Lee Sangjune Laurence, Ravi Ananth, Morton Gerard, Loblaw Andrew, Tseng Chia-Lin, Haider Masoom, Murgic Jure, Nicolae Alexandru, Semple Mark, Chung Hans T
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.
Brachytherapy. 2019 Sep-Oct;18(5):567-573. doi: 10.1016/j.brachy.2019.04.006. Epub 2019 May 22.
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.
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.
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).
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.
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。
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。
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)。
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。