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Prediction Models based on miRNA-disease Relationship: Diagnostic Relevance to Multiple Diseases Including COVID-19
Varruchi Sharma1, Anil K Sharma2, Mukesh Yadav2
1Department of Biotechnology & Bioinformatics, Sri Guru Gobind Singh College, Sector 26 Chandigarh, 160019, India.
Current Pharmaceutical Biotechnology
|October 26, 2022
Summary
MicroRNAs (miRNAs) regulate gene expression and are crucial biomarkers for disease prediction. This review consolidates miRNA prediction methods for identifying disease associations and therapeutic targets.
Area of Science:
- Biochemistry and Molecular Biology
- Genetics and Genomics
- Bioinformatics
Background:
- MicroRNAs (miRNAs) are small, non-coding RNA molecules (20-25 nucleotides) that regulate post-transcriptional gene expression.
- Differential miRNA expression is critical for biological processes like immune function, homeostasis, and infection control.
- Dysregulated miRNAs are implicated in the pathogenesis of various diseases, including viral, bacterial, and chronic conditions like cancer.
Approach:
- A comprehensive literature search was conducted focusing on microRNA-disease prediction.
- A deductive qualitative content analysis was applied to review research outcomes and prediction tools.
- Interventions and methodologies for identifying miRNA-disease relationships were analyzed.
Key Points:
- miRNA prediction methods are vital for understanding disease mechanisms and developing diagnostics and therapeutics.
- This review presents efficient methods for identifying miRNA-mRNA-disease regulatory networks.
- miRNAs show significant potential as diagnostic and prognostic biomarkers for numerous diseases, including COVID-19.
Conclusions:
- miRNA's role in the etiology and pathogenesis of diverse diseases is increasingly recognized.
- Modern bioinformatics tools facilitate the study of miRNA-disease associations.
- miRNA-disease prediction methods highlight the potential of miRNAs as robust biomarkers in clinical studies.
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