Identifying accurate metagenome and amplicon software via a meta-analysis of sequence to taxonomy benchmarking studies

Author:

Gardner Paul P.12,Watson Renee J.1,Morgan Xochitl C.3,Draper Jenny L.4,Finn Robert D.5,Morales Sergio E.3,Stott Matthew B.1

Affiliation:

1. Biomolecular Interactions Centre, School of Biological Sciences, University of Canterbury, Christchurch, New Zealand

2. Department of Biochemistry, University of Otago, Dunedin, New Zealand

3. Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand

4. Institute of Environmental Science and Research, Porirua, New Zealand

5. European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK

Abstract

Metagenomic and meta-barcode DNA sequencing has rapidly become a widely-used technique for investigating a range of questions, particularly related to health and environmental monitoring. There has also been a proliferation of bioinformatic tools for analysing metagenomic and amplicon datasets, which makes selecting adequate tools a significant challenge. A number of benchmark studies have been undertaken; however, these can present conflicting results. In order to address this issue we have applied a robustZ-score ranking procedure and a network meta-analysis method to identify software tools that are consistently accurate for mapping DNA sequences to taxonomic hierarchies. Based upon these results we have identified some tools and computational strategies that produce robust predictions.

Funder

Biological Heritage National Science Challenge, New Zealand

Bioprotection Research Centre, the National Science Challenge

Rutherford Discovery Fellowship

Publisher

PeerJ

Subject

General Agricultural and Biological Sciences,General Biochemistry, Genetics and Molecular Biology,General Medicine,General Neuroscience

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