Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders
Autor(a) principal: | |
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Data de Publicação: | 2023 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10773/39545 |
Resumo: | Neuropsychiatric (NP) disorders have been a target of attention by many researchers in the last years. Their heterogeneity and complexity hamper an in-depth understanding of their pathophysiology. Moreover, the overlap of symptomatology hamper diagnosis, and so there is a need in discover biomarkers that allow a better stratification. Proteomics has been a strategy applied for biomarkers discovery. Phosphoproteomic shows a great potential in providing useful insights about the dynamics of biological processes, despite remaining poorly unexplored. As such, the goal of this exploratory study was to characterize the plasma phosphoproteome of NP patients. An MS-based phosphoproteomic approach was performed, using LC-MS/MS to identify and quantify proteins. Plasma samples from 69 patients and 15 controls were compared, aiming to characterize their phosphoproteome profiles. First, two clinical comparisons were performed: i) controls versus disease (CT vs D) and ii) schizophrenia/schizophreniform versus bipolar/other NPs (SCZF vs BDINT). Phosphoproteome profiles do not discriminate D group from the CT group, nor can be distinguished between SCZF and BDINT, through multivariate analysis (PLS-DA and PCA). Nevertheless, proteins and phosphopeptides were found significantly altered, through univariate analysis (Mann-Whitney test). In CT vs D, ALBU’s, C1orf74’s and IGG1’s significant phosphopeptides followed the tendency of the protein levels (ALBU downregulated in D; C1orf74 and IGG1 upregulated in D). Still, the phosphopeptide:protein ratio level was significant decreased and increased for ALBU and IGG1, respectively. The ALBU’s phosphopeptide showed potential as a candidate biomarker for NP disorder, with an area under the receiver operating curve value of 0.845. In SCZF vs BDINT, 4 phosphopeptides were significantly altered. ALBU’s, APOA1’s and GCN1’s phosphopeptides followed the protein levels tendency (ALBU downregulated in BDINT; APOA1 and GCN1 upregulated in BDINT). KNG1’s phosphopeptide was significantly increased in BDINT, despite no significantly differences at total protein level. The C1orf74’ phosphopeptide:protein ratio was significantly increased in BDINT, but no protein and phosphopeptide levels were found altered. Major associations of our results to literature findings can be done for ALBU and APOA1, already reported as altered in schizophrenia and bipolar disorder. Furthermore, IGG1 and KNG1 participate in inflammatory processes, being this state often described as a characteristic trait of NP profiles. This work allows to identify newly phosphorylation sites in phosphopeptides of interest. It also reveals the importance of studying phosphorylation, since some phosphorylated states were altered, which was not reflected in the total protein level. Nevertheless, the results still need to be validated in a larger cohort so that these potential biomarkers can aid in the diagnosis of NP disorders. |
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Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disordersPhosphoproteomicNeuropsychiatric disordersSchizopreniaBipolarMass spectrometryNeuropsychiatric (NP) disorders have been a target of attention by many researchers in the last years. Their heterogeneity and complexity hamper an in-depth understanding of their pathophysiology. Moreover, the overlap of symptomatology hamper diagnosis, and so there is a need in discover biomarkers that allow a better stratification. Proteomics has been a strategy applied for biomarkers discovery. Phosphoproteomic shows a great potential in providing useful insights about the dynamics of biological processes, despite remaining poorly unexplored. As such, the goal of this exploratory study was to characterize the plasma phosphoproteome of NP patients. An MS-based phosphoproteomic approach was performed, using LC-MS/MS to identify and quantify proteins. Plasma samples from 69 patients and 15 controls were compared, aiming to characterize their phosphoproteome profiles. First, two clinical comparisons were performed: i) controls versus disease (CT vs D) and ii) schizophrenia/schizophreniform versus bipolar/other NPs (SCZF vs BDINT). Phosphoproteome profiles do not discriminate D group from the CT group, nor can be distinguished between SCZF and BDINT, through multivariate analysis (PLS-DA and PCA). Nevertheless, proteins and phosphopeptides were found significantly altered, through univariate analysis (Mann-Whitney test). In CT vs D, ALBU’s, C1orf74’s and IGG1’s significant phosphopeptides followed the tendency of the protein levels (ALBU downregulated in D; C1orf74 and IGG1 upregulated in D). Still, the phosphopeptide:protein ratio level was significant decreased and increased for ALBU and IGG1, respectively. The ALBU’s phosphopeptide showed potential as a candidate biomarker for NP disorder, with an area under the receiver operating curve value of 0.845. In SCZF vs BDINT, 4 phosphopeptides were significantly altered. ALBU’s, APOA1’s and GCN1’s phosphopeptides followed the protein levels tendency (ALBU downregulated in BDINT; APOA1 and GCN1 upregulated in BDINT). KNG1’s phosphopeptide was significantly increased in BDINT, despite no significantly differences at total protein level. The C1orf74’ phosphopeptide:protein ratio was significantly increased in BDINT, but no protein and phosphopeptide levels were found altered. Major associations of our results to literature findings can be done for ALBU and APOA1, already reported as altered in schizophrenia and bipolar disorder. Furthermore, IGG1 and KNG1 participate in inflammatory processes, being this state often described as a characteristic trait of NP profiles. This work allows to identify newly phosphorylation sites in phosphopeptides of interest. It also reveals the importance of studying phosphorylation, since some phosphorylated states were altered, which was not reflected in the total protein level. Nevertheless, the results still need to be validated in a larger cohort so that these potential biomarkers can aid in the diagnosis of NP disorders.As doenças neuropsiquiátricas (NP) tem sido alvo de especial atenção nos últimos anos. A complexidade e heterogeneidade dificulta a sua compreensão a nível patofisiológico. Estas doenças sobrepõem-se a nível sintomatológico o que dificulta o diagnóstico e realça a necessidade de biomarcadores que permitam a sua estratificação. A proteómica tem sido adotada como estratégia para a descoberta de biomarcadores, mas a fosfoproteómica, que demonstra potencial para compreender a dinâmica de processos biológicos, permanece pouco explorada. Neste trabalho pretende-se caracterizar o fosfoproteoma do plasma de pacientes com doenças NP. Aplicou-se uma abordagem fosfoproteómica por LC-MS/MS para identificação e quantificação relativa de proteínas. Comparou-se plasma de 69 pacientes e 15 controlos. Duas comparações clínicas foram efetuadas: controlos versus doença (CT vs. D) e esquizofrenia/esquizofreniforme versus bipolaridade/outras NPs (SCZF vs. BDINT). Com base no perfil fosfoproteómico, não foi possível discriminar o grupo doença, nem distinguir os perfis SCZF de BDINT (análise multivariada). Contudo, observou-se diferenças no nível de proteínas e fosfopéptidos (análise univariada, Mann-Whitney test). Em CT vs. D, os fosfopéptidos alterados das proteínas ALBU, C1or74 e IGG1 demonstram a mesma tendência que os níveis totais (ALBU diminuída, C1or74 e IGG1 aumentadas, em D). Ainda assim, o rácio fosfopéptido:proteína está significativamente diminuído e aumentado para ALBU and IGG1, respetivamente. O fosfopéptido de ALBU demonstrou potencial como candidato a biomarcador de doenças NP. Em SCZF vs BDINT, 4 fosfopéptidos estão significativamente alterados. Os relativos às proteínas ALBU, APOA1 e GCN1 demonstraram a mesma tendência que os níveis totais das proteínas (ALBU diminuída, APOA1 e GCN1 aumentada, em BDINT). O fosfopéptido da proteína KNG1 está significativamente aumentado em BDINT, apesar dos níveis de proteínas não estarem significativamente alterados entre grupos. O rácio fosfopéptido:proteína para C1orf74 está significativamente aumentado em BDINT, mas nem os níveis de proteína nem os do fosfopéptido estão significativamente alterados. Os resultados obtidos para as proteínas ALBU e APOA1 vão ao encontro da literatura, que reporta estas proteínas como alteradas na esquizofrenia e bipolaridade. Além disso, é também reportado alterações em IGG1 e KNG1, que participam em processos inflamatórios, um estado já descrito como característico do perfil de doenças NP. Este trabalho permitiu a identificação de novos sítios de fosforilação em péptidos. Evidencia a importância do estudo de fosforilações, uma vez que o estado de fosforilação pode encontrar-se alterado e isso não se refletir no nível de proteína total. Ainda assim, estes resultados necessitam de validação, idealmente numa população abrangente, para que potenciais biomarcadores complementem o diagnóstico de doença neuropsiquiátricas.2025-07-20T00:00:00Z2023-07-10T00:00:00Z2023-07-10info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10773/39545engMonteiro, Eva Maria Ferro Abrilinfo: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:RCAAP2024-02-22T12:17:16Zoai:ria.ua.pt:10773/39545Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:09:42.668156Repositório 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 |
Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders |
title |
Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders |
spellingShingle |
Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders Monteiro, Eva Maria Ferro Abril Phosphoproteomic Neuropsychiatric disorders Schizoprenia Bipolar Mass spectrometry |
title_short |
Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders |
title_full |
Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders |
title_fullStr |
Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders |
title_full_unstemmed |
Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders |
title_sort |
Plasma phosphoproteomic approaches to unravel new biomarkers in neuropsychiatric disorders |
author |
Monteiro, Eva Maria Ferro Abril |
author_facet |
Monteiro, Eva Maria Ferro Abril |
author_role |
author |
dc.contributor.author.fl_str_mv |
Monteiro, Eva Maria Ferro Abril |
dc.subject.por.fl_str_mv |
Phosphoproteomic Neuropsychiatric disorders Schizoprenia Bipolar Mass spectrometry |
topic |
Phosphoproteomic Neuropsychiatric disorders Schizoprenia Bipolar Mass spectrometry |
description |
Neuropsychiatric (NP) disorders have been a target of attention by many researchers in the last years. Their heterogeneity and complexity hamper an in-depth understanding of their pathophysiology. Moreover, the overlap of symptomatology hamper diagnosis, and so there is a need in discover biomarkers that allow a better stratification. Proteomics has been a strategy applied for biomarkers discovery. Phosphoproteomic shows a great potential in providing useful insights about the dynamics of biological processes, despite remaining poorly unexplored. As such, the goal of this exploratory study was to characterize the plasma phosphoproteome of NP patients. An MS-based phosphoproteomic approach was performed, using LC-MS/MS to identify and quantify proteins. Plasma samples from 69 patients and 15 controls were compared, aiming to characterize their phosphoproteome profiles. First, two clinical comparisons were performed: i) controls versus disease (CT vs D) and ii) schizophrenia/schizophreniform versus bipolar/other NPs (SCZF vs BDINT). Phosphoproteome profiles do not discriminate D group from the CT group, nor can be distinguished between SCZF and BDINT, through multivariate analysis (PLS-DA and PCA). Nevertheless, proteins and phosphopeptides were found significantly altered, through univariate analysis (Mann-Whitney test). In CT vs D, ALBU’s, C1orf74’s and IGG1’s significant phosphopeptides followed the tendency of the protein levels (ALBU downregulated in D; C1orf74 and IGG1 upregulated in D). Still, the phosphopeptide:protein ratio level was significant decreased and increased for ALBU and IGG1, respectively. The ALBU’s phosphopeptide showed potential as a candidate biomarker for NP disorder, with an area under the receiver operating curve value of 0.845. In SCZF vs BDINT, 4 phosphopeptides were significantly altered. ALBU’s, APOA1’s and GCN1’s phosphopeptides followed the protein levels tendency (ALBU downregulated in BDINT; APOA1 and GCN1 upregulated in BDINT). KNG1’s phosphopeptide was significantly increased in BDINT, despite no significantly differences at total protein level. The C1orf74’ phosphopeptide:protein ratio was significantly increased in BDINT, but no protein and phosphopeptide levels were found altered. Major associations of our results to literature findings can be done for ALBU and APOA1, already reported as altered in schizophrenia and bipolar disorder. Furthermore, IGG1 and KNG1 participate in inflammatory processes, being this state often described as a characteristic trait of NP profiles. This work allows to identify newly phosphorylation sites in phosphopeptides of interest. It also reveals the importance of studying phosphorylation, since some phosphorylated states were altered, which was not reflected in the total protein level. Nevertheless, the results still need to be validated in a larger cohort so that these potential biomarkers can aid in the diagnosis of NP disorders. |
publishDate |
2023 |
dc.date.none.fl_str_mv |
2023-07-10T00:00:00Z 2023-07-10 2025-07-20T00:00:00Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/masterThesis |
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http://hdl.handle.net/10773/39545 |
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eng |
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