Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae

Detalhes bibliográficos
Ano de defesa: 2025
Autor(a) principal: Soares, Gabriela Guerrera
Orientador(a): Pranchevicius , Maria-Cristina da Silva lattes
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de São Carlos
Câmpus São Carlos
Programa de Pós-Graduação: Programa de Pós-Graduação em Genética Evolutiva e Biologia Molecular - PPGGEv
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://hdl.handle.net/20.500.14289/23211
Resumo: Antimicrobial resistance associated with the Enterobacter cloacae complex represents an increasing challenge in hospital settings, especially given the scarcity of effective new antibiotics. Despite the clinical relevance of this pathogen, no licensed vaccines against E. cloacae currently exist, and the therapeutic alternatives available are becoming progressively more limited. In this context, the present study aimed to develop a multi-epitope vaccine candidate capable of inducing both cellular and humoral immune responses against conserved proteins of this pathogen, using a robust pipeline integrating subtractive proteomics, reverse vaccinology, and immunoinformatics. A total of 21 complete clinical genomes were analyzed, enabling the identification of 1,352 proteins associated with essentiality, virulence, or antibiotic resistance, which were subsequently filtered to yield 39 proteins non-homologous to the human proteome and to the gut microbiota. From these, nine promising proteins were selected, and B- and T-cell epitopes were predicted based on high binding affinity to multiple MHC alleles, non-toxicity, absence of allergenicity, and elevated immunogenic potential. These components supported the development of four multi-epitope vaccine constructs (VEC1–VEC4), among which VEC1 exhibited the most favorable characteristics, including optimal physicochemical properties, a stable three-dimensional structure, strong predicted interaction with Toll-like receptors, and an estimated global population coverage of 92.6%. Immune simulations demonstrated the vaccine’s ability to induce robust antibody production, activation of helper and cytotoxic T cells, and formation of memory cells after three simulated doses. Additionally, the VEC1 sequence was codon-optimized for expression in Escherichia coli and successfully cloned in silico into the pET-28a (+) vector, indicating feasibility for future experimental validation. The vaccine candidate developed here shows practical potential for controlling E. cloacae infections, contributing to reduced selective pressure from antibiotics and supporting efforts to combat antimicrobial resistance. These findings highlight the value of immunoinformatics as an accelerating tool in vaccine development and provide a solid foundation for subsequent in vitro and in vivo validation studies.
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spelling Soares, Gabriela GuerreraPranchevicius , Maria-Cristina da Silvahttp://lattes.cnpq.br/4772148921558977http://lattes.cnpq.br/2222866375818312Fuentes, Andrea Soares da CostaPitondo-Silva, AndréPranchevicius, Maria-Cristina da Silvahttp://lattes.cnpq.br/2426157257540389http://lattes.cnpq.br/3539676071345227http://lattes.cnpq.br/47721489215589772025-12-15T14:19:40Z2025-11-05SOARES, Gabriela Guerrera. Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae. 2025. Dissertação (Mestrado em Genética Evolutiva e Biologia Molecular) – Universidade Federal de São Carlos, São Carlos, 2025. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/23211.https://hdl.handle.net/20.500.14289/23211Antimicrobial resistance associated with the Enterobacter cloacae complex represents an increasing challenge in hospital settings, especially given the scarcity of effective new antibiotics. Despite the clinical relevance of this pathogen, no licensed vaccines against E. cloacae currently exist, and the therapeutic alternatives available are becoming progressively more limited. In this context, the present study aimed to develop a multi-epitope vaccine candidate capable of inducing both cellular and humoral immune responses against conserved proteins of this pathogen, using a robust pipeline integrating subtractive proteomics, reverse vaccinology, and immunoinformatics. A total of 21 complete clinical genomes were analyzed, enabling the identification of 1,352 proteins associated with essentiality, virulence, or antibiotic resistance, which were subsequently filtered to yield 39 proteins non-homologous to the human proteome and to the gut microbiota. From these, nine promising proteins were selected, and B- and T-cell epitopes were predicted based on high binding affinity to multiple MHC alleles, non-toxicity, absence of allergenicity, and elevated immunogenic potential. These components supported the development of four multi-epitope vaccine constructs (VEC1–VEC4), among which VEC1 exhibited the most favorable characteristics, including optimal physicochemical properties, a stable three-dimensional structure, strong predicted interaction with Toll-like receptors, and an estimated global population coverage of 92.6%. Immune simulations demonstrated the vaccine’s ability to induce robust antibody production, activation of helper and cytotoxic T cells, and formation of memory cells after three simulated doses. Additionally, the VEC1 sequence was codon-optimized for expression in Escherichia coli and successfully cloned in silico into the pET-28a (+) vector, indicating feasibility for future experimental validation. The vaccine candidate developed here shows practical potential for controlling E. cloacae infections, contributing to reduced selective pressure from antibiotics and supporting efforts to combat antimicrobial resistance. These findings highlight the value of immunoinformatics as an accelerating tool in vaccine development and provide a solid foundation for subsequent in vitro and in vivo validation studies.A resistência antimicrobiana associada ao complexo Enterobacter cloacae representa um desafio crescente em ambientes hospitalares, especialmente diante da escassez de novos antibióticos eficazes. Apesar da importância desse patógeno, não existem vacinas licenciadas contra E. cloacae, e as alternativas terapêuticas disponíveis são cada vez mais limitadas. Nesse contexto, o presente trabalho teve como objetivo desenvolver um candidato vacinal multi-epítopo capaz de induzir respostas imunes celular e humoral contra proteínas conservadas desse patógeno, utilizando um pipeline robusto de proteômica subtrativa, vacinologia reversa e imunoinformática. Foram analisados 21 genomas clínicos completos, o que permitiu a seleção de proteínas 1.352 estavam associadas a essencialidade, virulência ou resistência a antibióticos, e resultando em 39 proteinas não homólogas ao proteoma humano e não homólogas a microbiota intestinal. A seleção resultou em nove proteínas promissoras, a partir das quais foram preditos epítopos de células B e T com alta afinidade para alelos de MHC, não toxicidade, ausência de alergenicidade e elevado potencial imunogênico. Esses elementos permitiram o desenvolvimento de quatro candidatos a vacina (VEC1-VEC4), entre os quais a construção VEC1 se destacou por apresentar propriedades físico-químicas favoráveis, estrutura tridimensional estável, forte interação com receptores Toll-like e cobertura populacional estimada em 92,6%. As simulações imunológicas demonstraram capacidade de induzir produção robusta de anticorpos, ativação de células T auxiliares e citotóxicas e formação de células de memória após três doses simuladas. Além disso, a sequência da VEC1 foi otimizada para expressão em Escherichia coli e clonada in silico no vetor pET-28a (+), indicando viabilidade para futuras etapas experimentais. O candidato a vacina desenvolvido demonstra potencial de aplicação prática no controle de infecções por E. cloacae, podendo contribuir para a redução da pressão seletiva por antibióticos e para o combate da resistência antimicrobiana. Esses resultados reforçam a importância da imunoinformática como ferramenta aceleradora no desenvolvimento de vacinas e oferecem uma base sólida para validações in vitro e in vivo em estudos futuros.Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)porUniversidade Federal de São CarlosCâmpus São CarlosPrograma de Pós-Graduação em Genética Evolutiva e Biologia Molecular - PPGGEvUFSCarhttps://doi.org/10.1016/j.jgeb.2025.100519Attribution-NonCommercial-NoDerivs 3.0 Brazilhttp://creativecommons.org/licenses/by-nc-nd/3.0/br/info:eu-repo/semantics/openAccessMulti-epitope VaccineReverse VaccinologySubtractive ProteomicsCIENCIAS BIOLOGICASCIENCIAS BIOLOGICAS::IMUNOLOGIACIENCIAS BIOLOGICAS::GENETICA3. 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dc.title.none.fl_str_mv Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae
dc.title.alternative.eng.fl_str_mv Alternative therapeutic approaches for combating multidrug-resistant bacteria: reverse vaccinology against Enterobacter cloacae
title Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae
spellingShingle Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae
Soares, Gabriela Guerrera
Multi-epitope Vaccine
Reverse Vaccinology
Subtractive Proteomics
CIENCIAS BIOLOGICAS
CIENCIAS BIOLOGICAS::IMUNOLOGIA
CIENCIAS BIOLOGICAS::GENETICA
Enterobacter cloacae
Vacina Multi-epítopo
Vacinologia Reversa
Proteômica Subtrativa
3. Saúde e Bem-Estar
title_short Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae
title_full Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae
title_fullStr Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae
title_full_unstemmed Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae
title_sort Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae
author Soares, Gabriela Guerrera
author_facet Soares, Gabriela Guerrera
author_role author
dc.contributor.authorlattes.none.fl_str_mv http://lattes.cnpq.br/2222866375818312
dc.contributor.referee.none.fl_str_mv Fuentes, Andrea Soares da Costa
Pitondo-Silva, André
Pranchevicius, Maria-Cristina da Silva
dc.contributor.refereeLattes.none.fl_str_mv http://lattes.cnpq.br/2426157257540389
http://lattes.cnpq.br/3539676071345227
http://lattes.cnpq.br/4772148921558977
dc.contributor.author.fl_str_mv Soares, Gabriela Guerrera
dc.contributor.advisor1.fl_str_mv Pranchevicius , Maria-Cristina da Silva
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/4772148921558977
contributor_str_mv Pranchevicius , Maria-Cristina da Silva
dc.subject.eng.fl_str_mv Multi-epitope Vaccine
Reverse Vaccinology
Subtractive Proteomics
topic Multi-epitope Vaccine
Reverse Vaccinology
Subtractive Proteomics
CIENCIAS BIOLOGICAS
CIENCIAS BIOLOGICAS::IMUNOLOGIA
CIENCIAS BIOLOGICAS::GENETICA
Enterobacter cloacae
Vacina Multi-epítopo
Vacinologia Reversa
Proteômica Subtrativa
3. Saúde e Bem-Estar
dc.subject.cnpq.fl_str_mv CIENCIAS BIOLOGICAS
CIENCIAS BIOLOGICAS::IMUNOLOGIA
CIENCIAS BIOLOGICAS::GENETICA
dc.subject.por.fl_str_mv Enterobacter cloacae
Vacina Multi-epítopo
Vacinologia Reversa
Proteômica Subtrativa
dc.subject.ods.none.fl_str_mv 3. Saúde e Bem-Estar
description Antimicrobial resistance associated with the Enterobacter cloacae complex represents an increasing challenge in hospital settings, especially given the scarcity of effective new antibiotics. Despite the clinical relevance of this pathogen, no licensed vaccines against E. cloacae currently exist, and the therapeutic alternatives available are becoming progressively more limited. In this context, the present study aimed to develop a multi-epitope vaccine candidate capable of inducing both cellular and humoral immune responses against conserved proteins of this pathogen, using a robust pipeline integrating subtractive proteomics, reverse vaccinology, and immunoinformatics. A total of 21 complete clinical genomes were analyzed, enabling the identification of 1,352 proteins associated with essentiality, virulence, or antibiotic resistance, which were subsequently filtered to yield 39 proteins non-homologous to the human proteome and to the gut microbiota. From these, nine promising proteins were selected, and B- and T-cell epitopes were predicted based on high binding affinity to multiple MHC alleles, non-toxicity, absence of allergenicity, and elevated immunogenic potential. These components supported the development of four multi-epitope vaccine constructs (VEC1–VEC4), among which VEC1 exhibited the most favorable characteristics, including optimal physicochemical properties, a stable three-dimensional structure, strong predicted interaction with Toll-like receptors, and an estimated global population coverage of 92.6%. Immune simulations demonstrated the vaccine’s ability to induce robust antibody production, activation of helper and cytotoxic T cells, and formation of memory cells after three simulated doses. Additionally, the VEC1 sequence was codon-optimized for expression in Escherichia coli and successfully cloned in silico into the pET-28a (+) vector, indicating feasibility for future experimental validation. The vaccine candidate developed here shows practical potential for controlling E. cloacae infections, contributing to reduced selective pressure from antibiotics and supporting efforts to combat antimicrobial resistance. These findings highlight the value of immunoinformatics as an accelerating tool in vaccine development and provide a solid foundation for subsequent in vitro and in vivo validation studies.
publishDate 2025
dc.date.accessioned.fl_str_mv 2025-12-15T14:19:40Z
dc.date.issued.fl_str_mv 2025-11-05
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dc.identifier.citation.fl_str_mv SOARES, Gabriela Guerrera. Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae. 2025. Dissertação (Mestrado em Genética Evolutiva e Biologia Molecular) – Universidade Federal de São Carlos, São Carlos, 2025. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/23211.
dc.identifier.uri.fl_str_mv https://hdl.handle.net/20.500.14289/23211
identifier_str_mv SOARES, Gabriela Guerrera. Vacinologia reversa e imunoinformática aplicadas à identificação de candidatos vacinais contra Enterobacter cloacae. 2025. Dissertação (Mestrado em Genética Evolutiva e Biologia Molecular) – Universidade Federal de São Carlos, São Carlos, 2025. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/23211.
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dc.relation.uri.none.fl_str_mv https://doi.org/10.1016/j.jgeb.2025.100519
dc.rights.driver.fl_str_mv Attribution-NonCommercial-NoDerivs 3.0 Brazil
http://creativecommons.org/licenses/by-nc-nd/3.0/br/
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