Using Gene Expression Changes for Monitoring Glioblastoma WHO CNS Grade 4 Recurrence: Validation of NGS Candidate Genes via qRT-PCR.

IF 2.4 3区 医学 Q2 BIOLOGY
R Muhtadi, N Schmid, D Bernhardt, G Multhoff, L Hönikl, S E Combs, S M Krieg, J Gempt, M Bernhard, V Barsegian, M Lindemann, M Kasper, S Stewart, M Port, S Eder, C D Diehl, P Ostheim, M Abend
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引用次数: 0

Abstract

Glioblastoma WHO CNS Grade 4 (GBM) is associated with poor prognosis and high recurrence rates despite the current therapeutic interventions. Conventional imaging bears restrictions in detecting tumor recurrence and discriminating it from tissue necrosis and post-operative scar tissues. In a previous study, we conducted a whole-transcriptome screening using next-generation sequencing (NGS) on whole blood samples (n = 33) from seven patients and tumor biopsies to identify tumor-specific gene expression patterns. This revealed downregulation post-surgery, with a return to pre-surgery baseline levels at the time of tumor recurrence. In the screening phase, we were able to identify 374 genes across all patients, and in this study, we aimed to validate the most predictive genes identified in the screening phase using the same samples with qRT-PCR (customized TaqMan array cards). A subset of candidate genes was selected for each patient to reduce the number of screening genes to be validated, resulting in a total of 94 genes for validation using qRT-PCR. All genes were measured in all samples, thus allowing a search for genes methodologically confirming the NGS candidate genes as well as examining qRT-PCR-based gene expression patterns, which were not captured by NGS in certain patients. Filter criteria included a post-surgery fold change (FC) ≤ 0.6 across all or most time points and already cited GBM-related genes. From whole blood, total RNA was isolated, converted into cDNA, and 6,270 gene expression measurements were performed employing custom TaqMan array cards (qRT-PCR). We were able to successfully validate NGS candidate genes for three patients out of seven. Differential gene expression (DGE) of both methods was comparable for these patients (e.g., r2 = 0.76, P < 0.001 for patient #1). Between 38-62% of NGS candidate genes per patient could be successfully validated, but only in patients where the screening comprised ≥20 NGS candidate genes. QRT-PCR also detected tumor recurrence-associated expression patterns in genes that were not captured by NGS, but 2-9-fold more candidates were observed for NGS-selected genes. Furthermore, in a patient receiving additional chemotherapy (CTx) during the tumor recurrence phase, a reduction in DGE of 13 genes was observed. In another patient, DGE indicated recurrence 13 days before radiological examinations confirmed it. The evidence, based on screening and validated, suggests a potential association, but a coincidental link cannot be ruled out. Our findings may point to the possible utility of gene expression measurements in peripheral whole blood as a simplified liquid biopsy method for GBM tumor recurrence. However, further prospective cohort studies with improved control of sampling during clinical follow-up and radiological examinations are needed to strengthen the presumed causality and the clinical value of early gene expression changes as an indicator of tumor recurrence.

利用基因表达变化监测胶质母细胞瘤WHO CNS 4级复发:通过qRT-PCR验证NGS候选基因
尽管目前的治疗干预措施,WHO CNS 4级胶质母细胞瘤(GBM)仍与不良预后和高复发率相关。常规影像学在发现肿瘤复发、与组织坏死和术后瘢痕组织鉴别方面存在局限性。在之前的一项研究中,我们使用下一代测序(NGS)对来自7名患者的全血样本(n = 33)和肿瘤活检进行了全转录组筛选,以确定肿瘤特异性基因表达模式。这揭示了手术后的下调,在肿瘤复发时恢复到手术前的基线水平。在筛选阶段,我们能够在所有患者中鉴定出374个基因,在本研究中,我们的目标是使用qRT-PCR(定制TaqMan阵列卡)验证在筛选阶段鉴定出的最具预测性的基因。为了减少需要验证的筛选基因的数量,我们为每位患者选择了一个候选基因子集,总共有94个基因需要使用qRT-PCR进行验证。在所有样本中测量了所有基因,从而允许在方法学上搜索基因,确认NGS候选基因,并检查基于qrt - pcr的基因表达模式,这些基因在某些患者中未被NGS捕获。筛选标准包括术后折叠变化(FC)在所有或大部分时间点≤0.6,并已引用gbm相关基因。从全血中分离总RNA,转化为cDNA,并使用定制TaqMan阵列卡(qRT-PCR)进行6270个基因表达测量。我们成功地验证了7名患者中的3名NGS候选基因。两种方法的差异基因表达(DGE)在这些患者中具有可比性(例如,r2 = 0.76,患者1的P < 0.001)。每位患者可成功验证38-62%的NGS候选基因,但仅适用于筛选包含≥20个NGS候选基因的患者。QRT-PCR还检测到了未被NGS捕获的基因中肿瘤复发相关的表达模式,但在NGS选择的基因中观察到2-9倍的候选基因。此外,在肿瘤复发期接受额外化疗(CTx)的患者中,观察到13个基因的DGE减少。另一位患者在放射检查证实前13天DGE显示复发。基于筛选和验证的证据表明存在潜在的关联,但不能排除巧合的联系。我们的研究结果可能指出外周全血基因表达测量作为GBM肿瘤复发的简化液体活检方法的可能用途。然而,需要进一步的前瞻性队列研究,在临床随访和影像学检查中改进抽样控制,以加强假定的因果关系和早期基因表达变化作为肿瘤复发指标的临床价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Radiation research
Radiation research 医学-核医学
CiteScore
5.10
自引率
8.80%
发文量
179
审稿时长
1 months
期刊介绍: Radiation Research publishes original articles dealing with radiation effects and related subjects in the areas of physics, chemistry, biology and medicine, including epidemiology and translational research. The term radiation is used in its broadest sense and includes specifically ionizing radiation and ultraviolet, visible and infrared light as well as microwaves, ultrasound and heat. Effects may be physical, chemical or biological. Related subjects include (but are not limited to) dosimetry methods and instrumentation, isotope techniques and studies with chemical agents contributing to the understanding of radiation effects.
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