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1.
Methods ; 198: 76-87, 2022 02.
Artículo en Inglés | MEDLINE | ID: mdl-34628030

RESUMEN

Pathway analysis is a popular method aiming to derive biological interpretation from high-throughput gene expression studies. However, existing methods focus mostly on identifying which pathway or pathways could have been perturbed, given differential gene expression patterns. In this paper, we present a novel pathway analysis framework, namely rPAC, which decomposes each signaling pathway route into two parts, the upstream portion of a transcription factor (TF) block and the downstream portion from the TF block and generates a pathway route perturbation analysis scheme examining disturbance scores assigned to both parts together. This rPAC scoring is further applied to a cohort of gene expression data sets which produces two summary metrics, "Proportion of Significance" (PS) and "Average Route Score" (ARS), as quantitative measures discerning perturbed pathway routes within and/or between cohorts. To demonstrate rPAC's scoring competency, we first used a large amount of simulated data and compared the method's performance against those by conventional methods in terms of power curve. Next, we performed a case study involving three epithelial cancer data sets from The Cancer Genome Atlas (TCGA). The rPAC method revealed specific pathway routes as potential cancer type signatures. A deeper pathway analysis of sub-groups (i.e., age groups in COAD or cancer sub-types in BRCA) resulted in pathway routes that are known to be associated with the sub-groups. In addition, multiple previously uncharacterized pathways routes were identified, potentially suggesting that rPAC is better in deciphering etiology of a disease than conventional methods particularly in isolating routes and sections of perturbed pathways in a finer granularity.


Asunto(s)
Regulación de la Expresión Génica , Factores de Transcripción , Expresión Génica , Humanos , Transducción de Señal/genética , Factores de Transcripción/genética , Factores de Transcripción/metabolismo
2.
BMC Genomics ; 23(1): 14, 2022 Jan 07.
Artículo en Inglés | MEDLINE | ID: mdl-34991467

RESUMEN

BACKGROUND: Interferon regulatory factor-8 (IRF8) and nuclear factor-activated T cells c1 (NFATc1) are two transcription factors that have an important role in osteoclast differentiation. Thanks to ChIP-seq technology, scientists can now estimate potential genome-wide target genes of IRF8 and NFATc1. However, finding target genes that are consistently up-regulated or down-regulated across different studies is hard because it requires analysis of a large number of high-throughput expression studies from a comparable context. METHOD: We have developed a machine learning based method, called, Cohort-based TF target prediction system (cTAP) to overcome this problem. This method assumes that the pathway involving the transcription factors of interest is featured with multiple "functional groups" of marker genes pertaining to the concerned biological process. It uses two notions, Gene-Present Sufficiently (GP) and Gene-Absent Insufficiently (GA), in addition to log2 fold changes of differentially expressed genes for the prediction. Target prediction is made by applying multiple machine-learning models, which learn the patterns of GP and GA from log2 fold changes and four types of Z scores from the normalized cohort's gene expression data. The learned patterns are then associated with the putative transcription factor targets to identify genes that consistently exhibit Up/Down gene regulation patterns within the cohort. We applied this method to 11 publicly available GEO data sets related to osteoclastgenesis. RESULT: Our experiment identified a small number of Up/Down IRF8 and NFATc1 target genes as relevant to osteoclast differentiation. The machine learning models using GP and GA produced NFATc1 and IRF8 target genes different than simply using a log2 fold change alone. Our literature survey revealed that all predicted target genes have known roles in bone remodeling, specifically related to the immune system and osteoclast formation and functions, suggesting confidence and validity in our method. CONCLUSION: cTAP was motivated by recognizing that biologists tend to use Z score values present in data sets for the analysis. However, using cTAP effectively presupposes assembling a sizable cohort of gene expression data sets within a comparable context. As public gene expression data repositories grow, the need to use cohort-based analysis method like cTAP will become increasingly important.


Asunto(s)
Osteoclastos , Ligando RANK , Diferenciación Celular , Humanos , Factores Reguladores del Interferón/genética , Factores Reguladores del Interferón/metabolismo , Aprendizaje Automático , Factores de Transcripción NFATC/genética , Factores de Transcripción NFATC/metabolismo , Osteoclastos/metabolismo , Ligando RANK/metabolismo , Linfocitos T/metabolismo
3.
Sensors (Basel) ; 22(14)2022 Jul 19.
Artículo en Inglés | MEDLINE | ID: mdl-35891066

RESUMEN

We present a multi-sensor data fusion model based on a reconfigurable module (RM) with three fusion layers. In the data layer, raw data are refined with respect to the sensor characteristics and then converted into logical values. In the feature layer, a fusion tree is configured, and the values of the intermediate nodes are calculated by applying predefined logical operations, which are adjustable. In the decision layer, a final decision is made by computing the value of the root according to predetermined equations. In this way, with given threshold values or sensor characteristics for data refinement and logic expressions for feature extraction and decision making, we reconstruct an RM that performs multi-sensor fusion and is adaptable for a dedicated application. We attempted to verify its feasibility by applying the proposed RM to an actual application. Considering the spread of the COVID-19 pandemic, an unmanned storage box was selected as our application target. Four types of sensors were used to determine the state of the door and the status of the existence of an item inside it. We implemented a prototype system that monitored the unmanned storage boxes by configuring the RM according to the proposed method. It was confirmed that a system built with only low-cost sensors can identify the states more reliably through multi-sensor data fusion.


Asunto(s)
COVID-19 , Pandemias , Humanos
4.
Cancer Cell Int ; 20: 405, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32863764

RESUMEN

BACKGROUND: Despite being one of the leading cancer types in the world, the diagnosis of oral cancer and its suitable therapeutic options remain limited. This study aims to investigate the single and chemosensitizing effects of TW-37, a BH3 mimetic in oral cancer, on human oral cancer cell lines. METHODS: We assessed the single and chemosensitizing effects of TW-37 in vitro using trypan blue exclusion assay, Western blotting, DAPI staining, Annexin V-FITC/PI double staining, and quantitative real-time PCR. Mcl-1 overexpression models were established by transforming vector and transient transfection was performed to test for apoptosis. RESULTS: TW-37 enhanced the cytotoxicity of human oral cancer cell lines by inducing caspase-dependent apoptosis, which correlates with the reduction of the myeloid cell leukemia-1 (Mcl-1) expression via transcriptional and post-translational regulation. The ectopic expression of Mcl-1 partially attenuated the apoptosis-inducing capacity of TW-37 in human oral cancer cell lines. Besides, TW-37 decreased the phosphorylation of signal transducer and activator of transcription 3 (STAT3) at Tyr705 and nuclear translocation in human oral cancer cell lines at the early time points. Furthermore, TW-37 potentiated chemosusceptibility of cryptotanshinone in human oral cancer cell lines by suppressing STAT3-Mcl-1 signaling compared with either TW-37 or cryptotanshinone alone, resulting in potent apoptosis. CONCLUSIONS: This study not only unravels the single and chemosensitizing effects of TW-37 for treatment of human oral cancer but also highlights the likelihood of TW-37 as a good therapeutic strategy to enhance the prognosis of patients with oral cancer in the future.

5.
J Nanosci Nanotechnol ; 19(10): 6264-6270, 2019 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-31026946

RESUMEN

Titanium, nickel, and tungsten boride nanoparticles were synthesized in the triple thermal plasma jet system. The coalesced high-enthalpy thermal plasma jet not only generates extensive high temperature regions but also allows the starting materials to penetrate into the center of high temperature regions effectively. The synthesis process of metal boride was investigated according to the nucleation temperature of three metals and boron. In the case of titanium and nickel borides synthesis, metals nucleation temperatures are lower than boron. The crystallinity of synthesized titanium boride nanoparticles was higher than nickel boride nanoparticles, since not only the nucleation temperature of titanium is higher than nickel but also the Gibbs free energy of all titanium boride was lower than whole nickel boride. However, the nucleation temperature of tungsten is higher than boron where nanoparticle synthesis process differed from former synthesis processes. It had influence on the crystal growth time in the high temperature regions where tungsten boride crystal structure was strongly prepared than nickel boride nanoparticles.

6.
J Nanosci Nanotechnol ; 19(10): 6277-6284, 2019 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-31026948

RESUMEN

The tungsten carbide nanomaterials were synthesized in the triple DC thermal plasma jet system using refractory tungsten, and carbon sources such as multi wall carbon nanotube (MWCNT), amorphous carbon and methane. The starting materials were evaporated in the high temperature region of triple plasma jet, then condensed particles were prepared in nanoscale under 100 nm. The effect of carbon sources was investigated on a view of crystal phase structure and morphology. W2C crystal nanoparticles were mainly synthesized and WC and WC1-x phase nanoparticles were observed additionally with all carbon sources. From MWCNT starting material, tungsten carbide attached MWCNT composite were produced with spherical tungsten carbide nanoparticles. In case of amorphous carbon, spherical and rod-shaped tungsten carbide was synthesized. Only spherical tungsten carbide nanoparticles were synthesized by methane. In addition, it was revealed that the main crystal structure was changed from W2C to WC1-x by increasing W/CH4 composition ratio.

7.
Methods ; 124: 3-12, 2017 07 15.
Artículo en Inglés | MEDLINE | ID: mdl-28647608

RESUMEN

We propose a new way of analyzing biological pathways in which the analysis combines both transcriptome data and mutation information and uses the outcome to identify "routes" of aberrant pathways potentially responsible for the etiology of disease. Each pathway route is encoded as a Bayesian Network which is initialized with a sequence of conditional probabilities which are designed to encode directionality of regulatory relationships encoded in the pathways, i.e. activation and inhibition relationships. First, we demonstrate the effectiveness of our model through simulation in which the model was able to easily separate Test samples from Control samples using fictitiously perturbed pathway routes. Second, we apply our model to analyze the Breast Cancer data set, available from TCGA, against many cancer pathways available from KEGG and rank the significance of identified pathways. The outcome is consistent with what have already been reported in the literature. Third, survival analysis has been carried out on the same data set by using pathway routes as features. Overall, we envision that our model of using pathway routes for analysis can further refine the conventional ways of subtyping cancer patients as it can discover additional characteristics specific to individual's tumor.


Asunto(s)
Algoritmos , Neoplasias de la Mama/genética , Regulación Neoplásica de la Expresión Génica , Redes Reguladoras de Genes , Mutación , Proteínas de Neoplasias/genética , Teorema de Bayes , Neoplasias de la Mama/metabolismo , Neoplasias de la Mama/mortalidad , Neoplasias de la Mama/patología , Análisis Mutacional de ADN , Femenino , Perfilación de la Expresión Génica , Humanos , Proteínas de Neoplasias/metabolismo , Transducción de Señal , Análisis de Supervivencia , Transcriptoma
8.
Curr Osteoporos Rep ; 16(2): 77-94, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29508144

RESUMEN

PURPOSE OF REVIEW: The international mouse phenotyping consortium (IMPC) is producing defined gene knockout mouse lines. Here, a phenotyping program is presented that is based on micro-computed tomography (µCT) assessment of distal femur and vertebra. Lines with significant variation undergo a computer-based bone histomorphometric analysis. RECENT FINDINGS: Of the 220 lines examined to date, approximately 15% have a significant variation (high or low) by µCT, most of which are not identified by the IMPC screen. Significant dimorphism between the sexes and bone compartments adds to the complexity of the skeletal findings. The µCT information that is posted at www.bonebase.org can group KOMP lines with similar morphological features. The histological data is presented in a graphic form that associates the cellular features with a specific anatomic group. The web portal presents a bone-centric view appropriate for the skeletal biologist/clinician to organize and understand the large number of genes that can influence skeletal health. Cataloging the relative severity of each variant is the first step towards compiling the dataset necessary to appreciate the full polygenic basis of degenerative bone disease.


Asunto(s)
Huesos/diagnóstico por imagen , Fémur/diagnóstico por imagen , Columna Vertebral/diagnóstico por imagen , Animales , Huesos/patología , Bases de Datos Factuales , Fémur/patología , Genotipo , Gestión de la Información , Ratones , Ratones Noqueados , Fenotipo , Desarrollo de Programa , Índice de Severidad de la Enfermedad , Caracteres Sexuales , Columna Vertebral/patología , Microtomografía por Rayos X
9.
Mol Carcinog ; 54 Suppl 1: E72-80, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-24817037

RESUMEN

This study was aimed at understanding the clinicopathological significance of HOXA9 hypermethylation in non-small cell lung cancer (NSCLC). HOXA9 hypermethylation was characterized in six lung cancer cell lines, and its clinicopathological significance was analyzed using methylation-specific PCR in 271 formalin-fixed paraffin-embedded tissues and 27 fresh-frozen tumor and matched normal tissues from 298 NSCLC patients, and Ki-67 expression was analyzed using immunohistochemistry. The promoter region of HOXA9 was highly methylated in six lung cancer cell lines, but not in normal bronchial epithelial cells. The loss of expression was restored by treatment of the cells with a demethylating agent, 5-aza-2'-deoxycytidine (5-Aza-dC). Transient transfection of HOXA9 into H23 lung cancer cells resulted in the inhibition of cell migration but not proliferation. Conversely, sequence-specific siRNA-mediated knockdown of HOXA9 enhanced cell migration. The mRNA levels of HOXA9 in 27 fresh-frozen tumor tissues were significantly lower than in matched normal tissues (P<0.0001; Wilcoxon signed-rank test). HOXA9 hypermethylation was found in 191 (70%) of 271 primary NSCLCs. HOXA9 hypermethylation was not associated with tumor size (P=0.12) and Ki-67 proliferation index (P=0.15). However, patients with HOXA9 hypermethylation had poor recurrence-free survival (hazard ratio=3.98, 95% confidence interval = 1.07-17.09, P=0.01) in never-smokers, after adjusting for age, sex, tumor size, adjuvant therapy, pathologic stage, and histology. In conclusion, the present study suggests that HOXA9 inhibits migration of lung cancer cells and its hypermethylation is an independent prognostic factor for recurrence-free survival in never-smokers with NSCLC.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas/patología , Metilación de ADN , Proteínas de Homeodominio/genética , Neoplasias Pulmonares/patología , Anciano , Secuencia de Bases , Carcinoma de Pulmón de Células no Pequeñas/genética , Línea Celular Tumoral , Cartilla de ADN , Femenino , Humanos , Neoplasias Pulmonares/genética , Masculino , Persona de Mediana Edad , Recurrencia Local de Neoplasia , Reacción en Cadena de la Polimerasa , Análisis de Supervivencia
10.
PLoS Genet ; 8(8): e1002857, 2012.
Artículo en Inglés | MEDLINE | ID: mdl-22876196

RESUMEN

Feeding behavior is one of the most essential activities in animals, which is tightly regulated by neuroendocrine factors. Drosophila melanogaster short neuropeptide F (sNPF) and the mammalian functional homolog neuropeptide Y (NPY) regulate food intake. Understanding the molecular mechanism of sNPF and NPY signaling is critical to elucidate feeding regulation. Here, we found that minibrain (mnb) and the mammalian ortholog Dyrk1a, target genes of sNPF and NPY signaling, [corrected] regulate food intake in Drosophila melanogaster and mice. In Drosophila melanogaster neuronal cells and mouse hypothalamic cells, sNPF and NPY modulated the mnb and Dyrk1a expression through the PKA-CREB pathway. Increased Dyrk1a activated Sirt1 to regulate the deacetylation of FOXO, which potentiated FOXO-induced sNPF/NPY expression and in turn promoted food intake. Conversely, AKT-mediated insulin signaling suppressed FOXO-mediated sNPF/NPY expression, which resulted in decreasing food intake. Furthermore, human Dyrk1a transgenic mice exhibited decreased FOXO acetylation and increased NPY expression in the hypothalamus, and [corrected] increased food intake. Our findings demonstrate that Mnb/Dyrk1a regulates food intake through the evolutionary conserved Sir2-FOXO-sNPF/NPY pathway in Drosophila melanogaster and mammals.


Asunto(s)
Regulación del Apetito/genética , Ingestión de Alimentos/fisiología , Conducta Alimentaria/fisiología , Regulación de la Expresión Génica , Transducción de Señal/genética , Acetilación , Animales , Proteínas de Drosophila/genética , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/fisiología , Proteína Forkhead Box O1 , Factores de Transcripción Forkhead/genética , Factores de Transcripción Forkhead/metabolismo , Humanos , Hipotálamo/fisiología , Mamíferos/fisiología , Ratones , Neuropéptido Y/genética , Neuropéptido Y/metabolismo , Neuropéptidos/genética , Neuropéptidos/metabolismo , Proteínas Serina-Treonina Quinasas/genética , Proteínas Serina-Treonina Quinasas/metabolismo , Proteínas Tirosina Quinasas/genética , Proteínas Tirosina Quinasas/metabolismo , Sirtuina 1/genética , Sirtuina 1/metabolismo , Quinasas DyrK
11.
Nucleic Acids Res ; 40(22): 11499-509, 2012 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-23066095

RESUMEN

The forkhead transcription factor FoxO1 is a critical regulator of hepatic glucose and lipid metabolism, and dysregulation of FoxO1 function has been implicated in diabetes and insulin resistance. We globally identified FoxO1 occupancy in mouse hepatic chromatin on a genome-wide level by chromatin immunoprecipitation coupled with high-throughput DNA sequencing (ChIP-seq). To establish the specific functional significance of FoxO1 against other FoxO proteins, ChIP-seq was performed with chromatin from liver-specific FoxO1 knockout and wild-type mice. Here we identified 401 genome-wide FoxO1-binding locations. Motif search reveals a sequence element, 5' GTAAACA 3', consistent with a previously known FoxO1-binding site. Gene set enrichment analysis shows that the data from FoxO1 ChIP-seq are highly correlated with the global expression profiling of genes regulated by FoxO1, demonstrating the functional relevance of our FoxO1 ChIP-seq study. Interestingly, gene ontology analysis reveals the functional significance of FoxO1 in retinoid metabolic processes. We show here that FoxO1 directly binds to the genomic sites for the genes in retinoid metabolism. Notably, deletion of FoxO1 caused a significantly reduced induction of Pck1 and Pdk4 in response to retinoids. As Pck1 and Pdk4 are downstream targets of retinoid signaling, these results suggest that FoxO1 plays a potential role in linking retinoid metabolism to hepatic gluconeogenesis.


Asunto(s)
Cromatina/metabolismo , Factores de Transcripción Forkhead/metabolismo , Gluconeogénesis/genética , Hígado/metabolismo , Vitamina A/farmacología , Animales , Sitios de Unión , Células Cultivadas , Inmunoprecipitación de Cromatina , Proteína Forkhead Box O1 , Factores de Transcripción Forkhead/genética , Genoma , Hepatocitos/efectos de los fármacos , Hepatocitos/metabolismo , Secuenciación de Nucleótidos de Alto Rendimiento , Masculino , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , Motivos de Nucleótidos , Fosfoenolpiruvato Carboxiquinasa (GTP)/genética , Fosfoenolpiruvato Carboxiquinasa (GTP)/metabolismo , Proteínas Serina-Treonina Quinasas/genética , Proteínas Serina-Treonina Quinasas/metabolismo , Piruvato Deshidrogenasa Quinasa Acetil-Transferidora , Análisis de Secuencia de ADN , Transducción de Señal , Transcriptoma
12.
Genomics Inform ; 22(1): 6, 2024 Jun 17.
Artículo en Inglés | MEDLINE | ID: mdl-38907287

RESUMEN

Here, we investigated that the heat shock protein 47 (HSP47) plays a crucial role in the progression of gastric cancer (GC). We analyzed HSP47 gene expression in GC cell lines and patient tissues. The HSP47 mRNA and protein expression levels were significantly higher in GC cell lines and tumor tissues compared to normal gastric mucosa. Using siRNA to silence the expression of HSP47 in GC cells resulted in a significant reduction in their proliferation, wound healing, migration, and invasion capacities. Additionally, we also showed that the mRNA expression of matrix metallopeptidase-7 (MMP-7), a metastasis-promoting gene, was significantly reduced in HSP47 siRNA-transfected GC cells. We confirmed that the HSP47 promoter region was methylated in the SNU-216 GC cell line expressing low levels of HSP47 and in most non-cancerous gastric tissues. It means that the expression of HSP47 is regulated by epigenetic regulatory mechanisms. These findings suggest that targeting HSP47, potentially through its promoter methylation, could be a useful new therapeutic strategy for treating GC.

13.
bioRxiv ; 2024 Feb 10.
Artículo en Inglés | MEDLINE | ID: mdl-38370845

RESUMEN

Single cell RNA sequencing technology has been dramatically changing how gene expression studies are performed. However, its use has been limited to identifying subtypes of cells by comparing cells' gene expression levels in an unbiased manner to produce a 2D plot (e.g., UMAP/tSNE). We developed a new method of placing cells in 2D space. This system, called vSPACE, shows a virtual spatial representation of scRNAseq data obtained from human articular cartilage by emulating the concept of spatial transcriptomics technology, but virtually. This virtual 2D plot presentation of human articular cartage cells generates several zonal distribution patterns, in one or multiple genes at a time, reveling patterns that scientists can appreciate as imputed spatial distribution patterns along the zonal axis. The discovered patterns are explainable and remarkably consistent across all six healthy doners despite their respectively different clinical variables (age and sex), suggesting the confidence of the discovered patterns.

14.
BMC Cancer ; 13: 43, 2013 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-23374220

RESUMEN

BACKGROUND: The aim of this study is to evaluate the associations between vascular endothelial growth factor (VEGF) Single-nucleotide polymorphisms (SNPs) and clinical outcome in advanced gastric cancer patients treated with oxaliplatin, 5-fluorouracil, and leucovorin (FOLFOX). METHODS: Genomic DNA was isolated from whole blood, and six VEGF (-2578C/A, -2489C/T, -1498 T/C, -634 G/C, +936C/T, and +1612 G/A) gene polymorphisms were analyzed by PCR. Levels of serum VEGF were measured using enzyme-linked immunoassays. RESULTS: Patients with G/G genotype for VEGF -634 G/C gene polymorphism showed a lower response rate (22.2%) than those with G/C or C/C genotype (32.3%, 51.1%; P = 0.034). Patients with the VEGF -634 G/C polymorphism G/C + C/C genotype had a longer progression free survival (PFS) of 4.9 months, compared with the PFS of 3.5 months for those with the G/G (P = 0.043, log-rank test). By multivariate analysis, this G/G genotype of VEGF -634 G/C polymorphism was identified as an independent prognostic factor (Hazard ratio 1.497, P = 0.017). CONCLUSION: Our data suggest that G/G genotype of VEGF -634 G/C polymorphism is related to the higher serum levels of VEGF, and poor clinical outcome in advanced gastric cancer patients.


Asunto(s)
Adenocarcinoma/tratamiento farmacológico , Adenocarcinoma/genética , Protocolos de Quimioterapia Combinada Antineoplásica/administración & dosificación , Biomarcadores de Tumor/genética , Polimorfismo de Nucleótido Simple , Neoplasias Gástricas/tratamiento farmacológico , Neoplasias Gástricas/genética , Factor A de Crecimiento Endotelial Vascular/genética , Adenocarcinoma/sangre , Adenocarcinoma/patología , Adulto , Anciano , Biomarcadores de Tumor/sangre , Distribución de Chi-Cuadrado , Supervivencia sin Enfermedad , Ensayo de Inmunoadsorción Enzimática , Femenino , Fluorouracilo/administración & dosificación , Predisposición Genética a la Enfermedad , Humanos , Estimación de Kaplan-Meier , Leucovorina/administración & dosificación , Masculino , Persona de Mediana Edad , Análisis Multivariante , Compuestos Organoplatinos/administración & dosificación , Fenotipo , Reacción en Cadena de la Polimerasa , Modelos de Riesgos Proporcionales , Estudios Prospectivos , Neoplasias Gástricas/sangre , Neoplasias Gástricas/mortalidad , Neoplasias Gástricas/patología , Factores de Tiempo , Resultado del Tratamiento , Regulación hacia Arriba , Factor A de Crecimiento Endotelial Vascular/sangre , Adulto Joven
15.
bioRxiv ; 2023 Nov 15.
Artículo en Inglés | MEDLINE | ID: mdl-38014057

RESUMEN

Cell-cell communication is crucial in maintaining cellular homeostasis, cell survival and various regulatory relationships among interacting cells. Thanks to recent advances of spatial transcriptomics technologies, we can now explore if and how cells' proximal information available from spatial transcriptomics datasets can be used to infer cell-cell communication. Here we present a cell-cell communication inference framework, called CGCom, which uses a graph neural network (GNN) to learn communication patterns among interacting cells by combining single-cell spatial transcriptomic datasets with publicly available ligand-receptor information and the molecular regulatory information down-stream of the ligand-receptor signaling. To evaluate the performance of CGCom, we applied it to mouse embryo seqFISH datasets. Our results demonstrate that CGCom can not only accurately infer cell communication between individual cell pairs but also generalize its learning to predict communication between different cell types. We compared the performance of CGCom with two existing methods, CellChat and CellPhoneDB, and our comparative study revealed both common and unique communication patterns from the three approaches. Commonly found communication patterns include three sets of ligand-receptor communication relationships, one between surface ectoderm cells and spinal cord cells, one between gut tube cells and endothelium, and one between neural crest and endothelium, all of which have already been reported in the literature thus offering credibility of all three methods. However, we hypothesize that CGCom is superior in reducing false positives thanks to its use of cell proximal information and its learning between specific cell pairs rather than between cell types. CGCom is a GNN-based solution that can take advantage of spatially resolved single-cell transcriptomic data in predicting cell-cell communication with a higher accuracy.

16.
BJU Int ; 110(6 Pt B): E318-25, 2012 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-22583965

RESUMEN

UNLABELLED: What's known on the subject? and What does the study add? The association between subjects with the genetic variation of 8q24 and the risk of development of prostate cancer in Korean men was found. As a result of haplotype analysis, [AGC] and [CTA] carriers showed a significant association with prostate cancer risk. This is clinically meaningful as an initial study on genetic susceptibility to prostate cancer in Korean men and the first report of 8q24 haplotypes in an Asian population. OBJECTIVE: To determine the association between genetic variation of 8q24 with prostate cancer risk in Korean men. PATIENTS AND METHODS: With a hospital-based case-control study design, we enrolled 194 patients with prostate cancer and 169 healthy controls from visitors for cancer screening. DNA samples were obtained from peripheral blood for the analysis of single nucleotide polymorphisms (SNPs). Three SNPs of 8q24, including rs16901979, rs6983267, and rs1447295, were genotyped on cases and controls. RESULTS: The subjects with the rs1447295 CA or AA genotype had a higher risk of prostate cancer than the CC genotype. The A allele at SNP rs1447295 was associated with the incidence of prostate cancer. The rs16901979 CA genotype carriers had a higher risk of prostate cancer than the CC genotype. Individuals with the [AGC] and [CTA] haplotypes had a significantly increased risk of prostate cancer compared with the [CTC] haplotype ([AGC] with adjusted odds ratio [OR] 1.79; 95% confidence interval [CI] 1.09-2.96; P = 0.022; [CTA] with adjusted OR 5.17; 95% CI 2.40-11.15; P < 0.001). CONCLUSIONS: The genetic variation of 8q24 is associated with the risk of prostate cancer in Korean men. Individuals with the [AGC] and [CTA] haplotypes had a significant association with prostate cancer risk.


Asunto(s)
Neoplasias de la Próstata/genética , Anciano , Pueblo Asiatico/genética , Estudios de Casos y Controles , Variación Genética , Humanos , Masculino , Persona de Mediana Edad , República de Corea , Riesgo
17.
Fish Shellfish Immunol ; 33(2): 359-64, 2012 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-22626564

RESUMEN

The immunomodulatory effect of Siegesbeckia glabrescens extract-supplementation diets on innate immune response and disease resistance of kelp grouper, Epinephelus bruneus against Vibrio parahaemolyticus at weeks 1, 2, and 4 is reported. The serum lysozyme activity was significantly enhanced with any enriched diet from weeks 1-4 when compared to control diet (0%). The alternative complement haemolytic activities significantly were enhanced with all enriched diets on weeks 2 and 4 whereas the cellular reactive oxygen species (ROS) was significantly enhanced only with 1.0% and 2.0% diets. The reactive nitrogen intermediate (RNI) value was significantly enhanced with any enriched diet on weeks 2 and 4, but on first week it did not differ from control. The myeloperoxidase (MPO) production significantly increased with 1.0% and 2.0% diets from second week onwards; with other enriched diets the increase manifested on fourth week; but during first week it did not vary from that of the control with any enriched diet. The protection in terms of cumulative mortality was the least being 25% and 20% when fed with 1.0% and 2.0% diets. The present results indicate that feeding kelp grouper with S. glabrescens extract enriched diet at 1.0% and 2.0% levels significantly enhance the immunological parameters, increase the disease resistance and minimize the cumulative mortality in E. bruneus against V. parahaemolyticus.


Asunto(s)
Asteraceae/química , Suplementos Dietéticos , Resistencia a la Enfermedad/inmunología , Enfermedades de los Peces/prevención & control , Extractos Vegetales , Vibriosis/veterinaria , Animales , Lubina , Vía Alternativa del Complemento/inmunología , Enfermedades de los Peces/inmunología , Muramidasa/sangre , Peroxidasa/metabolismo , Especies de Nitrógeno Reactivo/inmunología , Especies Reactivas de Oxígeno/inmunología , Factores de Tiempo , Vibriosis/inmunología , Vibriosis/prevención & control , Vibrio parahaemolyticus
18.
Artículo en Inglés | MEDLINE | ID: mdl-22906763

RESUMEN

This article has been withdrawn at the request of the author(s) and/or editor. The Publisher apologizes for any inconvenience this may cause. The full Elsevier Policy on Article Withdrawal can be found at http://www.elsevier.com/locate/withdrawalpolicy.

19.
Exp Parasitol ; 131(2): 195-203, 2012 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-22490817

RESUMEN

The effect of Suaeda maritima enriched diet on blood physiology, innate immune response, and disease resistance in olive flounder Paralichythys olivaceus against Miamiensis avidus on weeks 1, 2, and 4 was investigated. Feeding with any enriched diet and then challenging with M. avidus significantly increased white blood cells (WBC) on weeks 2 and 4; the red blood cells (RBC) significantly increased with 0.1% and 1.0% enriched diets on week 4. The hemoglobin (Hb) and hematocrit (Ht) levels significantly increased when fed with 0.1% and 1.0% supplementation diets on weeks 2 and 4. The mean corpuscular volume (MCV) did not significantly vary with any diet and time; however the mean corpuscular hemoglobin (MCH) and mean corpuscular hemoglobin concentration (MCHC) significantly increased with 0.1% and 1.0% supplementation diets on weeks 2 and 4. The leukocytes such as lymphocytes (Lym), monocytes (Mon), neutrophils (Neu) and biochemical parameters such as total protein (TP), glucose (GLU), and calcium (CAL) levels significantly increased in 0.1% and 1.0% supplementation diet fed groups on weeks 2 and 4. The serum lysozyme activity was significantly enhanced in 0.1% and 1.0% supplementation diet fed groups from weeks 1 to 4 when compared to the control (0% herbal extract enriched diet). The scuticocidal activity and respiratory burst activity were significantly enhanced when fish were fed with 0.1% and 1.0% supplementation diets from weeks 2 and 4. The protective effect in terms of cumulative mortality (50% and 40%) was low in groups on being fed with 0.1% and 1.0% supplemented diet. Therefore the present study suggested that 0.1% and 1.0% S. maritime-supplemented diets protect the hematological and biochemical parameters, improving the innate immunity, affording protection disease from M. avidus infection in olive flounder.


Asunto(s)
Chenopodiaceae , Infecciones por Cilióforos/veterinaria , Dieta/veterinaria , Enfermedades de los Peces/prevención & control , Lenguado/parasitología , Oligohimenóforos , Animales , Recuento de Células Sanguíneas/veterinaria , Análisis Químico de la Sangre/veterinaria , Fenómenos Fisiológicos Sanguíneos , Chenopodiaceae/química , Infecciones por Cilióforos/dietoterapia , Infecciones por Cilióforos/inmunología , Infecciones por Cilióforos/prevención & control , Suplementos Dietéticos , Resistencia a la Enfermedad , Índices de Eritrocitos/veterinaria , Enfermedades de los Peces/dietoterapia , Enfermedades de los Peces/inmunología , Enfermedades de los Peces/parasitología , Lenguado/sangre , Lenguado/inmunología , Hematócrito/veterinaria , Hemoglobinas/análisis , Inmunidad Innata , Muramidasa/sangre , Extractos Vegetales/administración & dosificación , Distribución Aleatoria , Superóxidos/metabolismo
20.
J Urol ; 185(6): 2112-8, 2011 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-21497359

RESUMEN

PURPOSE: Prostate stem cell antigen has become a promising target as a potential biomarker for prostate cancer, but to our knowledge there are no reports of a genetic variation of the PSCA gene associated with prostate cancer risk. We determined the potential association between specific variations of the PSCA gene and prostate cancer in Korean men. MATERIALS AND METHODS: In this hospital based, case-control study 194 patients newly diagnosed with histologically confirmed prostate cancer were enrolled. Visitors for cancer screening served as healthy controls. We genotyped 12 PSCA gene single nucleotide polymorphisms in 194 cases and 169 healthy controls. RESULTS: Men with the rs1045531 AA genotype were at higher risk for prostate cancer than those with the CC genotype. Individuals with the CCCAGGTACGG haplotype were at significantly increased risk for prostate cancer. When considering clinical factors, rs3736001, which is a nonsynonymous cDNA single nucleotide polymorphism (Glu39Lys), showed an association with prostate specific antigen 10 ng/ml or greater and prostate cancer risk. CONCLUSIONS: Men with the rs1045531 AA genotype of PSCA were at higher risk for prostate cancer. On haplotype analysis CCCAGGTACGG and CGA haplotype carriers showed a significant association with prostate cancer risk. To our knowledge this is the first report of PSCA genetic variation associated with prostate cancer risk.


Asunto(s)
Antígenos de Neoplasias/genética , Haplotipos , Proteínas de Neoplasias/genética , Polimorfismo Genético , Neoplasias de la Próstata/genética , Anciano , Estudios de Casos y Controles , Proteínas Ligadas a GPI/genética , Humanos , Masculino , Persona de Mediana Edad , Factores de Riesgo
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