RESUMO
Data quality deficiencies significantly limit the applicability of real-world data in data-driven medical research. In this study, using an oncological use case, we report and discuss common quality deficiencies in real-world medical datasets, such as missing data, class imbalances, and timeliness issues. We compiled a multi-departmental real-world dataset comprising 13861 cancer cases diagnosed at University Hospital Cologne and examined data quality throughout the data integration process.
Assuntos
Confiabilidade dos Dados , Neoplasias , Humanos , Neoplasias/terapia , Oncologia , Alemanha , Registros Eletrônicos de SaúdeRESUMO
Cell-cell communication is mediated by membrane receptors and their ligands, such as the Eph/ephrin system, orchestrating cell migration during development and in diverse cancer types. Epigenetic mechanisms are key for integrating external "signals", e.g., from neighboring cells, into the transcriptome in health and disease. Previously, we reported ephrinA5 to trigger transcriptional changes of lncRNAs and protein-coding genes in cerebellar granule cells, a cell model for medulloblastoma. LncRNAs represent important adaptors for epigenetic writers through which they regulate gene expression. Here, we investigate a lncRNA-mediated targeting of DNMT1 to specific gene loci by the combined power of in silico modeling of RNA/DNA interactions and wet lab approaches, in the context of the clinically relevant use case of ephrinA5-dependent regulation of cellular motility of cerebellar granule cells. We provide evidence that Snhg15, a cancer-related lncRNA, recruits DNMT1 to the Ncam1 promoter through RNA/DNA triplex structure formation and the interaction with DNMT1. This mediates DNA methylation-dependent silencing of Ncam1, being abolished by ephrinA5 stimulation-triggered reduction of Snhg15 expression. Hence, we here propose a triple helix recognition mechanism, underlying cell motility regulation via lncRNA-targeted DNA methylation in a clinically relevant context.
Assuntos
RNA Longo não Codificante , RNA Longo não Codificante/genética , Regulação Neoplásica da Expressão Gênica , Linhagem Celular Tumoral , DNA , Movimento CelularRESUMO
Developing smart clinical decision support systems requires integrating data from several medical departments. This short paper outlines the challenges we faced in cross-departmental data integration for an oncological use case. Most severely, they have led to a significant reduction in case numbers. Only 2,77% of cases meeting the initial inclusion criteria of the use case were present in all accessed data sources.
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Informática Médica , Integração de Sistemas , OncologiaRESUMO
BACKGROUND: Massive amounts of data are produced by combining next-generation sequencing with complex biochemistry techniques to characterize regulatory genomics profiles, such as protein-DNA interaction and chromatin accessibility. Interpretation of such high-throughput data typically requires different computation methods. However, existing tools are usually developed for a specific task, which makes it challenging to analyze the data in an integrative manner. RESULTS: We here describe the Regulatory Genomics Toolbox (RGT), a computational library for the integrative analysis of regulatory genomics data. RGT provides different functionalities to handle genomic signals and regions. Based on that, we developed several tools to perform distinct downstream analyses, including the prediction of transcription factor binding sites using ATAC-seq data, identification of differential peaks from ChIP-seq data, and detection of triple helix mediated RNA and DNA interactions, visualization, and finding an association between distinct regulatory factors. CONCLUSION: We present here RGT; a framework to facilitate the customization of computational methods to analyze genomic data for specific regulatory genomics problems. RGT is a comprehensive and flexible Python package for analyzing high throughput regulatory genomics data and is available at: https://github.com/CostaLab/reg-gen . The documentation is available at: https://reg-gen.readthedocs.io.
Assuntos
Cromatina , Genômica , Sequenciamento de Cromatina por Imunoprecipitação , Documentação , Biblioteca GênicaRESUMO
The Eph receptor tyrosine kinases and their respective ephrin-ligands are an important family of membrane receptors, being involved in developmental processes such as proliferation, migration, and in the formation of brain cancer such as glioma. Intracellular signaling pathways, which are activated by Eph receptor signaling, are well characterized. In contrast, it is unknown so far whether ephrins modulate the expression of lncRNAs, which would enable the transduction of environmental stimuli into our genome through a great gene regulatory spectrum. Applying a combination of functional in vitro assays, RNA sequencing, and qPCR analysis, we found that the proliferation and migration promoting stimulation of mouse cerebellar granule cells (CB) with ephrinA5 diminishes the expression of the cancer-related lncRNA Snhg15. In a human medulloblastoma cell line (DAOY) ephrinA5 stimulation similarly reduced SNHG15 expression. Computational analysis identified triple-helix-mediated DNA-binding sites of Snhg15 in promoters of genes found up-regulated upon ephrinA5 stimulation and known to be involved in tumorigenic processes. Our findings propose a crucial role of Snhg15 downstream of ephrinA5-induced signaling in regulating gene transcription in the nucleus. These findings could be potentially relevant for the regulation of tumorigenic processes in the context of glioma.
Assuntos
Carcinogênese/genética , Efrina-A5/metabolismo , Regulação Neoplásica da Expressão Gênica , RNA Longo não Codificante/genética , Animais , Carcinogênese/metabolismo , Linhagem Celular , Linhagem Celular Tumoral , Movimento Celular , Proliferação de Células , Neoplasias Cerebelares/genética , Neoplasias Cerebelares/metabolismo , Humanos , Meduloblastoma/genética , Meduloblastoma/metabolismo , Camundongos , Transdução de SinaisRESUMO
Infection-related diabetes can arise as a result of virus-associated ß-cell destruction. Clinical data suggest that the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), causing the coronavirus disease 2019 (COVID-19), impairs glucose homoeostasis, but experimental evidence that SARS-CoV-2 can infect pancreatic tissue has been lacking. In the present study, we show that SARS-CoV-2 infects cells of the human exocrine and endocrine pancreas ex vivo and in vivo. We demonstrate that human ß-cells express viral entry proteins, and SARS-CoV-2 infects and replicates in cultured human islets. Infection is associated with morphological, transcriptional and functional changes, including reduced numbers of insulin-secretory granules in ß-cells and impaired glucose-stimulated insulin secretion. In COVID-19 full-body postmortem examinations, we detected SARS-CoV-2 nucleocapsid protein in pancreatic exocrine cells, and in cells that stain positive for the ß-cell marker NKX6.1 and are in close proximity to the islets of Langerhans in all four patients investigated. Our data identify the human pancreas as a target of SARS-CoV-2 infection and suggest that ß-cell infection could contribute to the metabolic dysregulation observed in patients with COVID-19.
Assuntos
Ilhotas Pancreáticas/virologia , SARS-CoV-2/crescimento & desenvolvimento , Idoso , Idoso de 80 Anos ou mais , Enzima de Conversão de Angiotensina 2/biossíntese , Enzima de Conversão de Angiotensina 2/genética , COVID-19/fisiopatologia , Células Cultivadas , Diabetes Mellitus , Feminino , Humanos , Ilhotas Pancreáticas/citologia , Ilhotas Pancreáticas/fisiopatologia , Masculino , Pâncreas Exócrino/citologia , Pâncreas Exócrino/fisiopatologia , Pâncreas Exócrino/virologia , Pancreatopatias/etiologia , Pancreatopatias/virologia , Serina Endopeptidases/biossíntese , Serina Endopeptidases/genética , Internalização do Vírus , Replicação ViralRESUMO
The balance of excitation and inhibition is essential for cortical information processing, relying on the tight orchestration of the underlying subcellular processes. Dynamic transcriptional control by DNA methylation, catalyzed by DNA methyltransferases (DNMTs), and DNA demethylation, achieved by ten-eleven translocation (TET)-dependent mechanisms, is proposed to regulate synaptic function in the adult brain with implications for learning and memory. However, focus so far is laid on excitatory neurons. Given the crucial role of inhibitory cortical interneurons in cortical information processing and in disease, deciphering the cellular and molecular mechanisms of GABAergic transmission is fundamental. The emerging relevance of DNMT and TET-mediated functions for synaptic regulation irrevocably raises the question for the targeted subcellular processes and mechanisms. In this study, we analyzed the role dynamic DNA methylation has in regulating cortical interneuron function. We found that DNMT1 and TET1/TET3 contrarily modulate clathrin-mediated endocytosis. Moreover, we provide evidence that DNMT1 influences synaptic vesicle replenishment and GABAergic transmission, presumably through the DNA methylation-dependent transcriptional control over endocytosis-related genes. The relevance of our findings is supported by human brain sample analysis, pointing to a potential implication of DNA methylation-dependent endocytosis regulation in the pathophysiology of temporal lobe epilepsy, a disease characterized by disturbed synaptic transmission.
Assuntos
Metilação de DNA/genética , Endocitose/genética , Neurônios GABAérgicos/metabolismo , Interneurônios/metabolismo , Inibição Neural/genética , Sinapses/metabolismo , Animais , Clatrina , Proteínas do Citoesqueleto/genética , DNA (Citosina-5-)-Metiltransferase 1/genética , DNA (Citosina-5-)-Metiltransferase 1/metabolismo , Proteínas de Ligação a DNA/genética , Proteínas de Ligação a DNA/metabolismo , Dioxigenases/genética , Dioxigenases/metabolismo , Epigenoma , Epilepsia do Lobo Temporal/genética , Humanos , Potenciais Pós-Sinápticos Inibidores , Peptídeos e Proteínas de Sinalização Intracelular/genética , Camundongos , Técnicas de Patch-Clamp , Proteínas Proto-Oncogênicas/genética , Proteínas Proto-Oncogênicas/metabolismo , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Vesículas Sinápticas/metabolismo , TranscriptomaRESUMO
Synthosomes are polymer vesicles with transmembrane proteins incorporated into block copolymer membranes. They have been used for selective transport in or out of the vesicles as well as catalysis inside the compartments. However, both the insertion process of the membrane protein, forming nanopores, and the spreading of the vesicles on planar substrates to form solid-supported biomimetic membranes have been rarely studied yet. Herein, we address these two points and, first, shed light on the real-time monitoring of protein insertion via isothermal titration calorimetry. Second, the spreading process on different solid supports, namely, SiO2, glass, and gold, via different techniques like spin- and dip-coating as well as a completely new approach of potential-assisted spreading on gold surfaces was studied. While inhomogeneous layers occur via traditional methods, our proposed potential-assisted strategy to induce adsorption of positively charged vesicles by applying negative potential on the electrode leads to remarkable vesicle spreading and their further fusion to form more homogeneous planar copolymer films on gold. The polymer vesicles in our study are formed from amphiphilic copolymers poly(2-methyl oxazoline)-block-poly(dimethylsiloxane)-block-poly(2-methyl oxazoline) (PMOXA-b-PDMS-b-PMOXA). Engineered variants of the transmembrane protein ferric hydroxamate uptake protein component A (FhuA), one of the largest ß-barrel channel proteins, are used as model nanopores. The incorporation of FhuA Δ1-160 is shown to facilitate the vesicle spreading process further. Moreover, high accessibility of cysteine inside the channel was proven by linkage of a fluorescent dye inside the engineered variant FhuA ΔCVFtev and hence preserved functionality of the channels after spreading. The porosity and functionality of the spread synthosomes on the gold plates have been examined by studying the passive ion transport response in the presence of Li+ and ClO4- ions and electrochemical impedance spectroscopy analysis. Our approach to form solid-supported biomimetic membranes via the potential-assisted strategy could be important for the development of new (bio-) sensors and membranes.
Assuntos
Proteínas da Membrana Bacteriana Externa/química , Proteínas de Escherichia coli/química , Escherichia coli/química , Membranas Artificiais , Nanoporos , Transporte de Íons , Propriedades de SuperfícieRESUMO
Downstream processing to obtain enantiopure compounds from a racemic mixture relies mainly on crystallization. Natural transporters can specifically translocate enantiomers through membranes. Here a ß-barrel transmembrane protein FhuA is re-engineered into a chiral channel protein (FhuAF4) to resolve racemic mixtures of d-/l-arginine. The engineered FhuAF4 variant exhibits an enantioselectivity (E-value) of 1.92 and an enantiomeric excess percentage (ee%) of 23.91 at 52.39% conversion. OmniChange mutant libraries at the computationally identified "filter-regions" likely help to identify FhuA variants for enantiomeric separation of other compounds.
Assuntos
Arginina/química , Arginina/isolamento & purificação , Proteínas da Membrana Bacteriana Externa/química , Proteínas de Escherichia coli/química , Nanoestruturas , Engenharia de Proteínas , EstereoisomerismoRESUMO
PURPOSE: We investigated effects of luminance and accommodation stimuli on pupil size and pupil center location, and their implications for progressive addition lens wear. METHODS: Participants were young and older adult groups (n = 20; 22 ± 2 years; age range, 18-25 years; and n = 19; 49 ± 4 years; age range, 45-58 years). A wave aberrometer included a relay system to allow a 12.5° × 11° background for the internal fixation target. Participants viewed the target under a matrix of conditions with luminance levels 0.01, 3.7, 120, and 6100 cd/m(2), and with accommodation stimuli up to 6 diopters (D) in 2 D steps. Pupil sizes and their centers, relative to limbus centers, were determined from anterior eye images. RESULTS: With luminance increase, reduction in pupil size was accentuated by increase in accommodation stimulus in the young, but not in the older, group. As luminance increased, pupil center location altered. This was nasally in both groups with an average shift of approximately 0.12 mm. Relative to the lowest stimulus condition, the mean of the maximum absolute pupil center shifts was 0.26 ± 0.08 mm for both groups with individual shifts up to 0.5 mm, findings consistent with previous studies. There was no significant effect of accommodation on pupil center locations for either age group, or evidence that location was influenced by the combination of luminance and accommodation stimulus that resulted in any particular pupil size. CONCLUSIONS: Variations in luminance and accommodation influence pupil size, but only the former affects pupil center location significantly. Pupil center shifts are too small to be of concern in fitting progressive addition lenses.
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Acomodação Ocular/fisiologia , Pupila/fisiologia , Adolescente , Adulto , Feminino , Humanos , Luz , Masculino , Pessoa de Meia-Idade , Estimulação Luminosa , Presbiopia/patologia , Presbiopia/fisiopatologia , Valores de Referência , Refração Ocular , Adulto JovemRESUMO
Changes in pupil size and shape are relevant for peripheral imagery by affecting aberrations and how much light enters and/or exits the eye. The purpose of this study is to model the pattern of pupil shape across the complete horizontal visual field and to show how the pattern is influenced by refractive error. Right eyes of 30 participants were dilated with 1% cyclopentolate, and images were captured using a modified COAS-HD aberrometer alignment camera along the horizontal visual field to ±90°. A two-lens relay system enabled fixation at targets mounted on the wall 3 m from the eye. Participants placed their heads on a rotatable chin rest, and eye rotations were kept to less than 30°. Best-fit elliptical dimensions of pupils were determined. Ratios of minimum to maximum axis diameters were plotted against visual field angle. Participants' data were well fitted by cosine functions with maxima at (-)1° to (-)9° in the temporal visual field and widths 9% to 15% greater than predicted by the cosine of the field angle . Mean functions were 0.99 cos([ + 5.3]/1.121), R(2) 0.99 for the whole group and 0.99 cos([ + 6.2]/1.126), R(2) 0.99 for the 13 emmetropes. The function peak became less temporal and the width became smaller with increase in myopia. Off-axis pupil shape changes are well described by a cosine function that is both decentered by a few degrees and flatter by about 12% than the cosine of the viewing angle, with minor influences of refraction.