中国人群心房颤动的发病机制和潜在诊断生物标志物:一项基于生物信息学的研究。

Xize Wu, Yue Li, Jiaxiang Pan, Jian Kang, Xue Pan, Chentian Xue, Lihong Gong
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引用次数: 0

摘要

目的:基于生物信息学探索心房颤动的发病机制和潜在生物标志物:基于生物信息学探索心房颤动的发病机制和潜在生物标志物:通过差异表达分析和加权基因共表达网络分析,从GSE41177和GSE79768数据库(使用中国原产组织样本的平台)中获得与心房颤动相关的差异表达基因和模块基因,通过交叉获得候选中枢基因,并在性别分层后获得中枢基因。随后,进行了功能富集分析和免疫浸润分析。根据中枢基因构建了四个机器学习模型,并选择最优模型构建了预测提名图,利用校准曲线和决策曲线验证了提名图的预测能力。最后,在DGIdb数据库中筛选了潜在的心房颤动治疗药物:功能富集分析表明,心房颤动的发病机制与炎症反应、免疫反应以及免疫和感染性疾病密切相关。经过性别分类筛选,得到了四个具有泛化作用的中枢基因(TYROBP、FCER1G、EVI2B和SOD2)和两个在男性(PILRA和SLC35G3)和女性(HLA-DRA和GATP)心房颤动患者中特异表达的基因。极梯度增强模型具有令人满意的诊断效果,基于枢纽基因、男性重要变量(PILRA、SLC35G3 和 SOD2)和女性重要变量(FCER1G、SOD2 和 TYROBP)构建的提名图具有令人满意的预测能力。免疫浸润分析表明,心房颤动患者的免疫浸润微环境紊乱,浆细胞、中性粒细胞和γδT细胞的丰度较高,男性中性粒细胞和女性静止肥大细胞的丰度较高。通过数据库和文献筛选,获得了两种治疗心房颤动的潜在药物,即丙戊酸和甲氨蝶呤:结论:心房颤动的发病机制与炎症和免疫反应密切相关,心房颤动患者心房组织中免疫细胞浸润心肌细胞的微环境紊乱。TYROBP、FCER1G、EVI2B和SOD2是潜在的心房颤动诊断生物标志物;PILRA和SLC35G3是潜在的男性心房颤动特异性诊断生物标志物,可有效预测心房颤动的发病风险,也是治疗心房颤动的潜在靶点。
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[Pathogenesis and potential diagnostic biomarkers of atrial fibrillation in Chinese population: a study based on bioinfor-matics].

Objectives: To explore the pathogenesis and potential biomarkers of atrial fibrillation based on bioinformatics.

Methods: Differentially expressed genes and module genes related to atrial fibrillation were obtained from GSE41177 and GSE79768 datasets (Chinese-origin tissue samples) through differential expression analysis and weighted gene co-expression network analysis. Candidate hub genes were obtained by taking intersections, and hub genes were obtained after gender stratification. Subsequently, functional enrichment analysis and immune infiltration analysis were performed. Four machine learning models were constructed based on the hub genes, and the optimal model was selected to construct a prediction nomogram. The prediction ability of the nomogram was verified using calibration curves and decision curves. Finally, potential therapeutic drugs for atrial fibrillation were screened from the DGIdb database.

Results: A total of 67 differentially expressed genes and 65 module genes related to atrial fibrillation were identified. Functional enrichment analysis indicated that the pathogenesis of atrial fibrillation was closely related to inflammatory response, immune response, and immune and infectious diseases. Four common hub genes (TYROBP, FCER1G, EVI2B and SOD2), and two genes specifically expressed in male (PILRA and SLC35G3) and female (HLA-DRA and GATP) patients with atrial fibrillation were obtained after gender-segregated screening. The extreme gradient boosting model had satisfactory diagnostic efficiency, and the nomogram constructed based on the hub genes, male significant variables (PILRA, SLC35G3 and SOD2), and female significant variables (FCER1G, SOD2 and TYROBP) had satisfactory predictive ability. Immune infiltration analysis demonstrated a disturbed immune infiltration microenvironment in atrial fibrillation with a higher abundance of plasma cells, neutrophils, and γδT cells, with a higher abundance of neutrophils in males and resting mast cells in females. Two potential drugs for the treatment of atrial fibrillation, valproic acid and methotrexate, were obtained by database and literature screening.

Conclusions: The pathogenesis of atrial fibrillation is closely related to inflammation and immune response, and the microenvironment of immune cell infiltration of cardiomyocytes in the atrial tissue of patients with atrial fibrillation is disordered. TYROBP, FCER1G, EVI2B and SOD2 serve as potential diagnostic biomarkers of atrial fibrillation; PILRA and SLC35G3 serve as potential specific diagnostic biomarkers of atrial fibrillation in the male population, which can effectively predict the risk of atrial fibrillation development and are also potential targets for the treatment of atrial fibrillation.

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