Minimizing Taxonomic and Natural Product Redundancy in Microbial Libraries Using MALDI-TOF MS and the Bioinformatics Pipeline IDBac

Libraries of microorganisms have been a cornerstone of drug discovery efforts since the mid-1950s, but strain duplication in some libraries has resulted in unwanted natural product redundancy. In the current study, we implemented a workflow that minimizes both the natural product overlap and the tot...

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Main Authors: Costa, Maria S, Clark, Chase M, Ómarsdóttir, Sesselja, Sanchez, Laura M, Murphy, Brian T
Format: Article in Journal/Newspaper
Language:unknown
Published: eScholarship, University of California 2019
Subjects:
Online Access:https://escholarship.org/uc/item/6ff20727
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spelling ftcdlib:oai:escholarship.org:ark:/13030/qt6ff20727 2023-09-05T13:20:35+02:00 Minimizing Taxonomic and Natural Product Redundancy in Microbial Libraries Using MALDI-TOF MS and the Bioinformatics Pipeline IDBac Costa, Maria S Clark, Chase M Ómarsdóttir, Sesselja Sanchez, Laura M Murphy, Brian T 2167 - 2173 2019-08-23 application/pdf https://escholarship.org/uc/item/6ff20727 unknown eScholarship, University of California qt6ff20727 https://escholarship.org/uc/item/6ff20727 public Journal of Natural Products, vol 82, iss 8 Infectious Diseases Bacteria Biological Products Computational Biology Spectrometry Mass Matrix-Assisted Laser Desorption-Ionization Chemical Sciences Biological Sciences Medical and Health Sciences Medicinal & Biomolecular Chemistry article 2019 ftcdlib 2023-08-21T18:04:56Z Libraries of microorganisms have been a cornerstone of drug discovery efforts since the mid-1950s, but strain duplication in some libraries has resulted in unwanted natural product redundancy. In the current study, we implemented a workflow that minimizes both the natural product overlap and the total number of bacterial isolates in a library. Using a collection expedition to Iceland as an example, we purified every distinct bacterial colony off isolation plates derived from 86 environmental samples. We employed our mass spectrometry (MS)-based IDBac workflow on these isolates to form groups of taxa based on protein MS fingerprints (3-15 kDa) and further distinguished taxa subgroups based on their degree of overlap within corresponding natural product spectra (0.2-2 kDa). This informed the decision to create a library of 301 isolates spanning 54 genera. This process required only 25 h of data acquisition and 2 h of analysis. In a separate experiment, we reduced the size of an existing library based on the degree of metabolic overlap observed in natural product MS spectra of bacterial colonies (from 833 to 233 isolates, a 72.0% size reduction). Overall, our pipeline allows for a significant reduction in costs associated with library generation and minimizes natural product redundancy entering into downstream biological screening efforts. Article in Journal/Newspaper Iceland University of California: eScholarship
institution Open Polar
collection University of California: eScholarship
op_collection_id ftcdlib
language unknown
topic Infectious Diseases
Bacteria
Biological Products
Computational Biology
Spectrometry
Mass
Matrix-Assisted Laser Desorption-Ionization
Chemical Sciences
Biological Sciences
Medical and Health Sciences
Medicinal & Biomolecular Chemistry
spellingShingle Infectious Diseases
Bacteria
Biological Products
Computational Biology
Spectrometry
Mass
Matrix-Assisted Laser Desorption-Ionization
Chemical Sciences
Biological Sciences
Medical and Health Sciences
Medicinal & Biomolecular Chemistry
Costa, Maria S
Clark, Chase M
Ómarsdóttir, Sesselja
Sanchez, Laura M
Murphy, Brian T
Minimizing Taxonomic and Natural Product Redundancy in Microbial Libraries Using MALDI-TOF MS and the Bioinformatics Pipeline IDBac
topic_facet Infectious Diseases
Bacteria
Biological Products
Computational Biology
Spectrometry
Mass
Matrix-Assisted Laser Desorption-Ionization
Chemical Sciences
Biological Sciences
Medical and Health Sciences
Medicinal & Biomolecular Chemistry
description Libraries of microorganisms have been a cornerstone of drug discovery efforts since the mid-1950s, but strain duplication in some libraries has resulted in unwanted natural product redundancy. In the current study, we implemented a workflow that minimizes both the natural product overlap and the total number of bacterial isolates in a library. Using a collection expedition to Iceland as an example, we purified every distinct bacterial colony off isolation plates derived from 86 environmental samples. We employed our mass spectrometry (MS)-based IDBac workflow on these isolates to form groups of taxa based on protein MS fingerprints (3-15 kDa) and further distinguished taxa subgroups based on their degree of overlap within corresponding natural product spectra (0.2-2 kDa). This informed the decision to create a library of 301 isolates spanning 54 genera. This process required only 25 h of data acquisition and 2 h of analysis. In a separate experiment, we reduced the size of an existing library based on the degree of metabolic overlap observed in natural product MS spectra of bacterial colonies (from 833 to 233 isolates, a 72.0% size reduction). Overall, our pipeline allows for a significant reduction in costs associated with library generation and minimizes natural product redundancy entering into downstream biological screening efforts.
format Article in Journal/Newspaper
author Costa, Maria S
Clark, Chase M
Ómarsdóttir, Sesselja
Sanchez, Laura M
Murphy, Brian T
author_facet Costa, Maria S
Clark, Chase M
Ómarsdóttir, Sesselja
Sanchez, Laura M
Murphy, Brian T
author_sort Costa, Maria S
title Minimizing Taxonomic and Natural Product Redundancy in Microbial Libraries Using MALDI-TOF MS and the Bioinformatics Pipeline IDBac
title_short Minimizing Taxonomic and Natural Product Redundancy in Microbial Libraries Using MALDI-TOF MS and the Bioinformatics Pipeline IDBac
title_full Minimizing Taxonomic and Natural Product Redundancy in Microbial Libraries Using MALDI-TOF MS and the Bioinformatics Pipeline IDBac
title_fullStr Minimizing Taxonomic and Natural Product Redundancy in Microbial Libraries Using MALDI-TOF MS and the Bioinformatics Pipeline IDBac
title_full_unstemmed Minimizing Taxonomic and Natural Product Redundancy in Microbial Libraries Using MALDI-TOF MS and the Bioinformatics Pipeline IDBac
title_sort minimizing taxonomic and natural product redundancy in microbial libraries using maldi-tof ms and the bioinformatics pipeline idbac
publisher eScholarship, University of California
publishDate 2019
url https://escholarship.org/uc/item/6ff20727
op_coverage 2167 - 2173
genre Iceland
genre_facet Iceland
op_source Journal of Natural Products, vol 82, iss 8
op_relation qt6ff20727
https://escholarship.org/uc/item/6ff20727
op_rights public
_version_ 1776201238141992960