RESUMO
The Principal Component Analysis (PCA) is a widely used method of reducing the dimensionality of high-dimensional data, often followed by visualizing two of the components on the scatterplot. Although widely used, the method is lacking an easy-to-use web interface that scientists with little programming skills could use to make plots of their own data. The same applies to creating heatmaps: it is possible to add conditional formatting for Excel cells to show colored heatmaps, but for more advanced features such as clustering and experimental annotations, more sophisticated analysis tools have to be used. We present a web tool called ClustVis that aims to have an intuitive user interface. Users can upload data from a simple delimited text file that can be created in a spreadsheet program. It is possible to modify data processing methods and the final appearance of the PCA and heatmap plots by using drop-down menus, text boxes, sliders etc. Appropriate defaults are given to reduce the time needed by the user to specify input parameters. As an output, users can download PCA plot and heatmap in one of the preferred file formats. This web server is freely available at http://biit.cs.ut.ee/clustvis/.
Assuntos
Gráficos por Computador , Análise de Componente Principal , Software , Perfilação da Expressão Gênica , Internet , Análise MultivariadaRESUMO
BACKGROUND: Enhanced apoptosis of keratinocytes is the main cause of eczema and spongiosis in patients with the common inflammatory skin disease atopic dermatitis (AD). OBJECTIVE: The aim of the study was to investigate molecular mechanisms of AD-related apoptosis of keratinocytes. METHODS: Primary keratinocytes isolated from patients with AD and healthy donors were used to study apoptosis by using annexin V/7-aminoactinomycin D staining. Illumina mRNA Expression BeadChips, quantitative RT-PCR, and immunofluorescence were used to study gene expression. In silico analysis of candidate genes was performed on genome-wide single nucleotide polymorphism data. RESULTS: We demonstrate that keratinocytes of patients with AD exhibit increased IFN-γ-induced apoptosis compared with keratinocytes from healthy subjects. Further mRNA expression analyses revealed differential expression of apoptosis-related genes in AD keratinocytes and skin and the upregulation of immune system-related genes in skin biopsy specimens of chronic AD lesions. Three apoptosis-related genes (NOD2, DUSP1, and ADM) and 8 genes overexpressed in AD skin lesions (CCDC109B, CCL5, CCL8, IFI35, LYN, RAB31, IFITM1, and IFITM2) were induced by IFN-γ in primary keratinocytes. The protein expression of IFITM1, CCL5, and CCL8 was verified in AD skin. In line with the functional studies and AD-related mRNA expression changes, in silico analysis of genome-wide single nucleotide polymorphism data revealed evidence of an association between AD and genetic markers close to or within the IFITM cluster or RAB31, DUSP1, and ADM genes. CONCLUSION: Our results demonstrate increased IFN-γ responses in skin of patients with AD and suggest involvement of multiple new apoptosis- and inflammation-related factors in the development of AD.
Assuntos
Apoptose/imunologia , Dermatite Atópica/imunologia , Interferon gama/imunologia , Queratinócitos/imunologia , Pele/patologia , Adrenomedulina/genética , Adrenomedulina/imunologia , Adrenomedulina/metabolismo , Idoso , Antígenos de Diferenciação/genética , Antígenos de Diferenciação/imunologia , Antígenos de Diferenciação/metabolismo , Apoptose/efeitos dos fármacos , Biópsia , Células Cultivadas , Quimiocina CCL5/genética , Quimiocina CCL5/imunologia , Quimiocina CCL5/metabolismo , Quimiocina CCL8/genética , Quimiocina CCL8/imunologia , Quimiocina CCL8/metabolismo , Biologia Computacional , Dermatite Atópica/genética , Dermatite Atópica/metabolismo , Fosfatase 1 de Especificidade Dupla/genética , Fosfatase 1 de Especificidade Dupla/imunologia , Fosfatase 1 de Especificidade Dupla/metabolismo , Feminino , Perfilação da Expressão Gênica , Marcadores Genéticos/genética , Estudo de Associação Genômica Ampla , Humanos , Interferon gama/farmacologia , Queratinócitos/efeitos dos fármacos , Queratinócitos/patologia , Masculino , Pessoa de Meia-Idade , Proteína Adaptadora de Sinalização NOD2/genética , Proteína Adaptadora de Sinalização NOD2/imunologia , Proteína Adaptadora de Sinalização NOD2/metabolismo , Polimorfismo de Nucleotídeo Único , Regulação para Cima/imunologiaRESUMO
Precision-cut tumor slices (PCTS) maintain tissue heterogeneity concerning different cell types and preserve the tumor microenvironment (TME). Typically, PCTS are cultured statically on a filter support at an air-liquid interface, which gives rise to intra-slice gradients during culture. To overcome this problem, we developed a perfusion air culture (PAC) system that can provide a continuous and controlled oxygen medium, and drug supply. This makes it an adaptable ex vivo system for evaluating drug responses in a tissue-specific microenvironment. PCTS from mouse xenografts (MCF-7, H1437) and primary human ovarian tumors (primary OV) cultured in the PAC system maintained the morphology, proliferation, and TME for more than 7 days, and no intra-slice gradients were observed. Cultured PCTS were analyzed for DNA damage, apoptosis, and transcriptional biomarkers for the cellular stress response. For the primary OV slices, cisplatin treatment induced a diverse increase in the cleavage of caspase-3 and PD-L1 expression, indicating a heterogeneous response to drug treatment between patients. Immune cells were preserved throughout the culturing period, indicating that immune therapy can be analyzed. The novel PAC system is suitable for assessing individual drug responses and can thus be used as a preclinical model to predict in vivo therapy responses.
Assuntos
Fenômenos Biológicos , Neoplasias Ovarianas , Feminino , Humanos , Camundongos , Animais , Perfusão , Microambiente TumoralRESUMO
AIM: To develop a web tool for survival analysis based on CpG methylation patterns. MATERIALS & METHODS: We utilized methylome data from 'The Cancer Genome Atlas' and used the Cox proportional-hazards model to develop an interactive web interface for survival analysis. RESULTS: MethSurv enables survival analysis for a CpG located in or around the proximity of a query gene. For further mining, cluster analysis for a query gene to associate methylation patterns with clinical characteristics and browsing of top biomarkers for each cancer type are provided. MethSurv includes 7358 methylomes from 25 different human cancers. CONCLUSION: The MethSurv tool is a valuable platform for the researchers without programming skills to perform the initial assessment of methylation-based cancer biomarkers.
Assuntos
Biologia Computacional/métodos , Metilação de DNA , DNA de Neoplasias/genética , Epigênese Genética , Neoplasias/genética , Software , Atlas como Assunto , Análise por Conglomerados , Ilhas de CpG , DNA de Neoplasias/metabolismo , Mineração de Dados , Genoma Humano , Humanos , Estimativa de Kaplan-Meier , Anotação de Sequência Molecular , Neoplasias/diagnóstico , Neoplasias/metabolismo , Neoplasias/mortalidade , Modelos de Riscos ProporcionaisRESUMO
Seventy-five percent of breast cancers are estrogen receptor α positive (ERâº). Research on these tumors is hampered by lack of adequate in vivo models; cell line xenografts require non-physiological hormone supplements, and patient-derived xenografts (PDXs) are hard to establish. We show that the traditional grafting of ER⺠tumor cells into mammary fat pads induces TGFß/SLUG signaling and basal differentiation when they require low SLUG levels to grow in vivo. Grafting into the milk ducts suppresses SLUG; ER⺠tumor cells develop, like their clinical counterparts, in the presence of physiological hormone levels. Intraductal ER⺠PDXs are retransplantable, predictive, and appear genomically stable. The model provides opportunities for translational research and the study of physiologically relevant hormone action in breast carcinogenesis.
Assuntos
Neoplasias da Mama/genética , Neoplasias da Mama/patologia , Receptor alfa de Estrogênio/genética , Glândulas Mamárias Humanas/patologia , Microambiente Tumoral/genética , Animais , Linhagem Celular Tumoral , Feminino , Humanos , Células MCF-7 , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID , Transdução de Sinais/genética , Fatores de Transcrição da Família Snail , Fatores de Transcrição/genética , Fator de Crescimento Transformador beta/genéticaRESUMO
Precision-cut slices of in vivo tumours permit interrogation in vitro of heterogeneous cells from solid tumours together with their native microenvironment. They offer a low throughput but high content in vitro experimental platform. Using mouse models as surrogates for three common human solid tumours, we describe a standardised workflow for systematic comparison of tumour slice cultivation methods and a tissue microarray-based method to archive them. Cultivated slices were compared to their in vivo source tissue using immunohistochemical and transcriptional biomarkers, particularly of cellular stress. Mechanical slicing induced minimal stress. Cultivation of tumour slices required organotypic support materials and atmospheric oxygen for maintenance of integrity and was associated with significant temporal and loco-regional changes in protein expression, for example HIF-1α. We recommend adherence to the robust workflow described, with recognition of temporal-spatial changes in protein expression before interrogation of tumour slices by pharmacological or other means.
Assuntos
Neoplasias/genética , Neoplasias/metabolismo , Neoplasias/patologia , Animais , Biomarcadores , Linhagem Celular Tumoral , Expressão Gênica , Xenoenxertos , Humanos , Imuno-Histoquímica/métodos , Camundongos , Oxigênio/metabolismo , Análise de Componente Principal , Reação em Cadeia da Polimerase em Tempo Real , Transdução de Sinais , Estresse Fisiológico , Análise Serial de Tecidos , Técnicas de Cultura de TecidosRESUMO
Accumulating data have shown the involvement of microRNAs (miRNAs) in endometriosis pathogenesis. In this study, we used a novel approach to determine the endometriotic lesion-specific miRNAs by high-throughput small RNA sequencing of paired samples of peritoneal endometriotic lesions and matched healthy surrounding tissues together with eutopic endometria of the same patients. We found five miRNAs specific to epithelial cells--miR-34c, miR-449a, miR-200a, miR-200b and miR-141 showing significantly higher expression in peritoneal endometriotic lesions compared to healthy peritoneal tissues. We also determined the expression levels of miR-200 family target genes E-cadherin, ZEB1 and ZEB2 and found that the expression level of E-cadherin was significantly higher in endometriotic lesions compared to healthy tissues. Further evaluation verified that studied miRNAs could be used as diagnostic markers for confirming the presence of endometrial cells in endometriotic lesion biopsy samples. Furthermore, we demonstrated that the miRNA profile of peritoneal endometriotic lesion biopsies is largely masked by the surrounding peritoneal tissue, challenging the discovery of an accurate lesion-specific miRNA profile. Taken together, our findings indicate that only particular miRNAs with a significantly higher expression in endometriotic cells can be detected from lesion biopsies, and can serve as diagnostic markers for endometriosis.
Assuntos
Endometriose/genética , Sequenciamento de Nucleotídeos em Larga Escala/métodos , MicroRNAs/genética , Peritônio/patologia , Adulto , Caderinas/genética , Estudos de Casos e Controles , Endometriose/patologia , Feminino , Proteínas de Homeodomínio/genética , Humanos , MicroRNAs/análise , Valores de Referência , Proteínas Repressoras/genética , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Células Estromais/patologia , Células Estromais/fisiologia , Fatores de Transcrição/genética , Homeobox 2 de Ligação a E-box com Dedos de Zinco , Homeobox 1 de Ligação a E-box em Dedo de ZincoRESUMO
Given the possible critical importance of placental gene imprinting and random monoallelic expression on fetal and infant health, most of those genes must be identified, in order to understand the risks that the baby might meet during pregnancy and after birth. Therefore, the aim of the current study was to introduce a workflow and tools for analyzing imprinted and random monoallelic gene expression in human placenta, by applying whole-transcriptome (WT) RNA sequencing of placental tissue and genotyping of coding DNA variants in family trios. Ten family trios, each with a healthy spontaneous single-term pregnancy, were recruited. Total RNA was extracted for WT analysis, providing the full sequence information for the placental transcriptome. Parental and child blood DNA genotypes were analyzed by exome SNP genotyping microarrays, mapping the inheritance and estimating the abundance of parental expressed alleles. Imprinted genes showed consistent expression from either parental allele, as demonstrated by the SNP content of sequenced transcripts, while monoallelically expressed genes had random activity of parental alleles. We revealed 4 novel possible imprinted genes (LGALS8, LGALS14, PAPPA2 and SPTLC3) and confirmed the imprinting of 4 genes (AIM1, PEG10, RHOBTB3 and ZFAT-AS1) in human placenta. The major finding was the identification of 4 genes (ABP1, BCLAF1, IFI30 and ZFAT) with random allelic bias, expressing one of the parental alleles preferentially. The main functions of the imprinted and monoallelically expressed genes included: i) mediating cellular apoptosis and tissue development; ii) regulating inflammation and immune system; iii) facilitating metabolic processes; and iv) regulating cell cycle.