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与多发性硬化症患者 cladribine 治疗相关的分子特征。

Molecular signature associated with cladribine treatment in patients with multiple sclerosis.

机构信息

Servei de Neurologia, Centre d'Esclerosi Múltiple de Catalunya (Cemcat) Institut de Recerca Vall d'Hebron (VHIR), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Barcelona, Spain.

Ares Trading SA, Eysins, Switzerland, an affiliate of Merck KGaA, Darmstadt, Germany.

出版信息

Front Immunol. 2023 Jul 25;14:1233546. doi: 10.3389/fimmu.2023.1233546. eCollection 2023.

Abstract

INTRODUCTION

Little is known about the molecular profiling associated with the effect of cladribine in patients with multiple sclerosis (MS). Here, we aimed first to characterize the transcriptomic and proteomic profiles induced by cladribine in blood cells, and second to identify potential treatment response biomarkers to cladribine in patients with MS.

METHODS

Gene, protein and microRNA (miRNA) expression profiles were determined by microarrays (genes, miRNAs) and mass spectrometry (proteins) in peripheral blood mononuclear cells (PBMCs) from MS patients after treatment with cladribine in its active and inactive forms. Two bioinformatics approaches to integrate the three obtained datasets were applied: (i) a multiomics discriminant analysis (DIABLO - Data Integration Analysis for Biomarker discovery using Latent variable approaches for Omics studies); and (ii) a multi-stage integration of features selected in differential expression analysis on each dataset and then merged. Selected molecules from the study were quantified by qPCR in PBMCs from MS patients receiving cladribine.

RESULTS

PBMCs treated with cladribine were characterized by a major downregulation of gene, protein, and miRNA expression compared with the untreated cells. An intermediate pattern between the cladribine-treated and untreated conditions was observed in PBMCs treated with cladribine in its inactive form. The differential expression analysis of each dataset led to the identification of four genes and their encoded proteins, and twenty-two miRNAs regulating their expression, that were associated with cladribine treatment. Two of these genes (PPIF and NHLRC2), and three miRNAs (miR-21-5p, miR-30b-5p, and miR-30e-5p) were validated in MS patients treated with cladribine.

DISCUSSION

By using a combination of omics data and bioinformatics approaches we were able to identify a multiomics molecular profile induced by cladribine in PBMCs. We also identified a number of biomarkers that were validated in PBMCs from patients with MS treated with cladribine that have the potential to become treatment response biomarkers to this drug.

摘要

简介

关于氯法拉滨在多发性硬化症(MS)患者中的作用相关的分子谱特征,我们知之甚少。在此,我们首先旨在描述氯法拉滨在血细胞中诱导的转录组和蛋白质组谱,其次是鉴定 MS 患者对氯法拉滨治疗的潜在反应生物标志物。

方法

通过微阵列(基因、miRNA)和质谱(蛋白质)在 MS 患者外周血单个核细胞(PBMC)中检测氯法拉滨的活性和非活性形式治疗后的基因、蛋白质和 microRNA(miRNA)表达谱。应用两种生物信息学方法整合三个获得的数据集:(i)多组学判别分析(DIABLO-使用潜在变量方法进行组学研究的生物标志物发现的数据整合分析);和(ii)在每个数据集的差异表达分析中选择特征的多阶段整合,然后合并。从该研究中选择的分子通过 qPCR 在接受氯法拉滨治疗的 MS 患者的 PBMC 中进行定量。

结果

与未处理的细胞相比,用氯法拉滨处理的 PBMC 表现出基因、蛋白质和 miRNA 表达的主要下调。在用氯法拉滨的非活性形式处理的 PBMC 中观察到介于氯法拉滨处理和未处理条件之间的中间模式。对每个数据集的差异表达分析导致鉴定出四个基因及其编码的蛋白质,以及调节其表达的二十二个 miRNA,这些基因和蛋白质与氯法拉滨治疗相关。在接受氯法拉滨治疗的 MS 患者中验证了其中两个基因(PPIF 和 NHLRC2)和三个 miRNA(miR-21-5p、miR-30b-5p 和 miR-30e-5p)。

讨论

通过使用组学数据和生物信息学方法的组合,我们能够在 PBMC 中鉴定出氯法拉滨诱导的多组学分子谱。我们还鉴定出了一些在接受氯法拉滨治疗的 MS 患者的 PBMC 中验证的生物标志物,这些标志物有可能成为该药物治疗反应的生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8c0b/10408299/c82fafb4edf9/fimmu-14-1233546-g001.jpg

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