Comparing and Evaluating Metagenome Assembly Tools from a Microbiologist's Perspective - Not Only Size Matters!
John Vollmers1, Sandra Wiegand1, Anne-Kristin Kaster1
1Leibniz Institute DSMZ - German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany.
Plos One
|January 19, 2017
Summary
Choosing the right metagenome assembly tool is crucial for analyzing microbial communities. This study evaluates popular tools using real-world data, offering guidance for microbiologists to select the best fit for their research goals and resources.
Area of Science:
- Microbiology
- Bioinformatics
- Computational Biology
Background:
- Next Generation Sequencing (NGS) and metagenomics are vital for studying microbial communities.
- Increasing data output from metagenomics presents computational and bioinformatics challenges.
- A wide array of software tools exists, but selecting appropriate ones is difficult, especially for non-bioinformaticians.
Purpose of the Study:
- To assess common, freely available metagenome assembly tools.
- To provide a guide for the microbiological community on tool selection.
- To evaluate tools based on output statistics, sensitivity, community profile variability, and ease-of-use.
Main Methods:
- Tested publicly available metagenome assembly tools on real Illumina sequencing data.
- Used natural microbial communities from forest soil and algal biofilms of varying complexity.
- Compared assemblers on metrics including output statistics, sensitivity for low-abundance members, and phylogenetic profile reliability.
Main Results:
- Different assembly tools are optimal depending on sample type, computational resources, and research objectives.
- Performance varied across tested assemblers when applied to diverse natural microbial communities.
- Detailed insights into tool principles, pitfalls, user-friendliness, and reliability were generated.
Conclusions:
- Tool selection in metagenomics requires careful consideration of specific research needs and data characteristics.
- This assessment provides practical guidance for microbiologists navigating the landscape of metagenome assembly software.
- Understanding tool limitations and strengths is key to reliable microbial community profiling.
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