间受限的仿射配准方案,以首先使T2w和ADC图像在LITT之前和之后的每个获取中对齐,然后对齐LITT之前和之后的获取。然后将LITT之前和之后的MR参数(T2w强度,ADC值)标准化为统一的标度(以校正强度漂移),然后通过原始强度值以及从T2w MRI导出的纹理特征进行量化。为了量化由于LITT引起的成像变化,在归一化的LITT之前和之后的MRI参数之间计算了绝对差。定量组合ADC和T2w MRI参数可以构建集成的MP-MRI差异图,该图可高度指示LITT消融区域的特定变化。初步定量比较不同MR参数的变化表明,T2w纹理可能是高度敏感的,并且在识别LITT前后的消融区内的变化方面具有特异性。视觉评估LITT前后的T2w纹理特征的差异也似乎提供了LITT相关效应(如水肿)的指征。因此,我们的初步结果表明,无创MP-MRI成像标记物可用于确定与病灶治疗相关的变化,从而确定患者的长期和短期结局。

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