ArticleMicrobiome2016
Metatranscriptomic analysis of diverse microbial communities reveals core metabolic pathways and microbiome-specific functionality.
Article in Microbiome, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 69 papers, 1 of them a synthesis that pooled it.
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Who cites it
69 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A novel microbiome metabolic modulator improves the growth performance of broiler chickens in multiple trials and modulates targeted energy and amino acid metabolic pathways in the cecal metagenome.Poultry science · 2021Pooled it
- Uncovering transcriptional processes in microbial communities adapted to differing saline conditions in salt-weathered historic buildings.Microbiome · 2026Article
- Integrating metagenomics and metatranscriptomics intoThe Journal of general virology · 2026Review
- The Microbiome of an Invasive Antarctic insect, Eretmoptera Murphyi (Diptera: Chironomidae), and its Potential Role in Nutrient Cycling.Microbial ecology · 2026Article
- Probiotic drug interactions in ulcerative colitis: a microbiota and metabolite perspective.Frontiers in microbiology · 2026Review
- Synthetic rhizosphere bacterial communities induce systemic resistance to barley powdery mildew without major shifts in the native bacterial community.Frontiers in microbiology · 2026Article
- Effects of Dietary Baicalin on Growth Performance, Serum Biochemical Parameters, Liver Health, Intestinal Health, and Microbiota of Yellow Catfish (Animals : an open access journal from MDPI · 2025Article
- Environmental variability drives functional plasticity in the gill-associated microbiome of Lithodes santolla: a meta-transcriptomic perspective.Microbiome · 2025Article
- Comparing and optimizing protein extraction methods with different lysis buffers for the analyses of human fecal microbiome via metaproteomics approach.Journal of microbiological methods · 2025Article
- Decoding microbial ecology and functions: metagenomic profiling of activated sludge contaminated with chlorolignin compounds in a pulp-paper mill treatment system.Archives of microbiology · 2025Article
- Role of a Precision Biotic Fed to Dekalb White Laying Hens at Peak Production.Animals : an open access journal from MDPI · 2025Article
- Vitamin biosynthesis in the gut: interplay between mammalian host and its resident microbiota.Microbiology and molecular biology reviews : MMBR · 2025Review
- Advancing Gut Microbiome Research: The Shift from Metagenomics to Multi-Omics and Future Perspectives.Journal of microbiology and biotechnology · 2025Review
- Integration of metatranscriptomics data improves the predictive capacity of microbial community metabolic models.The ISME journal · 2025Article
- Identifying bacterial and fungal communities associated with Fusarium-wilt symptomatic and non-symptomatic 'Gros Michel' banana plants in Ecuador.Frontiers in cellular and infection microbiology · 2025Article
- Approaches to dissect the vitamin biosynthetic network of the gut microbiota.Microbiome research reports · 2025Review
- How river drying influences greenhouse gas emissions: insights from species and gene shifts.ISME communications · 2025Article
- Benchmarking and optimizing qualitative and quantitative pipelines in environmental metatranscriptomics using mixture controlling experiments.ISME communications · 2025Article
- Enriching the future of public health microbiology with hybridization bait capture.Clinical microbiology reviews · 2024Review
- Moving beyond species: fungal function in house dust provides novel targets for potential indicators of mold growth in homes.Microbiome · 2024Article
9 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
backgroundMetatranscriptomics is emerging as a powerful technology for the functional characterization of complex microbial communities (microbiomes). Use of unbiased RNA-sequencing can reveal both the taxonomic composition and active biochemical functions of a complex microbial community. However, the lack of established reference genomes, computational tools and pipelines make analysis and interpretation of these datasets challenging. Systematic studies that compare data across microbiomes are needed to demonstrate the ability of such pipelines to deliver biologically meaningful insights on microbiome function.
resultsHere, we apply a standardized analytical pipeline to perform a comparative analysis of metatranscriptomic data from diverse microbial communities derived from mouse large intestine, cow rumen, kimchi culture, deep-sea thermal vent and permafrost. Sequence similarity searches allowed annotation of 19 to 76% of putative messenger RNA (mRNA) reads, with the highest frequency in the kimchi dataset due to its relatively low complexity and availability of closely related reference genomes. Metatranscriptomic datasets exhibited distinct taxonomic and functional signatures. From a metabolic perspective, we identified a common core of enzymes involved in amino acid, energy and nucleotide metabolism and also identified microbiome-specific pathways such as phosphonate metabolism (deep sea) and glycan degradation pathways (cow rumen). Integrating taxonomic and functional annotations within a novel visualization framework revealed the contribution of different taxa to metabolic pathways, allowing the identification of taxa that contribute unique functions.
conclusionsThe application of a single, standard pipeline confirms that the rich taxonomic and functional diversity observed across microbiomes is not simply an artefact of different analysis pipelines but instead reflects distinct environmental influences. At the same time, our findings show how microbiome complexity and availability of reference genomes can impact comprehensive annotation of metatranscriptomes. Consequently, beyond the application of standardized pipelines, additional caution must be taken when interpreting their output and performing downstream, microbiome-specific, analyses. The pipeline used in these analyses along with a tutorial has been made freely available for download from our project website: http://www.compsysbio.org/microbiome .
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Registered trials
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 OpenQuestion graph.