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脑脊液蛋白质组学分析方法的系统评价

Systematic evaluation of analytical methods for CSF proteomics.

作者信息

Aastha Aastha, Filho Leonardo Jose Monteiro Macedo, Woolman Michael, Ignatchenko Vladimir, Keszei Alexander, Remite-Berthet Gabriela, Mansouri Alireza, Kislinger Thomas

机构信息

University of Toronto.

Penn State Milton S. Hershey Medical Center.

出版信息

Res Sq. 2025 Jul 15:rs.3.rs-7031998. doi: 10.21203/rs.3.rs-7031998/v1.

DOI:10.21203/rs.3.rs-7031998/v1
PMID:40709276
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12288533/
Abstract

Cerebrospinal fluid (CSF) provides a unique window into brain pathology, yet challenges in unbiased mass-spectrometric (MS) discovery persist due to sample complexity and the need for optimized analytical workflows. Multiple laboratory workflows have been developed for CSF proteomics, each with distinct advantages for specific applications. To interrogate which laboratory workflow is most suitable for this biological matrix, we benchmarked five orthogonal sample-preparation strategies-MStern, Proteograph nanoparticle enrichment (Seer), -glycopeptide capture (N-Gp), and two extracellular-vesicle (EV) fractions isolated by differential ultracentrifugation (P20- and P150-EV)-in CSF from 19 patients with central nervous system lymphoma. The protocols span a practical spectrum of input volume (6000-50 μL), hands-on time, and reagent cost, enabling informed method selection for translational applications. In total we performed 82 LC-MS/MS experiments and detected over 38,000 unique peptides and more than 3000 proteins across all modalities. Seer achieved the best proteomic depth (~ 17,000 unique peptides) and the tightest detection across samples, followed by P20-EV (~ 9,000), MStern (~ 5,500), P150-EV (~ 5,000), and N-Gp (~ 1,000). None of the methods introduced systematic bias in peptide or protein isoelectric point or hydrophobicity, yet each selectively highlighted distinct biological niches: P20-EVs favoured mitochondrial signatures, N-Gp capture lysosomal and plasma membrane signatures and Seer enhanced nuclear representation. These findings demonstrate that no single protocol suffices for every research question; instead, workflow selection should align with sample-volume constraints, budget and biological question. Our comparative framework empowers investigators to match CSF proteomics strategies to specific neuro-oncological objectives, thereby accelerating the translation of CSF biomarkers into clinically actionable assays.

摘要

脑脊液(CSF)为了解脑部病理状况提供了一个独特的窗口,但由于样本复杂性以及对优化分析工作流程的需求,在无偏质谱(MS)发现方面仍然存在挑战。已经为脑脊液蛋白质组学开发了多种实验室工作流程,每种流程在特定应用中都有不同的优势。为了探究哪种实验室工作流程最适合这种生物基质,我们对19例中枢神经系统淋巴瘤患者脑脊液中的五种正交样本制备策略进行了基准测试,即MStern、Proteograph纳米颗粒富集(Seer)、N-糖肽捕获(N-Gp)以及通过差速超速离心分离的两个细胞外囊泡(EV)组分(P20-EV和P150-EV)。这些方案涵盖了实际的输入体积范围(6000 - 50 μL)、操作时间和试剂成本,有助于为转化应用做出明智的方法选择。我们总共进行了82次液相色谱 - 质谱/质谱实验,在所有模式下检测到超过38000种独特肽段和3000多种蛋白质。Seer实现了最佳的蛋白质组深度(约17000种独特肽段)以及样本间最紧密的检测,其次是P20-EV(约9000种)、MStern(约5500种)、P150-EV(约5000种)和N-Gp(约1000种)。没有一种方法在肽段或蛋白质的等电点或疏水性方面引入系统偏差,但每种方法都选择性地突出了不同的生物生态位:P20-EV有利于线粒体特征,N-Gp捕获溶酶体和质膜特征,Seer增强了核蛋白的代表性。这些发现表明,没有一种单一方案能满足所有研究问题;相反,工作流程的选择应与样本体积限制、预算和生物学问题相匹配。我们的比较框架使研究人员能够将脑脊液蛋白质组学策略与特定的神经肿瘤学目标相匹配,从而加速脑脊液生物标志物向临床可操作检测方法的转化。

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本文引用的文献

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Cerebrospinal fluid protein biomarkers are associated with response to multiagent intraventricular chemotherapy in patients with CNS lymphoma.脑脊液蛋白质生物标志物与中枢神经系统淋巴瘤患者对多药脑室内化疗的反应相关。
Neurooncol Adv. 2025 Feb 25;7(1):vdaf046. doi: 10.1093/noajnl/vdaf046. eCollection 2025 Jan-Dec.
2
Minimum information for studies of extracellular vesicles (MISEV) as toolbox for rigorous, reproducible and homogeneous studies on extracellular vesicles.细胞外囊泡研究的最低限度信息(MISEV):作为细胞外囊泡严格、可重复且统一研究的工具箱。
Toxicol In Vitro. 2025 Jun;106:106049. doi: 10.1016/j.tiv.2025.106049. Epub 2025 Mar 10.
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Integrated proteomics and N-glycoproteomic characterization of glioblastoma multiform revealed N-glycosylation heterogeneities as well as alterations in sialyation and fucosylation.
多形性胶质母细胞瘤的蛋白质组学和N-糖蛋白质组学综合表征揭示了N-糖基化异质性以及唾液酸化和岩藻糖基化的改变。
Clin Proteomics. 2025 Feb 8;22(1):6. doi: 10.1186/s12014-025-09525-9.
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A hitchhiker's guide to cerebrospinal fluid biomarkers for neuro-oncology.神经肿瘤脑脊液生物标志物指南
Neuro Oncol. 2025 Jun 21;27(5):1165-1179. doi: 10.1093/neuonc/noae276.
5
Neuroinflammation and glycosylation-related cerebrospinal fluid proteins for predicting functional decline in amyotrophic lateral sclerosis: a proteomic study.用于预测肌萎缩侧索硬化症功能衰退的神经炎症和糖基化相关脑脊液蛋白:一项蛋白质组学研究
Front Neurol. 2024 Nov 18;15:1418320. doi: 10.3389/fneur.2024.1418320. eCollection 2024.
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Prostate cancer reshapes the secreted and extracellular vesicle urinary proteomes.前列腺癌重塑分泌型和细胞外囊泡尿液蛋白质组。
Nat Commun. 2024 Jun 13;15(1):5069. doi: 10.1038/s41467-024-49424-5.
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Systematic Review of Cerebrospinal Fluid Biomarker Discovery in Neuro-Oncology: A Roadmap to Standardization and Clinical Application.神经肿瘤学中脑脊液生物标志物发现的系统评价:标准化和临床应用的路线图。
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Comprehensive Prostate Fluid-Based Spectral Libraries for Enhanced Protein Detection in Urine.用于增强尿液中蛋白质检测的基于前列腺液的综合光谱库
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Mass spectrometry-based proteomics of cerebrospinal fluid in pediatric central nervous system malignancies: a systematic review with meta-analysis of individual patient data.基于质谱的小儿中枢神经系统恶性肿瘤脑脊液蛋白质组学:一项基于个体患者数据的系统评价和荟萃分析。
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