蛋白质组学
生物标志物发现
生物标志物
生物
污渍
计算生物学
随机森林
生物信息学
医学
信号转导
通路分析
MAPK/ERK通路
脂类学
混淆
串联质谱法
定量蛋白质组学
神经影像学
脑脊液
蛋白质组
串联质量标签
基因表达谱
折叠变化
内科学
免疫印迹
代谢组学
微阵列
诊断生物标志物
癌症研究
病理
作者
Wu-meng Yin,Liu-Chang He,Guang-yi Han,An-ming Li,Hanghang Zhu,Yuan Cao,Xinli Xue,Lei Zhang,Changhe Shi,Yu-ming Xu,Yun-chao Wang
标识
DOI:10.3389/fnagi.2026.1771506
摘要
Objective Cerebral microbleeds (CMBs) are small vascular lesions detectable on MRI and are associated with increased stroke risk and cognitive decline. However, imaging-based diagnosis is limited by cost and accessibility. This study aimed to identify serum protein biomarkers for early CMB diagnosis and to elucidate molecular mechanisms underlying CMB subtypes. Methods We enrolled 43 patients with MRI confirmed CMBs and 38 healthy controls. Serum proteomic profiling used high performance liquid chromatography coupled with tandem mass spectrometry. Differential protein expression and pathway enrichment analyses were performed. Biomarkers were selected using LASSO, support vector machine recursive feature elimination, and random forest algorithms. Validation employed enzyme linked immunosorbent assay ( n = 60) and Western blotting ( n = 8). Results We identified 151 proteins that differed between CMB and control groups. Altered pathways involved inflammation, extracellular matrix remodeling, and lipid metabolism. Five proteins emerged as candidate biomarkers: MMP3, EFEMP1, TIMP1, UMOD, and UBA52. MMP3, EFEMP1, TIMP1, and UMOD showed robust validation performance with AUC values > 0.7, and EFEMP1 positively correlated with CMB burden. Subtype analysis distinguished lobar from deep CMBs, with RCN1, NEO1, and APLP1 effectively discriminating subtypes with AUC values > 0.8. Pathway analysis highlighted MAPK, RAF, and ERK signaling in deep CMBs and IGF signaling in lobar CMBs. Interpretation This study presents the first comprehensive serum proteomic landscape of CMBs and identifies novel biomarkers with potential for noninvasive early diagnosis and subtype differentiation, supporting precision medicine approaches for CMB management. IGF and MAPK pathway signatures suggest mechanistic links between CMB subtypes and neurovascular aging.
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