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Published on: May 27, 2021
Text Mining Protocol to Retrieve Significant Drug-Gene Interactions from PubMed Abstracts
Sadhanha Anand1, Oviya Ramalakshmi Iyyappan2, Sharanya Manoharan3
1Department of Biomedical Engineering, PSG College of Technology, Coimbatore, Tamilnadu, India.
This study explores computational methods, including text mining, to accelerate the identification of drug-gene targets for disease treatment. It aims to improve drug discovery by analyzing biomedical literature for drug-gene interactions.
Area of Science:
- Genomics and Molecular Biology
- Pharmacology and Drug Discovery
- Bioinformatics
Background:
- Cellular processes rely on genes and proteins; disruptions cause genetic diseases.
- External factors and infections also lead to diseases, despite individual immunogenicity.
- Identifying drug targets within biological pathways is crucial for drug discovery.
Purpose of the Study:
- To investigate computational approaches for identifying drug-gene interactions.
- To explore the use of text mining in accelerating drug target discovery.
- To analyze how identified drug-gene information can be utilized for drug interaction studies.
Main Methods:
- Utilizing computational approaches for drug target identification.
- Employing text mining techniques on vast biomedical literature.
- Analyzing relationships between drugs, diseases, genes, and proteins.
Main Results:
- Computational methods offer speed and efficiency compared to traditional drug discovery.
- Text mining effectively aids in identifying potential drug-gene targets.
- Extracted information facilitates the review of disease components and drug-disease-gene relationships.
Conclusions:
- Computational and text mining approaches are essential for efficient drug discovery.
- Identifying drug-gene interactions is key to understanding and exploring drug interactions.
- This research aids in the early stages of drug development and target identification.
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