Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves

ABSTRACT: We have previously reported the use of a combination of computational simulations and targeted experiments to build a first generation mathematical model of peppermint (Mentha × piperita) essential oil biosynthesis. Here, we report on the expansion of this approach to identify the key fact...

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Autores:
Ríos Estepa, Rigoberto
Lange, Iris
Lee, James M.
Lange, B. Markus
Tipo de recurso:
Article of investigation
Fecha de publicación:
2010
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/38433
Acceso en línea:
https://hdl.handle.net/10495/38433
Palabra clave:
Genes de Plantas
Genes, Plant
Genotipo
Genotype
Mentha piperita
Modelos Teóricos
Models, Theoretical
Hojas de la Planta
Plant Leaves
Plantas Modificadas Genéticamente
Plants, Genetically Modified
Aceites esenciales
Essential oils
http://aims.fao.org/aos/agrovoc/c_2669
https://id.nlm.nih.gov/mesh/D017343
https://id.nlm.nih.gov/mesh/D005838
https://id.nlm.nih.gov/mesh/D036142
https://id.nlm.nih.gov/mesh/D008962
https://id.nlm.nih.gov/mesh/D018515
https://id.nlm.nih.gov/mesh/D030821
Rights
openAccess
License
http://creativecommons.org/licenses/by-nc-nd/2.5/co/
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dc.title.spa.fl_str_mv Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves
title Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves
spellingShingle Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves
Genes de Plantas
Genes, Plant
Genotipo
Genotype
Mentha piperita
Modelos Teóricos
Models, Theoretical
Hojas de la Planta
Plant Leaves
Plantas Modificadas Genéticamente
Plants, Genetically Modified
Aceites esenciales
Essential oils
http://aims.fao.org/aos/agrovoc/c_2669
https://id.nlm.nih.gov/mesh/D017343
https://id.nlm.nih.gov/mesh/D005838
https://id.nlm.nih.gov/mesh/D036142
https://id.nlm.nih.gov/mesh/D008962
https://id.nlm.nih.gov/mesh/D018515
https://id.nlm.nih.gov/mesh/D030821
title_short Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves
title_full Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves
title_fullStr Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves
title_full_unstemmed Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves
title_sort Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint Leaves
dc.creator.fl_str_mv Ríos Estepa, Rigoberto
Lange, Iris
Lee, James M.
Lange, B. Markus
dc.contributor.author.none.fl_str_mv Ríos Estepa, Rigoberto
Lange, Iris
Lee, James M.
Lange, B. Markus
dc.contributor.researchgroup.spa.fl_str_mv Bioprocesos
dc.subject.decs.none.fl_str_mv Genes de Plantas
Genes, Plant
Genotipo
Genotype
Mentha piperita
Modelos Teóricos
Models, Theoretical
Hojas de la Planta
Plant Leaves
Plantas Modificadas Genéticamente
Plants, Genetically Modified
topic Genes de Plantas
Genes, Plant
Genotipo
Genotype
Mentha piperita
Modelos Teóricos
Models, Theoretical
Hojas de la Planta
Plant Leaves
Plantas Modificadas Genéticamente
Plants, Genetically Modified
Aceites esenciales
Essential oils
http://aims.fao.org/aos/agrovoc/c_2669
https://id.nlm.nih.gov/mesh/D017343
https://id.nlm.nih.gov/mesh/D005838
https://id.nlm.nih.gov/mesh/D036142
https://id.nlm.nih.gov/mesh/D008962
https://id.nlm.nih.gov/mesh/D018515
https://id.nlm.nih.gov/mesh/D030821
dc.subject.agrovoc.none.fl_str_mv Aceites esenciales
Essential oils
dc.subject.agrovocuri.none.fl_str_mv http://aims.fao.org/aos/agrovoc/c_2669
dc.subject.meshuri.none.fl_str_mv https://id.nlm.nih.gov/mesh/D017343
https://id.nlm.nih.gov/mesh/D005838
https://id.nlm.nih.gov/mesh/D036142
https://id.nlm.nih.gov/mesh/D008962
https://id.nlm.nih.gov/mesh/D018515
https://id.nlm.nih.gov/mesh/D030821
description ABSTRACT: We have previously reported the use of a combination of computational simulations and targeted experiments to build a first generation mathematical model of peppermint (Mentha × piperita) essential oil biosynthesis. Here, we report on the expansion of this approach to identify the key factors controlling monoterpenoid essential oil biosynthesis under adverse environmental conditions. We also investigated determinants of essential oil biosynthesis in transgenic peppermint lines with modulated essential oil profiles. A computational perturbation analysis, which was implemented to identify the variables that exert prominent control over the outputs of the model, indicated that the essential oil composition should be highly dependent on certain biosynthetic enzyme concentrations [(+)-pulegone reductase and (+)-menthofuran synthase], whereas oil yield should be particularly sensitive to the density and/or distribution of leaf glandular trichomes, the specialized anatomical structures responsible for the synthesis and storage of essential oils. A microscopic evaluation of leaf surfaces demonstrated that the final mature size of glandular trichomes was the same across all experiments. However, as predicted by the perturbation analysis, differences in the size distribution and the total number of glandular trichomes strongly correlated with differences in monoterpenoid essential oil yield. Building on various experimental data sets, appropriate mathematical functions were selected to approximate the dynamics of glandular trichome distribution/density and enzyme concentrations in our kinetic model. Based on a χ 2 statistical analysis, simulated and measured essential oil profiles were in very good agreement, indicating that modeling is a valuable tool for guiding metabolic engineering efforts aimed at improving essential oil quality and quantity.
publishDate 2010
dc.date.issued.none.fl_str_mv 2010
dc.date.accessioned.none.fl_str_mv 2024-03-03T03:46:48Z
dc.date.available.none.fl_str_mv 2024-03-03T03:46:48Z
dc.type.spa.fl_str_mv Artículo de investigación
dc.type.coar.spa.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
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dc.identifier.citation.spa.fl_str_mv Ríos-Estepa R, Lange I, Lee JM, Lange BM. Mathematical modeling-guided evaluation of biochemical, developmental, environmental, and genotypic determinants of essential oil composition and yield in peppermint leaves. Plant Physiol. 2010 Apr;152(4):2105-19. doi: 10.1104/pp.109.152256.
dc.identifier.issn.none.fl_str_mv 0032-0889
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/10495/38433
dc.identifier.doi.none.fl_str_mv 10.1104/pp.109.152256
dc.identifier.eissn.none.fl_str_mv 1532-2548
identifier_str_mv Ríos-Estepa R, Lange I, Lee JM, Lange BM. Mathematical modeling-guided evaluation of biochemical, developmental, environmental, and genotypic determinants of essential oil composition and yield in peppermint leaves. Plant Physiol. 2010 Apr;152(4):2105-19. doi: 10.1104/pp.109.152256.
0032-0889
10.1104/pp.109.152256
1532-2548
url https://hdl.handle.net/10495/38433
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.ispartofjournalabbrev.spa.fl_str_mv Plant. Physiol.
dc.relation.citationendpage.spa.fl_str_mv 2119
dc.relation.citationissue.spa.fl_str_mv 4
dc.relation.citationstartpage.spa.fl_str_mv 2105
dc.relation.citationvolume.spa.fl_str_mv 152
dc.relation.ispartofjournal.spa.fl_str_mv Plant Physiology
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dc.format.extent.spa.fl_str_mv 15 páginas
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dc.publisher.spa.fl_str_mv Oxford University Press
American Society of Plant Biologists
dc.publisher.place.spa.fl_str_mv Rockville, Estados Unidos
institution Universidad de Antioquia
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spelling Ríos Estepa, RigobertoLange, IrisLee, James M.Lange, B. MarkusBioprocesos2024-03-03T03:46:48Z2024-03-03T03:46:48Z2010Ríos-Estepa R, Lange I, Lee JM, Lange BM. Mathematical modeling-guided evaluation of biochemical, developmental, environmental, and genotypic determinants of essential oil composition and yield in peppermint leaves. Plant Physiol. 2010 Apr;152(4):2105-19. doi: 10.1104/pp.109.152256.0032-0889https://hdl.handle.net/10495/3843310.1104/pp.109.1522561532-2548ABSTRACT: We have previously reported the use of a combination of computational simulations and targeted experiments to build a first generation mathematical model of peppermint (Mentha × piperita) essential oil biosynthesis. Here, we report on the expansion of this approach to identify the key factors controlling monoterpenoid essential oil biosynthesis under adverse environmental conditions. We also investigated determinants of essential oil biosynthesis in transgenic peppermint lines with modulated essential oil profiles. A computational perturbation analysis, which was implemented to identify the variables that exert prominent control over the outputs of the model, indicated that the essential oil composition should be highly dependent on certain biosynthetic enzyme concentrations [(+)-pulegone reductase and (+)-menthofuran synthase], whereas oil yield should be particularly sensitive to the density and/or distribution of leaf glandular trichomes, the specialized anatomical structures responsible for the synthesis and storage of essential oils. A microscopic evaluation of leaf surfaces demonstrated that the final mature size of glandular trichomes was the same across all experiments. However, as predicted by the perturbation analysis, differences in the size distribution and the total number of glandular trichomes strongly correlated with differences in monoterpenoid essential oil yield. Building on various experimental data sets, appropriate mathematical functions were selected to approximate the dynamics of glandular trichome distribution/density and enzyme concentrations in our kinetic model. Based on a χ 2 statistical analysis, simulated and measured essential oil profiles were in very good agreement, indicating that modeling is a valuable tool for guiding metabolic engineering efforts aimed at improving essential oil quality and quantity.COL002371515 páginasapplication/pdfengOxford University PressAmerican Society of Plant BiologistsRockville, Estados Unidoshttp://creativecommons.org/licenses/by-nc-nd/2.5/co/https://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Mathematical Modeling-Guided Evaluation of Biochemical, Developmental, Environmental, and Genotypic Determinants of Essential Oil Composition and Yield in Peppermint LeavesArtículo de investigaciónhttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionGenes de PlantasGenes, PlantGenotipoGenotypeMentha piperitaModelos TeóricosModels, TheoreticalHojas de la PlantaPlant LeavesPlantas Modificadas GenéticamentePlants, Genetically ModifiedAceites esencialesEssential oilshttp://aims.fao.org/aos/agrovoc/c_2669https://id.nlm.nih.gov/mesh/D017343https://id.nlm.nih.gov/mesh/D005838https://id.nlm.nih.gov/mesh/D036142https://id.nlm.nih.gov/mesh/D008962https://id.nlm.nih.gov/mesh/D018515https://id.nlm.nih.gov/mesh/D030821Plant. 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