Workflow management and reproducibility

Metabonaut

An open educational and reproducible workflow resource for script-based untargeted LC-MS/MS metabolomics using R and Bioconductor packages across preprocessing, QC, statistics, and annotation.

LC-MSUntargeted metabolomicsMetabolite profilingR packageNotebook

Overview

Metabonaut is an executable educational workflow resource for script-based untargeted LC-MS/MS analysis in R and Bioconductor. Its vignettes demonstrate preprocessing, annotation and statistics using a small example dataset and show how to adapt and connect existing packages.

What can this tool do?

Provenance trackingChromatogram buildingPeak or feature detectionRetention-time alignmentGap fillingSpectral-library matching

Common uses

  • Learn a reproducible end-to-end untargeted LC-MS/MS workflow in R.
  • Reuse worked examples for preprocessing, quality control, statistics, and annotation.

Scientific fit

Primary function

Workflow management and reproducibility

Other functions

Preprocessing and feature extraction, Quality control and filtering, Statistical analysis, Metabolite annotation and identification

Analysis types

Untargeted metabolomics, Metabolite profiling

MS level

MS1, MS/MS

Acquisition

Full-scan MS, Data-dependent acquisition (DDA), General or unspecified acquisition

Ion mobility

Not specified

Data compatibility

Inputs

Raw instrument data, Mass spectra, Sample metadata

Outputs

Feature or peak table, Statistical results, Compound list or annotations, Human-readable report

Input formats

mzML, CSV or TSV

Output formats

R analysis objects, feature tables and rendered workflow documents

Scope and considerations

Designed for

  • Learning and reproducing script-based untargeted LC-MS/MS analysis with R/Bioconductor.

Not designed for

  • A single replacement processing engine or automatic transfer of tutorial parameters to every study.

Important requirements

  • Basic R and Quarto/RMarkdown familiarity; use the documented local R environment, Docker image or Bioconductor workshop session with its example data and dependencies.

Considerations

  • Workshop sessions are ephemeral; export work before stopping them. Adapting workflows requires checking acquisition-specific parameters and reference resources.

Access and documentation

The resource is distributed under CC-BY-SA-4.0. Container and workshop routes provide environments; dependencies retain their own licenses and external services may have separate terms.

License: CC-BY-SA-4.0

Evidence and review

Enveda intake rechecked against official README/documentation, repository access terms and primary publication metadata on 2026-10-27. Editorial source review only; no software execution or independent benchmarking. See docs/enveda-expansion-review-2026-10-27.md.

Core publications

Resource papers, direct updates and tool-specific methods. Selection policy.

  1. Metabonaut: an open educational resource for learning reproducible, script-based untargeted LC-MS/MS metabolomics. Metabolomics (2026). doi:10.1007/s11306-026-02538-x

Related tools

Entry history

Changes to this catalogue entry, not the tool's software release history. Acceptance and editorial review are separate.

  1. 2026-10-27 · First committed entry

    Add 27 source-reviewed tools from Enveda intake

    View change · Entry at this revision

Full GitHub history