ArticleMicrobiome2023
MetaPro: a scalable and reproducible data processing and analysis pipeline for metatranscriptomic investigation of microbial communities.
Article in Microbiome, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed.
- Article
- Skin metatranscriptomics reveals a landscape of variation in microbial activity and gene expression across the human body.Nature biotechnology · 2026Article
- Microbial Omics.Progress in molecular and subcellular biology · 2026Review
- RTTAP: Empowering metatranscriptomic data analysis with a read-based total-infectome taxonomic solution.iMetaOmics · 2025Article
- Metatranscriptomics for Understanding the Microbiome in Food and Nutrition Science.Metabolites · 2025Review
- Decoding the Tumor-Associated Microbiota: From Origins to Nanomedicine Applications in Cancer Therapy.Biology · 2025Review
- The Nextflow nf-core/metatdenovo pipeline for reproducible annotation of metatranscriptomes, and more.PeerJ · 2025Article
- Sequencing-based analysis of microbiomes.Nature reviews. Genetics · 2024Review
- Article
- Non-Targeted RNA Sequencing: Towards the Development of Universal Clinical Diagnosis Methods for Human and Veterinary Infectious Diseases.Veterinary sciences · 2024Review
- Commensal protist Tritrichomonas musculus exhibits a dynamic life cycle that induces extensive remodeling of the gut microbiota.The ISME journal · 2024Article
- HiTaxon: a hierarchical ensemble framework for taxonomic classification of short reads.Bioinformatics advances · 2024Article
- The hitchhikers' guide to RNA sequencing and functional analysis.Briefings in bioinformatics · 2023Article
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- Article
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Authors and funding
6 authors.
Funding
Abstract
backgroundWhole microbiome RNASeq (metatranscriptomics) has emerged as a powerful technology to functionally interrogate microbial communities. A key challenge is how best to process, analyze, and interpret these complex datasets. In a typical application, a single metatranscriptomic dataset may comprise from tens to hundreds of millions of sequence reads. These reads must first be processed and filtered for low quality and potential contaminants, before being annotated with taxonomic and functional labels and subsequently collated to generate global bacterial gene expression profiles.
resultsHere, we present MetaPro, a flexible, massively scalable metatranscriptomic data analysis pipeline that is cross-platform compatible through its implementation within a Docker framework. MetaPro starts with raw sequence read input (single-end or paired-end reads) and processes them through a tiered series of filtering, assembly, and annotation steps. In addition to yielding a final list of bacterial genes and their relative expression, MetaPro delivers a taxonomic breakdown based on the consensus of complementary prediction algorithms, together with a focused breakdown of enzymes, readily visualized through the Cytoscape network visualization tool. We benchmark the performance of MetaPro against two current state-of-the-art pipelines and demonstrate improved performance and functionality.
conclusionsMetaPro represents an effective integrated solution for the processing and analysis of metatranscriptomic datasets. Its modular architecture allows new algorithms to be deployed as they are developed, ensuring its longevity. To aid user uptake of the pipeline, MetaPro, together with an established tutorial that has been developed for educational purposes, is made freely available at https://github.com/ParkinsonLab/MetaPro . The software is freely available under the GNU general public license v3. Video Abstract.
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