Zhao Wei, Zhang Xinyu, Li Feng, Yan Cheng
School of Pharmacy, Key Laboratory of Nano-Carbon Modified Film Technology of Henan Province, Xinxiang University, Xinxiang, 453000, China.
Mol Neurobiol. 2025 Apr;62(4):4922-4934. doi: 10.1007/s12035-024-04542-5. Epub 2024 Nov 4.
Observational studies have revealed associations between levels of plasma and cerebrospinal fluid (CSF) proteins and cognition-related traits. However, these associations may be influenced by confounding factors inherent in observational research. This study aims to identify plasma and CSF proteins associated with intelligence, fluid intelligence score, and cognitive performance through the application of Mendelian randomization (MR). Proteomic quantitative trait locus (pQTL) data for plasma and CSF proteins were sourced from existing genome-wide association study (GWAS). Intelligence, fluid intelligence score, and cognitive performance GWAS summary statistics provided comprehensive data for two-sample MR analysis. Extensive sensitivity analyses, including Steiger testing, reverse MR analysis, and Bayesian co-localization, were conducted to validate associations and identify shared genetic variants. Phenotype scanning explored potential pleiotropic effects. MR analysis identified several proteins in plasma and CSF significantly associated with intelligence, fluid intelligence scores, and cognitive performance. For intelligence, negatively associated proteins in plasma include endoplasmic reticulum aminopeptidase 2 (ERAP2) and secretogranin III (SCG3), while positively associated proteins are myeloperoxidase (MPO), signal regulatory protein alpha (SIRPA), regulator of microtubule dynamics 1 (RMDN1), and endoplasmic reticulum lectin 1 (ERLEC1). In CSF, C1-esterase inhibitor and carboxypeptidase E (CBPE) both exhibited positive associations with intelligence. For fluid intelligence scores, negatively associated proteins in plasma are copine 1 (CPNE1) and SCG3, while positively associated proteins are nudix hydrolase 12 (NUDT12) and RMDN1. In CSF, Macrophage Stimulating Protein (MSP) demonstrated a significant negative impact. For cognitive performance, negatively associated proteins in plasma include ERAP2, tyrosine kinase with immunoglobulin-like and EGF-like domains 1 (TIE1), and SCG3, while positively associated proteins are NUDT12, RMDN1, ERLEC1, and ectonucleotide pyrophosphatase/phosphodiesterase family member 5 (ENPP5). In CSF, C1-esterase inhibitor was positively associated, while MSP and soluble tyrosine kinase with immunoglobulin-like and EGF-like domains 1(sTie-1) showed a negative association. Bayesian co-localization analysis revealed significant genetic overlaps between SIRPA, RMDN1, and ERLEC1 in plasma with intelligence; NUDT12 and SCG3 in plasma with fluid intelligence scores; and TIE1, NUDT12, RMDN1, ERLEC1, and ENPP5 in plasma with cognitive performance. Additionally, significant co-localization was identified between C1-esterase inhibitor and CBPE in CSF with intelligence, as well as between C1-esterase inhibitor and sTie-1 in CSF with cognitive performance. Reverse causality analysis confirmed the causal direction from proteins to cognitive traits. This study identifies specific plasma and CSF proteins that significantly impact intelligence, fluid intelligence scores, and cognitive performance. These proteins could serve as biomarkers and targets for future research and therapeutic interventions aimed at sustaining cognitive abilities and reducing impairment risks.
观察性研究揭示了血浆和脑脊液(CSF)蛋白水平与认知相关特征之间的关联。然而,这些关联可能受到观察性研究中固有混杂因素的影响。本研究旨在通过应用孟德尔随机化(MR)来确定与智力、流体智力得分和认知表现相关的血浆和脑脊液蛋白。血浆和脑脊液蛋白的蛋白质组定量性状位点(pQTL)数据来自现有的全基因组关联研究(GWAS)。智力、流体智力得分和认知表现的GWAS汇总统计数据为两样本MR分析提供了全面的数据。进行了广泛的敏感性分析,包括Steiger检验、反向MR分析和贝叶斯共定位,以验证关联并识别共享的遗传变异。表型扫描探索了潜在的多效性效应。MR分析确定了血浆和脑脊液中的几种蛋白与智力、流体智力得分和认知表现显著相关。对于智力,血浆中呈负相关的蛋白包括内质网氨肽酶2(ERAP2)和分泌粒蛋白III(SCG3),而呈正相关的蛋白是髓过氧化物酶(MPO)、信号调节蛋白α(SIRPA)、微管动力学调节因子1(RMDN1)和内质网凝集素1(ERLEC1)。在脑脊液中,C1酯酶抑制剂和羧肽酶E(CBPE)均与智力呈正相关。对于流体智力得分,血浆中呈负相关的蛋白是Copine 1(CPNE1)和SCG3,而呈正相关的蛋白是Nudix水解酶12(NUDT12)和RMDN1。在脑脊液中,巨噬细胞刺激蛋白(MSP)显示出显著的负面影响。对于认知表现,血浆中呈负相关的蛋白包括ERAP2、具有免疫球蛋白样和EGF样结构域的酪氨酸激酶1(TIE1)和SCG3,而呈正相关的蛋白是NUDT12、RMDN1、ERLEC1和外核苷酸焦磷酸酶/磷酸二酯酶家族成员5(ENPP5)。在脑脊液中,C1酯酶抑制剂呈正相关,而MSP和具有免疫球蛋白样和EGF样结构域的可溶性酪氨酸激酶1(sTie-1)呈负相关。贝叶斯共定位分析揭示了血浆中SIRPA、RMDN1和ERLEC1与智力之间存在显著的遗传重叠;血浆中NUDT12和SCG3与流体智力得分之间存在显著的遗传重叠;血浆中TIE1、NUDT12、RMDN1、ERLEC1和ENPP5与认知表现之间存在显著的遗传重叠。此外,还确定了脑脊液中C1酯酶抑制剂和CBPE与智力之间存在显著的共定位,以及脑脊液中C1酯酶抑制剂和sTie-1与认知表现之间存在显著的共定位。反向因果分析证实了从蛋白质到认知特征的因果方向。本研究确定了对智力、流体智力得分和认知表现有显著影响的特定血浆和脑脊液蛋白。这些蛋白可作为生物标志物和靶点,用于未来旨在维持认知能力和降低损伤风险的研究和治疗干预。