Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g

Detalhes bibliográficos
Ano de defesa: 2019
Autor(a) principal: Cavalcanti, Christiane Gonçalves Campos lattes
Orientador(a): Abdelnur, Patrícia Verardi lattes
Banca de defesa: Abdelnur, Patrícia Verardi, Vaz, Boniek Gontijo, Côrrea, Mauro Vicentini, Parachin, Nádia Skorupa, Silva, Caio de Oliveira Gorgulho
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de Goiás
Programa de Pós-Graduação: Programa de Pós-graduação em Química (IQ)
Departamento: Instituto de Química - IQ (RG)
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://repositorio.bc.ufg.br/tede/handle/tede/9653
Resumo: One of the challenges in the production of second generation (2G) ethanol is in the development of efficient yeasts to convert xylose into ethanol in the process of fermenting sugars. Thus, the comprehensive analysis of xylose fermenting yeast metabolism is essential to facilitate the identification of the limiting factors in the conversion metabolism of this pentose and, thus, help in the construction of more efficient genetically modified strains. The objective of this work was to use an advanced analytical tool, the metabolomics, to quantify the main metabolites related to the xylose to ethanol conversion pathways in four species of yeast xyloses: Scheffersomyces stipitis, Spathaspora passalidarum, Spathaspora arborariae and Candida Tenuis. The yeasts were grown in xylose under two different growth conditions, aerobic and microaerobic. The preparation of the sample for metabolic analysis included the steps of quenching and extraction of the metabolites, for which the protocols of ice cold methanol and boiling ethanol, were used, respectively. The quantification of the metabolites was performed by ultra high-performance liquid chromatography coupled to tandem mass spectrometry (UHPLC-MS/ MS), using ion-pair chromatography and hydrophilic interaction liquid chromatography. The data obtained in the quantification were processed and treated through analysis of variance (ANOVA) using RStudio software. A total of eleven metabolites of the xylose metabolism pathway were quantified and validated through metabolic flow analysis (MFA) with R2>90. These metabolites were used to construct the metabolic flow of the three species of yeasts (Scheffersomyces stipitis, Spathaspora passalidarum and Spathaspora arborariae) analyzed. The comparison of molecular targets in yeast xylose showed that the S. stipitis and S. passalidarum species have the best yields of ethanol when grown with limited oxygen. The metabolomic analysis performed in this study may help in the genetic improvement of these microorganisms and in the production of 2G ethanol.
id UFG-2_edcf28682cae3bba8ab805b27ca4e109
oai_identifier_str oai:repositorio.bc.ufg.br:tede/9653
network_acronym_str UFG-2
network_name_str Repositório Institucional da UFG
repository_id_str
spelling Abdelnur, Patrícia Verardihttp://lattes.cnpq.br/0386805742968055Rodrigue, Clenilson Martinshttp://lattes.cnpq.br/9689635455677053Abdelnur, Patrícia VerardiVaz, Boniek GontijoCôrrea, Mauro VicentiniParachin, Nádia SkorupaSilva, Caio de Oliveira Gorgulhohttp://lattes.cnpq.br/4601394638111230Cavalcanti, Christiane Gonçalves Campos2019-05-28T12:23:18Z2019-02-18CAMPOS, C. G. Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g. 2019. 120 f. Tese (Doutorado em Química) - Universidade Federal de Goiás, Goiânia, 2019.http://repositorio.bc.ufg.br/tede/handle/tede/9653One of the challenges in the production of second generation (2G) ethanol is in the development of efficient yeasts to convert xylose into ethanol in the process of fermenting sugars. Thus, the comprehensive analysis of xylose fermenting yeast metabolism is essential to facilitate the identification of the limiting factors in the conversion metabolism of this pentose and, thus, help in the construction of more efficient genetically modified strains. The objective of this work was to use an advanced analytical tool, the metabolomics, to quantify the main metabolites related to the xylose to ethanol conversion pathways in four species of yeast xyloses: Scheffersomyces stipitis, Spathaspora passalidarum, Spathaspora arborariae and Candida Tenuis. The yeasts were grown in xylose under two different growth conditions, aerobic and microaerobic. The preparation of the sample for metabolic analysis included the steps of quenching and extraction of the metabolites, for which the protocols of ice cold methanol and boiling ethanol, were used, respectively. The quantification of the metabolites was performed by ultra high-performance liquid chromatography coupled to tandem mass spectrometry (UHPLC-MS/ MS), using ion-pair chromatography and hydrophilic interaction liquid chromatography. The data obtained in the quantification were processed and treated through analysis of variance (ANOVA) using RStudio software. A total of eleven metabolites of the xylose metabolism pathway were quantified and validated through metabolic flow analysis (MFA) with R2>90. These metabolites were used to construct the metabolic flow of the three species of yeasts (Scheffersomyces stipitis, Spathaspora passalidarum and Spathaspora arborariae) analyzed. The comparison of molecular targets in yeast xylose showed that the S. stipitis and S. passalidarum species have the best yields of ethanol when grown with limited oxygen. The metabolomic analysis performed in this study may help in the genetic improvement of these microorganisms and in the production of 2G ethanol.Um dos desafios na produção do etanol de segunda geração (2G) está no desenvolvimento de leveduras eficientes para converter xilose em etanol no processo de fermentação de açúcares. Desta forma, a análise abrangente do metabolismo de leveduras fermentadoras de xilose é essencial para facilitar a identificação dos fatores limitantes no metabolismo de conversão desta pentose e, assim, auxiliar na construção de linhagens modificadas geneticamente mais eficientes. O objetivo deste trabalho foi utilizar uma ferramenta analítica avançada, a metabolômica, para quantificar os principais metabólitos relacionados às vias de conversão da xilose a etanol em quatro espécies de leveduras fermentadoras de xiloses: Scheffersomyces stipitis, Spathaspora passalidarum, Spathaspora arborariae e Candida Tenuis. As leveduras foram cultivadas em xilose sob duas diferentes condições de crescimento, aeróbica e microaeróbica. O preparo de amostra para análise metabolômica incluiu as etapas de quenching e extração dos metabólitos, e para tal foram utilizados os protocolos de metanol gelado e etanol fervente, respectivamente. A quantificação dos metabólitos foi realizada por cromatografia líquida de ultra alta eficiência acoplada à espectrometria de massas tandem (UHPLC-MS/MS), utilizando cromatografia de par iônico e a cromatografia líquida de interação hidrofílica. Os dados obtidos na quantificação foram processados e tratados através da análise de variância (ANOVA) utilizando o software RStudio. Um total de onze metabólitos da via do metabolismo da xilose foram quantificados e validados através da análise de fluxo metabólico (MFA) com R2>90. Estes metabólitos foram utilizados para a construção do fluxo metabólico das três espécies de leveduras analisadas (Scheffersomyces stipitis, Spathaspora passalidarum e Spathaspora arborariae). A comparação de alvos moleculares nas leveduras fermentadoras de xilose mostrou que as espécies S. stipitis e S. passalidarum tem os melhores rendimentos de produção de etanol quando crescidas com oxigênio limitado. A análise metabolômica realizada neste estudo poderá auxiliar no melhoramento genético destes microrganismos e na produção de etanol 2G.Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - CAPESapplication/pdfhttp://repositorio.bc.ufg.br/tede/retrieve/54812/Tese%20-%20Christiane%20Gon%c3%a7alves%20Campos%20Cavalcanti%20-%202019.pdf.jpgporUniversidade Federal de GoiásPrograma de Pós-graduação em Química (IQ)UFGBrasilInstituto de Química - IQ (RG)http://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessMetabolômicaEspectrometria de massasCromatografia líquidaBiotecnologia e levedurasMetabolomicsMass spectrometryLiquid chromatographyBiotechnologyYeastsQUIMICA ANALITICA::INSTRUMENTACAO ANALITICAMetabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2gMetabolomics of xylose fermenting yeasts in the identification of metabolic targets to enhance ethanol 2g productioninfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesis663693921325415158600600600600782606674374119727811432645100632034522075167498588264571reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGLICENSElicense.txtlicense.txttext/plain; charset=utf-82165http://repositorio.bc.ufg.br/tede/bitstreams/836479bc-dd8f-4330-a041-fe5126e88bbe/downloadbd3efa91386c1718a7f26a329fdcb468MD51CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849http://repositorio.bc.ufg.br/tede/bitstreams/7f2ac6b1-75d3-4e0a-9b15-b8b04d6779b5/download4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-80http://repositorio.bc.ufg.br/tede/bitstreams/95eee961-4e65-4450-ab88-0249c506c255/downloadd41d8cd98f00b204e9800998ecf8427eMD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-80http://repositorio.bc.ufg.br/tede/bitstreams/fafb4650-84dd-4274-9f98-81b47f5deb8d/downloadd41d8cd98f00b204e9800998ecf8427eMD54ORIGINALTese - Christiane Gonçalves Campos Cavalcanti - 2019.pdfTese - Christiane Gonçalves Campos Cavalcanti - 2019.pdfapplication/pdf5314390http://repositorio.bc.ufg.br/tede/bitstreams/b7e32dab-06e9-40b1-bf11-76a6e36194c0/download0709489a267fb2b634d17e3af37dd58fMD55TEXTTese - Christiane Gonçalves Campos Cavalcanti - 2019.pdf.txtTese - Christiane Gonçalves Campos Cavalcanti - 2019.pdf.txtExtracted Texttext/plain187417http://repositorio.bc.ufg.br/tede/bitstreams/2f01c4e3-7536-4b64-aee6-0c7a584ae794/download452a00c9c1dd07c4071e8f92aedc3fa2MD56THUMBNAILTese - Christiane Gonçalves Campos Cavalcanti - 2019.pdf.jpgTese - Christiane Gonçalves Campos Cavalcanti - 2019.pdf.jpgGenerated Thumbnailimage/jpeg4117http://repositorio.bc.ufg.br/tede/bitstreams/e8137828-38c5-4c05-8b23-dad83a47af95/download015ce92a57e50a087ea09ee82a055a39MD57tede/96532019-05-29 03:03:16.451http://creativecommons.org/licenses/by-nc-nd/4.0/Acesso Abertoopen.accessoai:repositorio.bc.ufg.br:tede/9653http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttps://repositorio.bc.ufg.br/tedeserver/oai/requestgrt.bc@ufg.bropendoar:oai:repositorio.bc.ufg.br:tede/12342019-05-29T06:03:16Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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
dc.title.eng.fl_str_mv Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g
dc.title.alternative.eng.fl_str_mv Metabolomics of xylose fermenting yeasts in the identification of metabolic targets to enhance ethanol 2g production
title Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g
spellingShingle Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g
Cavalcanti, Christiane Gonçalves Campos
Metabolômica
Espectrometria de massas
Cromatografia líquida
Biotecnologia e leveduras
Metabolomics
Mass spectrometry
Liquid chromatography
Biotechnology
Yeasts
QUIMICA ANALITICA::INSTRUMENTACAO ANALITICA
title_short Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g
title_full Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g
title_fullStr Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g
title_full_unstemmed Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g
title_sort Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g
author Cavalcanti, Christiane Gonçalves Campos
author_facet Cavalcanti, Christiane Gonçalves Campos
author_role author
dc.contributor.advisor1.fl_str_mv Abdelnur, Patrícia Verardi
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/0386805742968055
dc.contributor.advisor-co1.fl_str_mv Rodrigue, Clenilson Martins
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/9689635455677053
dc.contributor.referee1.fl_str_mv Abdelnur, Patrícia Verardi
dc.contributor.referee2.fl_str_mv Vaz, Boniek Gontijo
dc.contributor.referee3.fl_str_mv Côrrea, Mauro Vicentini
dc.contributor.referee4.fl_str_mv Parachin, Nádia Skorupa
dc.contributor.referee5.fl_str_mv Silva, Caio de Oliveira Gorgulho
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/4601394638111230
dc.contributor.author.fl_str_mv Cavalcanti, Christiane Gonçalves Campos
contributor_str_mv Abdelnur, Patrícia Verardi
Rodrigue, Clenilson Martins
Abdelnur, Patrícia Verardi
Vaz, Boniek Gontijo
Côrrea, Mauro Vicentini
Parachin, Nádia Skorupa
Silva, Caio de Oliveira Gorgulho
dc.subject.por.fl_str_mv Metabolômica
Espectrometria de massas
Cromatografia líquida
Biotecnologia e leveduras
topic Metabolômica
Espectrometria de massas
Cromatografia líquida
Biotecnologia e leveduras
Metabolomics
Mass spectrometry
Liquid chromatography
Biotechnology
Yeasts
QUIMICA ANALITICA::INSTRUMENTACAO ANALITICA
dc.subject.eng.fl_str_mv Metabolomics
Mass spectrometry
Liquid chromatography
Biotechnology
Yeasts
dc.subject.cnpq.fl_str_mv QUIMICA ANALITICA::INSTRUMENTACAO ANALITICA
description One of the challenges in the production of second generation (2G) ethanol is in the development of efficient yeasts to convert xylose into ethanol in the process of fermenting sugars. Thus, the comprehensive analysis of xylose fermenting yeast metabolism is essential to facilitate the identification of the limiting factors in the conversion metabolism of this pentose and, thus, help in the construction of more efficient genetically modified strains. The objective of this work was to use an advanced analytical tool, the metabolomics, to quantify the main metabolites related to the xylose to ethanol conversion pathways in four species of yeast xyloses: Scheffersomyces stipitis, Spathaspora passalidarum, Spathaspora arborariae and Candida Tenuis. The yeasts were grown in xylose under two different growth conditions, aerobic and microaerobic. The preparation of the sample for metabolic analysis included the steps of quenching and extraction of the metabolites, for which the protocols of ice cold methanol and boiling ethanol, were used, respectively. The quantification of the metabolites was performed by ultra high-performance liquid chromatography coupled to tandem mass spectrometry (UHPLC-MS/ MS), using ion-pair chromatography and hydrophilic interaction liquid chromatography. The data obtained in the quantification were processed and treated through analysis of variance (ANOVA) using RStudio software. A total of eleven metabolites of the xylose metabolism pathway were quantified and validated through metabolic flow analysis (MFA) with R2>90. These metabolites were used to construct the metabolic flow of the three species of yeasts (Scheffersomyces stipitis, Spathaspora passalidarum and Spathaspora arborariae) analyzed. The comparison of molecular targets in yeast xylose showed that the S. stipitis and S. passalidarum species have the best yields of ethanol when grown with limited oxygen. The metabolomic analysis performed in this study may help in the genetic improvement of these microorganisms and in the production of 2G ethanol.
publishDate 2019
dc.date.accessioned.fl_str_mv 2019-05-28T12:23:18Z
dc.date.issued.fl_str_mv 2019-02-18
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv CAMPOS, C. G. Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g. 2019. 120 f. Tese (Doutorado em Química) - Universidade Federal de Goiás, Goiânia, 2019.
dc.identifier.uri.fl_str_mv http://repositorio.bc.ufg.br/tede/handle/tede/9653
identifier_str_mv CAMPOS, C. G. Metabolômica de leveduras fermentadoras de xilose na identificação de alvos metabólicos para aumento da produção de etanol 2g. 2019. 120 f. Tese (Doutorado em Química) - Universidade Federal de Goiás, Goiânia, 2019.
url http://repositorio.bc.ufg.br/tede/handle/tede/9653
dc.language.iso.fl_str_mv por
language por
dc.relation.program.fl_str_mv 663693921325415158
dc.relation.confidence.fl_str_mv 600
600
600
600
dc.relation.department.fl_str_mv 7826066743741197278
dc.relation.cnpq.fl_str_mv 1143264510063203452
dc.relation.sponsorship.fl_str_mv 2075167498588264571
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal de Goiás
dc.publisher.program.fl_str_mv Programa de Pós-graduação em Química (IQ)
dc.publisher.initials.fl_str_mv UFG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Instituto de Química - IQ (RG)
publisher.none.fl_str_mv Universidade Federal de Goiás
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFG
instname:Universidade Federal de Goiás (UFG)
instacron:UFG
instname_str Universidade Federal de Goiás (UFG)
instacron_str UFG
institution UFG
reponame_str Repositório Institucional da UFG
collection Repositório Institucional da UFG
bitstream.url.fl_str_mv http://repositorio.bc.ufg.br/tede/bitstreams/836479bc-dd8f-4330-a041-fe5126e88bbe/download
http://repositorio.bc.ufg.br/tede/bitstreams/7f2ac6b1-75d3-4e0a-9b15-b8b04d6779b5/download
http://repositorio.bc.ufg.br/tede/bitstreams/95eee961-4e65-4450-ab88-0249c506c255/download
http://repositorio.bc.ufg.br/tede/bitstreams/fafb4650-84dd-4274-9f98-81b47f5deb8d/download
http://repositorio.bc.ufg.br/tede/bitstreams/b7e32dab-06e9-40b1-bf11-76a6e36194c0/download
http://repositorio.bc.ufg.br/tede/bitstreams/2f01c4e3-7536-4b64-aee6-0c7a584ae794/download
http://repositorio.bc.ufg.br/tede/bitstreams/e8137828-38c5-4c05-8b23-dad83a47af95/download
bitstream.checksum.fl_str_mv bd3efa91386c1718a7f26a329fdcb468
4afdbb8c545fd630ea7db775da747b2f
d41d8cd98f00b204e9800998ecf8427e
d41d8cd98f00b204e9800998ecf8427e
0709489a267fb2b634d17e3af37dd58f
452a00c9c1dd07c4071e8f92aedc3fa2
015ce92a57e50a087ea09ee82a055a39
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)
repository.mail.fl_str_mv grt.bc@ufg.br
_version_ 1861293920807288832