DRAM for distilling microbial metabolism to automate the curation of microbiome function

Microbial and viral communities transform the chemistry of Earth's ecosystems, yet the specific reactions catalyzed by these biological engines are hard to decode due to the absence of a scalable, metabolically resolved, annotation software. Here, we present DRAM (Distilled and Refined Annotati...

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Published in:Nucleic acids research Vol. 48; no. 16; pp. 8883 - 8900
Main Authors: Shaffer, Michael, Borton, Mikayla A, McGivern, Bridget B, Zayed, Ahmed A, La Rosa, Sabina Leanti, Solden, Lindsey M, Liu, Pengfei, Narrowe, Adrienne B, Rodríguez-Ramos, Josué, Bolduc, Benjamin, Gazitúa, M Consuelo, Daly, Rebecca A, Smith, Garrett J, Vik, Dean R, Pope, Phil B, Sullivan, Matthew B, Roux, Simon, Wrighton, Kelly C
Format: Journal Article
Language:English
Published: England Oxford University Press 18.09.2020
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ISSN:0305-1048, 1362-4962, 1362-4962
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Abstract Microbial and viral communities transform the chemistry of Earth's ecosystems, yet the specific reactions catalyzed by these biological engines are hard to decode due to the absence of a scalable, metabolically resolved, annotation software. Here, we present DRAM (Distilled and Refined Annotation of Metabolism), a framework to translate the deluge of microbiome-based genomic information into a catalog of microbial traits. To demonstrate the applicability of DRAM across metabolically diverse genomes, we evaluated DRAM performance on a defined, in silico soil community and previously published human gut metagenomes. We show that DRAM accurately assigned microbial contributions to geochemical cycles and automated the partitioning of gut microbial carbohydrate metabolism at substrate levels. DRAM-v, the viral mode of DRAM, established rules to identify virally-encoded auxiliary metabolic genes (AMGs), resulting in the metabolic categorization of thousands of putative AMGs from soils and guts. Together DRAM and DRAM-v provide critical metabolic profiling capabilities that decipher mechanisms underpinning microbiome function.
AbstractList Microbial and viral communities transform the chemistry of Earth's ecosystems, yet the specific reactions catalyzed by these biological engines are hard to decode due to the absence of a scalable, metabolically resolved, annotation software. Here, we present DRAM (Distilled and Refined Annotation of Metabolism), a framework to translate the deluge of microbiome-based genomic information into a catalog of microbial traits. To demonstrate the applicability of DRAM across metabolically diverse genomes, we evaluated DRAM performance on a defined, in silico soil community and previously published human gut metagenomes. We show that DRAM accurately assigned microbial contributions to geochemical cycles and automated the partitioning of gut microbial carbohydrate metabolism at substrate levels. DRAM-v, the viral mode of DRAM, established rules to identify virally-encoded auxiliary metabolic genes (AMGs), resulting in the metabolic categorization of thousands of putative AMGs from soils and guts. Together DRAM and DRAM-v provide critical metabolic profiling capabilities that decipher mechanisms underpinning microbiome function.
Microbial and viral communities transform the chemistry of Earth's ecosystems, yet the specific reactions catalyzed by these biological engines are hard to decode due to the absence of a scalable, metabolically resolved, annotation software. Here, we present DRAM (Distilled and Refined Annotation of Metabolism), a framework to translate the deluge of microbiome-based genomic information into a catalog of microbial traits. To demonstrate the applicability of DRAM across metabolically diverse genomes, we evaluated DRAM performance on a defined, in silico soil community and previously published human gut metagenomes. We show that DRAM accurately assigned microbial contributions to geochemical cycles and automated the partitioning of gut microbial carbohydrate metabolism at substrate levels. DRAM-v, the viral mode of DRAM, established rules to identify virally-encoded auxiliary metabolic genes (AMGs), resulting in the metabolic categorization of thousands of putative AMGs from soils and guts. Together DRAM and DRAM-v provide critical metabolic profiling capabilities that decipher mechanisms underpinning microbiome function.Microbial and viral communities transform the chemistry of Earth's ecosystems, yet the specific reactions catalyzed by these biological engines are hard to decode due to the absence of a scalable, metabolically resolved, annotation software. Here, we present DRAM (Distilled and Refined Annotation of Metabolism), a framework to translate the deluge of microbiome-based genomic information into a catalog of microbial traits. To demonstrate the applicability of DRAM across metabolically diverse genomes, we evaluated DRAM performance on a defined, in silico soil community and previously published human gut metagenomes. We show that DRAM accurately assigned microbial contributions to geochemical cycles and automated the partitioning of gut microbial carbohydrate metabolism at substrate levels. DRAM-v, the viral mode of DRAM, established rules to identify virally-encoded auxiliary metabolic genes (AMGs), resulting in the metabolic categorization of thousands of putative AMGs from soils and guts. Together DRAM and DRAM-v provide critical metabolic profiling capabilities that decipher mechanisms underpinning microbiome function.
Author La Rosa, Sabina Leanti
Daly, Rebecca A
Rodríguez-Ramos, Josué
Gazitúa, M Consuelo
Vik, Dean R
Zayed, Ahmed A
Shaffer, Michael
Smith, Garrett J
Borton, Mikayla A
McGivern, Bridget B
Solden, Lindsey M
Sullivan, Matthew B
Narrowe, Adrienne B
Wrighton, Kelly C
Pope, Phil B
Liu, Pengfei
Bolduc, Benjamin
Roux, Simon
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  givenname: Michael
  surname: Shaffer
  fullname: Shaffer, Michael
  organization: Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
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  givenname: Mikayla A
  surname: Borton
  fullname: Borton, Mikayla A
  organization: Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
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  givenname: Bridget B
  orcidid: 0000-0001-9023-0018
  surname: McGivern
  fullname: McGivern, Bridget B
  organization: Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
– sequence: 4
  givenname: Ahmed A
  surname: Zayed
  fullname: Zayed, Ahmed A
  organization: Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
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  givenname: Sabina Leanti
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  surname: La Rosa
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  surname: Solden
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  organization: Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
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  surname: Liu
  fullname: Liu, Pengfei
  organization: Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
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  givenname: Adrienne B
  surname: Narrowe
  fullname: Narrowe, Adrienne B
  organization: Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
– sequence: 9
  givenname: Josué
  surname: Rodríguez-Ramos
  fullname: Rodríguez-Ramos, Josué
  organization: Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
– sequence: 10
  givenname: Benjamin
  surname: Bolduc
  fullname: Bolduc, Benjamin
  organization: Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
– sequence: 11
  givenname: M Consuelo
  surname: Gazitúa
  fullname: Gazitúa, M Consuelo
  organization: Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
– sequence: 12
  givenname: Rebecca A
  surname: Daly
  fullname: Daly, Rebecca A
  organization: Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
– sequence: 13
  givenname: Garrett J
  surname: Smith
  fullname: Smith, Garrett J
  organization: Department of Microbiology, Radboud University, Nijmegen 6525, Netherlands
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  givenname: Dean R
  surname: Vik
  fullname: Vik, Dean R
  organization: Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
– sequence: 15
  givenname: Phil B
  surname: Pope
  fullname: Pope, Phil B
  organization: Faculty of Biosciences, Norwegian University of Life Sciences, Aas 1432, Norway
– sequence: 16
  givenname: Matthew B
  surname: Sullivan
  fullname: Sullivan, Matthew B
  organization: Department of Microbiology, The Ohio State University, Columbus, OH 43210, USA
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  fullname: Roux, Simon
  organization: Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
– sequence: 18
  givenname: Kelly C
  orcidid: 0000-0003-0434-4217
  surname: Wrighton
  fullname: Wrighton, Kelly C
  organization: Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA
BackLink https://www.ncbi.nlm.nih.gov/pubmed/32766782$$D View this record in MEDLINE/PubMed
https://www.osti.gov/biblio/1646715$$D View this record in Osti.gov
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Issue 16
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The Author(s) 2020. Published by Oxford University Press on behalf of Nucleic Acids Research.
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The authors wish it to be known that, in their opinion, the first two authors should be regarded as Joint First Authors.
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0000-0001-9023-0018
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SubjectTerms Bacteria - classification
BASIC BIOLOGICAL SCIENCES
Computational Biology
Computational Methods
Gastrointestinal Microbiome
Genomics - methods
Humans
Metabolomics - methods
Metagenome
Molecular Sequence Annotation - methods
Software
Soil Microbiology
Viruses - classification
Title DRAM for distilling microbial metabolism to automate the curation of microbiome function
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