Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease
Main Author: | |
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Publication Date: | 2023 |
Format: | Master thesis |
Language: | eng |
Source: | Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
Download full: | http://hdl.handle.net/10773/40942 |
Summary: | Systemic sclerosis (SSc) is an autoimmune disorder characterised by microvascular damage and fibrosis of the skin and internal organs, including the lung. Interstitial lung disease (ILD), which is characterised by lung fibrosis, is the leading cause of mortality in SSc. Plasmacytoid dendritic cells (pDCs) are critical cellular mediators that promote lung fibrosis through unknown mechanisms. The technology of single-cell RNA sequencing (scRNA-seq) allows analysis of gene expression at the single-cell level. Through the study of the transcriptome of pDCs, dysregulated pathways involved in fibrosis progression may be explored. The goal of this study was to identify differential gene expression in pDCs between samples from healthy control donors and patients with SSc. For that, two publicly available datasets that include samples from individuals with SSc were bioinformatically analysed. One was constituted by samples of patient’s lungs (n=13) and the other by samples of skin (n=412) and blood (n=147). After bioinformatic analysis of data obtained from the lung, 34 pDCs were identified, only in patient samples. Considering the skin/blood dataset, 119 and 107 pDCs were identified in skin and blood samples, respectively. In these last two tissues, a higher percentage of pDCs was obtained in samples from patients that had ILD. A differential gene expression analysis was performed to each tissue sample comparing individuals and conditions. From skin and blood data no genes were found differentially expressed between control and patients. However, samples of lung from patient 1 were statistically different from samples from patients 3 and 4. Interestingly, pDCs from these later patients, which have usual interstitial pneumonia with prominent lymphoid aggregates, a more severe clinical phenotype, showed alterations in biological processes, such as translation, biosynthesis, rRNA binding and metabolic pathways; in the molecular functions, like inhibitory activity of ubiquitin-protein and RNA biding; and in cellular components, namely the cytosol, ribosomes, and reticulum endoplasmic. From this work, we can conclude that the number of pDCs present in each tissue is increased in samples of patients with SSc. Furthermore, some pathways related to translation, biosynthesis, metabolic processes, and RNA binding were found upregulated in pDCs of patients with increased disease severity. |
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Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung diseaseSystemic sclerosisInterstitial lung diseaseSingle cell-RNA sequencingPlasmacytoid dendritic cellsDifferential gene expressionSystemic sclerosis (SSc) is an autoimmune disorder characterised by microvascular damage and fibrosis of the skin and internal organs, including the lung. Interstitial lung disease (ILD), which is characterised by lung fibrosis, is the leading cause of mortality in SSc. Plasmacytoid dendritic cells (pDCs) are critical cellular mediators that promote lung fibrosis through unknown mechanisms. The technology of single-cell RNA sequencing (scRNA-seq) allows analysis of gene expression at the single-cell level. Through the study of the transcriptome of pDCs, dysregulated pathways involved in fibrosis progression may be explored. The goal of this study was to identify differential gene expression in pDCs between samples from healthy control donors and patients with SSc. For that, two publicly available datasets that include samples from individuals with SSc were bioinformatically analysed. One was constituted by samples of patient’s lungs (n=13) and the other by samples of skin (n=412) and blood (n=147). After bioinformatic analysis of data obtained from the lung, 34 pDCs were identified, only in patient samples. Considering the skin/blood dataset, 119 and 107 pDCs were identified in skin and blood samples, respectively. In these last two tissues, a higher percentage of pDCs was obtained in samples from patients that had ILD. A differential gene expression analysis was performed to each tissue sample comparing individuals and conditions. From skin and blood data no genes were found differentially expressed between control and patients. However, samples of lung from patient 1 were statistically different from samples from patients 3 and 4. Interestingly, pDCs from these later patients, which have usual interstitial pneumonia with prominent lymphoid aggregates, a more severe clinical phenotype, showed alterations in biological processes, such as translation, biosynthesis, rRNA binding and metabolic pathways; in the molecular functions, like inhibitory activity of ubiquitin-protein and RNA biding; and in cellular components, namely the cytosol, ribosomes, and reticulum endoplasmic. From this work, we can conclude that the number of pDCs present in each tissue is increased in samples of patients with SSc. Furthermore, some pathways related to translation, biosynthesis, metabolic processes, and RNA binding were found upregulated in pDCs of patients with increased disease severity.A esclerose sistémica (ES) é uma doença autoimune caracterizada por danos microvasculares e fibrose da pele e de órgãos internos, incluindo o pulmão. A doença pulmonar intersticial (DPI), caracterizada por fibrose pulmonar, é a principal causa de morte da ES. As células dendríticas plasmocitóides (pDCs) são células importantes no desenvolvimento da fibrose pulmonar cujos mecanismos são ainda desconhecidos. A tecnologia de sequenciação de RNA single-cell (scRNA-seq) permite a análise da expressão genética ao nível de uma única célula. Através do estudo do transcriptoma das pDCs, podem ser exploradas vias desreguladas envolvidas na progressão da fibrose. O objetivo deste estudo foi identificar genes diferencialmente expressos em pDCs comparando amostras de doadores controlo saudáveis e pacientes com ES. Para isso, dois conjuntos de dados, disponíveis publicamente, que incluem amostras de indivíduos com ES foram analisados por bioinformática, um constituído por amostras de pulmões de pacientes (n=13) e outro por amostras da pele (n=412) e de sangue (n=147). Após a análise bioinformática dos dados obtidos do pulmão, foram identificadas 34 pDCs, apenas em amostras de pacientes. Considerando o conjunto de dados pele/sangue, foram identificadas 119 e 107 pDCs em amostras de pele e sangue, respetivamente. Nestes dois últimos tecidos, foi obtida uma maior percentagem de pDCs em amostras de doentes que apresentavam DPI. Uma análise de genes diferencialmente expressos foi realizada para cada amostra de tecido comparando indivíduos e condições. A partir dos dados da pele e sangue, não foram encontrados genes diferencialmente expressos entre controlo e paciente. No entanto, as amostras de pulmão do paciente 1 foram estatisticamente diferentes das amostras dos pacientes 3 e 4. Curiosamente, as pDCs destes últimos pacientes, que apresentam pneumonia intersticial usual com agregados linfóides proeminentes, o fenótipo clínico mais grave, mostraram alterações em processos biológicos, tais como tradução, biossíntese, ligação de rRNA e vias metabólicas; nas funções moleculares, como atividade inibitória da proteína ubiquitina e ligação ao RNA; e em componentes celulares, nomeadamente o citosol, ribossomas e retículo endoplasmático. A partir deste trabalho, podemos concluir que o número de pDCs presentes em cada tecido está aumentado em amostras de pacientes com ES. Além disso, algumas vias relacionadas com tradução, biossíntese, processos metabólicos e ligação ao RNA foram encontradas alteradas em pDCs de pacientes com maior gravidade da doença.2024-03-05T15:08:19Z2023-12-15T00:00:00Z2023-12-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10773/40942engSimões, Raquel dos Anjos Diasinfo:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-05-06T04:52:53Zoai:ria.ua.pt:10773/40942Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T14:23:14.822056Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse |
dc.title.none.fl_str_mv |
Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease |
title |
Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease |
spellingShingle |
Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease Simões, Raquel dos Anjos Dias Systemic sclerosis Interstitial lung disease Single cell-RNA sequencing Plasmacytoid dendritic cells Differential gene expression |
title_short |
Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease |
title_full |
Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease |
title_fullStr |
Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease |
title_full_unstemmed |
Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease |
title_sort |
Dysregulated pathways in plasmacytoid dendritic cells involved in systemic sclerosis-associated interstitial lung disease |
author |
Simões, Raquel dos Anjos Dias |
author_facet |
Simões, Raquel dos Anjos Dias |
author_role |
author |
dc.contributor.author.fl_str_mv |
Simões, Raquel dos Anjos Dias |
dc.subject.por.fl_str_mv |
Systemic sclerosis Interstitial lung disease Single cell-RNA sequencing Plasmacytoid dendritic cells Differential gene expression |
topic |
Systemic sclerosis Interstitial lung disease Single cell-RNA sequencing Plasmacytoid dendritic cells Differential gene expression |
description |
Systemic sclerosis (SSc) is an autoimmune disorder characterised by microvascular damage and fibrosis of the skin and internal organs, including the lung. Interstitial lung disease (ILD), which is characterised by lung fibrosis, is the leading cause of mortality in SSc. Plasmacytoid dendritic cells (pDCs) are critical cellular mediators that promote lung fibrosis through unknown mechanisms. The technology of single-cell RNA sequencing (scRNA-seq) allows analysis of gene expression at the single-cell level. Through the study of the transcriptome of pDCs, dysregulated pathways involved in fibrosis progression may be explored. The goal of this study was to identify differential gene expression in pDCs between samples from healthy control donors and patients with SSc. For that, two publicly available datasets that include samples from individuals with SSc were bioinformatically analysed. One was constituted by samples of patient’s lungs (n=13) and the other by samples of skin (n=412) and blood (n=147). After bioinformatic analysis of data obtained from the lung, 34 pDCs were identified, only in patient samples. Considering the skin/blood dataset, 119 and 107 pDCs were identified in skin and blood samples, respectively. In these last two tissues, a higher percentage of pDCs was obtained in samples from patients that had ILD. A differential gene expression analysis was performed to each tissue sample comparing individuals and conditions. From skin and blood data no genes were found differentially expressed between control and patients. However, samples of lung from patient 1 were statistically different from samples from patients 3 and 4. Interestingly, pDCs from these later patients, which have usual interstitial pneumonia with prominent lymphoid aggregates, a more severe clinical phenotype, showed alterations in biological processes, such as translation, biosynthesis, rRNA binding and metabolic pathways; in the molecular functions, like inhibitory activity of ubiquitin-protein and RNA biding; and in cellular components, namely the cytosol, ribosomes, and reticulum endoplasmic. From this work, we can conclude that the number of pDCs present in each tissue is increased in samples of patients with SSc. Furthermore, some pathways related to translation, biosynthesis, metabolic processes, and RNA binding were found upregulated in pDCs of patients with increased disease severity. |
publishDate |
2023 |
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2023-12-15T00:00:00Z 2023-12-15 2024-03-05T15:08:19Z |
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