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Microbiota Analysis Using Two-step PCR and Next-generation 16S rRNA Gene Sequencing
Published on: October 15, 2019
MetAnnotate: function-specific taxonomic profiling and comparison of metagenomes
Pavel Petrenko1, Briallen Lobb1, Daniel A Kurtz1
1Department of Biology, University of Waterloo, 200 University Ave. West, Waterloo, ON, N2L 3G1, Canada.
MetAnnotate identifies specific microbes performing desired functions within metagenomes. This tool enhances microbial community analysis by accurately classifying genes and pathways, saving significant time.
Area of Science:
- Microbiology
- Bioinformatics
- Genomics
Background:
- Metagenomes offer insights into microbial community composition and function.
- Identifying specific taxa responsible for particular functions within metagenomes is challenging.
- Existing methods often struggle to pinpoint organisms linked to specific metabolic pathways.
Purpose of the Study:
- To introduce MetAnnotate, a novel tool for identifying organisms performing specific functions in metagenomic data.
- To enable researchers to answer: "Which organisms perform my function of interest within my metagenome(s) of interest?"
Main Methods:
- MetAnnotate utilizes profile hidden Markov models to analyze shotgun metagenomes.
- It identifies genes and pathways of interest.
- Sequence classification is achieved via phylogenetic placement or a best hit approach, allowing for inter-metagenome comparisons.
Main Results:
- MetAnnotate demonstrates high taxonomic classification accuracy for diverse genes on simulated datasets.
- The tool effectively identifies markers of community abundance and specific biological pathways.
- Analysis of cobalamin synthesis genes in aquatic metagenomes was significantly faster than using the Basic Local Alignment Search Tool (BLAST) top hit approach.
Conclusions:
- MetAnnotate is a versatile, multi-threaded tool available as a local web application or command-line utility for Linux.
- It provides a robust framework for both general and function-specific taxonomic profiling and comparative metagenomic analysis.
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