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Prophage Hunter: an integrative hunting tool for active prophages
Wenchen Song1,2,3, Hai-Xi Sun1,2, Carolyn Zhang4
1BGI-Shenzhen, Shenzhen 518083, China.
Nucleic Acids Research
|May 23, 2019
Summary
Prophage Hunter identifies active prophages in bacterial genomes using machine learning. This tool enhances phage-bacteria studies and aids in engineering novel phages.
Area of Science:
- Microbiology
- Bioinformatics
- Genomics
Background:
- Active prophages are crucial for understanding phage-bacteria coevolution, phage biology, and developing engineered phages.
- Accurate identification of active prophages from bacterial genomes is essential for these research areas.
Purpose of the Study:
- To develop a novel computational tool, Prophage Hunter, for identifying active prophages within bacterial genomes.
- To improve the accuracy of active prophage prediction compared to existing methods.
- To provide a comprehensive web service for prophage analysis, including extraction, activity evaluation, and functional annotation.
Main Methods:
- Prophage Hunter combines sequence similarity matching with machine learning classification based on genetic features.
- A novel scoring system was developed to enhance prediction accuracy.
- An option to bypass similarity matching was included to facilitate the discovery of novel phages.
Main Results:
- The developed scoring system demonstrated higher accuracy in predicting active prophages on validation datasets compared to current tools.
- Prophage Hunter successfully extracts prophage genomes, evaluates their activity, identifies related phages, and annotates phage proteins.
- The tool offers a user-friendly web service for comprehensive prophage analysis.
Conclusions:
- Prophage Hunter is an accurate and versatile tool for identifying active prophages in bacterial genomes.
- The tool facilitates research in phage biology, phage-bacteria interactions, and phage engineering.
- Prophage Hunter is freely accessible, promoting wider adoption and advancing the field.
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