抑郁症中的骨髓免疫重塑:TNF/NF-κB介导的白细胞再分配和可解释的预测模型的构建
Weihao Zhu1, Rui Shi2, Xiang Li2
1Hebei Medical University Postdoctoral Research Station in Basic Medicine, No. 361 Zhongshan Dong Road, 050017 Shijiazhuang, China; Hebei Key Laboratory of Forensic Medicine, Collaborative Innovation Center of Forensic Medical Molecular Identification, College of Forensic Medicine, Hebei Medical University, No. 361 Zhongshan Dong Road, 050017 Shijiazhuang, China.
环境压力会通过神经免疫路径引发抑郁症. 这项研究确定了免疫细胞的关键变化, 并建议进行血液检测以预测抑郁风险.
科学领域:
- 神经科学
- 免疫学
- 遗传学
背景情况:
- 环境压力通过神经免疫相互作用与抑郁症有关.
- 压力引起的抑郁症的分子机制和诊断生物标志物尚不清楚.
研究的目的:
- 在心理压力小鼠模型中研究免疫失调.
- 确定分子机制并开发压力诱导抑郁症的预测模型.
主要方法:
- 血液细胞概况,转录组学和蛋白质相互作用网络的综合分析.
- 单细胞RNA测序和药理干预
- 机器学习模型 (随机森林,SHAP) 用于预测生物标志物的发现.
主要成果:
- 压力诱导中性粒细胞增加和淋巴细胞减少, 与抑郁行为相关.
- 在免疫和炎症途径中鉴定出127个差异表达的基因.
- 发现了驱动白细胞再分配的关键枢纽基因 (Rel,Cd274,Icam1,Tnf,Maff,Nfkbia).
- 抑制TNF/ NF- kB通路改善了免疫失衡和抑郁行为.
- 使用血细胞参数开发了一个具有91.60%准确性的预测模型.
- 确定了RDW,MOPCT,PLTSI,SII和NPR作为重要的预测生物标志物.
结论:
- 骨髓免疫重塑在压力引起的抑郁症中起着至关重要的作用.
- 多参数外周血液分析为预测抑郁症提供了一种可行的策略.
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