Fang Yang , Ling Shi , Sha Su , Yin Li , Hui Chen , Zhongping Liang , Lihong Pang , Ketong Lai
{"title":"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","authors":"Fang Yang , Ling Shi , Sha Su , Yin Li , Hui Chen , Zhongping Liang , Lihong Pang , Ketong Lai","doi":"10.1016/j.bcmd.2025.102957","DOIUrl":null,"url":null,"abstract":"<div><h3>Objective</h3><div>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.</div></div><div><h3>Methods</h3><div>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.</div></div><div><h3>Results</h3><div>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.</div></div><div><h3>Conclusion</h3><div>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.</div></div>","PeriodicalId":8972,"journal":{"name":"Blood Cells Molecules and Diseases","volume":"116 ","pages":"Article 102957"},"PeriodicalIF":1.7000,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"WGCNA and LASSO regression-based selection and validation of microRNA biomarkers of β-thalassemia\",\"authors\":\"Fang Yang , Ling Shi , Sha Su , Yin Li , Hui Chen , Zhongping Liang , Lihong Pang , Ketong Lai\",\"doi\":\"10.1016/j.bcmd.2025.102957\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Objective</h3><div>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.</div></div><div><h3>Methods</h3><div>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.</div></div><div><h3>Results</h3><div>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.</div></div><div><h3>Conclusion</h3><div>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.</div></div>\",\"PeriodicalId\":8972,\"journal\":{\"name\":\"Blood Cells Molecules and Diseases\",\"volume\":\"116 \",\"pages\":\"Article 102957\"},\"PeriodicalIF\":1.7000,\"publicationDate\":\"2025-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Blood Cells Molecules and Diseases\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S107997962500049X\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"HEMATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Blood Cells Molecules and Diseases","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S107997962500049X","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"HEMATOLOGY","Score":null,"Total":0}
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.
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.