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多发性硬化症(MS)队列中的神经胶质和神经轴突生物标志物

Glial and neuroaxonal biomarkers in a multiple sclerosis (MS) cohort.

作者信息

Kalatha T, Hatzifilippou E, Arnaoutoglou M, Balogiannis S, Koutsouraki E

机构信息

A Neurology Clinic, AHEPA Hospital, Aristotle University of Thessaloniki, Greece.

出版信息

Hell J Nucl Med. 2019 Sep-Dec;22 Suppl 2:113-121.

Abstract

BACKGROUND

The desire to treat patients with MS early and to target the correct therapy to patients is hampered by a lack of useful prognostic biomarkers that can predict disease progression, severity, and responses to treatment. In addition, clinical trials of new drugs require biomarkers that can predict response to therapy over the course of a few years trial. These biomarkers need to be rapid, relatively inexpensive, and have the potential to be uniformly administered across multiple centres and clinicians. To date, there have been many studies into potential biomarkers for MS. Only serial Magnetic Resonance Imaging (MRI) have emerged as having clinical utility in longitudinal or prospective studies. Small cohort, cross-sectional studies and moderate cohort longitudinal studies have provided a panel of possible biomarkers for MS. Neurofilament light (NfL-l) protein is the light subunit of a structural component in the neuronal axons and increased levels in the cerebrospinal fluid (CSF) reflect axonal degeneration. Tau protein is a microtubule binding protein that contributes to the stability of microtubules. The binding of tau to microtubules is reduced by increases in the phosphorylation state of tau. Hyperphosphorylation of tau disrupts microtubules and leads to degeneration of neurons. Detection of NfL-l protein, tau and phospho tau protein in the CSF in considered to reflect the degree of axonal damage in the central nervous system. Glial fibrillary acidic protein (GFAP) is secreted from astrocytic and is a well-established marker of reactive astrogliosis. Extensive astrocytosis leads to the formation of the astroglial scar, that plays a role in the progression of disease.

AIM

The aim of the study is to test neuronal (as NfL-l, tau and phospho tau) and astrocytic activation biomarkers (GFAP) and correlate with clinical characteristics of multiple sclerosis patients.

METHODS

This observational case-control study included patients with MS and controls with other neurological conditions. The MS patients were separated in two groups: Relapsing patients included patients with Relapsing Remitting MS and CIS (Clinically Isolated Syndrome) while the progressive group included primary (PPMS) and secondary progressive patients (SPMS). CSF was collected according to international standards of collection and storage for biomarkers. CSF levels of b-amyloid, tau, phospho tau, NfL and GFAP were determined using enzyme-linked immunosorbent assay. EDSS (Expanded Disability Status Scale) was performed by a neurostatus trained and certified neurologist. The clinical data (sex, age, duration of disease, type of disease, EDSS, previous disease modifying therapy, previous use of steroids and previous use of statins) of the patients were correlated with the measured proteins. There are available studies that showed reduced levels in CSF NfL-l after natalizumab use and serum NfL-l after fingolimod use, hence patients of high efficacy medication as monoclonal antibody natalizumab were excluded from the study and fingolimod patients were kept to a minimum. Follow up EDSS was measured 6-12 months after sampling. We present normally distributed variables using means and standard deviations and non-normally distributed variables using medians along with their ranges. Spearman's correlation coefficients were used to analyse correlations between the CSF's biomarker concentrations, and both unadjusted and Bonferroni adjusted p-values are reported. Orthogonal projection to latent structure discriminant analysis (OPLS-DA) was also used to find differences in terms of CSF metabolites between the relapsing and remitting patients [CIS, RR, PR versus PP, SP patients]. The OPLS-DA algorithm finds the projection direction, score vector, that gives the largest covariance between the variables and the pre-defined classes (i.e. relapsing and remitting phases) and that maximizes the separation between the classes. The variables that are found to have an influence on the projection (VIP: Variable importance on the projection plots) and that contribute to discriminate between the classes are summarized in a VIP bar-plot. The higher the VIP bar, the more influential is the variable on the model. We used linear regression to examine the association of the biomarkers with EDSS-change, :adjusting for age. A global validation test was used in each model to examine if the assumptions are met. All statistical analyses were performed in R.

RESULTS

87 MS patients (aged 41.1±11.96) enrolled in the study and 21 controls (aged 44.17±12.8). The female/male ratio was 8 females/12 males in the controls and 64 females/20 males in the patients' group. From the patients' cohort 86% (75 patients) were relapsing forms and 14% (12 patients) were progressive forms of the disease. From the total sample 60 patients had disease duration more than a year and 48 less or equal to 1 year. 31 (28.9%) patients had received prior corticosteroid course and 15 patients (13.9%) had prior statin use. In the MS cohort 31 patients (28.7%) had received previous first line disease modifying treatment. The EDSS that showed mild disability without effect of mobility on grades below 4, affected the majority of the sample with EDSS 1-3 in 70% of the patients. 27% of the patients had EDSS scale score 3.5-6.

摘要

背景

缺乏能够预测疾病进展、严重程度及治疗反应的实用预后生物标志物,这阻碍了早期治疗多发性硬化症(MS)患者并为其选择正确治疗方法的进程。此外,新药临床试验需要能够在数年试验过程中预测治疗反应的生物标志物。这些生物标志物需要检测迅速、成本相对低廉,并且有潜力在多个中心和临床医生中统一应用。迄今为止,已经对MS的潜在生物标志物进行了许多研究。只有系列磁共振成像(MRI)在纵向或前瞻性研究中显示出具有临床实用性。小型队列、横断面研究以及适度队列纵向研究已经提供了一组MS可能的生物标志物。神经丝轻链(NfL-l)蛋白是神经元轴突中一种结构成分的轻链亚基,脑脊液(CSF)中其水平升高反映轴突变性。 Tau蛋白是一种微管结合蛋白,有助于微管的稳定性。tau与微管的结合会因tau磷酸化状态的增加而减少。tau的过度磷酸化会破坏微管并导致神经元变性。检测CSF中的NfL-l蛋白、tau和磷酸化tau蛋白被认为可反映中枢神经系统中的轴突损伤程度。胶质纤维酸性蛋白(GFAP)由星形胶质细胞分泌,是反应性星形胶质细胞增生的公认标志物。广泛的星形细胞增生会导致星形胶质瘢痕形成,这在疾病进展中起作用。

目的

本研究的目的是检测神经元(如NfL-l、tau和磷酸化tau)和星形胶质细胞激活生物标志物(GFAP),并将其与MS患者的临床特征相关联。

方法

这项观察性病例对照研究纳入了MS患者和患有其他神经系统疾病的对照。MS患者分为两组:复发组包括复发缓解型MS患者和临床孤立综合征(CIS)患者,而进展组包括原发性(PPMS)和继发性进展型患者(SPMS)。根据生物标志物收集和储存的国际标准收集CSF。使用酶联免疫吸附测定法测定CSF中β-淀粉样蛋白、tau、磷酸化tau、NfL和GFAP的水平。扩展残疾状态量表(EDSS)由经过神经状态培训并获得认证的神经科医生进行评估。患者的临床数据(性别、年龄、病程、疾病类型、EDSS、既往疾病修饰治疗、既往使用类固醇和既往使用他汀类药物)与所测蛋白质相关。现有研究表明,使用那他珠单抗后CSF中NfL-l水平降低,使用芬戈莫德后血清NfL-l水平降低,因此本研究排除了使用高效药物如单克隆抗体那他珠单抗的患者,并尽量减少芬戈莫德患者。在采样后6 - 12个月测量随访EDSS。我们使用均值和标准差呈现正态分布变量,使用中位数及其范围呈现非正态分布变量。使用Spearman相关系数分析CSF生物标志物浓度之间的相关性,并报告未调整和Bonferroni调整的p值。还使用正交投影到潜在结构判别分析(OPLS-DA)来发现复发和缓解患者[CIS、RR、PR与PP、SP患者]之间CSF代谢物方面的差异。OPLS-DA算法找到投影方向、得分向量,该向量在变量与预定义类别(即复发和缓解阶段)之间给出最大协方差,并使类别之间的分离最大化。在VIP条形图中总结了对投影有影响(VIP:投影图上的变量重要性)并有助于区分类别的变量。VIP条形越高,该变量对模型的影响越大。我们使用线性回归来检验生物标志物与EDSS变化的关联,并对年龄进行调整。在每个模型中使用全局验证测试来检查假设是否满足。所有统计分析均在R中进行。

结果

87名MS患者(年龄41.1±11.96)纳入本研究,21名对照(年龄44.17±12.8)。对照组中女性/男性比例为8名女性/12名男性,患者组中为64名女性/20名男性。在患者队列中,86%(75名患者)为复发型,14%(12名患者)为疾病的进展型。在整个样本中,60名患者病程超过一年,48名患者病程小于或等于一年。31名(28.9%)患者曾接受过皮质类固醇疗程治疗,15名患者(13.9%)曾使用过他汀类药物。在MS队列中,31名患者(28.7%)曾接受过先前的一线疾病修饰治疗。EDSS显示轻度残疾,在4级以下对活动能力无影响,大多数样本患者的EDSS为1 - 3级,占70%。27%的患者EDSS量表评分为3.5 - 6。

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