Stem cell footprinting during osteogenic differentiation

Detalhes bibliográficos
Autor(a) principal: Correia, Marlene Cardoso
Data de Publicação: 2022
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10773/37152
Resumo: Metabolomics has been employed in stem cell research to unveil fundamental metabolic information about their characteristics and functions. In particular, metabolic footprinting studies the exometabolome of cells, providing information about the uptake and secretion of metabolites from culture media, and thus offering a non-destructive way to monitor cell metabolism over time. However, the study of intracellular metabolism has been favoured over the years, and there is a need to now articulate both types of information to characterize cell metabolism as a whole. This comprehensive approach was applied to the study of 2D osteogenic differentiation of human adipose-derived mesenchymal stem cells, using metabolomics by nuclear magnetic resonance (NMR) spectroscopy. Osteogenic media samples were collected over three independent experiments using distinct cell donors (to characterize donor variability), and control media samples of cells in proliferation were also used and compared (to identify markers of both proliferation and osteogenesis). A data correction was devised to account for the effect of media exchanges during periods of 21-28 days, thus allowing a continuous analysis of cell proliferation and differentiation over time. Metabolic features were identified for cell differentiation in relation to proliferation, for each donor independently; then donor variability was addressed. Cell proliferation metabolic changes reflected cell requirements for glucose and glutamine (for energy supply), and marked secretion of most amino acids, often after day 7 of cell culture. A set of donor-independent markers of cell proliferation were proposed to comprise glucose, glutamine, citrate, threonine and 3-hydroxybutyrate. In addition, osteogenic-specific metabolic features included less extensive amino acid secretion and marked lactate production. In particular, variations in isoleucine, glutamine and lactate could be proposed as osteogenic-specific donor-independent markers. A preliminary 3D cell culture experiment was performed, and results attested the need to define an adequate number of cells for metabolomic studies. As time did not allow, 2D ¹H NMR spectra of cell media culture were not explored in this work to confirm putative assignments of a few metabolites and to attempt to identify unknown peaks, which is a recognized limitation of this work.
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spelling Stem cell footprinting during osteogenic differentiationMetabolomicsMetabonomicsMetabolic footprintingExometabolomeNuclear magnetic resonance (NMR) spectroscopyStem cells (SCs)Mesenchymal stem cells (MSCs)Osteogenic differentiationMetabolomics has been employed in stem cell research to unveil fundamental metabolic information about their characteristics and functions. In particular, metabolic footprinting studies the exometabolome of cells, providing information about the uptake and secretion of metabolites from culture media, and thus offering a non-destructive way to monitor cell metabolism over time. However, the study of intracellular metabolism has been favoured over the years, and there is a need to now articulate both types of information to characterize cell metabolism as a whole. This comprehensive approach was applied to the study of 2D osteogenic differentiation of human adipose-derived mesenchymal stem cells, using metabolomics by nuclear magnetic resonance (NMR) spectroscopy. Osteogenic media samples were collected over three independent experiments using distinct cell donors (to characterize donor variability), and control media samples of cells in proliferation were also used and compared (to identify markers of both proliferation and osteogenesis). A data correction was devised to account for the effect of media exchanges during periods of 21-28 days, thus allowing a continuous analysis of cell proliferation and differentiation over time. Metabolic features were identified for cell differentiation in relation to proliferation, for each donor independently; then donor variability was addressed. Cell proliferation metabolic changes reflected cell requirements for glucose and glutamine (for energy supply), and marked secretion of most amino acids, often after day 7 of cell culture. A set of donor-independent markers of cell proliferation were proposed to comprise glucose, glutamine, citrate, threonine and 3-hydroxybutyrate. In addition, osteogenic-specific metabolic features included less extensive amino acid secretion and marked lactate production. In particular, variations in isoleucine, glutamine and lactate could be proposed as osteogenic-specific donor-independent markers. A preliminary 3D cell culture experiment was performed, and results attested the need to define an adequate number of cells for metabolomic studies. As time did not allow, 2D ¹H NMR spectra of cell media culture were not explored in this work to confirm putative assignments of a few metabolites and to attempt to identify unknown peaks, which is a recognized limitation of this work.A metabolómica tem sido usada na investigação de células estaminais para esclarecer informação metabólica essencial acerca das suas características e funções. Em particular, estratégias de “footprinting” permitem o estudo do exometaboloma das células, fornecendo informação acerca da absorção e secreção de metabolitos de ou para o meio de cultura, pelo que permitem a monitorização não destrutiva do metabolismo celular ao longo do tempo. Contudo, o estudo do metabolismo intracelular tem sido preferencial nos últimos anos, e há a necessidade de agora se relacionarem ambos tipos de informação de forma a caracterizar o metabolismo celular de forma mais global. Esta abordagem foi aplicada ao estudo da diferenciação osteogénica de células estaminais mesenquimais humanas derivadas de tecido adiposo em 2D, utilizando metabolómica por espectroscopia de ressonância magnética nuclear (RMN). Recolheram-se amostras de meio osteogénico em três experiências independentes com células de dadores distintos (para determinar a variabilidade entre dadores), e usaram-se também amostras de meio controlo de células em proliferação (para identificar marcadores de ambas proliferação e osteogénese). Aplicou-se uma correção aos dados de forma a ter em conta o efeito das trocas de meio ao longo dos períodos de 21 a 28 dias estudados, para ser possível uma análise contínua dos processos de proliferação e diferenciação celulares ao longo do tempo. Identificaram-se características metabólicas da diferenciação, comparativamente à proliferação, para cada dador independentemente; posteriormente caracterizou-se a variabilidade entre dadores. Os resultados mostraram a constante necessidade das células em proliferação em termos de glucose e glutamina (produção de energia), e acentuada secreção da maioria dos aminoácidos, comummente a partir do dia 7 de cultura. Sugeriu-se um conjunto de marcadores de proliferação, independentes do dador, que incluíram as variações de glucose, glutamina, citrato, treonina e 3-hidroxibutirato. Adicionalmente, determinaram-se características específicas de diferenciação osteogénica em relação ao grupo controlo, entre elas, secreção dos aminoácidos menos extensa e produção de lactato bastante acentuada. Em particular, propuseram-se as variações de isoleucina, glutamina e lactato como marcadores da osteogénese, independentes de dador. Realizou-se uma experiência preliminar de cultura celular 3D, tendo os resultados indicado a importância de definir o número adequado de células para estudos metabolómicos. Por falta de tempo, os espetros de ¹H RMN 2D do meio celular não foram explorados neste trabalho, de forma a confirmar as atribuições tentativas de alguns metabolitos e tentar identificar picos desconhecidos, o que se reconhece como uma limitação deste trabalho.2023-11-08T00:00:00Z2022-10-26T00:00:00Z2022-10-26info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10773/37152engCorreia, Marlene Cardosoinfo:eu-repo/semantics/embargoedAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-02-22T12:11:15Zoai:ria.ua.pt:10773/37152Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:07:36.466948Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Stem cell footprinting during osteogenic differentiation
title Stem cell footprinting during osteogenic differentiation
spellingShingle Stem cell footprinting during osteogenic differentiation
Correia, Marlene Cardoso
Metabolomics
Metabonomics
Metabolic footprinting
Exometabolome
Nuclear magnetic resonance (NMR) spectroscopy
Stem cells (SCs)
Mesenchymal stem cells (MSCs)
Osteogenic differentiation
title_short Stem cell footprinting during osteogenic differentiation
title_full Stem cell footprinting during osteogenic differentiation
title_fullStr Stem cell footprinting during osteogenic differentiation
title_full_unstemmed Stem cell footprinting during osteogenic differentiation
title_sort Stem cell footprinting during osteogenic differentiation
author Correia, Marlene Cardoso
author_facet Correia, Marlene Cardoso
author_role author
dc.contributor.author.fl_str_mv Correia, Marlene Cardoso
dc.subject.por.fl_str_mv Metabolomics
Metabonomics
Metabolic footprinting
Exometabolome
Nuclear magnetic resonance (NMR) spectroscopy
Stem cells (SCs)
Mesenchymal stem cells (MSCs)
Osteogenic differentiation
topic Metabolomics
Metabonomics
Metabolic footprinting
Exometabolome
Nuclear magnetic resonance (NMR) spectroscopy
Stem cells (SCs)
Mesenchymal stem cells (MSCs)
Osteogenic differentiation
description Metabolomics has been employed in stem cell research to unveil fundamental metabolic information about their characteristics and functions. In particular, metabolic footprinting studies the exometabolome of cells, providing information about the uptake and secretion of metabolites from culture media, and thus offering a non-destructive way to monitor cell metabolism over time. However, the study of intracellular metabolism has been favoured over the years, and there is a need to now articulate both types of information to characterize cell metabolism as a whole. This comprehensive approach was applied to the study of 2D osteogenic differentiation of human adipose-derived mesenchymal stem cells, using metabolomics by nuclear magnetic resonance (NMR) spectroscopy. Osteogenic media samples were collected over three independent experiments using distinct cell donors (to characterize donor variability), and control media samples of cells in proliferation were also used and compared (to identify markers of both proliferation and osteogenesis). A data correction was devised to account for the effect of media exchanges during periods of 21-28 days, thus allowing a continuous analysis of cell proliferation and differentiation over time. Metabolic features were identified for cell differentiation in relation to proliferation, for each donor independently; then donor variability was addressed. Cell proliferation metabolic changes reflected cell requirements for glucose and glutamine (for energy supply), and marked secretion of most amino acids, often after day 7 of cell culture. A set of donor-independent markers of cell proliferation were proposed to comprise glucose, glutamine, citrate, threonine and 3-hydroxybutyrate. In addition, osteogenic-specific metabolic features included less extensive amino acid secretion and marked lactate production. In particular, variations in isoleucine, glutamine and lactate could be proposed as osteogenic-specific donor-independent markers. A preliminary 3D cell culture experiment was performed, and results attested the need to define an adequate number of cells for metabolomic studies. As time did not allow, 2D ¹H NMR spectra of cell media culture were not explored in this work to confirm putative assignments of a few metabolites and to attempt to identify unknown peaks, which is a recognized limitation of this work.
publishDate 2022
dc.date.none.fl_str_mv 2022-10-26T00:00:00Z
2022-10-26
2023-11-08T00:00:00Z
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