Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli

Detalhes bibliográficos
Ano de defesa: 2024
Autor(a) principal: Simas, Rodrigo Gabriel
Orientador(a): Não Informado pela instituição
Banca de defesa: Não Informado pela instituição
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Biblioteca Digitais de Teses e Dissertações da USP
Programa de Pós-Graduação: Não Informado pela instituição
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
Link de acesso: https://www.teses.usp.br/teses/disponiveis/9/9134/tde-20012025-121801/
Resumo: L-asparaginase type II from Escherichia coli is a biopharmaceutical used in the treatment of acute lymphoblastic leukaemia (ALL), the most common paediatric cancer. The high cost of ALL treatment is primarily driven by the cost of asparaginase, making the reduction of manufacturing costs crucial to lowering overall treatment expenses. Although attempts have been made to optimize cultivation conditions to increase titre and productivity, these efforts have been largely empirical and have met with varying degrees of success. This is partly due to the lack of a comprehensive mathematical model for ASNase expression - a challenge that also extends to recombinant protein expression in E. coli, for which comprehensive models remain surprisingly scarce. Mathematical models provide a more systematic approach to process optimisation, enabling in-silico studies that reduce both the cost and time associated with extensive experimentation. In this study, a robust kinetic model for recombinant protein expression in E. coliwas proposed, integrating current mechanistic knowledge of key physiological processes - cell growth, inducer transport, transcription, and translation - into a concise framework with independently verifiable parameters. The model was applied to study of ASNase expression by E. coli BL21(DE3). For ASNase quantification, the colorimetric Nessler method for ammonia measurement was adapted by incorporating polyvinyl alcohol and sodium tartrate to reduce interference from salts commonly found in cultivation media and purification buffers. The model was then used to investigate the impact of IPTG concentration (0 to 1000 µM) and temperature (23°C to 37°C) on recombinant asparaginase production. It accurately described conditions involving low transcription levels and validated common empirical observations, such as tunable expression at low IPTG concentrations (0 - 100 µM) and temperatures (≤30ºC). Additionally, the model predicted na inverse correlation between temperature and recombinant protein expression, as well as evidence for coupled transcriptiontranslation processes. In conclusion, the proposed model represents a significant advancement in understanding the dynamics of recombinant protein expression in E. coli. Its modular design allows for easy adaptation to various system designs and cultivation modes, enabling a more efficient and tailored approach to bioprocess development.
id USP_5f732bb20179d8003a8aaa0b116c0906
oai_identifier_str oai:teses.usp.br:tde-20012025-121801
network_acronym_str USP
network_name_str Biblioteca Digital de Teses e Dissertações da USP
repository_id_str
spelling Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coliModelagem mecanistica da produção de L-Asparaginase por Escherichia coliAsparaginaseAsparaginaseEscherichia coliEscherichia coliIPTGIPTGKinetic modelMathematical modelModelo cinéticoModelo matemáticoL-asparaginase type II from Escherichia coli is a biopharmaceutical used in the treatment of acute lymphoblastic leukaemia (ALL), the most common paediatric cancer. The high cost of ALL treatment is primarily driven by the cost of asparaginase, making the reduction of manufacturing costs crucial to lowering overall treatment expenses. Although attempts have been made to optimize cultivation conditions to increase titre and productivity, these efforts have been largely empirical and have met with varying degrees of success. This is partly due to the lack of a comprehensive mathematical model for ASNase expression - a challenge that also extends to recombinant protein expression in E. coli, for which comprehensive models remain surprisingly scarce. Mathematical models provide a more systematic approach to process optimisation, enabling in-silico studies that reduce both the cost and time associated with extensive experimentation. In this study, a robust kinetic model for recombinant protein expression in E. coliwas proposed, integrating current mechanistic knowledge of key physiological processes - cell growth, inducer transport, transcription, and translation - into a concise framework with independently verifiable parameters. The model was applied to study of ASNase expression by E. coli BL21(DE3). For ASNase quantification, the colorimetric Nessler method for ammonia measurement was adapted by incorporating polyvinyl alcohol and sodium tartrate to reduce interference from salts commonly found in cultivation media and purification buffers. The model was then used to investigate the impact of IPTG concentration (0 to 1000 µM) and temperature (23°C to 37°C) on recombinant asparaginase production. It accurately described conditions involving low transcription levels and validated common empirical observations, such as tunable expression at low IPTG concentrations (0 - 100 µM) and temperatures (≤30ºC). Additionally, the model predicted na inverse correlation between temperature and recombinant protein expression, as well as evidence for coupled transcriptiontranslation processes. In conclusion, the proposed model represents a significant advancement in understanding the dynamics of recombinant protein expression in E. coli. Its modular design allows for easy adaptation to various system designs and cultivation modes, enabling a more efficient and tailored approach to bioprocess development.L-asparaginase tipo II de Escherichia coli é um biofármaco utilizado no tratamento da leucemia linfoblástica aguda (LLA), o câncer mais comumente diagnosticado em crianças. O alto custo do tratamento da LLA é impulsionado principalmente pelo custo a asparaginase, o que torna a redução dos custos de fabricação crucial para diminuir as despesas totais do tratamento. Embora várias tentativas tenham sido realizadas para a otimização das condições de cultivo visando o aumento do título e da produtividade, esses esforços foram majoritariamente empíricos e diferentes graus de sucesso foram obtidos. Isso se deve, em parte, à falta de um modelo matemático abrangente para a expressão de ASNase um desafio que também se estende à expressão de proteínas recombinantes em E. coli, para a qual modelos abrangentes ainda são surpreendentemente escassos. Modelos matemáticos proporcionam uma abordagem mais sistemática para a otimização de processos, permitindo estudos in-silico que reduzem tanto o custo quanto o tempo associados a experimentações. Neste estudo, um modelo cinético robusto para a expressão de proteínas recombinantes em E. coli foi proposto, integrando o conhecimento mecanístico dos principais processos fisiológicos - crescimento celular, transporte the indutor, transcrição e tradução - em uma modelo conciso com parâmetros verificáveis de forma independente. O modelo foi aplicado ao estudo da expressão de ASNase por E. coli BL21(DE3). Para a quantificação de ASNase, o método colorimétrico de Nessler para a quantificação de amônia foi adaptado, incorporando álcool polivinílico e tartarato de sódio para a redução da interferência de sais comumente encontrados em meios de cultivo e tampões de purificação. O modelo foi então utilizado para a investigação do impacto da concentração de IPTG (0 a 1000 µM) e da temperatura (23°C a 37°C) na produção de asparaginase recombinante. Foi constatado que o modelo descreve com precisão condições envolvendo baixos níveis de transcrição, levando à validação de observações empíricas comuns, como a possibilidade de ajuste da expressão a baixas concentrações de IPTG (0 - µ1000) e temperaturas ((≤30ºC). Além disso, o modelo previu uma correlação inversa entre temperatura e expressão de proteína recombinante, bem como evidenciou a coordenação das velocidades de transcrição e tradução. Em conclusão, o modelo proposto representa um avanço significativo na compreensão da dinâmica da expressão de proteínas recombinantes em E. coli. Seu design modular permite fácil adaptação a diferentes sistemas e modos de cultivo, possibilitando uma abordagem mais eficiente e personalizada para o desenvolvimento de bioprocessos.Biblioteca Digitais de Teses e Dissertações da USPPessoa Junior, AdalbertoSimas, Rodrigo Gabriel2024-11-14info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/9/9134/tde-20012025-121801/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPReter o conteúdo por motivos de patente, publicação e/ou direitos autoriais.info:eu-repo/semantics/openAccesseng2025-02-10T13:43:01Zoai:teses.usp.br:tde-20012025-121801Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212025-02-10T13:43:01Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli
Modelagem mecanistica da produção de L-Asparaginase por Escherichia coli
title Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli
spellingShingle Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli
Simas, Rodrigo Gabriel
Asparaginase
Asparaginase
Escherichia coli
Escherichia coli
IPTG
IPTG
Kinetic model
Mathematical model
Modelo cinético
Modelo matemático
title_short Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli
title_full Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli
title_fullStr Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli
title_full_unstemmed Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli
title_sort Mechanistic modelling of recombinant L-Asparaginase production by Escherichia coli
author Simas, Rodrigo Gabriel
author_facet Simas, Rodrigo Gabriel
author_role author
dc.contributor.none.fl_str_mv Pessoa Junior, Adalberto
dc.contributor.author.fl_str_mv Simas, Rodrigo Gabriel
dc.subject.por.fl_str_mv Asparaginase
Asparaginase
Escherichia coli
Escherichia coli
IPTG
IPTG
Kinetic model
Mathematical model
Modelo cinético
Modelo matemático
topic Asparaginase
Asparaginase
Escherichia coli
Escherichia coli
IPTG
IPTG
Kinetic model
Mathematical model
Modelo cinético
Modelo matemático
description L-asparaginase type II from Escherichia coli is a biopharmaceutical used in the treatment of acute lymphoblastic leukaemia (ALL), the most common paediatric cancer. The high cost of ALL treatment is primarily driven by the cost of asparaginase, making the reduction of manufacturing costs crucial to lowering overall treatment expenses. Although attempts have been made to optimize cultivation conditions to increase titre and productivity, these efforts have been largely empirical and have met with varying degrees of success. This is partly due to the lack of a comprehensive mathematical model for ASNase expression - a challenge that also extends to recombinant protein expression in E. coli, for which comprehensive models remain surprisingly scarce. Mathematical models provide a more systematic approach to process optimisation, enabling in-silico studies that reduce both the cost and time associated with extensive experimentation. In this study, a robust kinetic model for recombinant protein expression in E. coliwas proposed, integrating current mechanistic knowledge of key physiological processes - cell growth, inducer transport, transcription, and translation - into a concise framework with independently verifiable parameters. The model was applied to study of ASNase expression by E. coli BL21(DE3). For ASNase quantification, the colorimetric Nessler method for ammonia measurement was adapted by incorporating polyvinyl alcohol and sodium tartrate to reduce interference from salts commonly found in cultivation media and purification buffers. The model was then used to investigate the impact of IPTG concentration (0 to 1000 µM) and temperature (23°C to 37°C) on recombinant asparaginase production. It accurately described conditions involving low transcription levels and validated common empirical observations, such as tunable expression at low IPTG concentrations (0 - 100 µM) and temperatures (≤30ºC). Additionally, the model predicted na inverse correlation between temperature and recombinant protein expression, as well as evidence for coupled transcriptiontranslation processes. In conclusion, the proposed model represents a significant advancement in understanding the dynamics of recombinant protein expression in E. coli. Its modular design allows for easy adaptation to various system designs and cultivation modes, enabling a more efficient and tailored approach to bioprocess development.
publishDate 2024
dc.date.none.fl_str_mv 2024-11-14
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.uri.fl_str_mv https://www.teses.usp.br/teses/disponiveis/9/9134/tde-20012025-121801/
url https://www.teses.usp.br/teses/disponiveis/9/9134/tde-20012025-121801/
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv
dc.rights.driver.fl_str_mv Reter o conteúdo por motivos de patente, publicação e/ou direitos autoriais.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Reter o conteúdo por motivos de patente, publicação e/ou direitos autoriais.
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.coverage.none.fl_str_mv
dc.publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
dc.source.none.fl_str_mv
reponame:Biblioteca Digital de Teses e Dissertações da USP
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
instacron_str USP
institution USP
reponame_str Biblioteca Digital de Teses e Dissertações da USP
collection Biblioteca Digital de Teses e Dissertações da USP
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)
repository.mail.fl_str_mv virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br
_version_ 1839839150413447168