Ordering molecular diversity in untargeted metabolomics via molecular community networking

Author:

Coler Elizabeth A.,Melnik Alexey,Lotfi AliORCID,Moradi Dana,Ahiadu Ben,Portal Gomes Paulo Wender,Patan Abubaker,Dorrestein Pieter C.,Barnes Stephen,Boginski Vladimir,Semenov Alexander,Aksenov Alexander A.

Abstract

AbstractNature’s 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.

Publisher

Cold Spring Harbor Laboratory

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