A Multistep In Silico Approach Identifies Potential Glioblastoma Drug Candidates via Inclusive Molecular Targeting of Glioblastoma Stem Cells

IF 4.6 2区 医学 Q1 NEUROSCIENCES
Nilambra Dogra, Parminder Singh, Ashok Kumar
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引用次数: 0

Abstract

Glioblastoma (GBM) is the highest grade of glioma for which no effective therapy is currently available. Despite extensive research in diagnosis and therapy, there has been no significant improvement in GBM outcomes, with a median overall survival continuing at a dismal 15–18 months. In recent times, glioblastoma stem cells (GSCs) have been identified as crucial drivers of treatment resistance and tumor recurrence, and GBM therapies targeting GSCs are expected to improve patient outcomes. We used a multistep in silico screening strategy to identify repurposed candidate drugs against selected therapeutic molecular targets in GBM with potential to concomitantly target GSCs. Common differentially expressed genes (DEGs) were identified through analysis of multiple GBM and GSC datasets from the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA). For identification of target genes, we selected the genes with most significant effect on overall patient survival. The relative mRNA and protein expression of the selected genes in TCGA control versus GBM samples was also validated and their cancer dependency scores were assessed. Drugs targeting these genes and their corresponding proteins were identified from LINCS database using Connectivity Map (CMap) portal and by in silico molecular docking against each individual target using FDA-approved drug library from the DrugBank database, respectively. The molecules thus obtained were further evaluated for their ability to cross blood brain barrier (BBB) and their likelihood of resulting in drug resistance by acting as p-glycoprotein (p-Gp) substrates. The growth inhibitory effect of these final shortlisted compounds was examined on a panel of GBM cell lines and compared with temozolomide through the drug sensitivity EC50 values and AUC from the PRISM Repurposing Secondary Screen, and the IC50 values were obtained from GDSC portal. We identified RPA3, PSMA2, PSMC2, BLVRA, and HUS1 as molecular targets in GBM including GSCs with significant impact on patient survival. Our results show GSK-2126458/omipalisib, linifanib, drospirenone, eltrombopag, nilotinib, and PD198306 as candidate drugs which can be further evaluated for their anti-tumor potential against GBM. Through this work, we identified repurposed candidate therapeutics against GBM utilizing a GSC inclusive targeting approach, which demonstrated high in vitro efficacy and can prospectively evade drug resistance. These drugs have the potential to be developed as individual or combination therapy to improve GBM outcomes.

Abstract Image

多步骤硅学方法通过胶质母细胞瘤干细胞的包容性分子靶向鉴定潜在的胶质母细胞瘤候选药物
胶质母细胞瘤(GBM)是胶质瘤中级别最高的一种,目前尚无有效的治疗方法。尽管在诊断和治疗方面进行了大量研究,但 GBM 的治疗效果一直没有明显改善,中位总生存期仍然只有令人沮丧的 15-18 个月。近来,胶质母细胞瘤干细胞(GSCs)已被确定为治疗耐药性和肿瘤复发的关键驱动因素,针对GSCs的GBM疗法有望改善患者的预后。我们采用了一种多步骤的硅学筛选策略来确定针对GBM中选定的治疗分子靶点的再用途候选药物,这些靶点具有同时靶向GSCs的潜力。通过分析基因表达总库(GEO)和癌症基因组图谱(TCGA)中的多个GBM和GSC数据集,确定了常见的差异表达基因(DEGs)。为了确定目标基因,我们选择了对患者总生存期影响最大的基因。我们还验证了所选基因在 TCGA 对照组与 GBM 样本中的相对 mRNA 和蛋白表达量,并评估了它们的癌症依赖性评分。利用连接图(CMap)门户网站从 LINCS 数据库中识别了针对这些基因及其相应蛋白质的药物,并使用 DrugBank 数据库中经 FDA 批准的药物库分别与每个靶点进行了硅分子对接。对由此获得的分子进行了进一步评估,以确定它们穿越血脑屏障(BBB)的能力,以及作为 p-糖蛋白(p-Gp)底物而产生耐药性的可能性。通过 PRISM Repurposing Secondary Screen 的药物敏感性 EC50 值和 AUC,以及从 GDSC 门户网站获得的 IC50 值,我们在一组 GBM 细胞系上检测了这些最终入围化合物的生长抑制效果,并与替莫唑胺进行了比较。我们发现 RPA3、PSMA2、PSMC2、BLVRA 和 HUS1 是 GBM(包括 GSCs)中对患者生存有重大影响的分子靶点。我们的研究结果表明,GSK-2126458/奥米帕利、利尼法尼、屈螺酮、艾曲波帕、尼洛替尼和 PD198306 是候选药物,可以进一步评估它们对 GBM 的抗肿瘤潜力。通过这项工作,我们发现了利用GSC包容性靶向方法对GBM进行再利用的候选治疗药物,这些药物在体外表现出很高的疗效,并可望规避耐药性。这些药物有望开发成单独或联合疗法,以改善 GBM 的治疗效果。
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来源期刊
Molecular Neurobiology
Molecular Neurobiology 医学-神经科学
CiteScore
9.00
自引率
2.00%
发文量
480
审稿时长
1 months
期刊介绍: Molecular Neurobiology is an exciting journal for neuroscientists needing to stay in close touch with progress at the forefront of molecular brain research today. It is an especially important periodical for graduate students and "postdocs," specifically designed to synthesize and critically assess research trends for all neuroscientists hoping to stay active at the cutting edge of this dramatically developing area. This journal has proven to be crucial in departmental libraries, serving as essential reading for every committed neuroscientist who is striving to keep abreast of all rapid developments in a forefront field. Most recent significant advances in experimental and clinical neuroscience have been occurring at the molecular level. Until now, there has been no journal devoted to looking closely at this fragmented literature in a critical, coherent fashion. Each submission is thoroughly analyzed by scientists and clinicians internationally renowned for their special competence in the areas treated.
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