ArticleGigaScience2021
Mantis: flexible and consensus-driven genome annotation.
Article in GigaScience, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
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Who cites it
28 citing papers in PubMed.
- Differential proteomics of bacteria grownmSystems · 2026Article
- From functional annotation to functional meaning in microbiome research.Environmental microbiome · 2026Review
- ProtPen combines sequence- and structure-based approaches to facilitate protein function predictions on a proteome-wide scale.bioRxiv : the preprint server for biology · 2026Article
- Perturbations shift the composition of bacterial DNA carried by virus-like particles in the murine gut microbiome.bioRxiv : the preprint server for biology · 2026Article
- Alternative splicing regulatesiScience · 2026Article
- High-resolution multi-omics enhances prediction and detection of smORF-encoded proteins in the human gut microbiome.Nature communications · 2026Article
- 2Pipe starts with a question: matching you with the correct pipeline for MAG reconstruction.mSystems · 2026Review
- Integrated multi-omics highlights alterations of gut microbiome functions in prodromal and idiopathic Parkinson's disease.Microbiome · 2025Article
- Human gut microbiome gene co-expression network reveals a loss in taxonomic and functional diversity in Parkinson's disease.NPJ biofilms and microbiomes · 2025Article
- The microbiologist's guide to metaproteomics.iMeta · 2025Review
- Lineage-specific microbial protein prediction enables large-scale exploration of protein ecology within the human gut.Nature communications · 2025Article
- Dietary protein source alters gut microbiota composition and function.The ISME journal · 2025Article
- Article
- Microbial communities reveal niche partitioning across the slope and bottom zones of the challenger deep.Environmental microbiology reports · 2024Article
- Forecasting the dynamics of a complex microbial community using integrated meta-omics.Nature ecology & evolution · 2024Article
- Functional prediction of proteins from the human gut archaeome.ISME communications · 2024Article
- First genome-scale insights into the virulence of the snow mold causal fungus Microdochium nivale.IMA fungus · 2023Article
- A toolbox of machine learning software to support microbiome analysis.Frontiers in microbiology · 2023Review
- The GEN-ERA toolbox: unified and reproducible workflows for research in microbial genomics.GigaScience · 2022Article
- binny: an automated binning algorithm to recover high-quality genomes from complex metagenomic datasets.Briefings in bioinformatics · 2022Article
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Authors and funding
5 authors.
Funding
Abstract
backgroundThe rapid development of the (meta-)omics fields has produced an unprecedented amount of high-resolution and high-fidelity data. Through the use of these datasets we can infer the role of previously functionally unannotated proteins from single organisms and consortia. In this context, protein function annotation can be described as the identification of regions of interest (i.e., domains) in protein sequences and the assignment of biological functions. Despite the existence of numerous tools, challenges remain in terms of speed, flexibility, and reproducibility. In the big data era, it is also increasingly important to cease limiting our findings to a single reference, coalescing knowledge from different data sources, and thus overcoming some limitations in overly relying on computationally generated data from single sources.
resultsWe implemented a protein annotation tool, Mantis, which uses database identifiers intersection and text mining to integrate knowledge from multiple reference data sources into a single consensus-driven output. Mantis is flexible, allowing for the customization of reference data and execution parameters, and is reproducible across different research goals and user environments. We implemented a depth-first search algorithm for domain-specific annotation, which significantly improved annotation performance compared to sequence-wide annotation. The parallelized implementation of Mantis results in short runtimes while also outputting high coverage and high-quality protein function annotations.
conclusionsMantis is a protein function annotation tool that produces high-quality consensus-driven protein annotations. It is easy to set up, customize, and use, scaling from single genomes to large metagenomes. Mantis is available under the MIT license at https://github.com/PedroMTQ/mantis.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.