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NP Analyst: An Open Online Platform for Compound Activity Mapping

Sang Hyeon Lee, Jeffrey A. van Santen, Nima Farzaneh, Dennis Y. Liu, Cameron R. Pye, Tim U. H. Baumeister, Weng Ruh Wong, Roger G. Linington

2022ACS Central Science54 citationsDOIOpen Access PDF

Abstract

Few tools exist in natural products discovery to integrate biological screening and untargeted mass spectrometry data at the library scale. Previously, we reported Compound Activity Mapping as a strategy for predicting compound bioactivity profiles directly from primary screening results on extract libraries. We now present NP Analyst, an open online platform for Compound Activity Mapping that accepts bioassay data of almost any type, and is compatible with mass spectrometry data from major instrument manufacturers via the mzML format. In addition, NP Analyst will accept processed mass spectrometry data from the MZmine 2 and GNPS open-source platforms, making it a versatile tool for integration with existing discovery workflows. We demonstrate the utility of this new tool for both the dereplication of known compounds and the discovery of novel bioactive natural products using a challenging low-resolution antimicrobial bioassay data set. This new platform is available at www.npanalyst.org.

Topics & Concepts

WorkflowDrug discoveryComputer scienceBioassaySet (abstract data type)Open sourceMass spectrometryData setComputational biologyCombinatorial chemistryChemistryData scienceData miningBioinformaticsDatabaseSoftwareBiologyArtificial intelligenceChromatographyGeneticsProgramming languageMetabolomics and Mass Spectrometry StudiesMicrobial Natural Products and BiosynthesisComputational Drug Discovery Methods
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