综合生物信息学和机器学习算法揭示了急性心肌梗塞中未展开的蛋白质反应途径和免疫透
Yang Bai1, Zequn Niu2, Zhenyu Yang3
1Department of Anesthesiology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China.
Journal of thoracic disease
|November 18, 2024
概括
展开的蛋白质反应 (UPR) 在急性心肌梗塞 (AMI) 中至关重要. 四个与UPR相关的基因 (CEBPB,ATF3,EIF2S3,TSPYL2) 被确定为AMI的诊断生物标志物.
科学领域:
- 心血管生物学 心血管生物学
- 分子医学是分子医学.
- 基因组学就是基因组学.
背景情况:
- 展开的蛋白质反应 (UPR) 对细胞平衡至关重要,并与心脏病有关.
- 与急性心肌梗塞 (AMI) 相关的基因在急性心肌梗塞 (AMI) 中的特定作用仍然不完全理解.
研究的目的:
- 在AMI的背景下调查UPR的机制和意义.
- 从与UPR相关的基因中确定AMI的潜在诊断生物标志物.
主要方法:
- 从公共数据库下载了AMI和UPR途径的基因表达特征.
- 识别了差异表达基因 (DEGs),并进行了功能注释.
- 利用随机森林和LASSO回归来识别生物标志物,并使用外部数据集验证发现.
主要成果:
- 确定了14个与AMI中UPR途径相关的DEG.
- 选择了CEPBPB,ATF3,EIF2S3和TSPYL2作为关键诊断生物标志物,其AUC为0.939.
- 发现了这些基因与免疫细胞透,特别是中性粒细胞之间的相关性,并根据UPR基因表达确定了两个不同的AMI样本集群.
结论:
- 在心肌梗塞的发病过程中,UPR途径起着重要作用.
- CEBPB,ATF3,EIF2S3和TSPYL2被确定为AMI的新型诊断生物标志物.
- 这些发现为AMI的临床诊断和治疗提供了新的途径.
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