综合机器学习和多学科框架确定了类风湿性关节炎和性结肠炎的共享生物标志物
Meili Liu1,2, Jun Ge1,2, Lei Guo1,2
1Hubei Provincial Key Laboratory for Chinese Medicine Resources and Chinese Medicine Chemistry, School of Pharmacy, Hubei University of Chinese Medicine, Wuhan, China.
PloS one
|November 10, 2025
概括
研究人员确定了类风湿性关节炎 (RA) 和性结肠炎 (UC) 中常见的四个关键生物标志物 (DUOX2, IDO1, NPY1R, SELL). 这些发现提供了双重疾病诊断和向治疗的潜力,通过揭示共享的炎症途径.
科学领域:
- 免疫学 免疫学 免疫学
- 基因组学就是基因组学.
- 生物标志物发现发现
背景情况:
- 类风湿性关节炎 (RA) 和性结肠炎 (UC) 是共享免疫病理的慢性炎症性疾病.
- 有限的常见诊断生物标志物阻碍了针对RA和UC的向治疗的开发.
研究的目的:
- 确定类风湿性关节炎 (RA) 和性结肠炎 (UC) 的共享诊断生物标志物.
- 探索常见的免疫病理和RA和UC的潜在治疗点.
主要方法:
- 对公共基因表达数据集的分析,以在RA和UC中找到差异表达基因 (DEG).
- 应用一个具有12个算法的机器学习框架,用于强大的生物标志物选.
- 使用单细胞RNA测序 (scRNA-seq) 和qRT-PCR进行验证.
主要成果:
- 确定了19个共享的DEG,突出显示IL-17信号.
- 优先考虑DUOX2,IDO1,NPY1R和SELL作为具有高诊断性能的关键生物标志物.
- 将局部生物标志物定位到促炎性巨细胞亚群,并注意到VEGF介导的交叉声.
结论:
- DUOX2,IDO1,NPY1R和SELL被提议作为共享的RA-UC生物标志物.
- 这些生物标志物可能与巨细胞驱动的炎症和VEGF信号传递有关.
- 结果提供了对常见病原体和潜在的双重疾病诊断和治疗点的见解.
更多相关视频
09:47Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
Published on: December 15, 2023
1.7K
07:47Author Spotlight: Unveiling Transmembrane Protein Family-Related Markers in Gastric Cancer and Implications for Targeted Therapies
Published on: September 15, 2023
2.1K
相关概念视频
Genome-wide Association Studies-GWAS
15.3K
Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
15.3K
The JAK-STAT Signaling Pathway
11.9K
Several cytokine receptors have tightly bound Janus kinase or JAK proteins attached at their cytosolic tail. Small signaling molecules such as cytokines, growth hormones, or prolactins bind to the cytokine receptors and initiate their dimerization. The dimerization brings the cytosolic JAKs together that trans-phosphorylate and activates each other. The activated JAKs now phosphorylate cytosolic tails of the cytokine receptors, which serve as binding sites for adaptor proteins such as SH2...
11.9K
