ArticleMicrobiome2016
The impact of sequence database choice on metaproteomic results in gut microbiota studies.
Article in Microbiome, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 62 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
62 citing papers in PubMed.
- Cryptosporidium spp. infection drives distinct alterations in the faecal extracellular vesicles metaproteome of calves.Journal of animal science and biotechnology · 2026Article
- Microbial Omics.Progress in molecular and subcellular biology · 2026Review
- A Brief Review of Microbial Omics: Methods and Perspectives.Methods in molecular biology (Clifton, N.J.) · 2026Review
- Decoding host-microbiome interactions through integrative multi-omics and artificial intelligence: from biological mechanisms to predictive modelling.Frontiers in microbiomes · 2026Review
- Where Have You Been? Backtracking Microplastic to Its Source Using the Biomolecular Composition of the Ecocorona.Environmental science & technology · 2025Article
- Biological Function Assignment across Taxonomic Levels in Mass-Spectrometry-Based Metaproteomics via a Modified Expectation Maximization Algorithm.Journal of proteome research · 2025Article
- The microbiologist's guide to metaproteomics.iMeta · 2025Review
- Cultivated genome references for protein database construction and high-resolution taxonomic annotation in metaproteomics.Microbiology spectrum · 2025Article
- Insights into human respiratory microbiome under dysbiosis and its analysis tool.Frontiers in microbiomes · 2025Review
- Cross-comparison of gut metagenomic profiling strategies.Communications biology · 2024Article
- Article
- The Landscape and Perspectives of the Human Gut Metaproteomics.Molecular & cellular proteomics : MCP · 2024Article
- Contigs directed gene annotation (ConDiGA) for accurate protein sequence database construction in metaproteomics.Microbiome · 2024Article
- Metaproteomics analysis of anaerobic digestion of food waste by the addition of calcium peroxide and magnetite.Applied and environmental microbiology · 2024Article
- A Complete Metaproteomic Workflow for Arabidopsis Roots Inoculated by Synthetic Bacteria.Methods in molecular biology (Clifton, N.J.) · 2024Article
- Optimizing metaproteomics database construction: lessons from a study of the vaginal microbiome.mSystems · 2023Article
- Meta4P: A User-Friendly Tool to Parse Label-Free Quantitative Metaproteomic Data and Taxonomic/Functional Annotations.Journal of proteome research · 2023Article
- MetaNovo: An open-source pipeline for probabilistic peptide discovery in complex metaproteomic datasets.PLoS computational biology · 2023Article
- Data-independent acquisition boosts quantitative metaproteomics for deep characterization of gut microbiota.NPJ biofilms and microbiomes · 2023Article
- Forages and pastures symposium: forage biodegradation: advances in ruminal microbial ecology.Journal of animal science · 2023Article
2 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundElucidating the role of gut microbiota in physiological and pathological processes has recently emerged as a key research aim in life sciences. In this respect, metaproteomics, the study of the whole protein complement of a microbial community, can provide a unique contribution by revealing which functions are actually being expressed by specific microbial taxa. However, its wide application to gut microbiota research has been hindered by challenges in data analysis, especially related to the choice of the proper sequence databases for protein identification.
resultsHere, we present a systematic investigation of variables concerning database construction and annotation and evaluate their impact on human and mouse gut metaproteomic results. We found that both publicly available and experimental metagenomic databases lead to the identification of unique peptide assortments, suggesting parallel database searches as a mean to gain more complete information. In particular, the contribution of experimental metagenomic databases was revealed to be mandatory when dealing with mouse samples. Moreover, the use of a "merged" database, containing all metagenomic sequences from the population under study, was found to be generally preferable over the use of sample-matched databases. We also observed that taxonomic and functional results are strongly database-dependent, in particular when analyzing the mouse gut microbiota. As a striking example, the Firmicutes/Bacteroidetes ratio varied up to tenfold depending on the database used. Finally, assembling reads into longer contigs provided significant advantages in terms of functional annotation yields.
conclusionsThis study contributes to identify host- and database-specific biases which need to be taken into account in a metaproteomic experiment, providing meaningful insights on how to design gut microbiota studies and to perform metaproteomic data analysis. In particular, the use of multiple databases and annotation tools has to be encouraged, even though this requires appropriate bioinformatic resources.
Indexed as
Identifiers
What OpenQuestion holds
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.