Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry

Detalhes bibliográficos
Ano de defesa: 2017
Autor(a) principal: Souza, Renato Cesar de
Orientador(a): Pereira Filho, Edenir Rodrigues lattes
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Universidade Federal de São Carlos
Câmpus São Carlos
Programa de Pós-Graduação: Programa de Pós-Graduação de Mestrado Profissional em Química - PPGQ
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: https://repositorio.ufscar.br/handle/20.500.14289/13223
Resumo: The aim of this work is to apply design of experiment methodologyin the development of a dissolution method during the early phase ofdevelopment of a generic product in pharmaceutical industry. The model drug used during the development was the biphasic release product Zolpidem CR, which contains 12.5 mg of Zolpidem Hemitartrate per tablet. Previous to experimental design, a Failure Mode and Effect Analysis (FMEA)was performed to choose the most important variables.Four variables were considered the most importants to affect product release rate, which wereapparatus, rotation speed, volume and pH of the dissolution media. The variables selected were analysed by the full factorial design with the objective to identify the principal factors. The most critical factors were then used to construct the response surface model in order to model all variables and understand its interaction. The objective at this phase of product development was to reach anin vitro dissolution similar to the one in vivo, therefore all the responses were based on the in vivo absorption rate of the reference product obtained from literature. The mean Zolpidem plasma concentration-time profiles was deconvoluted by Wagner Nelson method and the deconvoluted curve was modeled to Logistic model. The parameters of the equation wereused as reference response. The responses monitored were the percentage dissolved in 0.25, 4.0 h, and the α ,β and R2 parameters of logistic equation. The model reliability and significance of the factors studied was evaluated by the analysis of variance (ANOVA). Two methods were used to determine the best dissolution condition, the first one was the Desirability Function and the second was the response surface sobreposition. The dissolution condition of basket with a rotation speed of 50 rpm and dissolution media of HCl 0,01 M (pH 2,0) with a volume of 500 ml was choosen as the condition that satisfied the desirability criterias stablished at the beginning of the experiment. The design of experiment methodology proved to be a more efficient methodology comparade to the traditional one factor at time (OFAT) method, reducing the number of experiments, number of samples and time to method development. The comprehension of the factors that affect release rate of the product and conclusion showed to be significantly superior to the traditional method.
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spelling Souza, Renato Cesar dePereira Filho, Edenir Rodrigueshttp://lattes.cnpq.br/3394181280355442http://lattes.cnpq.br/2338450023083353e52ac718-53ec-4496-b119-328789bb58db2020-09-09T17:03:45Z2020-09-09T17:03:45Z2017-04-28SOUZA, Renato Cesar de. Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry. 2017. Dissertação (Mestrado em Química) – Universidade Federal de São Carlos, São Carlos, 2017. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/13223.https://repositorio.ufscar.br/handle/20.500.14289/13223The aim of this work is to apply design of experiment methodologyin the development of a dissolution method during the early phase ofdevelopment of a generic product in pharmaceutical industry. The model drug used during the development was the biphasic release product Zolpidem CR, which contains 12.5 mg of Zolpidem Hemitartrate per tablet. Previous to experimental design, a Failure Mode and Effect Analysis (FMEA)was performed to choose the most important variables.Four variables were considered the most importants to affect product release rate, which wereapparatus, rotation speed, volume and pH of the dissolution media. The variables selected were analysed by the full factorial design with the objective to identify the principal factors. The most critical factors were then used to construct the response surface model in order to model all variables and understand its interaction. The objective at this phase of product development was to reach anin vitro dissolution similar to the one in vivo, therefore all the responses were based on the in vivo absorption rate of the reference product obtained from literature. The mean Zolpidem plasma concentration-time profiles was deconvoluted by Wagner Nelson method and the deconvoluted curve was modeled to Logistic model. The parameters of the equation wereused as reference response. The responses monitored were the percentage dissolved in 0.25, 4.0 h, and the α ,β and R2 parameters of logistic equation. The model reliability and significance of the factors studied was evaluated by the analysis of variance (ANOVA). Two methods were used to determine the best dissolution condition, the first one was the Desirability Function and the second was the response surface sobreposition. The dissolution condition of basket with a rotation speed of 50 rpm and dissolution media of HCl 0,01 M (pH 2,0) with a volume of 500 ml was choosen as the condition that satisfied the desirability criterias stablished at the beginning of the experiment. The design of experiment methodology proved to be a more efficient methodology comparade to the traditional one factor at time (OFAT) method, reducing the number of experiments, number of samples and time to method development. The comprehension of the factors that affect release rate of the product and conclusion showed to be significantly superior to the traditional method.O objetivo desse trabalho foi aplicar uma metodologia de delineamento de experimentos no desenvolvimento de um método de dissolução durante a fase inicial de desenvolvimento de um produto genérico na indústria farmacêutica. O produto modelo utilizado foi o Zolpidem CR, que contém 12,5 mg de hemitartarato de zolpidem por comprimido. Antes de aplicar a metodologia de delineamento de experimentos, fez-se uma Análise de Modos de Falhas e seus Efeitos (FMEA) para escolher as variáveis mais importantes. Quatro variáveis foram consideradas as mais importantes para afetar a taxa de liberação do produto, sendo elas, aparato, velocidade de rotação, volume e pH do meio de dissolução. As variáveis selecionadas foram avaliadas pelo Planejamento Fatorial Completo com o objetivo de identificar os principais fatores que afetam a dissolução do produto. Os fatores mais críticos, pH do meio de dissolução velocidade de rotação e volume de meio foram então utilizados para construir um modelo de superfície de resposta, a fim de modelar e todas as variáveis e compreender suas interações. O objetivo nessa fase inicial de desenvolvimento do produto foi alcançar uma dissolução in vitro que seja semelhante a dissolução in vivo, portanto todas as respostas foram baseadas na taxa de absorção in vivo do medicamento referência previamente descrito na literatura. Os perfis médios de concentração plasmática de Zolpidem em relação ao tempo foram deconvoluidos pelo método de Wagner Nelson e a curva deconvoluida foi modelada pelo modelo Logistico. Os parâmetros da equação foram utilizados como resposta de referência. As respostas monitoradas foram aporcentagem dissolvida em 0,25 e4,0h e os parâmetros α, β e R2 do modelo logístico. A confiabilidade do modelo e a significância dos efeitos estudados foram avaliados pela análise de variância (ANOVA). Os métodos de desejabilidade e sobreposição de superfície de resposta foram utilizados para determinar a melhor condição de dissolução. A condição de dissolução de aparato cesto com velocidade de rotação de 50 rpm e meio de HCl 0,01 M (pH 2,0) e volume de 500 mL mostrou-se satisfatória e atendeu os critérios de desejabilidade estabelecidos. O delineamento de experimentos mostrou ser uma metodologia mais eficiente comparada ao método tradicional de um fator por vez (OFaT), reduzindo o número de experimentos, número de amostras e tempo de desenvolvimento do método. A compreensão dos fatores que afetam a taxa de liberação do produto e as conclusões obtidas se mostraram significativamente superiores ao método tradicional.Não recebi financiamentoengUniversidade Federal de São CarlosCâmpus São CarlosPrograma de Pós-Graduação de Mestrado Profissional em Química - PPGQUFSCarAttribution-NonCommercial-NoDerivs 3.0 Brazilhttp://creativecommons.org/licenses/by-nc-nd/3.0/br/info:eu-repo/semantics/openAccessDelineamento de experimentosMétodo de dissoluçãoIndústria farmacêuticaHemitartarato de zolpidemDesing of experimentsDissolution methodPharmaceutical industryZolpidem hemitartrateCIENCIAS EXATAS E DA TERRA::QUIMICA::QUIMICA ANALITICAApplication of design of experiments (DoE) to dissolution method development in pharmaceutical industryAplicação do delineamento de experimentos (DoE) no desenvolvimento de método de dissolução na indústria farmacêuticainfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis600cc86aeec-dd0e-4a5e-9ae0-d3a038091433reponame:Repositório Institucional da UFSCARinstname:Universidade Federal de São Carlos (UFSCAR)instacron:UFSCARORIGINALDissertação_Final_Com carta de aprovação.pdfDissertação_Final_Com carta de aprovação.pdfDissertação com a carta de aprovaçãoapplication/pdf5561531https://repositorio.ufscar.br/bitstreams/fa7bafaa-7875-48d0-9427-882454612d83/download4056f0db6f29a22f4c602f858f351f8cMD54trueAnonymousREADcartahomologacao_pos.pdfcartahomologacao_pos.pdfapplication/pdf281922https://repositorio.ufscar.br/bitstreams/d539bd4a-d3ee-4e8e-a411-e815e9265116/downloadc21cd0e16a63cdbb131d32c06e9f04b8MD53falseAnonymousREADCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8811https://repositorio.ufscar.br/bitstreams/bdffa21c-cb5c-46f5-a2d9-77f15c130f29/downloade39d27027a6cc9cb039ad269a5db8e34MD55falseAnonymousREADTEXTDissertação_Final_Com carta de aprovação.pdf.txtDissertação_Final_Com carta de aprovação.pdf.txtExtracted texttext/plain131587https://repositorio.ufscar.br/bitstreams/c3bfaf6f-a91d-4680-a614-71e462d422bc/download47be06590ecccd7d9791a38c57185b5dMD510falseAnonymousREADcartahomologacao_pos.pdf.txtcartahomologacao_pos.pdf.txtExtracted texttext/plain1404https://repositorio.ufscar.br/bitstreams/8ef065b7-16ce-43cc-b292-044757d07788/download00eff38ac38d8fd55aa88d462fd54f30MD512falseAnonymousREADTHUMBNAILDissertação_Final_Com carta de aprovação.pdf.jpgDissertação_Final_Com carta de aprovação.pdf.jpgIM Thumbnailimage/jpeg9820https://repositorio.ufscar.br/bitstreams/cf2ec10a-4dd9-497d-9a13-2951024660a5/download0332c145816171423103c277873fdf55MD511falseAnonymousREADcartahomologacao_pos.pdf.jpgcartahomologacao_pos.pdf.jpgIM Thumbnailimage/jpeg11495https://repositorio.ufscar.br/bitstreams/de4fe53d-4ed1-44d8-a26d-23a908d3f721/download5296bcc86cb50e71928f177d05624968MD513falseAnonymousREAD20.500.14289/132232025-02-05 18:31:42.679http://creativecommons.org/licenses/by-nc-nd/3.0/br/Attribution-NonCommercial-NoDerivs 3.0 Brazilopen.accessoai:repositorio.ufscar.br:20.500.14289/13223https://repositorio.ufscar.brRepositório InstitucionalPUBhttps://repositorio.ufscar.br/oai/requestrepositorio.sibi@ufscar.bropendoar:43222025-02-05T21:31:42Repositório Institucional da UFSCAR - Universidade Federal de São Carlos (UFSCAR)false
dc.title.eng.fl_str_mv Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry
dc.title.alternative.por.fl_str_mv Aplicação do delineamento de experimentos (DoE) no desenvolvimento de método de dissolução na indústria farmacêutica
title Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry
spellingShingle Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry
Souza, Renato Cesar de
Delineamento de experimentos
Método de dissolução
Indústria farmacêutica
Hemitartarato de zolpidem
Desing of experiments
Dissolution method
Pharmaceutical industry
Zolpidem hemitartrate
CIENCIAS EXATAS E DA TERRA::QUIMICA::QUIMICA ANALITICA
title_short Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry
title_full Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry
title_fullStr Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry
title_full_unstemmed Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry
title_sort Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry
author Souza, Renato Cesar de
author_facet Souza, Renato Cesar de
author_role author
dc.contributor.authorlattes.por.fl_str_mv http://lattes.cnpq.br/2338450023083353
dc.contributor.author.fl_str_mv Souza, Renato Cesar de
dc.contributor.advisor1.fl_str_mv Pereira Filho, Edenir Rodrigues
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/3394181280355442
dc.contributor.authorID.fl_str_mv e52ac718-53ec-4496-b119-328789bb58db
contributor_str_mv Pereira Filho, Edenir Rodrigues
dc.subject.por.fl_str_mv Delineamento de experimentos
Método de dissolução
Indústria farmacêutica
Hemitartarato de zolpidem
topic Delineamento de experimentos
Método de dissolução
Indústria farmacêutica
Hemitartarato de zolpidem
Desing of experiments
Dissolution method
Pharmaceutical industry
Zolpidem hemitartrate
CIENCIAS EXATAS E DA TERRA::QUIMICA::QUIMICA ANALITICA
dc.subject.eng.fl_str_mv Desing of experiments
Dissolution method
Pharmaceutical industry
Zolpidem hemitartrate
dc.subject.cnpq.fl_str_mv CIENCIAS EXATAS E DA TERRA::QUIMICA::QUIMICA ANALITICA
description The aim of this work is to apply design of experiment methodologyin the development of a dissolution method during the early phase ofdevelopment of a generic product in pharmaceutical industry. The model drug used during the development was the biphasic release product Zolpidem CR, which contains 12.5 mg of Zolpidem Hemitartrate per tablet. Previous to experimental design, a Failure Mode and Effect Analysis (FMEA)was performed to choose the most important variables.Four variables were considered the most importants to affect product release rate, which wereapparatus, rotation speed, volume and pH of the dissolution media. The variables selected were analysed by the full factorial design with the objective to identify the principal factors. The most critical factors were then used to construct the response surface model in order to model all variables and understand its interaction. The objective at this phase of product development was to reach anin vitro dissolution similar to the one in vivo, therefore all the responses were based on the in vivo absorption rate of the reference product obtained from literature. The mean Zolpidem plasma concentration-time profiles was deconvoluted by Wagner Nelson method and the deconvoluted curve was modeled to Logistic model. The parameters of the equation wereused as reference response. The responses monitored were the percentage dissolved in 0.25, 4.0 h, and the α ,β and R2 parameters of logistic equation. The model reliability and significance of the factors studied was evaluated by the analysis of variance (ANOVA). Two methods were used to determine the best dissolution condition, the first one was the Desirability Function and the second was the response surface sobreposition. The dissolution condition of basket with a rotation speed of 50 rpm and dissolution media of HCl 0,01 M (pH 2,0) with a volume of 500 ml was choosen as the condition that satisfied the desirability criterias stablished at the beginning of the experiment. The design of experiment methodology proved to be a more efficient methodology comparade to the traditional one factor at time (OFAT) method, reducing the number of experiments, number of samples and time to method development. The comprehension of the factors that affect release rate of the product and conclusion showed to be significantly superior to the traditional method.
publishDate 2017
dc.date.issued.fl_str_mv 2017-04-28
dc.date.accessioned.fl_str_mv 2020-09-09T17:03:45Z
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dc.identifier.uri.fl_str_mv https://repositorio.ufscar.br/handle/20.500.14289/13223
identifier_str_mv SOUZA, Renato Cesar de. Application of design of experiments (DoE) to dissolution method development in pharmaceutical industry. 2017. Dissertação (Mestrado em Química) – Universidade Federal de São Carlos, São Carlos, 2017. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/13223.
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