Protocol for Community-created Public MS/MS Reference Library Within the GNPS Infrastructure
Fernando VargasiD, Kelly C. WeldoniD, Nicole C. SikoraiD, Mingxun WangiD, Zheng Zhang, Emily C. GentryiD, Morgan W. PanitchpakdiiD, Andrés Mauricio Caraballo‐RodrígueziD, Pieter C. DorresteiniD, Alan K. JarmuschiD
Abstract
RationaleA major hurdle in identifying chemicals in mass spectrometry experiments is the availability of MS/MS reference spectra in public databases. Currently, scientists purchase databases or use public databases such as GNPS. The MSMS-Chooser workflow empowers the creation of MS/MS reference spectra directly in the GNPS infrastructure.\n\nMethodsAn MSMS-Chooser sample template was completed with the required information and sequence tables were generated programmatically. Standards in methanol-water (1:1) solution (1 M) were placed into wells individually. An LC-MS/MS system using data-dependent acquisition in positive and negative modes was used. Species that may be generated under typical ESI conditions are chosen. The MS/MS spectra and MSMS-Chooser sample template were subsequently uploaded to MSMS-Chooser in GNPS for automatic MS/MS spectral annotation.\n\nResultsData acquisition quickly and effectively collected MS/MS spectra. MSMS-Chooser was able to accurately annotate 99.2% of the manually validated MS/MS scans that were generated from the chemical standards. The output of MSMS-Chooser includes a table ready for inclusion in the GNPS library (after inspection) as well as the ability to directly launch searches via MASST. Altogether, the data acquisition, processing, and upload to GNPS took ~2 hours for our proof-of-concept results.\n\nConclusionsThe MSMS-Chooser workflow enables the rapid data acquisition, analysis, and annotation of chemical standards, and uploads the MS/MS spectra to community-driven GNPS. MSMS-Chooser democratizes the creation of MS/MS reference spectra in GNPS which will improve annotation and strengthen the tools which use the annotation information.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- MS2extract: an R Package for a Scalable LC-MS/MS Library Creation
Cristian Daniel Quiroz-Moreno, Jessica L. Cooperstone·bioRxiv·Oct 5, 2025
- Curatr: a web application for creating, curating, and sharing a mass spectral library
Andrew Palmer, Prasad B. Phapale, … Theodore Alexandrov·BioinformaticsPeer-reviewed·Dec 13, 2017
- MSAgent: An Evidence Grounded Agentic Framework for LLM-driven Scientific Exploration in Mass Spectrometry-based Metabolomics
Yifan Li, Yunhua Zhong, … Jun Xia·bioRxiv·Apr 24, 2026
- Rapid QC-MS - Interactive Dashboard for Synchronous Mass Spectrometry Data Acquisition Quality Control
W. Sandhu, I. J. Gray, … B. C. DeFelice·bioRxiv·Jan 30, 2024
- Open Access Repository-Scale Propagated Nearest Neighbor Suspect Spectral Library for Untargeted Metabolomics
Wout Bittremieux, Nicole E. Avalon, … Pieter C. Dorrestein·Nature CommunicationsPeer-reviewed·Dec 20, 2023
- IDSL.CSA: Composite Spectra Analysis for Chemical Annotation of Untargeted Metabolomics Datasets
Sadjad Fakouri Baygi, Yashwant Kumar, Dinesh Kumar Barupal·Analytical ChemistryPeer-reviewed·Jun 13, 2023