Serum Metabolomic Profiling in Possible Early-Stage Multiple Sclerosis: A Targeted 1H-NMR Comparison of OCB Type 1 and Type 2 Patterns

IF 2.7 4区 医学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Pınar Şengül, Ahmet Tarık Baykal, Mustafa Serteser
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引用次数: 0

Abstract

Oligoclonal band (OCB) analysis in cerebrospinal fluid (CSF) remains a cornerstone for the early diagnosis of multiple sclerosis (MS), with recent criteria highlighting the κ-free light chain (κ-FLC) index as a sensitive marker of intrathecal immunoglobulin synthesis. However, both approaches rely on lumbar puncture. To address the need for less invasive tools, this study employed proton nuclear magnetic resonance (1H-NMR)-based serum metabolomics to explore whether peripheral metabolic signatures can distinguish immunophenotypic subgroups, namely OCB Type 1 and Type 2, in patients with suspected early-stage MS. To investigate whether targeted proton nuclear magnetic resonance (1H-NMR) serum metabolomics can differentiate between individuals with OCB Type 1 (no intrathecal synthesis) and OCB Type 2 (definite intrathecal synthesis), as a step toward non-invasive metabolic stratification in possible early-stage MS. Serum samples (n = 49) were classified by OCB profile and analysed using targeted 1H-NMR spectroscopy. All spectra were acquired at 298 K on a Bruker Avance Neo 600 MHz spectrometer. Metabolites were identified using Bruker BioRefCode libraries, and absolute quantification was performed using the ERETIC (Electronic Reference To access In vivo Concentrations) signal. Statistical analysis included age-adjusted univariate tests (t-test or Wilcoxon rank-sum, depending on normality) with false discovery rate (FDR) correction, followed by multivariate analyses including principal component analysis (PCA), partial least squares discriminant analysis (PLS-DA), variable importance in projection (VIP) scores, and ROC-AUC permutations using the pROC package in R. Of the quantified metabolites, Leucine emerged as a robust differentiator, showing significant elevation in OCB Type 2 after both age adjustment and multiple testing correction (p = 0.025, FDR-adjusted; VIP = 2.38; AUC = 0.74), and correlating moderately with the IgG index (r = 0.32, p = 0.026). Histidine, Glycine, Sarcosine, and Succinic acid met VIP > 1.5 thresholds but did not survive FDR correction and are therefore reported as exploratory candidates. This pilot study identifies Leucine as a promising serum biomarker candidate for early intrathecal immune activity. Although additional metabolites showed potential, their findings remain exploratory due to statistical limitations. These results highlight the potential of targeted serum metabolomics as a non-invasive adjunct in early MS risk stratification and support further validation studies incorporating κ-FLC data and longitudinal follow-up.

可能早期多发性硬化症的血清代谢组学分析:1型和2型OCB模式的靶向1H-NMR比较
脑脊液(CSF)中的寡克隆带(OCB)分析仍然是多发性硬化症(MS)早期诊断的基础,最近的标准强调了κ游离轻链(κ-FLC)指数是鞘内免疫球蛋白合成的敏感标志物。然而,这两种方法都依赖于腰椎穿刺。为了满足对微创工具的需求,本研究采用基于质子核磁共振(1H-NMR)的血清代谢组学来探索外周代谢特征是否可以区分免疫表型亚群,即OCB 1型和2型。为了研究靶向质子核磁共振(1H-NMR)血清代谢组学是否可以区分1型OCB(无鞘内合成)和2型OCB(明确鞘内合成),作为对可能的早期ms进行无创代谢分层的一步,血清样本(n = 49)根据OCB谱进行分类,并使用靶向1H-NMR谱进行分析。所有光谱都是在布鲁克Avance Neo 600 MHz光谱仪上在298 K下获得的。使用Bruker BioRefCode文库鉴定代谢物,使用ERETIC (Electronic Reference To access In vivo concentration)信号进行绝对定量。统计分析包括校正错误发现率(FDR)的年龄调整单变量检验(t检验或Wilcoxon秩和,取决于正态性),随后进行多变量分析,包括主成分分析(PCA)、偏最小二乘判别分析(PLS-DA)、投影变量重要性(VIP)评分和使用r中的pROC包进行的ROC-AUC排列。经年龄调整和多重检验校正后,OCB 2型显著升高(p = 0.025,经fdr校正;VIP = 2.38; AUC = 0.74),与IgG指数有中度相关性(r = 0.32, p = 0.026)。组氨酸、甘氨酸、肌氨酸和琥珀酸满足VIP >; 1.5阈值,但未能在FDR校正中存活下来,因此被报道为探索性候选物质。这项初步研究确定亮氨酸作为早期鞘内免疫活性的有希望的血清生物标志物候选物。虽然其他代谢物显示出潜力,但由于统计限制,他们的发现仍然是探索性的。这些结果突出了靶向血清代谢组学作为早期MS风险分层的非侵入性辅助手段的潜力,并支持进一步的验证研究,包括κ-FLC数据和纵向随访。
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来源期刊
Journal of Molecular Neuroscience
Journal of Molecular Neuroscience 医学-神经科学
CiteScore
6.60
自引率
3.20%
发文量
142
审稿时长
1 months
期刊介绍: The Journal of Molecular Neuroscience is committed to the rapid publication of original findings that increase our understanding of the molecular structure, function, and development of the nervous system. The criteria for acceptance of manuscripts will be scientific excellence, originality, and relevance to the field of molecular neuroscience. Manuscripts with clinical relevance are especially encouraged since the journal seeks to provide a means for accelerating the progression of basic research findings toward clinical utilization. All experiments described in the Journal of Molecular Neuroscience that involve the use of animal or human subjects must have been approved by the appropriate institutional review committee and conform to accepted ethical standards.
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