Department of Paediatrics and Adolescent Medicine, Rigshospitalet, Copenhagen, Denmark.
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
Fluids Barriers CNS. 2024 Feb 13;21(1):14. doi: 10.1186/s12987-024-00515-x.
The cerebrospinal fluid (CSF) proteome could offer important insights into central nervous system (CNS) malignancies. To advance proteomic research in pediatric CNS cancer, the current study aims to (1) evaluate past mass spectrometry-based workflows and (2) synthesize previous CSF proteomic data, focusing on both qualitative summaries and quantitative re-analysis. MAIN: In our analysis of 11 studies investigating the CSF proteome in pediatric patients with acute lymphoblastic leukemia (ALL) or primary brain tumors, we observed significant methodological variability. This variability negatively affects comparative analysis of the included studies, as per GRADE criteria for quality of evidence. The qualitative summaries covered 161 patients and 134 non-tumor controls, while the application of validation cohort varied among the studies. The quantitative re-analysis comprised 15 B-ALL vs 6 "healthy" controls and 15 medulloblastoma patients vs 22 non-tumor controls. Certain CSF proteins were identified as potential indicators of specific malignancies or stages of neurotoxicity during chemotherapy, yet definitive conclusions were impeded by inconsistent data. There were no proteins with statistically significant differences when comparing cases versus controls that were corroborated across studies where quantitative reanalysis was feasible. From a gene ontology enrichment, we observed that age disparities between unmatched case and controls may mislead to protein correlations more indicative of age-related CNS developmental stages rather than neuro-oncological disease. Despite efforts to batch correct (HarmonizR) and impute missing values, merging of dataset proved unfeasible and thereby limited meaningful data integration across different studies.
Infrequent publications on rare pediatric cancer entities, which often involve small sample sizes, are inherently prone to result in heterogeneous studies-particularly when conducted within a rapidly evolving field like proteomics. As a result, obtaining clear evidence, such as CSF proteome biomarkers for CNS dissemination or early-stage neurotoxicity, is currently impractical. Our general recommendations comprise the need for standardized methodologies, collaborative efforts, and improved data sharing in pediatric CNS malignancy research. We specifically emphasize the possible importance of considering natural age-related variations in CSF due to different CNS development stages when matching cases and controls in future studies.
脑脊液(CSF)蛋白质组学可以为中枢神经系统(CNS)恶性肿瘤提供重要的见解。为了推进儿科 CNS 癌症的蛋白质组学研究,本研究旨在:(1)评估过去基于质谱的工作流程,(2)综合以前的 CSF 蛋白质组学数据,重点是定性总结和定量再分析。
在对 11 项研究的分析中,这些研究调查了儿科急性淋巴细胞白血病(ALL)或原发性脑肿瘤患者的 CSF 蛋白质组,我们观察到了显著的方法学变异性。根据证据质量的 GRADE 标准,这种变异性会对纳入研究的比较分析产生负面影响。定性总结涵盖了 161 名患者和 134 名非肿瘤对照,而研究中验证队列的应用存在差异。定量再分析包括 15 例 B-ALL 与 6 例“健康”对照,以及 15 例髓母细胞瘤患者与 22 例非肿瘤对照。某些 CSF 蛋白被确定为特定恶性肿瘤或化疗期间神经毒性阶段的潜在标志物,但由于数据不一致,无法得出明确的结论。在可行的定量再分析研究中,没有比较病例与对照时具有统计学显著差异的蛋白质,并且这些差异得到了证实。从基因本体论富集来看,我们观察到,未匹配的病例和对照之间的年龄差异可能会导致更多指示与年龄相关的 CNS 发育阶段而不是神经肿瘤疾病的蛋白相关性。尽管努力进行批量校正(HarmonizR)和缺失值插补,但数据集的合并仍然不可行,从而限制了不同研究之间的有意义的数据集成。
罕见儿科癌症实体的罕见出版物,通常涉及小样本量,本身就容易导致研究结果不一致——尤其是在蛋白质组学等快速发展的领域中进行研究时。因此,目前实际上无法获得明确的证据,例如 CSF 蛋白质组学标志物用于 CNS 播散或早期神经毒性。我们的一般建议包括需要标准化方法、协作努力和改善儿科 CNS 恶性肿瘤研究的数据共享。我们特别强调,在未来的研究中,当匹配病例和对照时,考虑 CSF 中由于不同的 CNS 发育阶段而导致的自然年龄相关变化可能很重要。