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胰岛素样生长因子结合蛋白 2:扩张型心肌病左心室功能障碍的核心生物标志物。

Insulin-like growth factor binding protein 2: a core biomarker of left ventricular dysfunction in dilated cardiomyopathy.

机构信息

Department of Cardiology, The Yongchuan Hospital of Chongqing Medical University, Chongqing, China.

Department of Cardiology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China.

出版信息

Hereditas. 2023 Oct 31;160(1):36. doi: 10.1186/s41065-023-00298-5.

Abstract

BACKGROUND

RNA modifications, especially N6-methyladenosine, N1-methyladenosine and 5-methylcytosine, play an important role in the progression of cardiovascular disease. However, its regulatory function in dilated cardiomyopathy (DCM) remains to be undefined.

METHODS

In the study, key RNA modification regulators (RMRs) were screened by three machine learning models. Subsequently, a risk prediction model for DCM was developed and validated based on these important genes, and the diagnostic efficiency of these genes was assessed. Meanwhile, the relevance of these genes to clinical traits was explored. In both animal models and human subjects, the gene with the strongest connection was confirmed. The expression patterns of important genes were investigated using single-cell analysis.

RESULTS

A total of 4 key RMRs were identified. The risk prediction models were constructed basing on these genes which showed a good accuracy and sensitivity in both the training and test set. Correlation analysis showed that insulin-like growth factor binding protein 2 (IGFBP2) had the highest correlation with left ventricular ejection fraction (LVEF) (R = -0.49, P = 0.00039). Further validation expression level of IGFBP2 indicated that this gene was significantly upregulated in DCM animal models and patients, and correlation analysis validation showed a significant negative correlation between IGFBP2 and LVEF (R = -0.87; P = 6*10). Single-cell analysis revealed that this gene was mainly expressed in endothelial cells.

CONCLUSION

In conclusion, IGFBP2 is an important biomarker of left ventricular dysfunction in DCM. Future clinical applications could possibly use it as a possible therapeutic target.

摘要

背景

RNA 修饰物,尤其是 N6-甲基腺苷、N1-甲基腺苷和 5-甲基胞嘧啶,在心血管疾病的进展中发挥着重要作用。然而,其在扩张型心肌病(DCM)中的调控功能仍未明确。

方法

在这项研究中,三种机器学习模型筛选出关键 RNA 修饰调控因子(RMRs)。随后,基于这些重要基因构建了 DCM 风险预测模型,并进行了验证,评估了这些基因的诊断效率。同时,还探讨了这些基因与临床特征的相关性。在动物模型和人类受试者中,均确认了与基因关联最强的基因。使用单细胞分析研究了重要基因的表达模式。

结果

共鉴定出 4 个关键 RMRs。基于这些基因构建的风险预测模型在训练集和测试集均表现出良好的准确性和敏感性。相关性分析表明,胰岛素样生长因子结合蛋白 2(IGFBP2)与左心室射血分数(LVEF)的相关性最高(R=-0.49,P=0.00039)。进一步验证 IGFBP2 的表达水平表明,该基因在 DCM 动物模型和患者中显著上调,且相关性分析验证表明 IGFBP2 与 LVEF 呈显著负相关(R=-0.87;P=6*10)。单细胞分析表明,该基因主要在血管内皮细胞中表达。

结论

总之,IGFBP2 是 DCM 左心室功能障碍的重要生物标志物。未来的临床应用可能将其作为一种潜在的治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abab/10617082/09e6cca1483b/41065_2023_298_Fig1_HTML.jpg

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