Ordering molecular diversity in untargeted metabolomics via molecular community networking
Elizabeth A. ColeriD, Alexey V. MelnikiD, Ali LotfiiD, Dana MoradiiD, Ben Ahiadu, Paulo Wender Portal GomesiD, Abubaker PataniD, Vincent Charron‐LamoureuxiD, Pieter C. DorresteiniD, Stephen BarnesiD, Vladimir L. BoginskiiD, Alexander SemenoviD, Alexander A. AksenoviD
Abstract
Natures molecular diversity is not random but displays intricate organization stemming from biological necessity. Molecular networking connects metabolites with structural similarity, enabling molecular discoveries from mass spectrometry data using arbitrary similarity thresholds that can fracture natural metabolite families. We present molecular community networking (MCN), that optimizes connectivity for each metabolite, rescuing lost relationships and capturing otherwise "hidden" metabolite connections. Using MCN, we demonstrate the discovery of novel dipeptide-conjugated bile acids.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 14
- FWCI
- 16.15
- Field percentile
- top 1%
- Assay
- Research Focus
- Approach
Reproducibility 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
- From mass spectral features to molecules in molecular networks: a novel workflow for untargeted metabolomics.
Damien Olivier‐Jimenez, Zakaria Bouchouireb, … Jean‐Luc Wolfender·bioRxiv·Dec 21, 2021
- Introducing Molecular Hypernetworks forDiscovery in MultidimensionalMetabolomics Data
Sean Colby, Madelyn R. Shapiro, … Cliff Joslyn·Journal of Proteome ResearchPeer-reviewed·Oct 22, 2024
- Beyond the Default: Optimizing Molecular Networking with arteMIS
Laura Rosina Torres Ortega, Esteban Charria‐Girón, … Justin J. J. van der Hooft·bioRxiv·Aug 21, 2026
- Implementations of the chemical structural and compositional similarity metric in R and Python
Asker Brejnrod, Madeleine Ernst, … Manimozhiyan Arumugam·bioRxiv·Feb 11, 2019
- MolNetEnhancer: enhanced molecular networks by integrating metabolome mining and annotation tools
M. Ernst, K. B. Kang, … J. J. J. van der Hooft·bioRxiv·May 31, 2019
- Unification of Environmental Metabolomics with Metacommunity Ecology
R. E. Danczak, R. K. Chu, … J. C. Stegen·bioRxiv·Jan 31, 2020