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Introduction

The Feature-Based Molecular Networking (FBMN) workflow is a computational method that bridges popular mass spectrometry data processing tools for LC-MS/MS and molecular networking analysis on GNPS. The tools supported are: MZmine2, OpenMS, MS-DIAL, MetaboScape, XCMS, and the mzTab-M format.

The main documentation for Feature-Based Molecular Networking with XCMS can be accessed here. See our preprint Nothias, L.F. et al bioRxiv 812404 (2019).

This repository contains example scripts in Python and R showing how XCMS version >= 3 (XCMS3) can be used for the FBMN workflow in GNPS using a subset of samples of the American Gut Project (MSV000082678) and soil bacteria (MSV000079204).

Installation of the XCMS-GNPS workflow for FBMN

Install the latest version of XCMS3 (version >= 3.4) from Bioconductor in R with:

install("BiocManager")
BiocManager::install("xcms")

For more information, also refer to the xcms Bioconductor package.

For utility functions specific to this workflow refer to the Github repository: https://github.com/jorainer/xcms-gnps-tools.

Citations and development

This work builds on the efforts of our many colleagues, please cite their work:

Nothias, L.F. et al Feature-based Molecular Networking in the GNPS Analysis Environment bioRxiv 812404 (2019).

https://github.com/sneumann/xcms

Tautenhahn R, Boettcher C, Neumann S. Highly sensitive feature detection for high resolution LC/MS. BMC Bioinformatics, 9:504 (2008).

Smith, C.A., Want, E.J., O'Maille, G., Abagyan,R., Siuzdak, G. XCMS: Processing mass spectrometry data for metabolite profiling using nonlinear peak alignment, matching and identification.. Analytical Chemistry, 78, 779–787 (2006).

Running Feature Based Molecular Networking on GNPS

The main documentation for Feature-Based Molecular Networking with GNPS can be accessed here.

Contributions

The XCMS-GNPS integration was developed by Johannes Rainer and Michael Witting, in coordination with Louis-Félix Nothias and Daniel Petras. This tutorial was prepared by Madeleine Ernst and Ricardo da Silva.

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