多种机器学习模型,分子亚型和单细胞分析识别了与PANoptosis相关的核心基因及其与克罗恩病亚型的关联
Yi Chen1, Lu Zhang1, Wan-Ying Huang1
1Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, No. 6, Shuangyong Road, Nanning, Guangxi Zhuang Autonomous Region, 530031, China.
Current medicinal chemistry
|October 23, 2024
概括
这项研究开发了一种新的PANoptosis签名来识别克罗恩病 (CD),并揭示了它与NF-κB和MAPK信号传递等炎症和免疫途径的关联.
科学领域:
- 免疫学 免疫学 免疫学
- 遗传学 遗传学是一种遗传学.
- 计算生物学 计算生物学
背景情况:
- 泛光死与炎症性疾病有关.
- 在克罗恩氏病 (CD) 中PANoptosis的作用仍然未被探索.
研究的目的:
- 为了构建用于CD识别的PANoptosis签名.
- 调查CD中PANoptosis背后的生物学机制.
主要方法:
- 利用机器学习算法来构建一个PANoptosis签名.
- 使用集群,丰富分析 (GO,KEGG,GSEA,GSVA) 和scRNA-Seq.
- 评估免疫微环境和细胞通信.
主要成果:
- 一个七基因的PANoptosis签名有效地识别了跨队伍的CD.
- 与PANoptosis相关的不同的CD亚组显示出不同的免疫细胞透和反应.
- 关键的途径包括NF-κB,MAPK,白细胞激活和迁移.
结论:
- 这是第一个为CD建立高效的PANoptosis签名的研究.
- 帕诺普托斯可能通过炎症和免疫路径导致CD的发病.
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