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基于生物信息学分析预测钙化性主动脉瓣疾病患者中与免疫浸润和肌成纤维细胞样瓣膜间质细胞相关的关键基因

Predicting key gene related to immune infiltration and myofibroblast-like valve interstitial cells in patients with calcified aortic valve disease based on bioinformatics analysis.

作者信息

Lu Wenyuan, Sun Cheng, Hou Jianfeng

机构信息

Cardiac Surgery Centre, Fuwai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.

出版信息

J Thorac Dis. 2023 Jul 31;15(7):3726-3740. doi: 10.21037/jtd-23-72. Epub 2023 Jul 18.

Abstract

BACKGROUND

Calcified aortic valve disease (CAVD) is the most prevalent valvular disease that can be treated only through valve replacement. We aimed to explore potential biomarkers and the role of immune cell infiltration in CAVD progression through bioinformatics analysis.

METHODS

Differentially ex-pressed genes (DEGs) were screened out based on three microarray datasets: GSE12644, GSE51472 and GSE83453. Gene Ontology (GO) and Kyoto Encyclopaedia of Genes and Genomes (KEGG) pathway enrichment analysis were performed to evaluate gene expression differences. Machine learning algorithms and DEGs were used to screen key gene. We used CIBERSORT to evaluate the immune cell infiltration of CAVD and evaluated the correlation between the biomarkers and infiltrating immune cells. We also compared bioinformatics analysis results with the valve interstitial cells (VICs) gene expression in single-cell RNA sequencing.

RESULTS

Collagen triple helix repeat containing 1 () was identified as the key gene of CAVD. We identified a cell subtype valve interstitial cells-fibroblast, which was closely associated with fibro-calcific progress of aortic valve. highly expressed in the VIC subpopulation. Immune infiltration analysis demonstrated that mast cells, B cells, dendritic cells and eosinophils were involved in pathogenesis of CAVD. Correlation analysis demonstrated that was correlated with mast cells mostly.

CONCLUSIONS

In summary, the study suggested that was a key gene of CAVD and might participate in the potential molecular pathways involved in the connection between infiltrating immune cells and myofibroblast phenotype VICs.

摘要

背景

钙化性主动脉瓣疾病(CAVD)是最常见的瓣膜疾病,只能通过瓣膜置换进行治疗。我们旨在通过生物信息学分析探索CAVD进展中的潜在生物标志物和免疫细胞浸润的作用。

方法

基于三个微阵列数据集:GSE12644、GSE51472和GSE83453筛选差异表达基因(DEG)。进行基因本体论(GO)和京都基因与基因组百科全书(KEGG)通路富集分析以评估基因表达差异。使用机器学习算法和DEG筛选关键基因。我们使用CIBERSORT评估CAVD的免疫细胞浸润,并评估生物标志物与浸润免疫细胞之间的相关性。我们还将生物信息学分析结果与单细胞RNA测序中的瓣膜间质细胞(VIC)基因表达进行了比较。

结果

含胶原三螺旋重复序列1()被鉴定为CAVD的关键基因。我们鉴定出一种细胞亚型瓣膜间质细胞-成纤维细胞,它与主动脉瓣的纤维钙化进展密切相关。在VIC亚群中高表达。免疫浸润分析表明肥大细胞、B细胞、树突状细胞和嗜酸性粒细胞参与了CAVD的发病机制。相关性分析表明与肥大细胞的相关性最高。

结论

总之,该研究表明是CAVD的关键基因,可能参与了浸润免疫细胞与肌成纤维细胞表型VIC之间联系的潜在分子途径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aca5/10407485/e2c4d6eb6e33/jtd-15-07-3726-f1.jpg

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