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临床前胶质母细胞瘤治疗反应的代谢组学:基于多切片磁共振波谱成像的容积分析用于替莫唑胺治疗的无创评估

Metabolomics of Therapy Response in Preclinical Glioblastoma: A Multi-Slice MRSI-Based Volumetric Analysis for Noninvasive Assessment of Temozolomide Treatment.

作者信息

Arias-Ramos Nuria, Ferrer-Font Laura, Lope-Piedrafita Silvia, Mocioiu Victor, Julià-Sapé Margarida, Pumarola Martí, Arús Carles, Candiota Ana Paula

机构信息

Departament de Bioquímica i Biologia Molecular, Unitat de Bioquímica de Biociències, Edifici Cs, Universitat Autònoma de Barcelona, 08193 Cerdanyola del Vallès, Spain.

Centro de Investigación Biomédica en Red en Bioingeniería, Biomateriales y Nanomedicina (CIBER-BBN), 28029 Madrid, Spain.

出版信息

Metabolites. 2017 May 18;7(2):20. doi: 10.3390/metabo7020020.

Abstract

Glioblastoma (GBM) is the most common aggressive primary brain tumor in adults, with a short survival time even after aggressive therapy. Non-invasive surrogate biomarkers of therapy response may be relevant for improving patient survival. Previous work produced such biomarkers in preclinical GBM using semi-supervised source extraction and single-slice Magnetic Resonance Spectroscopic Imaging (MRSI). Nevertheless, GBMs are heterogeneous and single-slice studies could prevent obtaining relevant information. The purpose of this work was to evaluate whether a multi-slice MRSI approach, acquiring consecutive grids across the tumor, is feasible for preclinical models and may produce additional insight into therapy response. Nosological images were analyzed pixel-by-pixel and a relative responding volume, the (), was defined to quantify response. Heterogeneous response levels were observed and treated animals were ascribed to three arbitrary predefined groups: high response (HR, = 2), = 68.2 ± 2.8%, intermediate response (IR, = 6), = 41.1 ± 4.2% and low response (LR, = 2), = 13.4 ± 14.3%, producing therapy response categorization which had not been fully registered in single-slice studies. Results agreed with the multi-slice approach being feasible and producing an inverse correlation between and Ki67 immunostaining. Additionally, ca. 7-day oscillations of were observed, suggesting that host immune system activation in response to treatment could contribute to the responding patterns detected.

摘要

胶质母细胞瘤(GBM)是成人中最常见的侵袭性原发性脑肿瘤,即使经过积极治疗,生存期也很短。治疗反应的非侵入性替代生物标志物可能与提高患者生存率相关。先前的研究使用半监督源提取和单切片磁共振波谱成像(MRSI)在临床前GBM模型中产生了此类生物标志物。然而,GBM具有异质性,单切片研究可能无法获取相关信息。本研究的目的是评估一种多切片MRSI方法,即在肿瘤上获取连续的网格,对于临床前模型是否可行,以及是否能对治疗反应产生更多见解。对疾病分类图像进行逐像素分析,并定义一个相对反应体积()来量化反应。观察到了异质性反应水平,并将接受治疗的动物分为三个任意预定义组:高反应组(HR,=2),=68.2±2.8%;中度反应组(IR,=6),=41.1±4.2%;低反应组(LR,=2),=13.4±14.3%,从而得出了单切片研究中未完全记录的治疗反应分类。结果表明多切片方法可行,且与Ki67免疫染色呈负相关。此外,还观察到约7天的振荡,这表明宿主免疫系统对治疗的激活可能有助于检测到的反应模式。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ff39/5487991/f6da33386afe/metabolites-07-00020-g001.jpg

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