ArticleBMC genomics2017
Optimizing and evaluating the reconstruction of Metagenome-assembled microbial genomes.
Article in BMC genomics, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers.
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Who cites it
36 citing papers in PubMed.
- Deciphering the etiology of the 2024 outbreak of undiagnosed febrile illness in Panzi, Democratic Republic of the Congo.Nature medicine · 2026Article
- The epidermal ecotone: a proposed model system for marine viral ecology at the animal-environmental interface.NPJ biofilms and microbiomes · 2026Review
- A Biosynthetic and Taxonomic Atlas of the Global Lichen Holobiont.Environmental microbiology · 2025Article
- A holistic genome dataset of bacteria and archaea of mangrove sediments.GigaScience · 2025Article
- Biomimetic COEnvironmental science & technology · 2024Article
- Simulation of 69 microbial communities indicates sequencing depth and false positives are major drivers of bias in prokaryotic metagenome-assembled genome recovery.PLoS computational biology · 2024Article
- Solving genomic puzzles: computational methods for metagenomic binning.Briefings in bioinformatics · 2024Review
- From germline genome to highly fragmented somatic genome: genome-wide DNA rearrangement during the sexual process in ciliated protists.Marine life science & technology · 2024Article
- Article
- Baseline metagenome-assembled genome (MAG) data of Sikkim hot springs from Indian Himalayan geothermal belt (IHGB) showcasing its potential CAZymes, and sulfur-nitrogen metabolic activity.World journal of microbiology & biotechnology · 2023Article
- Stingray epidermal microbiomes are species-specific with local adaptations.Frontiers in microbiology · 2023Article
- Epidermal Microbiomes of Leopard Sharks (Microorganisms · 2022Article
- Metagenome-Assembled Genomes ofJournal of microbiology and biotechnology · 2022Article
- How Metagenomics Has Transformed Our Understanding of Bacteriophages in Microbiome Research.Microorganisms · 2022Review
- Introduction to the principles and methods underlying the recovery of metagenome-assembled genomes from metagenomic data.MicrobiologyOpen · 2022Review
- The functional evolution of termite gut microbiota.Microbiome · 2022Article
- Metagenome-assembled genomes of phytoplankton microbiomes from the Arctic and Atlantic Oceans.Microbiome · 2022Article
- Assessment of Hydrocarbon Degradation Potential in Microbial Communities in Arctic Sea Ice.Microorganisms · 2022Article
- EvaluatingMicrobiology spectrum · 2021Article
- Elasmobranch microbiomes: emerging patterns and implications for host health and ecology.Animal microbiome · 2021Review
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Authors and funding
12 authors.
Funding
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Abstract
backgroundMicrobiome/host interactions describe characteristics that affect the host's health. Shotgun metagenomics includes sequencing a random subset of the microbiome to analyze its taxonomic and metabolic potential. Reconstruction of DNA fragments into genomes from metagenomes (called metagenome-assembled genomes) assigns unknown fragments to taxa/function and facilitates discovery of novel organisms. Genome reconstruction incorporates sequence assembly and sorting of assembled sequences into bins, characteristic of a genome. However, the microbial community composition, including taxonomic and phylogenetic diversity may influence genome reconstruction. We determine the optimal reconstruction method for four microbiome projects that had variable sequencing platforms (IonTorrent and Illumina), diversity (high or low), and environment (coral reefs and kelp forests), using a set of parameters to select for optimal assembly and binning tools.
methodsWe tested the effects of the assembly and binning processes on population genome reconstruction using 105 marine metagenomes from 4 projects. Reconstructed genomes were obtained from each project using 3 assemblers (IDBA, MetaVelvet, and SPAdes) and 2 binning tools (GroopM and MetaBat). We assessed the efficiency of assemblers using statistics that including contig continuity and contig chimerism and the effectiveness of binning tools using genome completeness and taxonomic identification.
resultsWe concluded that SPAdes, assembled more contigs (143,718 ± 124 contigs) of longer length (N50 = 1632 ± 108 bp), and incorporated the most sequences (sequences-assembled = 19.65%). The microbial richness and evenness were maintained across the assembly, suggesting low contig chimeras. SPAdes assembly was responsive to the biological and technological variations within the project, compared with other assemblers. Among binning tools, we conclude that MetaBat produced bins with less variation in GC content (average standard deviation: 1.49), low species richness (4.91 ± 0.66), and higher genome completeness (40.92 ± 1.75) across all projects. MetaBat extracted 115 bins from the 4 projects of which 66 bins were identified as reconstructed metagenome-assembled genomes with sequences belonging to a specific genus. We identified 13 novel genomes, some of which were 100% complete, but show low similarity to genomes within databases.
conclusionsIn conclusion, we present a set of biologically relevant parameters for evaluation to select for optimal assembly and binning tools. For the tools we tested, SPAdes assembler and MetaBat binning tools reconstructed quality metagenome-assembled genomes for the four projects. We also conclude that metagenomes from microbial communities that have high coverage of phylogenetically distinct, and low taxonomic diversity results in highest quality metagenome-assembled genomes.
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