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Identification of Rare Bacterial Pathogens by 16S rRNA Gene Sequencing and MALDI-TOF MS
Published on: July 11, 2016
Studying pathogens degrades BLAST-based pathogen identification
Jacob Beal1, Adam Clore2, Jeff Manthey2
1Raytheon BBN, 10 Moulton Street, Cambridge, MA, 02138, USA. jakebeal@ieee.org.
Current biosecurity tools using BLAST may misidentify common biotechnology sequences as pathogens. This highlights the need for specialized biosafety methods to improve accuracy in synthetic biology.
Area of Science:
- Synthetic biology
- Biosecurity
- Bioinformatics
Background:
- Accurate biosecurity assessments of genetic sequences are crucial as synthetic biology advances.
- Current methods often rely on BLAST searches against general databases like NCBI, which were not designed for biosafety.
- Taxonomic errors in databases can lead to misclassifications.
Purpose of the Study:
- To evaluate the accuracy of BLAST for biosecurity determinations.
- To identify limitations of using general databases for classifying genetic sequences.
- To highlight the implications of false positives in biosecurity decision-making.
Main Methods:
- Analysis of BLAST algorithm performance against NCBI nucleic acid and protein databases.
- Focus on false positive rates in taxonomic categorization.
- Examination of commonly used biotechnology tool sequences.
Main Results:
- BLAST searches against NCBI's protein database can incorrectly categorize common biotechnology tool sequences as pathogens or toxins.
- These errors are more prevalent for widely used tools and high-interest pathogens.
- Taxonomic ambiguities in databases contribute significantly to misclassifications.
Conclusions:
- Current biosecurity tools relying on BLAST against general databases are prone to errors.
- The problem is exacerbated for critical pathogens and widely used biotechnologies.
- There is a critical need to develop new, specialized methods for biosafety determinations in synthetic biology.
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