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Published on: June 5, 2016
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Species classifier choice is a key consideration when analysing low-complexity food microbiome data
Aaron M Walsh1,2,3, Fiona Crispie1,2, Orla O'Sullivan1,2
1Teagasc Food Research Centre, Moorepark, Fermoy, Co. Cork, Ireland.
Microbiome
|March 21, 2018
Summary
Shotgun metagenomics analysis of food microbiota showed sequencing platforms performed similarly. Bioinformatics tools, not sequencers, significantly impacted species classification results and accuracy in microbial community analysis.
Area of Science:
- Microbiology
- Bioinformatics
- Genomics
Background:
- Shotgun metagenomics is valuable for analyzing food microbial communities.
- No consensus exists on optimal species classification tools, platforms, or sequencing depth.
- Benchmarking is needed to evaluate high-throughput sequencing platforms for food microbiota analysis.
Purpose of the Study:
- To benchmark Illumina MiSeq, NextSeq 500, and Ion Proton platforms for shotgun metagenomics of food microbiota.
- To assess the impact of sequencing depth and bioinformatic tools on analysis results.
- To compare species classification accuracy, false-positive rates, and metagenome assembly.
Main Methods:
- Sequencing of six kefir DNA samples and one mock community DNA sample.
- Analysis using various bioinformatic tools for species classification and functional profiling.
- Testing the effects of sequencing depth by random subsampling of reads.
Main Results:
- Sequencing platforms showed consistent compositional analysis results across different depths.
- Species classification tools significantly impacted results, with MetaPhlAn2 showing the lowest false-positive rate.
- Metagenome assembly completeness was lower on MiSeq compared to NextSeq and Proton, improving with sequencing depth.
Conclusions:
- Sequencing platforms demonstrated similar performance in shotgun metagenomics of food microbiota.
- Bioinformatic methodology choice had a greater impact on results than the sequencing platform.
- Further optimization of bioinformatic tools is crucial for accurate food microbiota analysis.
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