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对于先前接受体外放射治疗后出现局部复发的患者,采用局部挽救性高剂量率前列腺近距离放射治疗,其磁共振成像(MRI)衍生的表观扩散系数(ADC)和T2加权影像组学特征的变化

Changes in ADC and T2-weighted MRI-derived radiomic features in patients treated with focal salvage HDR prostate brachytherapy for local recurrence after previous external-beam radiotherapy.

作者信息

Lee Sangjune Laurence, Ravi Ananth, Morton Gerard, Loblaw Andrew, Tseng Chia-Lin, Haider Masoom, Murgic Jure, Nicolae Alexandru, Semple Mark, Chung Hans T

机构信息

Department of Radiation Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada; Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada.

Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada; Department of Medical Physics, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.

出版信息

Brachytherapy. 2019 Sep-Oct;18(5):567-573. doi: 10.1016/j.brachy.2019.04.006. Epub 2019 May 22.

Abstract

PURPOSE

To explore the changes in T2-weighted (T2w) and apparent diffusion coefficient (ADC) magnetic resonance imaging -derived radiomic features of the gross tumor volume (GTV) from focal salvage high-dose-rate prostate brachytherapy (HDRB) and to correlate with clinical parameters.

MATERIALS AND METHODS

Eligible patients included those with biopsy-confirmed local recurrence that correlated with MRI (T2w, ADC). Patients received 27 Gy in 2 fractions separated by 1 week to a quadrant consisting of the GTV. The MRI was repeated 1 year after HDRB. GTVs, planning target volumes, and normal prostate tissue control volumes were identified on the pre- and post-HDRB MRIs. Radiomic features from each GTV were extracted, and principle component analysis identified features with the highest variance.

RESULTS

Pre- and post-HDRB MRIs were obtained from 14 trial patients. Principle component analysis showed that 18 and 17 features contributed to 93% and 86% of the variance observed in the T2w and ADC data, respectively. Sixteen T2w features and 1 ADC GTV feature were different from the control volumes in the pre-HDRB images (p < 0.05). Ten T2w and 7 ADC GTV post-HDRB features were different from those of pre-HDRB (p < 0.05).

CONCLUSIONS

Exploratory analysis reveals several radiomic features in the T2w and ADC image GTVs that distinguish the GTV from healthy prostate tissue and change significantly after salvage HDRB.

摘要

目的

探讨局灶性挽救性高剂量率前列腺近距离放疗(HDRB)后大体肿瘤体积(GTV)的T2加权(T2w)和表观扩散系数(ADC)磁共振成像衍生的影像组学特征变化,并与临床参数进行相关性分析。

材料与方法

符合条件的患者包括经活检证实的与MRI(T2w、ADC)相关的局部复发患者。患者接受27 Gy分2次给予,间隔1周,照射GTV所在象限。HDRB后1年重复进行MRI检查。在HDRB前后的MRI上确定GTV、计划靶体积和正常前列腺组织对照体积。提取每个GTV的影像组学特征,主成分分析确定方差最高的特征。

结果

14例试验患者获得了HDRB前后的MRI图像。主成分分析显示,分别有18个和17个特征对T2w和ADC数据中观察到的方差贡献了93%和86%。在HDRB前的图像中,16个T2w特征和1个ADC GTV特征与对照体积不同(p<0.05)。HDRB后10个T2w和7个ADC GTV特征与HDRB前不同(p<0.05)。

结论

探索性分析揭示了T2w和ADC图像GTV中的几个影像组学特征,这些特征可将GTV与健康前列腺组织区分开来,并且在挽救性HDRB后发生显著变化。

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