A comprehensive genome-scale model for Rhodosporidium toruloides IFO0880 accounting for functional genomics and phenotypic data

Rhodosporidium toruloides is a red, basidiomycetes yeast that can accumulate a large amount of lipids and produce carotenoids. To better assess this non-model yeast’s metabolic capabilities, we reconstructed a genome-scale model of R. toruloides IFO0880’s metabolic network (iRhto1108) accounting for...

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Main Authors: Hoang V. Dinh, Patrick F. Suthers, Siu Hung Joshua Chan, Yihui Shen, Tianxia Xiao, Anshu Deewan, Sujit S. Jagtap, Huimin Zhao, Christopher V. Rao, Joshua D. Rabinowitz, Costas D. Maranas
Format: Article
Language:English
Published: Elsevier 2019-12-01
Series:Metabolic Engineering Communications
Online Access:http://www.sciencedirect.com/science/article/pii/S2214030119300124
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spelling doaj-494d4987985e42099a125b66c7035e0e2020-11-25T02:00:24ZengElsevierMetabolic Engineering Communications2214-03012019-12-019A comprehensive genome-scale model for Rhodosporidium toruloides IFO0880 accounting for functional genomics and phenotypic dataHoang V. Dinh0Patrick F. Suthers1Siu Hung Joshua Chan2Yihui Shen3Tianxia Xiao4Anshu Deewan5Sujit S. Jagtap6Huimin Zhao7Christopher V. Rao8Joshua D. Rabinowitz9Costas D. Maranas10Department of Chemical Engineering, The Pennsylvania State University, University Park, 306 Chemical and Biomedical Engineering Building, PA, 16802-4400, USADepartment of Chemical Engineering, The Pennsylvania State University, University Park, 306 Chemical and Biomedical Engineering Building, PA, 16802-4400, USADepartment of Chemical Engineering, The Pennsylvania State University, University Park, 306 Chemical and Biomedical Engineering Building, PA, 16802-4400, USADepartment of Chemistry, Princeton University, 285 Frick Laboratory, Princeton, NJ, 08544, USA; Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, 08540, USADepartment of Chemistry, Princeton University, 285 Frick Laboratory, Princeton, NJ, 08544, USA; Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, 08540, USADepartment of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champagne, 114 Roger Adams Laboratory MC 712, Urbana, IL, 61801, USADepartment of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champagne, 114 Roger Adams Laboratory MC 712, Urbana, IL, 61801, USADepartment of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champagne, 114 Roger Adams Laboratory MC 712, Urbana, IL, 61801, USA; Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USADepartment of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champagne, 114 Roger Adams Laboratory MC 712, Urbana, IL, 61801, USA; Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USADepartment of Chemistry, Princeton University, 285 Frick Laboratory, Princeton, NJ, 08544, USA; Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, 08540, USADepartment of Chemical Engineering, The Pennsylvania State University, University Park, 306 Chemical and Biomedical Engineering Building, PA, 16802-4400, USA; Corresponding author.Rhodosporidium toruloides is a red, basidiomycetes yeast that can accumulate a large amount of lipids and produce carotenoids. To better assess this non-model yeast’s metabolic capabilities, we reconstructed a genome-scale model of R. toruloides IFO0880’s metabolic network (iRhto1108) accounting for 2204 reactions, 1985 metabolites and 1108 genes. In this work, we integrated and supplemented the current knowledge with in-house generated biomass composition and experimental measurements pertaining to the organism’s metabolic capabilities. Predictions of genotype-phenotype relations were improved through manual curation of gene-protein-reaction rules for 543 reactions leading to correct recapitulations of 84.5% of gene essentiality data (sensitivity of 94.3% and specificity of 53.8%). Organism-specific macromolecular composition and ATP maintenance requirements were experimentally measured for two separate growth conditions: (i) carbon and (ii) nitrogen limitations. Overall, iRhto1108 reproduced R. toruloides’s utilization capabilities for 18 alternate substrates, matched measured wild-type growth yield, and recapitulated the viability of 772 out of 819 deletion mutants. As a demonstration to the model’s fidelity in guiding engineering interventions, the OptForce procedure was applied on iRhto1108 for triacylglycerol overproduction. Suggested interventions recapitulated many of the previous successful implementations of genetic modifications and put forth a few new ones.http://www.sciencedirect.com/science/article/pii/S2214030119300124
collection DOAJ
language English
format Article
sources DOAJ
author Hoang V. Dinh
Patrick F. Suthers
Siu Hung Joshua Chan
Yihui Shen
Tianxia Xiao
Anshu Deewan
Sujit S. Jagtap
Huimin Zhao
Christopher V. Rao
Joshua D. Rabinowitz
Costas D. Maranas
spellingShingle Hoang V. Dinh
Patrick F. Suthers
Siu Hung Joshua Chan
Yihui Shen
Tianxia Xiao
Anshu Deewan
Sujit S. Jagtap
Huimin Zhao
Christopher V. Rao
Joshua D. Rabinowitz
Costas D. Maranas
A comprehensive genome-scale model for Rhodosporidium toruloides IFO0880 accounting for functional genomics and phenotypic data
Metabolic Engineering Communications
author_facet Hoang V. Dinh
Patrick F. Suthers
Siu Hung Joshua Chan
Yihui Shen
Tianxia Xiao
Anshu Deewan
Sujit S. Jagtap
Huimin Zhao
Christopher V. Rao
Joshua D. Rabinowitz
Costas D. Maranas
author_sort Hoang V. Dinh
title A comprehensive genome-scale model for Rhodosporidium toruloides IFO0880 accounting for functional genomics and phenotypic data
title_short A comprehensive genome-scale model for Rhodosporidium toruloides IFO0880 accounting for functional genomics and phenotypic data
title_full A comprehensive genome-scale model for Rhodosporidium toruloides IFO0880 accounting for functional genomics and phenotypic data
title_fullStr A comprehensive genome-scale model for Rhodosporidium toruloides IFO0880 accounting for functional genomics and phenotypic data
title_full_unstemmed A comprehensive genome-scale model for Rhodosporidium toruloides IFO0880 accounting for functional genomics and phenotypic data
title_sort comprehensive genome-scale model for rhodosporidium toruloides ifo0880 accounting for functional genomics and phenotypic data
publisher Elsevier
series Metabolic Engineering Communications
issn 2214-0301
publishDate 2019-12-01
description Rhodosporidium toruloides is a red, basidiomycetes yeast that can accumulate a large amount of lipids and produce carotenoids. To better assess this non-model yeast’s metabolic capabilities, we reconstructed a genome-scale model of R. toruloides IFO0880’s metabolic network (iRhto1108) accounting for 2204 reactions, 1985 metabolites and 1108 genes. In this work, we integrated and supplemented the current knowledge with in-house generated biomass composition and experimental measurements pertaining to the organism’s metabolic capabilities. Predictions of genotype-phenotype relations were improved through manual curation of gene-protein-reaction rules for 543 reactions leading to correct recapitulations of 84.5% of gene essentiality data (sensitivity of 94.3% and specificity of 53.8%). Organism-specific macromolecular composition and ATP maintenance requirements were experimentally measured for two separate growth conditions: (i) carbon and (ii) nitrogen limitations. Overall, iRhto1108 reproduced R. toruloides’s utilization capabilities for 18 alternate substrates, matched measured wild-type growth yield, and recapitulated the viability of 772 out of 819 deletion mutants. As a demonstration to the model’s fidelity in guiding engineering interventions, the OptForce procedure was applied on iRhto1108 for triacylglycerol overproduction. Suggested interventions recapitulated many of the previous successful implementations of genetic modifications and put forth a few new ones.
url http://www.sciencedirect.com/science/article/pii/S2214030119300124
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