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应用放射治疗体积分析流水线评估磁共振波谱成像引导自适应放疗在胶质母细胞瘤中的应用价值。

Applying a Radiation Therapy Volume Analysis Pipeline to Determine the Utility of Spectroscopic MRI-Guided Adaptive Radiation Therapy for Glioblastoma.

机构信息

Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA 30322, USA.

Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA 30332, USA.

出版信息

Tomography. 2023 May 21;9(3):1052-1061. doi: 10.3390/tomography9030086.

Abstract

Accurate radiation therapy (RT) targeting is crucial for glioblastoma treatment but may be challenging using clinical imaging alone due to the infiltrative nature of glioblastomas. Precise targeting by whole-brain spectroscopic MRI, which maps tumor metabolites including choline (Cho) and N-acetylaspartate (NAA), can quantify early treatment-induced molecular changes that other traditional modalities cannot measure. We developed a pipeline to determine how spectroscopic MRI changes during early RT are associated with patient outcomes to provide insight into the utility of adaptive RT planning. Data were obtained from a study (NCT03137888) where glioblastoma patients received high-dose RT guided by the pre-RT Cho/NAA twice normal (Cho/NAA ≥ 2x) volume, and received spectroscopic MRI scans pre- and mid-RT. Overlap statistics between pre- and mid-RT scans were used to quantify metabolic activity changes after two weeks of RT. Log-rank tests were used to quantify the relationship between imaging metrics and patient overall and progression-free survival (OS/PFS). Patients with lower Jaccard/Dice coefficients had longer PFS ( = 0.045 for both), and patients with lower Jaccard/Dice coefficients had higher OS trending towards significance ( = 0.060 for both). Cho/NAA ≥ 2x volumes changed significantly during early RT, putting healthy tissue at risk of irradiation, and warranting further study into using adaptive RT planning.

摘要

准确的放射治疗(RT)靶向对于治疗胶质母细胞瘤至关重要,但由于胶质母细胞瘤的浸润性,仅使用临床影像可能具有挑战性。通过全脑波谱 MRI 进行精确靶向,该技术可以绘制包括胆碱(Cho)和 N-乙酰天门冬氨酸(NAA)在内的肿瘤代谢物图谱,能够定量测量其他传统方式无法测量的早期治疗诱导的分子变化。我们开发了一种方法来确定早期 RT 期间的波谱 MRI 变化与患者预后的关系,以深入了解适应性 RT 计划的效用。该数据来自一项研究(NCT03137888),其中胶质母细胞瘤患者接受了高剂量 RT 治疗,以指导治疗前 Cho/NAA 比值(Cho/NAA ≥ 2x)体积,并在治疗前和治疗中期进行了波谱 MRI 扫描。使用预扫描和中扫描之间的重叠统计数据来量化 RT 治疗两周后代谢活性的变化。对数秩检验用于量化成像指标与患者总生存期(OS)和无进展生存期(PFS)之间的关系。Jaccard/Dice 系数较低的患者 PFS 更长(两者均为 = 0.045),Jaccard/Dice 系数较低的患者 OS 更高,具有显著趋势(两者均为 = 0.060)。早期 RT 期间 Cho/NAA 比值(Cho/NAA ≥ 2x)体积明显变化,使健康组织面临辐射风险,有必要进一步研究适应性 RT 计划。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16be/10204497/c45d4eaee0ab/tomography-09-00086-g001.jpg

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