基于WGCNA和LASSO回归的β-地中海贫血microRNA生物标志物的选择和验证

IF 1.7 4区 医学 Q3 HEMATOLOGY
Fang Yang , Ling Shi , Sha Su , Yin Li , Hui Chen , Zhongping Liang , Lihong Pang , Ketong Lai
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引用次数: 0

摘要

目的探讨胎儿血红蛋白(HbF)上调对重度β-地中海贫血患者治疗效果的影响。然而,调控HbF表达的机制目前尚不清楚。本研究的目的是探索与HbF表达相关的生物标志物和分子机制,以帮助开发新的治疗策略。方法使用GEO数据库的GSE93973数据集。对这些miRNA表达数据进行WGCNA、差异表达和LASSO回归分析,以鉴定中心miRNA。在K-562细胞中进行了选定的枢纽mirna的敲低和过表达,以阐明它们如何影响HbF的表达。结果在WGCNA分析中,与HbF水平关系最密切的模块是粉色模块。生物信息学分析确定miR-19b-3p为枢纽miRNA。当miR-19b-3p在K-562细胞中过表达时,这导致HbF上调,而当它被敲低时,则相反。双荧光素酶报告基因检测证实了miR-19b-3p直接调控SOX6的能力。miR-19b-3p过表达时,SOX6下调,miR-19b-3p敲低后,SOX6上调。在抢救实验中,SOX6的敲低足以部分消除miR-19b-3p敲低对HbF表达的影响。结论这些结果表明miR-19b-3p是通过调节SOX6而与β-地中海贫血中HbF表达相关的核心miRNA,暗示了一种新的HbF诱导机制,可能为β-地中海贫血患者增加HbF提供新的靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
WGCNA and LASSO regression-based selection and validation of microRNA biomarkers of β-thalassemia

Objective

In patients with severe β-thalassemia, fetal hemoglobin (HbF) upregulation may provide an avenue to better therapeutic outcomes. The mechanisms that regulate the expression of HbF, however, are currently unclear. This study was developed with the goal of exploring biomarkers and molecular mechanisms associated with HbF expression to help inform the development of novel therapeutic strategies.

Methods

The GSE93973 dataset from the GEO database was used. These miRNA expression data were subjected to WGCNA, differential expression, and LASSO regression analyses to identify hub miRNAs. The knockdown and overexpression of selected hub miRNAs were performed in K-562 cells to clarify how they affect HbF expression.

Results

In the WGCNA analysis, the module most closely associated with HbF levels was the pink module. Bioinformatics analyses identified miR-19b-3p as the hub miRNA. When miR-19b-3p was overexpressed in K-562 cells, this resulted in HbF upregulation, whereas the opposite was evident when it was knocked down. Dual-luciferase reporter assays confirmed the ability of miR-19b-3p to directly regulate SOX6. SOX6 downregulation was observed when miR-19b-3p was overexpressed, while SOX6 was upregulated following miR-19b-3p knockdown. In rescue experiments, the knockdown of SOX6 was sufficient to partially abrogate the impact of miR-19b-3p knockdown on the expression of HbF.

Conclusion

These results highlight miR-19b-3p as a core miRNA associated with the expression of HbF in β-thalassemia through its ability to regulate SOX6, which allude to a novel mechanism of HbF induction and could provide new targets for increasing HbF in patients with β-thalssemia major.
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来源期刊
CiteScore
4.90
自引率
0.00%
发文量
42
审稿时长
14 days
期刊介绍: Blood Cells, Molecules & Diseases emphasizes not only blood cells, but also covers the molecular basis of hematologic disease and studies of the diseases themselves. This is an invaluable resource to all those interested in the study of hematology, cell biology, immunology, and human genetics.
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