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1.
Comput Biol Med ; 171: 108231, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38422965

RESUMEN

Spatial heterogeneity of cells in liver biopsies can be used as biomarker for disease severity of patients. This heterogeneity can be quantified by non-parametric statistics of point pattern data, which make use of an aggregation of the point locations. The method and scale of aggregation are usually chosen ad hoc, despite values of the aforementioned statistics being heavily dependent on them. Moreover, in the context of measuring heterogeneity, increasing spatial resolution will not endlessly provide more accuracy. The question then becomes how changes in resolution influence heterogeneity indicators, and subsequently how they influence their predictive abilities. In this paper, cell level data of liver biopsy tissue taken from chronic Hepatitis B patients is used to analyze this issue. Firstly, Morisita-Horn indices, Shannon indices and Getis-Ord statistics were evaluated as heterogeneity indicators of different types of cells, using multiple resolutions. Secondly, the effect of resolution on the predictive performance of the indices in an ordinal regression model was investigated, as well as their importance in the model. A simulation study was subsequently performed to validate the aforementioned methods. In general, for specific heterogeneity indicators, a downward trend in predictive performance could be observed. While for local measures of heterogeneity a smaller grid-size is outperforming, global measures have a better performance with medium-sized grids. In addition, the use of both local and global measures of heterogeneity is recommended to improve the predictive performance.


Asunto(s)
Cirrosis Hepática , Humanos , Cirrosis Hepática/diagnóstico , Biopsia , Simulación por Computador , Biomarcadores
2.
Comput Biol Med ; 165: 107382, 2023 10.
Artículo en Inglés | MEDLINE | ID: mdl-37634463

RESUMEN

The organization and interaction between hepatocytes and other hepatic non-parenchymal cells plays a pivotal role in maintaining normal liver function and structure. Although spatial heterogeneity within the tumor micro-environment has been proven to be a fundamental feature in cancer progression, the role of liver tissue topology and micro-environmental factors in the context of liver damage in chronic infection has not been widely studied yet. We obtained images from 110 core needle biopsies from a cohort of chronic hepatitis B patients with different fibrosis stages according to METAVIR score. The tissue sections were immunofluorescently stained and imaged to determine the locations of CD45 positive immune cells and HBsAg-negative and HBsAg-positive hepatocytes within the tissue. We applied several descriptive techniques adopted from ecology, including Getis-Ord, the Shannon Index and the Morisita-Horn Index, to quantify the extent to which immune cells and different types of liver cells co-localize in the tissue biopsies. Additionally, we modeled the spatial distribution of the different cell types using a joint log-Gaussian Cox process and proposed several features to quantify spatial heterogeneity. We then related these measures to the patient fibrosis stage by using a linear discriminant analysis approach. Our analysis revealed that the co-localization of HBsAg-negative hepatocytes with immune cells and the co-localization of HBsAg-positive hepatocytes with immune cells are equally important factors for explaining the METAVIR score in chronic hepatitis B patients. Moreover, we found that if we allow for an error of 1 on the METAVIR score, we are able to reach an accuracy of around 80%. With this study we demonstrate how methods adopted from ecology and applied to the liver tissue micro-environment can be used to quantify heterogeneity and how these approaches can be valuable in biomarker analyses for liver topology.


Asunto(s)
Hepatitis B Crónica , Humanos , Antígenos de Superficie de la Hepatitis B , Hígado/patología , Hepatocitos/metabolismo , Hepatocitos/patología , Fibrosis , Cirrosis Hepática
3.
Antivir Ther ; 28(3): 13596535231172878, 2023 06.
Artículo en Inglés | MEDLINE | ID: mdl-37199270

RESUMEN

BACKGROUND: Chronic hepatitis B (CHB) is responsible for major disease burden worldwide. However, the number of available therapies is limited; cure remains an elusive goal. JNJ-64794964 (JNJ-4964) is an oral toll-like receptor-7 (TLR7) agonist being evaluated for the treatment of CHB. Here, we investigated the capacity of JNJ-4964 to induce transcriptomic and immune cell changes in peripheral blood in healthy volunteers. METHODS: Peripheral blood was collected in the JNJ-4964 first-in-human phase 1 trial at multiple time points to assess transcriptomics and changes in frequency and phenotype of peripheral-blood mononuclear cells. Correlation of changes to JNJ-4964 exposure (Cmax) and changes in cytokine levels (C-X-C motif chemokine ligand 10 [CXCL10] and interferon alpha [IFN-α]) were evaluated. RESULTS: Fifty-nine genes, mainly interferon-stimulated genes, were up-regulated between 6 hours and 5 days after JNJ-4964 administration. JNJ-4964 increased frequencies of CD69, CD134, CD137, and/or CD253-expressing natural killer (NK) cells, indicative of NK cell activation. These changes correlated with Cmax, increase of CXCL10, and induction of IFN-α and were observed at IFN-α levels that are associated with no/acceptable flu-like adverse events. JNJ-4964 administration resulted in increased frequencies of CD86-expressing B cells, indicative of B-cell activation. These changes were predominantly observed at high IFN-α levels, which are associated with flu-like adverse events. CONCLUSIONS: JNJ-4964 administration led to changes in transcriptional profiles and immune cell activation phenotype, particularly for NK cells and B cells. Together, these changes could represent a set of biomarkers for the characterization of the immune response in CHB patients receiving TLR7 agonists.


Asunto(s)
Hepatitis B Crónica , Receptor Toll-Like 7 , Adulto , Humanos , Citocinas/metabolismo , Hepatitis B Crónica/tratamiento farmacológico , Interferón-alfa/uso terapéutico , Fenotipo , Receptor Toll-Like 7/agonistas , Transcriptoma
4.
Antivir Ther ; 28(1): 13596535231151626, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-36691849

RESUMEN

BACKGROUND: JNJ-4964 is a TLR7 agonist, which, via a type I interferon (IFN)-dependent mechanism, may enhance host immunity suppressed by persistent exposure to hepatitis B antigens in chronic hepatitis B. METHODS: PK and PD data were pooled from 2 studies involving 90 participants (n = 74 JNJ-4964, dose range 0.2-1.8 mg; n = 16 placebo) in a fasted state. Food effects on PK were studied in 24 participants (1.2 or 1.25 mg). A population PK model and PK/PD models were developed to characterize the effect of JNJ-4964 plasma levels on the time course of IFN-α, IFN-γ-inducible protein 10 (IP-10 or CXCL10), IFN-stimulated gene 15 (ISG15), neopterin and lymphocytes following single and weekly dosing in healthy adults. Covariate effects, circadian rhythms and negative feedback were incorporated in the models. RESULTS: A 3-compartment linear PK model with transit absorption adequately described JNJ-4964 PK. Bioavailability was 44.2% in fed state relative to fasted conditions. Indirect response models with maximum effect (Emax) stimulation on production rate constant (kin) described IFN-α, IP-10, ISG15 and neopterin, while a precursor-dependent indirect response model with inhibitory effect described the transient lymphocyte reduction. Emax, EC50 and γ (steepness) estimates varied according to PD markers, with EC50 displaying substantial between-subject variability. Female and Asian race exhibited lower EC50, suggesting higher responsiveness. CONCLUSIONS: PK/PD models well characterized the time course of immune system markers in healthy adults. Our results supported sex and race as covariates on JNJ-4964 responsiveness, as well as circadian rhythms and negative feedback as homeostatic mechanisms that are relevant in TLR7-induced type I IFN responses.


Asunto(s)
Quimiocina CXCL10 , Receptor Toll-Like 7 , Adulto , Humanos , Adyuvantes Inmunológicos/farmacocinética , Relación Dosis-Respuesta a Droga , Interferón-alfa , Modelos Biológicos , Neopterin , Ensayos Clínicos como Asunto
5.
Front Immunol ; 13: 811551, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35355993

RESUMEN

Precision-cut human liver slice cultures (PCLS) have become an important alternative immunological platform in preclinical testing. To further evaluate the capacity of PCLS, we investigated the innate immune response to TLR3 agonist (poly-I:C) and TLR4 agonist (LPS) using normal and diseased liver tissue. Pathological liver tissue was obtained from patients with active chronic HCV infection, and patients with former chronic HCV infection cured by recent Direct-Acting Antiviral (DAA) drug therapy. We found that hepatic innate immunity in response to TLR3 and TLR4 agonists was not suppressed but enhanced in the HCV-infected tissue, compared with the healthy controls. Furthermore, despite recent HCV elimination, DAA-cured liver tissue manifested ongoing abnormalities in liver immunity: sustained abnormal immune gene expression in DAA-cured samples was identified in direct ex vivo measurements and in TLR3 and TLR4 stimulation assays. Genes that were up-regulated in chronic HCV-infected liver tissue were mostly characteristic of the non-parenchymal cell compartment. These results demonstrated the utility of PCLS in studying both liver pathology and innate immunity.


Asunto(s)
Antivirales , Hepatitis C Crónica , Antivirales/uso terapéutico , Hepatitis C Crónica/tratamiento farmacológico , Humanos , Inmunidad Innata , Receptor Toll-Like 3/metabolismo , Receptor Toll-Like 4
6.
J Immunol Methods ; 455: 71-79, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29408707

RESUMEN

The liver is the central metabolic organ in the human body, and also plays an essential role in innate and adaptive immunity. While mouse models offer significant insights into immune-inflammatory liver disease, human immunology differs in important respects. It is not easy to address those differences experimentally. Therefore, to improve the understanding of human liver immunobiology and pathology, we have established precision-cut human liver slices to study innate immunity in human tissue. Human liver slices collected from resected livers could be maintained in ex vivo culture over a two-week period. Although an acute inflammatory response accompanied by signs of tissue repair was observed in liver tissue following slicing, the expression of many immune genes stabilized after day 4 and remained stable until day 15. Remarkably, histological evidence of pre-existing liver diseases was preserved in the slices for up to 7 days. Following 7 days of culture, exposure of liver slices to the toll-like receptor (TLR) ligands, TLR3 ligand Poly-I:C and TLR4 ligand LPS, resulted in a robust activation of acute inflammation and cytokine genes. Moreover, Poly-I:C treatment induced a marked antiviral response including increases of interferons IFNB, IL-28B and a group of interferon-stimulated genes. Therefore, precision-cut liver slices emerge as a valuable tool to study human innate immunity.


Asunto(s)
Inflamación/metabolismo , Hígado/patología , Técnicas de Cultivo de Órganos/métodos , Técnicas de Cultivo de Célula , Regulación de la Expresión Génica , Humanos , Inmunidad Innata , Interferón beta/metabolismo , Interferones , Interleucinas/metabolismo , Lipopolisacáridos/inmunología , Hígado/metabolismo , Poli I-C/inmunología , Receptor Toll-Like 3/metabolismo , Receptor Toll-Like 4/metabolismo
7.
J Med Chem ; 60(14): 6137-6151, 2017 07 27.
Artículo en Inglés | MEDLINE | ID: mdl-28671847

RESUMEN

Pyrrolo[3,2-d]pyrimidines were identified as a new series of potent and selective TLR7 agonists. Compounds were optimized for their activity and selectivity over TLR8. This presents an advantage over recently described scaffolds that have residual TLR8 activity, which may be detrimental to the tolerability of the candidate drug. Oral administration of the lead compound 54 effectively induced a transient interferon stimulated gene (ISG) response in mice and cynomolgus monkeys. We aimed for a high first pass effect, limiting cytokine induction systemically, and demonstrated the potential for the immunotherapy of viral hepatitis.


Asunto(s)
Antivirales/síntesis química , Hepatitis B/tratamiento farmacológico , Pirimidinas/síntesis química , Pirroles/síntesis química , Receptor Toll-Like 7/agonistas , Administración Oral , Animales , Antivirales/farmacocinética , Antivirales/farmacología , Células Dendríticas/efectos de los fármacos , Células Dendríticas/metabolismo , Perros , Femenino , Genes Reporteros , Células HEK293 , Hepatitis B/inmunología , Humanos , Inmunoterapia , Interferones/biosíntesis , Macaca fascicularis , Células de Riñón Canino Madin Darby , Ratones Endogámicos C57BL , Simulación del Acoplamiento Molecular , Pirimidinas/farmacocinética , Pirimidinas/farmacología , Pirroles/farmacocinética , Pirroles/farmacología , Ratas , Relación Estructura-Actividad , Receptor Toll-Like 7/genética , Receptor Toll-Like 8/agonistas , Receptor Toll-Like 8/genética
8.
Anal Chem ; 89(4): 2440-2448, 2017 02 21.
Artículo en Inglés | MEDLINE | ID: mdl-28192931

RESUMEN

Induced pluripotent stem cells have great potential as a human model system in regenerative medicine, disease modeling, and drug screening. However, their use in medical research is hampered by laborious reprogramming procedures that yield low numbers of induced pluripotent stem cells. For further applications in research, only the best, competent clones should be used. The standard assays for pluripotency are based on genomic approaches, which take up to 1 week to perform and incur significant cost. Therefore, there is a need for a rapid and cost-effective assay able to distinguish between pluripotent and nonpluripotent cells. Here, we describe a novel multiplexed, high-throughput, and sensitive peptide-based multiple reaction monitoring mass spectrometry assay, allowing for the identification and absolute quantitation of multiple core transcription factors and pluripotency markers. This assay provides simpler and high-throughput classification into either pluripotent or nonpluripotent cells in 7 min analysis while being more cost-effective than conventional genomic tests.


Asunto(s)
Células Madre Pluripotentes Inducidas/metabolismo , Proteoma/análisis , Proteómica , Diferenciación Celular , Células Cultivadas , Reprogramación Celular , Cuerpos Embrioides/citología , Cuerpos Embrioides/metabolismo , Humanos , Células Madre Pluripotentes Inducidas/citología , Espectrometría de Masas/métodos , Proteoma/metabolismo , Piel/citología , Factores de Transcripción/análisis , Factores de Transcripción/metabolismo
9.
Sci Rep ; 6: 36529, 2016 11 07.
Artículo en Inglés | MEDLINE | ID: mdl-27819315

RESUMEN

Impaired neuronal network function is a hallmark of neurodevelopmental and neurodegenerative disorders such as autism, schizophrenia, and Alzheimer's disease and is typically studied using genetically modified cellular and animal models. Weak predictive capacity and poor translational value of these models urge for better human derived in vitro models. The implementation of human induced pluripotent stem cells (hiPSCs) allows studying pathologies in differentiated disease-relevant and patient-derived neuronal cells. However, the differentiation process and growth conditions of hiPSC-derived neurons are non-trivial. In order to study neuronal network formation and (mal)function in a fully humanized system, we have established an in vitro co-culture model of hiPSC-derived cortical neurons and human primary astrocytes that recapitulates neuronal network synchronization and connectivity within three to four weeks after final plating. Live cell calcium imaging, electrophysiology and high content image analyses revealed an increased maturation of network functionality and synchronicity over time for co-cultures compared to neuronal monocultures. The cells express GABAergic and glutamatergic markers and respond to inhibitors of both neurotransmitter pathways in a functional assay. The combination of this co-culture model with quantitative imaging of network morphofunction is amenable to high throughput screening for lead discovery and drug optimization for neurological diseases.


Asunto(s)
Astrocitos/fisiología , Red Nerviosa/fisiología , Neuronas/fisiología , Potenciales de Acción/fisiología , Astrocitos/metabolismo , Biomarcadores/metabolismo , Diferenciación Celular/fisiología , Células Cultivadas , Técnicas de Cocultivo/métodos , Humanos , Células Madre Pluripotentes Inducidas/metabolismo , Células Madre Pluripotentes Inducidas/fisiología , Red Nerviosa/metabolismo , Neuronas/metabolismo , Neurotransmisores/metabolismo
10.
PLoS One ; 11(10): e0164843, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-27760232

RESUMEN

Human cytomegalovirus (HCMV) is a betaherpesvirus which rarely presents problems in healthy individuals, yet may result in severe morbidity in immunocompromised patients and in immune-naïve neonates. HCMV has a large 235 kb genome with a coding capacity of at least 165 open reading frames (ORFs). This large genome allows complex gene regulation resulting in different sets of transcripts during lytic and latent infection. While latent virus mainly resides within monocytes and CD34+ progenitor cells, reactivation to lytic infection is driven by differentiation towards terminally differentiated myeloid dendritic cells and macrophages. Consequently, it has been suggested that macrophages and dendritic cells contribute to viral spread in vivo. Thus far only limited knowledge is available on the expression of HCMV genes in terminally differentiated myeloid primary cells and whether or not the virus exhibits a different set of lytic genes in primary cells compared with lytic infection in NHDF fibroblasts. To address these questions, we used Illumina next generation sequencing to determine the HCMV transcriptome in macrophages and dendritic cells during lytic infection and compared it to the transcriptome in NHDF fibroblasts. Here, we demonstrate unique expression profiles in macrophages and dendritic cells which significantly differ from the transcriptome in fibroblasts mainly by modulating the expression of viral transcripts involved in immune modulation, cell tropism and viral spread. In a head to head comparison between macrophages and dendritic cells, we observed that factors involved in viral spread and virion composition are differentially regulated suggesting that the plasticity of the virion facilitates the infection of surrounding cells. Taken together, this study provides the full transcript expression analysis of lytic HCMV genes in monocyte-derived type 1 and type 2 macrophages as well as in monocyte-derived dendritic cells. Thereby underlining the potential of HCMV to adapt to or influence different cellular environments to promote its own survival.


Asunto(s)
Citomegalovirus/fisiología , Inmunomodulación/genética , Macrófagos/inmunología , Macrófagos/metabolismo , Monocitos/citología , Transcriptoma/inmunología , Línea Celular , Humanos , Macrófagos/virología , Familia de Multigenes
11.
Liver Int ; 36(3): 344-52, 2016 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-26344576

RESUMEN

BACKGROUND & AIMS: Sustained virological response (SVR) following peginterferon (pegIFN) and ribavirin (RBV) treatment in hepatitis C virus (HCV)-infected patients has been linked with the IL28B genotype and lower peripheral levels of the CXCR3-binding chemokine IP-10 (CXCL10). To further improve the understanding of these biomarkers we investigated plasma levels of the other CXCR3-binding chemokines and activity of the dipeptidyl peptidase IV (DPP4, CD26) protease, which cleaves IP-10, in relation to treatment response. METHODS: African-American and Caucasian HCV genotype 1-infected patients (n = 401) were treated with pegIFN/RBV for 48 weeks (ViraHep-C cohort). Pretreatment plasma levels of MIG (CXCL9), I-TAC (CXCL11) and the type III interferon IL29 were investigated by Luminex and DPP4 activity by using a luciferase assay. RESULTS: Patients achieving SVR had higher baseline MIG plasma levels and lower DPP4 activity than non-SVR patients. MIG was higher in Caucasians, IL28B CC (rs1297860) genotype carriers and patients with higher ALT levels. MIG correlated with IP-10 in SVR patients, but not in non-SVRs. A high DPP4 activity correlated with higher IP-10 levels, while DPP4 activity was not associated with MIG or I-TAC levels. CONCLUSIONS: The associations of MIG with SVR status and IL28B genotype imply that higher MIG plasma levels could reflect a beneficial immunological state for response to pegIFN/RBV treatment. The correlation between MIG and IP-10 observed only in SVR patients may contribute to a better treatment response, whereas this MIG/IP-10 balance might be disrupted in non-SVR patients because of the increased DPP4 cleavage of IP-10 into a dysfunctional form.


Asunto(s)
Antivirales/uso terapéutico , Quimiocina CXCL9/sangre , Dipeptidil Peptidasa 4/sangre , Hepatitis C/tratamiento farmacológico , Interferón-alfa/uso terapéutico , Polietilenglicoles/uso terapéutico , Ribavirina/uso terapéutico , Adulto , Negro o Afroamericano/genética , Anciano , Antivirales/efectos adversos , Biomarcadores/sangre , Quimioterapia Combinada , Femenino , Genotipo , Hepatitis C/sangre , Hepatitis C/diagnóstico , Hepatitis C/enzimología , Humanos , Interferón-alfa/efectos adversos , Interferones , Interleucina-10/sangre , Interleucinas/genética , Masculino , Persona de Mediana Edad , Fenotipo , Polietilenglicoles/efectos adversos , Proteínas Recombinantes/efectos adversos , Proteínas Recombinantes/uso terapéutico , Ribavirina/efectos adversos , Factores de Tiempo , Resultado del Tratamiento , Estados Unidos , Regulación hacia Arriba , Población Blanca/genética , Adulto Joven
12.
Proteomics Clin Appl ; 9(7-8): 715-31, 2015 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-25676562

RESUMEN

PURPOSE: We describe the outcome of the Biomarkers Consortium CSF Proteomics Project (where CSF is cerebral spinal fluid), a public-private partnership of government, academia, nonprofit, and industry. The goal of this study was to evaluate a multiplexed MS-based approach for the qualification of candidate Alzheimer's disease (AD) biomarkers using CSF samples from the AD Neuroimaging Initiative. EXPERIMENTAL DESIGN: Reproducibility of sample processing, analytic variability, and ability to detect a variety of analytes of interest were thoroughly investigated. Multiple approaches to statistical analyses assessed whether panel analytes were associated with baseline pathology (mild cognitive impairment (MCI), AD) versus healthy controls or associated with progression for MCI patients, and included (i) univariate association analyses, (ii) univariate prediction models, (iii) exploratory multivariate analyses, and (iv) supervised multivariate analysis. RESULTS: A robust targeted MS-based approach for the qualification of candidate AD biomarkers was developed. The results identified several peptides with potential diagnostic or predictive utility, with the most significant differences observed for the following peptides for differentiating (including peptides from hemoglobin A, hemoglobin B, and superoxide dismutase) or predicting (including peptides from neuronal pentraxin-2, neurosecretory protein VGF (VGF), and secretogranin-2) progression versus nonprogression from MCI to AD. CONCLUSIONS AND CLINICAL RELEVANCE: These data provide potential insights into the biology of CSF in AD and MCI progression and provide a novel tool for AD researchers and clinicians working to improve diagnostic accuracy, evaluation of treatment efficacy, and early diagnosis.


Asunto(s)
Enfermedad de Alzheimer/líquido cefalorraquídeo , Bioensayo/métodos , Biomarcadores/líquido cefalorraquídeo , Espectrometría de Masas/métodos , Neuroimagen/métodos , Anciano , Enfermedad de Alzheimer/patología , Secuencia de Aminoácidos , Apolipoproteínas E/líquido cefalorraquídeo , Área Bajo la Curva , Disfunción Cognitiva/líquido cefalorraquídeo , Disfunción Cognitiva/patología , Progresión de la Enfermedad , Femenino , Humanos , Masculino , Datos de Secuencia Molecular , Péptidos/líquido cefalorraquídeo , Péptidos/química , Análisis de Componente Principal , Control de Calidad , Reproducibilidad de los Resultados , Estadística como Asunto
13.
J Alzheimers Dis ; 28(4): 809-22, 2012.
Artículo en Inglés | MEDLINE | ID: mdl-22072214

RESUMEN

Gamma-secretase, a membrane bound protease which cleaves the transmembrane protein amyloid-ß protein precursor (AßPP), is a therapeutic target for Alzheimer's disease. Gamma-secretase inhibitors (GSIs) and modulators (GSMs) are being investigated as potential disease-modifying agents. Preclinical in vivo models to monitor the activity on gamma-secretase are described in different species such as mouse, rat, and guinea pigs. All these models have their value in testing compounds with amyloid lowering properties, however, compound characteristics and pharmacokinetic properties, as well as other species characteristics such as limited sampling volumes of cerebrospinal fluid (CSF), recommended the use of a larger, non-rodent animal species. For this purpose, a screening model in dogs was developed for testing GSIs and GSMs. We showed that GSIs and GSMs had a dose- and time-dependent effect on Aß(37), Aß(38), Aß(40), and Aß(42) in CSF. Changes in liver function were evidenced by a transient increase in bilirubin with the GSMs and incidental increases in alanine aminotransferase for GSMs as well as GSIs. Microarray analysis of liver biopsies enabled to elucidate potential mechanisms behind the liver function changes. The relevance of the liver findings should be further evaluated in chronic pre-clinical safety studies and in humans. Based on our data, we can conclude that the dog is a very appropriate species to assess efficacy and safety of compounds which have an effect on AßPP processing such as GSMs, GSIs, and BACE-inhibitors.


Asunto(s)
Secretasas de la Proteína Precursora del Amiloide/antagonistas & inhibidores , Secretasas de la Proteína Precursora del Amiloide/fisiología , Modelos Animales , Alanina/análogos & derivados , Alanina/farmacología , Alanina/uso terapéutico , Enfermedad de Alzheimer/tratamiento farmacológico , Enfermedad de Alzheimer/enzimología , Animales , Azepinas/farmacología , Azepinas/uso terapéutico , Perros , Evaluación Preclínica de Medicamentos/métodos , Femenino , Imidazoles/farmacología , Imidazoles/uso terapéutico , Piperidinas/farmacología , Piperidinas/uso terapéutico , Resultado del Tratamiento
14.
Biotechniques ; 51(3): 167-77, 2011 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-21906038

RESUMEN

Ultra-deep sequencing (UDS) of amplicons is a major application for next-generation sequencing technologies, even more so for the 454 Genome Sequencer FLX. Especially for this application, errors that might be introduced during any of the sample processing or data analysis steps should be avoided or at least recognized, as they might lead to aberrant sequence variant calling. Since 454 pyrosequencing relies on PCR-driven target amplification, it is key to differentiate errors introduced during the amplification step from genuine minority variants. Thereto, optimal primer design is imperative because primer selection, primer dimer formation, and nonspecific binding may all affect the quality and outcome of amplicon-based deep sequencing. Also, other intrinsic PCR characteristics including amplification drift and the formation of secondary structures may influence sequencing data quality. We illustrate these phenomena using real life case studies and propose experimental and analytical evidence-based solutions for effective practice. Furthermore, because accuracy of the DNA polymerase is vital for reliable UDS results, a comparative analysis of error profiles from seven different DNA polymerases was performed and experimentally assessed in parallel by 454 sequencing. Finally, intra and interrun variability evaluation of the 454 sequencing protocol revealed highly reproducible results in amplicon-based UDS.


Asunto(s)
Variación Genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Reacción en Cadena de la Polimerasa/métodos , Análisis de Secuencia de ADN/métodos , Secuencia de Bases , Humanos , Control de Calidad , Estándares de Referencia
15.
Nucleic Acids Res ; 39(12): e79, 2011 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-21486749

RESUMEN

Cost-effective oligonucleotide genotyping arrays like the Affymetrix SNP 6.0 are still the predominant technique to measure DNA copy number variations (CNVs). However, CNV detection methods for microarrays overestimate both the number and the size of CNV regions and, consequently, suffer from a high false discovery rate (FDR). A high FDR means that many CNVs are wrongly detected and therefore not associated with a disease in a clinical study, though correction for multiple testing takes them into account and thereby decreases the study's discovery power. For controlling the FDR, we propose a probabilistic latent variable model, 'cn.FARMS', which is optimized by a Bayesian maximum a posteriori approach. cn.FARMS controls the FDR through the information gain of the posterior over the prior. The prior represents the null hypothesis of copy number 2 for all samples from which the posterior can only deviate by strong and consistent signals in the data. On HapMap data, cn.FARMS clearly outperformed the two most prevalent methods with respect to sensitivity and FDR. The software cn.FARMS is publicly available as a R package at http://www.bioinf.jku.at/software/cnfarms/cnfarms.html.


Asunto(s)
Variaciones en el Número de Copia de ADN , Modelos Estadísticos , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos , Programas Informáticos , Algoritmos , Alelos , Biología Computacional , Polimorfismo de Nucleótido Simple
16.
Methods Mol Biol ; 724: 147-60, 2011.
Artículo en Inglés | MEDLINE | ID: mdl-21370012

RESUMEN

High-density oligonucleotide microarrays are commonly used for GWAS studies as well as for tumor genome alteration identifications. The recent Affymetrix Genome-Wide SNP 6.0 microarray generation has two major advantages: (1) showing high genome coverage and (2) starting with very small amount of DNA material. The hybridization protocol needs to be standardized and highly reproducible, as DNA is first digested by restriction enzymes and then PCR-amplified to reduce genome complexity. Especially the restriction digestion step is highly sensitive to degradation of the initial material. The stronger the sample is degraded, the lower the number of restriction sites still present in the genome, and hence the less-efficient amplification step.Paraffin-embedded material generally only allows to extract partially degraded DNA, and therefore is difficult to analyze using SNP array technology. We and others (Jacobs et al., Cancer Res 67:2544-2551, 2007; Tuefferd et al., Genes Chromosomes Cancer 47:957-964, 2008) have shown that target preparation protocol can be adjusted to improve hybridization performances. The final in silico data analysis procedure should be modified accordingly to extract most of the biological information from the signal measured. By optimizing these crucial steps, it is possible to use Affymetrix SNP array 6.0 -technology in the context of genome variation, even for FFPE partially degraded material. This opens a lot of potential for large retrospective series of samples.


Asunto(s)
ADN de Neoplasias/aislamiento & purificación , Formaldehído/química , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos , Adhesión en Parafina/métodos , Polimorfismo de Nucleótido Simple/genética , Fijación del Tejido/métodos , Composición de Base/genética , Fragmentación del ADN , Sondas de ADN/metabolismo , ADN de Neoplasias/normas , Secciones por Congelación , Genoma Humano/genética , Humanos , Reacción en Cadena de la Polimerasa , Control de Calidad , Coloración y Etiquetado
17.
Cancer Res ; 69(3): 1055-62, 2009 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-19176396

RESUMEN

The role of adjuvant chemotherapy in patients with stage IB non-small-cell lung cancer (NSCLC) is controversial. Identifying patient subgroups with the greatest risk of relapse and, consequently, most likely to benefit from adjuvant treatment thus remains an important clinical challenge. Here, we hypothesized that recurrent patterns of genomic amplifications and deletions in lung tumors could be integrated with gene expression information to establish a robust predictor of clinical outcome in stage IB NSCLC. Using high-resolution microarrays, we generated tandem DNA copy number and gene expression profiles for 85 stage IB lung adenocarcinomas/large cell carcinomas. We identified specific copy number alterations linked to relapse-free survival and selected genes within these regions exhibiting copy number-driven expression to construct a novel integrated signature (IS) capable of predicting clinical outcome in this series (P = 0.02). Importantly, the IS also significantly predicted clinical outcome in two other independent stage I NSCLC cohorts (P = 0.003 and P = 0.025), showing its robustness. In contrast, a more conventional molecular predictor based solely on gene expression, while capable of predicting outcome in the initial series, failed to significantly predict outcome in the two independent data sets. Our results suggest that recurrent copy number alterations, when combined with gene expression information, can be successfully used to create robust predictors of clinical outcome in early-stage NSCLC. The utility of the IS in identifying early-stage NSCLC patients as candidates for adjuvant treatment should be further evaluated in a clinical trial.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Carcinoma de Pulmón de Células no Pequeñas/genética , Neoplasias Pulmonares/tratamiento farmacológico , Neoplasias Pulmonares/genética , Adenocarcinoma/tratamiento farmacológico , Adenocarcinoma/genética , Adenocarcinoma/patología , Carcinoma de Células Grandes/tratamiento farmacológico , Carcinoma de Células Grandes/genética , Carcinoma de Células Grandes/patología , Carcinoma de Pulmón de Células no Pequeñas/patología , Aberraciones Cromosómicas , Estudios de Cohortes , Hibridación Genómica Comparativa , Dosificación de Gen , Perfilación de la Expresión Génica , Humanos , Neoplasias Pulmonares/patología , Estadificación de Neoplasias , Valor Predictivo de las Pruebas , Reproducibilidad de los Resultados , Resultado del Tratamiento
18.
Genes Chromosomes Cancer ; 47(11): 957-64, 2008 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-18663747

RESUMEN

SNP arrays offer the opportunity to get a genome-wide view on copy number alterations and are increasingly used in oncology. DNA from formalin-fixed paraffin-embedded material (FFPE) is partially degraded which limits the application of those technologies for retrospective studies. We present the use of Affymetrix GeneChip SNP6.0 for identification of copy number alterations in fresh frozen (FF) and matched FFPE samples. Fifteen pairs of adenocarcinomas with both frozen and FFPE embedded material were analyzed. We present an optimization of the sample preparation and show the importance of correcting the measured intensities for fragment length and GC-content when using FFPE samples. The absence of GC content correction results in a chromosome specific "wave pattern" which may lead to the misclassification of genomic regions as being altered. The highest concordance between FFPE and matched FF were found in samples with the highest call rates. Nineteen of the 23 high level amplifications (83%) seen using FF samples were also detected in the corresponding FFPE material. For limiting the rate of "false positive" alterations, we have chosen a conservative False Discovery Rate (FDR). We observed better results using SNP probes than CNV probes for copy number analysis of FFPE material. This is the first report on the detection of copy number alterations in FFPE samples using Affymetrix GeneChip SNP6.0.


Asunto(s)
Dosificación de Gen , Genoma Humano , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos , Polimorfismo de Nucleótido Simple , ADN de Neoplasias/análisis , Formaldehído/química , Humanos , Adhesión en Parafina/métodos
19.
J Cell Biochem ; 104(3): 826-39, 2008 Jun 01.
Artículo en Inglés | MEDLINE | ID: mdl-18189245

RESUMEN

During epithelial-mesenchymal transition (EMT), epithelial cells are converted into isolated motile and invasive mesenchymal cells. In model systems, EMT is induced most often by the activation of tyrosine kinase receptors through signaling pathways involving translational and post-translational regulation. In this study, we have used the NBT-II bladder carcinoma cell system to investigate in vitro Fibroblast Growth Factor-1 (FGF-1)-induced EMT. Transcriptome analyses were performed on NBT-II cells stimulated for 2, 6, 24, and 48 h with FGF-1. As some phenotypic changes occurred around 6 h post-stimulation, a supervised analysis was designed to identify transcript variations across defined time-periods. Our results clearly indicate that immediately after FGF-1 stimulation a set of genes assigned to transcriptional regulation (e.g., jun-B and v-ets) and to EMT induction (e.g., Notch 1) is transiently up-regulated. A set of genes involved in proteolytic systems (e.g., MMP-13 and uPAR) is immediately up-regulated but subsequently maintained throughout FGF-1 stimulation. Then follows a second wave of gene expression that includes a strong but transient up-regulation of ephrin B1 and arginase I. Finally, a third group of genes is stably modulated over 48 h which consists primarily of down-regulated genes specifically associated with the EMT-based loss of the epithelial phenotype and maintenance of the mesenchymal and invasive phenotype of carcinoma cells. Using genome-wide oligoarray technology, we have identified novel expressions of immediate, immediate-early and later EMT biomarkers that are specifically activated downstream of the FGF/FGFR pathway and which might be significant prognostic factors for tumor progression of carcinoma.


Asunto(s)
Carcinoma/metabolismo , Transformación Celular Neoplásica , Epitelio/metabolismo , Factor 1 de Crecimiento de Fibroblastos/metabolismo , Regulación Neoplásica de la Expresión Génica , Mesodermo/metabolismo , Neoplasias de la Vejiga Urinaria/metabolismo , Animales , Biomarcadores de Tumor , Línea Celular Tumoral , Modelos Estadísticos , Fenotipo , Ratas , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Transducción de Señal
20.
PLoS One ; 2(11): e1138, 2007 Nov 07.
Artículo en Inglés | MEDLINE | ID: mdl-17987122

RESUMEN

BACKGROUND: Despite a typically good response to first-line combination chemotherapy, the prognosis for patients with advanced ovarian cancer remains poor because of acquired chemoresistance. The use of targeted therapies such as trastuzumab may potentially improve outcomes for patients with ovarian cancer. HER2 overexpression/amplification has been reported in ovarian cancer, but the exact percentage of HER2-positive tumors varies widely in the literature. In this study, HER2 gene status was evaluated in a large, multicentric series of 320 patients with advanced ovarian cancer, including 243 patients enrolled in a multicenter prospective clinical trial of paclitaxel/carboplatin-based chemotherapy. METHODOLOGY/PRINCIPAL FINDINGS: The HER2 status of primary tumors and metastases was evaluated by both immunohistochemistry (IHC) and fluorescence in situ hybridization (FISH) analysis of paraffin-embedded tissue on conventional slides. The prognostic impact of HER2 expression was analyzed. HER2 gene was overexpressed and amplified in 6.6% of analyzed tumors. Despite frequent intratumoral heterogeneity, no statistically significant difference was detected between primary tumors and corresponding metastases. CONCLUSIONS/SIGNIFICANCE: Our results show that the decision algorithm usually used in breast cancer (IHC as a screening test, with equivocal results confirmed by FISH) is appropriate in ovarian cancer. In contrast to previous series, HER2-positive status did not influence outcome in the present study, possibly due to the fact that patients in our study received paclitaxel/carboplatin-based chemotherapy. This raises the question of whether HER2 status and paclitaxel sensitively are linked.


Asunto(s)
Genes erbB-2 , Neoplasias Ováricas/genética , Adulto , Anciano , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Carboplatino/administración & dosificación , Femenino , Humanos , Hibridación Fluorescente in Situ , Persona de Mediana Edad , Neoplasias Ováricas/tratamiento farmacológico , Neoplasias Ováricas/patología , Paclitaxel/administración & dosificación , Pronóstico , Estudios Prospectivos , Análisis de Supervivencia
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