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1.
BioData Min ; 17(1): 10, 2024 Apr 16.
Artículo en Inglés | MEDLINE | ID: mdl-38627770

RESUMEN

BACKGROUND: Gene network information is believed to be beneficial for disease module and pathway identification, but has not been explicitly utilized in the standard random forest (RF) algorithm for gene expression data analysis. We investigate the performance of a network-guided RF where the network information is summarized into a sampling probability of predictor variables which is further used in the construction of the RF. RESULTS: Our simulation results suggest that network-guided RF does not provide better disease prediction than the standard RF. In terms of disease gene discovery, if disease genes form module(s), network-guided RF identifies them more accurately. In addition, when disease status is independent from genes in the given network, spurious gene selection results can occur when using network information, especially on hub genes. Our empirical analysis on two balanced microarray and RNA-Seq breast cancer datasets from The Cancer Genome Atlas (TCGA) for classification of progesterone receptor (PR) status also demonstrates that network-guided RF can identify genes from PGR-related pathways, which leads to a better connected module of identified genes. CONCLUSIONS: Gene networks can provide additional information to aid the gene expression analysis for disease module and pathway identification. But they need to be used with caution and validation on the results need to be carried out to guard against spurious gene selection. More robust approaches to incorporate such information into RF construction also warrant further study.

2.
J Crohns Colitis ; 17(3): 389-395, 2023 Apr 03.
Artículo en Inglés | MEDLINE | ID: mdl-36282973

RESUMEN

BACKGROUND: Histological disease severity assessment in ulcerative colitis [UC] has become a mainstay in the definition of clinical endpoints ['histological remission'] in clinical trials of UC. Several scores have been established in the microscopic assessment of disease activity, but the Nancy index [NI] stands out as being the histological index with the fewest scoring items. To what extent histological assessment using the NI is affected by interobserver reliability in a real-word setting is poorly understood. We therefore performed a single-centre retrospective analysis of NI assessment in patients with UC. METHODS: We retrospectively evaluated the NI in two independent cohorts [total: 1085 biopsies, 547 UC patients] of clinically diagnosed UC patients, who underwent colonoscopy between 2007 and 2020. Cohort #1 consisted of 637 biopsies from 312 patients, while Cohort #2 consisted of 448 biopsies from 235 patients. Two blinded pathologists with different levels of expertise scored all biopsies from each cohort. A consensus conference was held for cases with discrepant scoring results. Finally, an overall consensus scoring was obtained from both cohorts. RESULTS: The interobserver agreement of the NI was substantial after the assessment of 1085 biopsy samples (κ = 0.796 [95% confidence interval, CI: 0.771-0.820]). An improvement of the interobserver agreement was found with increasing numbers of samples evaluated by both observers (Cohort #1: κ = 0.772 [95% CI: 0.739-0.805]; Cohort #2: κ = 0.829 [95% CI: 0.793-0.864]). Interobserver discordance was highest in NI grade 1 [observer 1: n = 128; observer 2: n = 236]. Interobserver discordance was lowest in NI grades 0 [observer 1: n = 504; observer 2: n = 479] and 3 [observer 1: n = 71; observer 2: n = 66]. CONCLUSION: The NI is an easy-to-use index with high interobserver reliability for assessment of the histological disease activity of UC patients in a real-world setting. While NI grades 0 and 3 had a high level of agreement between observers, NI grade 1 had a poorer level of agreement. This highlights the clinical need to specify histological characteristics leading to NI grade 1.


Asunto(s)
Colitis Ulcerosa , Humanos , Colitis Ulcerosa/diagnóstico , Colitis Ulcerosa/patología , Estudios Retrospectivos , Reproducibilidad de los Resultados , Índice de Severidad de la Enfermedad , Colonoscopía/métodos , Variaciones Dependientes del Observador
3.
Hum Genet ; 140(8): 1217-1228, 2021 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-34041609

RESUMEN

Case-only (CO) studies are a powerful means to uncover gene-environment (G × E) interactions for complex human diseases. Moreover, such studies may in principle also draw upon genotype imputation to increase statistical power even further. However, genotype imputation usually employs healthy controls such as the Haplotype Reference Consortium (HRC) data as an imputation base, which may systematically perturb CO studies in genomic regions with main effects upon disease risk. Using genotype data from 719 German Crohn Disease (CD) patients, we investigated the level of imputation accuracy achievable for single nucleotide polymorphisms (SNPs) with or without a genetic main effect, and with varying minor allele frequency (MAF). Genotypes were imputed from neighbouring SNPs at different levels of linkage disequilibrium (LD) to the target SNP using the HRC data as an imputation base. Comparison of the true and imputed genotypes revealed lower imputation accuracy for SNPs with strong main effects. We also simulated different levels of G × E interaction to evaluate the potential loss of statistical validity and power incurred by the use of imputed genotypes. Simulations under the null hypothesis revealed that genotype imputation does not inflate the type I error rate of CO studies of G × E. However, the statistical power was found to be reduced by imputation, particularly for SNPs with low MAF, and a gradual loss of statistical power resulted when the level of LD to the SNPs driving the imputation decreased. Our study thus highlights that genotype imputation should be employed with great care in CO studies of G × E interaction.


Asunto(s)
Enfermedad de Crohn/genética , Interacción Gen-Ambiente , Genotipo , Modelos Genéticos , Polimorfismo de Nucleótido Simple , Algoritmos , Alelos , Simulación por Computador , Enfermedad de Crohn/metabolismo , Enfermedad de Crohn/patología , Frecuencia de los Genes , Genoma Humano , Alemania , Humanos , Desequilibrio de Ligamiento
4.
Hum Mol Genet ; 29(7): 1154-1167, 2020 05 08.
Artículo en Inglés | MEDLINE | ID: mdl-32160291

RESUMEN

Human longevity is a complex trait influenced by both genetic and environmental factors, whose interaction is mediated by epigenetic mechanisms like DNA methylation. Here, we generated genome-wide whole-blood methylome data from 267 individuals, of which 71 were long-lived (90-104 years), by applying reduced representation bisulfite sequencing. We followed a stringent two-stage analysis procedure using discovery and replication samples to detect differentially methylated sites (DMSs) between young and long-lived study participants. Additionally, we performed a DNA methylation quantitative trait loci analysis to identify DMSs that underlie the longevity phenotype. We combined the DMSs results with gene expression data as an indicator of functional relevance. This approach yielded 21 new candidate genes, the majority of which are involved in neurophysiological processes or cancer. Notably, two candidates (PVRL2, ERCC1) are located on chromosome 19q, in close proximity to the well-known longevity- and Alzheimer's disease-associated loci APOE and TOMM40. We propose this region as a longevity hub, operating on both a genetic (APOE, TOMM40) and an epigenetic (PVRL2, ERCC1) level. We hypothesize that the heritable methylation and associated gene expression changes reported here are overall advantageous for the LLI and may prevent/postpone age-related diseases and facilitate survival into very old age.


Asunto(s)
Apolipoproteínas E/genética , Proteínas de Unión al ADN/genética , Endonucleasas/genética , Longevidad/genética , Proteínas de Transporte de Membrana/genética , Nectinas/genética , Anciano de 80 o más Años , Metilación de ADN/genética , Epigénesis Genética/genética , Epigenoma/genética , Femenino , Regulación de la Expresión Génica/genética , Genoma Humano/genética , Humanos , Masculino , Proteínas del Complejo de Importación de Proteínas Precursoras Mitocondriales
5.
Gastroenterology ; 157(5): 1279-1292.e11, 2019 11.
Artículo en Inglés | MEDLINE | ID: mdl-31326413

RESUMEN

BACKGROUND & AIMS: Altered interactions between the mucosal immune system and intestinal microbiota contribute to pathogenesis of inflammatory bowel diseases (IBD). It is not clear how inhibitors of cytokines, such as antagonists of tumor necrosis factor (anti-TNF), affect the intestinal microbiome. We investigated the effects of anti-TNF agents on gut microbe community structure and function in a longitudinal 2-step study of patients with IBD. We correlated our findings with outcomes of treatment and investigated patterns of metabolites in fecal samples before and after anti-TNF therapy. METHODS: We performed a prospective study of 2 cohorts of patients in Germany; the discovery cohort comprised 12 patients with IBD, 17 patients with rheumatic disease, and 19 healthy individuals (controls); fecal samples were collected at baseline and 2, 6, and 30 weeks after induction of anti-TNF therapy. The validation cohort comprised 23 patients with IBD treated with anti-TNF or vedolizumab (anti-α4ß7 integrin) and 99 healthy controls; fecal samples were collected at baseline and at weeks 2, 6, and 14. Fecal microbiota were analyzed by V3-V4 16S ribosomal RNA gene amplicon sequencing. Clinical response and remission were determined by clinical disease activity scores. Metabolic network reconstruction and associated fecal metabolite level inference was performed in silico using the AGORA (Assembly of Gut Organisms through Reconstruction and Analysis) resource. Metabolomic analyses of fecal samples from a subset of patients were performed to validate metabolites associated with treatment outcomes. RESULTS: Anti-TNF therapy shifted the diversity of fecal microbiota in patients with IBD, but not with rheumatic disease, toward that of controls. Across timepoints, diversity indices did not vary significantly between patients with IBD who did or did not achieve clinical remission after therapy. In contrast, in silico modeling of metabolic interactions between gut microbes found metabolite exchange to be significantly reduced at baseline in fecal samples from patients with IBD and to be associated with later clinical remission. Predicted levels of butyrate and substrates involved in butyrate synthesis (ethanol or acetaldehyde) were significantly associated with clinical remission following anti-TNF therapy, verified by fecal metabolomic analyses. CONCLUSIONS: Metabolic network reconstruction and assessment of metabolic profiles of fecal samples might be used to identify patients with IBD likely to achieve clinical remission following anti-TNF therapy and increase our understanding of the heterogeneity of IBD.


Asunto(s)
Antirreumáticos/uso terapéutico , Bacterias/metabolismo , Microbioma Gastrointestinal , Enfermedades Inflamatorias del Intestino/tratamiento farmacológico , Intestinos/efectos de los fármacos , Enfermedades Reumáticas/tratamiento farmacológico , Inhibidores del Factor de Necrosis Tumoral/uso terapéutico , Factor de Necrosis Tumoral alfa/antagonistas & inhibidores , Antirreumáticos/efectos adversos , Bacterias/genética , Estudios de Casos y Controles , Heces/microbiología , Humanos , Enfermedades Inflamatorias del Intestino/diagnóstico , Enfermedades Inflamatorias del Intestino/inmunología , Enfermedades Inflamatorias del Intestino/microbiología , Intestinos/inmunología , Intestinos/microbiología , Metabolómica , Selección de Paciente , Valor Predictivo de las Pruebas , Estudios Prospectivos , Inducción de Remisión , Enfermedades Reumáticas/diagnóstico , Enfermedades Reumáticas/inmunología , Enfermedades Reumáticas/microbiología , Ribotipificación , Factores de Tiempo , Resultado del Tratamiento , Inhibidores del Factor de Necrosis Tumoral/efectos adversos , Factor de Necrosis Tumoral alfa/inmunología
6.
J Mol Med (Berl) ; 97(8): 1155-1167, 2019 08.
Artículo en Inglés | MEDLINE | ID: mdl-31183506

RESUMEN

Upon ligand binding, plasma membrane-located TNF-related apoptosis-inducing ligand (TRAIL)-receptors 1 and 2 induce apoptosis as well as cancer-promoting signaling in cancer cells. TRAIL-R3 and TRAIL-R4 are believed to negatively regulate TRAIL-mediated apoptosis. Intracellular localization of TRAIL-receptors, as observed in many tumor cells, has been associated with oncogenic features, which are distinct from membrane-associated TRAIL-R signaling. Here, analyzing a panel of 354 breast cancer specimens, we found that an unfavorable outcome correlating with cancer-promoting properties of TRAIL-R1, TRAIL-R2, and TRAIL-R4 was most significantly defined by their intracellular distribution and mutual co-expression. A nuclear or cytoplasmic heterogeneous expression pattern correlated with markedly decreased overall survival and discriminated high-risk breast cancer patients from low-risk patients with a homogeneous distribution of expression, i.e., nuclear and cytoplasmic expression. The homogeneous TRAIL-R expression was associated with favorable breast cancer surrogate markers corresponding with excellent survival prognoses at 5 years after diagnosis (hazard ratio, 0.043) and over the complete course of follow-up (hazard ratio, 0.098; both p < 0.001). No associations with specific intrinsic breast cancer subtypes were found. Our data suggest that the determination of intracellular co-expression patterns of TRAIL-R1, TRAIL-R2, and TRAIL-R4 provides an innovative and robust method for risk stratification in breast cancer patients beyond conventional prognostic markers. KEY MESSAGES: A total of 70% of breast cancer specimens show comparably high levels of intracellular TRAIL-Rs. Nuclear or cytoplasmic TRAIL-R co-expression occurs in the majority of tumors. A total of 25% of tumors show a heterogeneous expression of cytoplasmic or nuclear TRAIL-Rs. Patients with a heterogeneous TRAIL-R expression present with poor prognoses. Additive TRAIL-R-based risk stratification comprises different breast cancer subtypes.


Asunto(s)
Biomarcadores de Tumor/biosíntesis , Neoplasias de la Mama , Regulación Neoplásica de la Expresión Génica , Proteínas de Neoplasias/biosíntesis , Receptores del Ligando Inductor de Apoptosis Relacionado con TNF/biosíntesis , Receptores Señuelo del Factor de Necrosis Tumoral/biosíntesis , Anciano , Neoplasias de la Mama/metabolismo , Neoplasias de la Mama/mortalidad , Neoplasias de la Mama/patología , Supervivencia sin Enfermedad , Femenino , Humanos , MicroARNs/biosíntesis , Persona de Mediana Edad , ARN Neoplásico/biosíntesis , Estudios Retrospectivos , Tasa de Supervivencia
7.
Brief Bioinform ; 20(2): 492-503, 2019 03 22.
Artículo en Inglés | MEDLINE | ID: mdl-29045534

RESUMEN

Machine learning methods and in particular random forests are promising approaches for prediction based on high dimensional omics data sets. They provide variable importance measures to rank predictors according to their predictive power. If building a prediction model is the main goal of a study, often a minimal set of variables with good prediction performance is selected. However, if the objective is the identification of involved variables to find active networks and pathways, approaches that aim to select all relevant variables should be preferred. We evaluated several variable selection procedures based on simulated data as well as publicly available experimental methylation and gene expression data. Our comparison included the Boruta algorithm, the Vita method, recurrent relative variable importance, a permutation approach and its parametric variant (Altmann) as well as recursive feature elimination (RFE). In our simulation studies, Boruta was the most powerful approach, followed closely by the Vita method. Both approaches demonstrated similar stability in variable selection, while Vita was the most robust approach under a pure null model without any predictor variables related to the outcome. In the analysis of the different experimental data sets, Vita demonstrated slightly better stability in variable selection and was less computationally intensive than Boruta. In conclusion, we recommend the Boruta and Vita approaches for the analysis of high-dimensional data sets. Vita is considerably faster than Boruta and thus more suitable for large data sets, but only Boruta can also be applied in low-dimensional settings.


Asunto(s)
Algoritmos , Biomarcadores de Tumor/genética , Neoplasias de la Mama/genética , Biología Computacional/métodos , Simulación por Computador , Metilación de ADN , Perfilación de la Expresión Génica/métodos , Femenino , Humanos , Aprendizaje Automático
8.
Surg Obes Relat Dis ; 14(10): 1607-1616, 2018 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-30146425

RESUMEN

BACKGROUND: Nonalcoholic fatty liver disease (NAFLD) is the most common chronic liver disorder in industrialized countries. Nonalcoholic steatohepatitis is the fastest growing cause for liver failure. Bariatric surgery represents a treatment option for NAFLD with an established effect on liver histology. OBJECTIVES: We aimed to assess the impact of bariatric surgery on standardized liver histology using the NAFLD activity score. SETTING: Retrospective comparison of metabolic data before and after bariatric surgery and comparison of sleeve gastrectomy and Roux-en-Y gastric bypass. The study was performed in an academic center, the university hospital Schleswig-Holstein in Kiel, Germany. METHODS: Between 2009 and 2012, bariatric surgery was performed in 257 patients according to the national guidelines, and a liver biopsy was obtained in 150 of these patients during surgery. A follow-up biopsy was available in 53 of these patients at a median of 192 days. Liver histology was analyzed using the NAFLD activity score. In this subgroup of 53 patients an analysis of the metabolic improvement after bariatric surgery and a comparative analysis between the 2 different operative procedures was performed. RESULTS: The study cohort showed improvement of preoperative pathologic liver histology findings after operative procedures took place. Both surgery methods improved the NAFLD activity score significantly, all improvement -2.0 (confidence interval -2.5 to -1.0; P < .001); Roux-en-Y gastric bypass, improvement -1.0 (confidence interval -2.0 to -.0; P = .038); sleeve gastrectomy, improvement -2.5 (confidence interval -3.5 to -1.5; P < .001). No differences were found with regard to histologic recovery between gastric bypass and sleeve gastrectomy (P = .22). CONCLUSIONS: Bariatric surgery significantly improves NAFLD.


Asunto(s)
Cirugía Bariátrica/métodos , Gastrectomía/métodos , Enfermedad del Hígado Graso no Alcohólico/cirugía , Obesidad Mórbida/cirugía , Adulto , Índice de Masa Corporal , Femenino , Derivación Gástrica/métodos , Humanos , Masculino , Síndrome Metabólico/tratamiento farmacológico , Síndrome Metabólico/cirugía , Enfermedad del Hígado Graso no Alcohólico/patología , Enfermedad del Hígado Graso no Alcohólico/fisiopatología , Obesidad Mórbida/patología , Obesidad Mórbida/fisiopatología , Cuidados Posoperatorios , Estudios Retrospectivos , Índice de Severidad de la Enfermedad , Resultado del Tratamiento , Pérdida de Peso/fisiología
9.
Int J Colorectal Dis ; 33(7): 927-936, 2018 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-29748708

RESUMEN

PURPOSE: Interleukin-6 (IL-6) production and signalling are increased in the inflamed mucosa in inflammatory bowel diseases (IBD). As published serum levels of IL-6 and its soluble receptors sIL-6R and sgp130 in IBD are from small cohorts and partly contradictory, we systematically evaluated IL-6, sIL-6R and sgp130 levels as markers of disease activity in Crohn's disease (CD) and ulcerative colitis (UC). METHODS: Consecutive adult outpatients with confirmed CD or UC were included, and their disease activity and medication were monitored. Serum from 212 CD patients (815 measurements) and 166 UC patients (514 measurements) was analysed, and 100 age-matched healthy blood donors were used as controls. RESULTS: IL-6 serum levels were significantly elevated in active versus inactive CD and UC, also compared with healthy controls. However, only a fraction of IBD patients showed increased serum IL-6. IL-6 levels ranged up to 32.7 ng/mL in active CD (> 5000-fold higher than in controls), but also up to 6.9 ng/mL in inactive CD. Increases in active UC (up to 195 pg/mL) and inactive UC (up to 27 pg/mL) were less pronounced. Associations between IL-6 serum levels and C-reactive protein concentrations as well as leukocyte and thrombocyte counts were observed. Median sIL-6R and sgp130 levels were only increased by up to 15%, which was considered of no diagnostic significance. CONCLUSIONS: Only a minority of IBD patients shows elevated IL-6 serum levels. However, in these patients, IL-6 is strongly associated with disease activity. Its soluble receptors sIL-6R and sgp130 do not appear useful as biomarkers in IBD.


Asunto(s)
Receptor gp130 de Citocinas/sangre , Inflamación/inmunología , Enfermedades Inflamatorias del Intestino/sangre , Interleucina-6/sangre , Adulto , Bancos de Muestras Biológicas , Femenino , Alemania , Humanos , Enfermedades Inflamatorias del Intestino/inmunología , Masculino
10.
Epigenomics ; 10(2): 133-147, 2018 02.
Artículo en Inglés | MEDLINE | ID: mdl-29334255

RESUMEN

AIM: To determine whether methylation differences between mostly fatal TCF3-HLF and curable TCF3-PBX1 pediatric acute lymphoblastic leukemia subtypes can be associated with differential gene expression and remission. MATERIALS & METHODS: Five (extremely rare) TCF3-HLF versus five (very similar) TCF3-PBX1 patients were sampled before and after remission and analyzed using reduced representation bisulfite sequencing and RNA-sequencing. RESULTS: We identified 7000 differentially methylated CpG sites between subtypes, of which 78% had lower methylation levels in TCF3-HLF. Gene expression was negatively correlated with CpG sites in 23 genes. KBTBD11 clearly differed in methylation and expression between subtypes and before and after remission in TCF3-HLF samples. CONCLUSION: KBTBD11 hypomethylation may be a promising potential target for further experimental validation especially for the TCF3-HLF subtype.


Asunto(s)
Islas de CpG , Metilación de ADN , Epigénesis Genética , Proteínas de Fusión Oncogénica/genética , Leucemia-Linfoma Linfoblástico de Células Precursoras B/genética , Adolescente , Linfocitos B/metabolismo , Niño , Expresión Génica , Humanos , Proteínas de Fusión Oncogénica/biosíntesis , Leucemia-Linfoma Linfoblástico de Células Precursoras B/inmunología , Leucemia-Linfoma Linfoblástico de Células Precursoras B/metabolismo
11.
Gastroenterology ; 153(6): 1504-1516.e2, 2017 12.
Artículo en Inglés | MEDLINE | ID: mdl-28827067

RESUMEN

BACKGROUND & AIMS: Administration of tryptophan and some of its metabolites reduces the severity of colitis in mice, whereas removing tryptophan from the diet increases susceptibility to colitis. Transfer of the intestinal microbiome transfers the colitogenic phenotype from tryptophan starved animals to normally nourished mice. We aimed to systematically evaluate serum levels of tryptophan and its metabolites in patients with inflammatory bowel diseases (IBD), and study their association with clinical and serologic features. METHODS: We studied 535 consecutive patients with IBD (211 with ulcerative colitis [UC], 234 with Crohn's disease [CD]; 236 male), enrolled in Germany from August 2013 through April 2014 and followed until July 2016. Serum samples were collected from patients and 291 matched individuals without IBD (controls); levels of tryptophan were measured using high-performance liquid chromatography. Metabolites of tryptophan were measured in serum from 148 patients and 100 controls by mass spectrometry. We measured levels of interleukin 22 in serum from 28 patients by enzyme-linked immunosorbent assay. Paired stool and serum samples were collected from a subset of patients with active UC (n = 10) or CD (n = 8) to investigate associations between serum levels of tryptophan and composition of the fecal microbiota, analyzed by 16S ribosomal DNA amplicon sequencing. We used real-time polymerase chain reaction to measure levels of messenger RNAs in colonic biopsies from 60 patients with UC, 50 with CD, and 30 controls. We collected information on patients' disease activity scores, medications, laboratory assessments, and clinical examinations during recruitment and follow-up visits. RESULTS: Serum levels of tryptophan were significantly lower in patients with IBD than in controls (P = 5.3 × 10-6) with a stronger reduction in patients with CD (vs control; P = 1.1 × 10-10) than UC (vs control; P = 2.8 × 10-3). We found a negative correlation between serum levels of tryptophan and disease activity or levels of C-reactive protein. Levels of messenger RNAs encoding tryptophan 2,3-dioxygenase-2 and solute carrier family 6 member 19 (also called B0AT1) were significantly decreased in colonic biopsies from patients with IBD compared with controls, whereas level of messenger RNA encoding indoleamine 2,3-dioxygenase-1 was significantly increased. The composition of the fecal microbiota associated with serum levels of tryptophan. Analysis of tryptophan metabolites revealed activation of the kynurenine pathway, based on high levels of quinolinic acid, in patients with IBD compared with controls. Serum concentration of interleukin 22 associated with disease activity in patients with IBD; there was an inverse association between levels of interleukin 22 and serum levels of tryptophan. CONCLUSIONS: In an analysis of serum samples from more than 500 patients with IBD, we observed a negative correlation between serum levels of tryptophan and disease activity. Increased levels of tryptophan metabolites-especially of quinolinic acid-indicated a high activity of tryptophan degradation in patients with active IBD. Tryptophan deficiency could contribute to development of IBD or aggravate disease activity. Interventional clinical studies are needed to determine whether modification of intestinal tryptophan pathways affects the severity of IBD.


Asunto(s)
Colitis Ulcerosa/sangre , Enfermedad de Crohn/sangre , Triptófano/sangre , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Sistemas de Transporte de Aminoácidos Neutros/genética , Sistemas de Transporte de Aminoácidos Neutros/metabolismo , Biomarcadores/sangre , Biotransformación , Proteína C-Reactiva/metabolismo , Estudios de Casos y Controles , Colitis Ulcerosa/diagnóstico , Colitis Ulcerosa/microbiología , Colitis Ulcerosa/terapia , Colon/metabolismo , Colon/microbiología , Enfermedad de Crohn/diagnóstico , Enfermedad de Crohn/microbiología , Enfermedad de Crohn/terapia , Heces/microbiología , Femenino , Microbioma Gastrointestinal , Alemania , Humanos , Mediadores de Inflamación/sangre , Interleucinas/sangre , Masculino , Persona de Mediana Edad , Valor Predictivo de las Pruebas , Pronóstico , Estudios Prospectivos , Ácido Quinolínico/sangre , Factores de Tiempo , Triptófano/deficiencia , Triptófano Oxigenasa/genética , Triptófano Oxigenasa/metabolismo , Adulto Joven , Interleucina-22
12.
Inflamm Bowel Dis ; 22(11): 2648-2657, 2016 11.
Artículo en Inglés | MEDLINE | ID: mdl-27753692

RESUMEN

BACKGROUND: The presentation of Crohn's disease (CD) is heterogeneous and often leads to serious complications and need for surgery. We tested serum anti-zymogen granule glycoprotein 2 (GP2) antibodies, including its novel isoform alpha, for association with genetic variants, diagnosis, disease stratification, and prediction of CD courses in a combined cross-sectional and cohort study. METHODS: Serum samples of 303 CD, 108 ulcerative colitis, 72 other inflammatory gastrointestinal diseases, and 206 controls without predominant gastrointestinal diseases controls (HC) were tested for the presence of Anti-GP2 and Anti-Saccharomyces cervisiae (ASCA) by enzyme-linked immunosorbent assay. Genetic analysis was performed using the Illumina Immunochip. RESULTS: GP2 IgA and IgG had the highest discriminatory capability for CD versus ulcerative colitis and CD versus inflammatory gastrointestinal diseases. We identified an association of GP2 IgA and IgG each with 5 distinct single-nucleotide polymorphisms. Levels of anti-GP2 IgG were moderately associated with ileal disease location. Interestingly, both, anti-GP2 IgA and IgG were exclusively associated with the occurrence of stenosis and need for surgery, independently of disease location, but not with fistulizing CD, early disease onset or disease activity. ASCA IgG and IgA were qualitatively and quantitatively linked to CD, CD complications, and need for surgery. Increased levels of ASCA IgG and IgA and positivity for ASCA IgG, but neither levels nor positivity for GP2 IgG or IgA were predictive of the earlier occurrence of complications or surgery. CONCLUSIONS: Anti-GP2 antibodies may aid as a tool for diagnosis and differentiation of CD and could indicate a more complicated CD course.


Asunto(s)
Autoanticuerpos/genética , Enfermedad de Crohn/sangre , Proteínas Ligadas a GPI/inmunología , Polimorfismo Genético/inmunología , Saccharomyces cerevisiae/inmunología , Adulto , Anticuerpos Antiidiotipos/sangre , Anticuerpos Antiidiotipos/genética , Anticuerpos Antifúngicos/sangre , Anticuerpos Antifúngicos/genética , Autoanticuerpos/sangre , Biomarcadores/sangre , Estudios de Cohortes , Colectomía , Colitis Ulcerosa/sangre , Colitis Ulcerosa/inmunología , Colitis Ulcerosa/cirugía , Constricción Patológica/inmunología , Enfermedad de Crohn/inmunología , Enfermedad de Crohn/cirugía , Estudios Transversales , Progresión de la Enfermedad , Ensayo de Inmunoadsorción Enzimática , Femenino , Humanos , Masculino , Persona de Mediana Edad
13.
Sci Rep ; 5: 11534, 2015 Jul 13.
Artículo en Inglés | MEDLINE | ID: mdl-26166306

RESUMEN

Several pathogenic viruses such as hepatitis B and human immunodeficiency viruses may integrate into the host genome. These virus/host integrations are detectable using paired-end next generation sequencing. However, the low number of expected true virus integrations may be difficult to distinguish from the noise of many false positive candidates. Here, we propose a novel filtering approach that increases specificity without compromising sensitivity for virus/host chimera detection. Our detection pipeline termed Vy-PER (Virus integration detection bY Paired End Reads) outperforms existing similar tools in speed and accuracy. We analysed whole genome data from childhood acute lymphoblastic leukemia (ALL), which is characterised by genomic rearrangements and usually associated with radiation exposure. This analysis was motivated by the recently reported virus integrations at genomic rearrangement sites and association with chromosomal instability in liver cancer. However, as expected, our analysis of 20 tumour and matched germline genomes from ALL patients finds no significant evidence for integrations by known viruses. Nevertheless, our method eliminates 12,800 false positives per genome (80× coverage) and only our method detects singleton human-phiX174-chimeras caused by optical errors of the Illumina HiSeq platform. This high accuracy is useful for detecting low virus integration levels as well as non-integrated viruses.


Asunto(s)
Biología Computacional , Programas Informáticos , Reacciones Falso Positivas , Genoma Humano , Células Germinativas/metabolismo , Virus de la Hepatitis B/genética , Virus de la Hepatitis B/fisiología , Herpesviridae/genética , Herpesviridae/fisiología , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Neoplasias Hepáticas/genética , Leucemia-Linfoma Linfoblástico de Células Precursoras/genética , Leucemia-Linfoma Linfoblástico de Células Precursoras/virología , Análisis de Secuencia de ADN , Integración Viral
14.
Oncotarget ; 6(18): 16517-26, 2015 Jun 30.
Artículo en Inglés | MEDLINE | ID: mdl-26203049

RESUMEN

Cancer proteomics provide a powerful approach to identify biomarkers for personalized medicine. Particularly, biomarkers for early detection, prognosis and therapeutic intervention of bone cancers, especially osteosarcomas, are missing. Initially, we compared two-dimensional gel electrophoresis (2-DE)-based protein expression pattern between cell lines of fetal osteoblasts, osteosarcoma and pulmonary metastasis derived from osteosarcoma. Two independent statistical analyses by means of PDQuest® and SameSpot® software revealed a common set of 34 differentially expressed protein spots (p < 0.05). 17 Proteins were identified by mass spectrometry and subjected to Ingenuity Pathway Analysis resulting in one high-ranked network associated with Gene Expression, Cell Death and Cell-To-Cell Signaling and Interaction. Ran/TC4-binding protein (RANBP1) and Cathepsin D (CTSD) were further validated by Western Blot in cell lines while the latter one showed higher expression differences also in cytospins and in clinical samples using tissue microarrays comprising osteosarcomas, metastases, other bone malignancies, and control tissues. The results show that protein expression patterns distinguish fetal osteoblasts from osteosarcomas, pulmonary metastases, and other bone diseases with relevant sensitivities between 55.56% and 100% at ≥87.50% specificity. Particularly, CTSD was validated in clinical material and could thus serve as a new biomarker for bone malignancies and potentially guide individualized treatment regimes.


Asunto(s)
Neoplasias Óseas/patología , Catepsina D/biosíntesis , Neoplasias Pulmonares/secundario , Proteínas Nucleares/biosíntesis , Osteosarcoma/patología , Biomarcadores de Tumor/biosíntesis , Biomarcadores de Tumor/genética , Catepsina D/genética , Línea Celular Tumoral , Electroforesis en Gel Bidimensional , Perfilación de la Expresión Génica , Humanos , Neoplasias Pulmonares/patología , Espectrometría de Masas , Proteínas de Neoplasias/genética , Proteínas Nucleares/genética , Osteoblastos/metabolismo , Proteómica , Análisis de Matrices Tisulares
15.
Gastroenterology ; 149(1): 67-78, 2015 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-25865046

RESUMEN

BACKGROUND & AIMS: Small intestinal carcinoids are rare and difficult to diagnose and patients often present with advanced incurable disease. Although the disease occurs sporadically, there have been reports of family clusters. Hereditary small intestinal carcinoid has not been recognized and genetic factors have not been identified. We performed a genetic analysis of families with small intestinal carcinoids to establish a hereditary basis and find genes that might cause this cancer. METHODS: We performed a prospective study of 33 families with at least 2 cases of small intestinal carcinoids. Affected members were characterized clinically and asymptomatic relatives were screened and underwent exploratory laparotomy for suspected tumors. Disease-associated mutations were sought using linkage analysis, whole-exome sequencing, and copy number analyses of germline and tumor DNA collected from members of a single large family. We assessed expression of mutant protein, protein activity, and regulation of apoptosis and senescence in lymphoblasts derived from the cases. RESULTS: Familial and sporadic carcinoids are clinically indistinguishable except for the multiple synchronous primary tumors observed in most familial cases. Nearly 34% of asymptomatic relatives older than age 50 were found to have occult tumors; the tumors were cleared surgically from 87% of these individuals (20 of 23). Linkage analysis and whole-exome sequencing identified a germline 4-bp deletion in the gene inositol polyphosphate multikinase (IPMK), which truncates the protein. This mutation was detected in all 11 individuals with small intestinal carcinoids and in 17 of 35 family members whose carcinoid status was unknown. Mutant IPMK had reduced kinase activity and nuclear localization, compared with the full-length protein. This reduced activation of p53 and increased cell survival. CONCLUSIONS: We found that small intestinal carcinoids can occur as an inherited autosomal-dominant disease. The familial form is characterized by multiple synchronous primary tumors, which might account for 22%-35% of cases previously considered sporadic. Relatives of patients with familial carcinoids should be screened to detect curable early stage disease. IPMK haploinsufficiency promotes carcinoid tumorigenesis.


Asunto(s)
Tumor Carcinoide/genética , Mutación de Línea Germinal , Neoplasias Intestinales/genética , Fosfotransferasas (Aceptor de Grupo Alcohol)/genética , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Tumor Carcinoide/diagnóstico , Tumor Carcinoide/patología , Familia , Femenino , Humanos , Neoplasias Intestinales/diagnóstico , Neoplasias Intestinales/patología , Laparotomía , Masculino , Persona de Mediana Edad , Linaje , Estudios Prospectivos , Adulto Joven
16.
Strahlenther Onkol ; 191(1): 59-66, 2015 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-25156511

RESUMEN

BACKGROUND AND PURPOSE: The aim of this study was to determine the impact of functional single nucleotide polymorphism (SNP) pathways involved in the ROS pathway, DNA repair, or TGFB1 signaling on acute or late normal toxicity as well as individual radiosensitivity. MATERIALS AND METHODS: Patients receiving breast-conserving surgery and radiotherapy were examined either for erythema (n = 83), fibrosis (n = 123), or individual radiosensitivity (n = 123). The 17 SNPs analyzed are involved in the ROS pathway (GSTP1, SOD2, NQO1, NOS3, XDH), DNA repair (XRCC1, XRCC3, XRCC6, ERCC2, LIG4, ATM) or TGFB signaling (SKIL, EP300, APC, AXIN1, TGFB1). Associations with biological and clinical endpoints were studied for single SNPs but especially for combinations of SNPs assuming that a SNP is either beneficial or deleterious and needs to be weighted. RESULTS: With one exception, no significant association was seen between a single SNP and the three endpoints studied. No significant associations were also observed when applying a multi-SNP model assuming that each SNP was deleterious. In contrast, significant associations were obtained when SNPs were suggested to be either beneficial or deleterious. These associations increased, when each SNP was weighted individually. Detailed analysis revealed that both erythema and individual radiosensitivity especially depend on SNPs affecting DNA repair and TGFB1 signaling, while SNPs in ROS pathway were of minor importance. CONCLUSION: Functional pathways of SNPs may be used to form a risk score allowing to predict acute and late radiation-induced toxicity but also to unravel the underlying biological mechanisms.


Asunto(s)
Biomarcadores de Tumor/genética , Neoplasias de la Mama/genética , Neoplasias de la Mama/radioterapia , Reparación del ADN/genética , Polimorfismo de Nucleótido Simple/genética , Traumatismos por Radiación/genética , Tolerancia a Radiación/genética , Adulto , Anciano , Neoplasias de la Mama/epidemiología , Femenino , Marcadores Genéticos/genética , Predisposición Genética a la Enfermedad/epidemiología , Predisposición Genética a la Enfermedad/genética , Alemania/epidemiología , Humanos , Incidencia , Desequilibrio de Ligamiento/genética , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Modelos Genéticos , Traumatismos por Radiación/epidemiología , Estudios Retrospectivos , Medición de Riesgo/métodos , Transducción de Señal/genética , Factor de Crecimiento Transformador beta1/genética
17.
Pigment Cell Melanoma Res ; 27(3): 418-30, 2014 May.
Artículo en Inglés | MEDLINE | ID: mdl-24406113

RESUMEN

A large-scale RNAi screen was performed for eight different melanoma cell lines using a pooled whole-genome lentiviral shRNA library. shRNAs affecting proliferation of transduced melanoma cells were negatively selected during 10 days of culture. Overall, 617 shRNAs were identified by microarray hybridization. Pathway analyses identified mitogen-activated protein kinase (MAPK) pathway members such as ERK1/2, JNK1/2 and MAP3K7 and protein kinase C ß (PKCß) as candidate genes. Knockdown of PKCß most consistently reduced cellular proliferation, colony formation and migratory capacity of melanoma cells and was selected for further validation. PKCß showed enhanced expression in human primary melanomas and distant metastases as compared with benign melanocytic nevi. Moreover, treatment of melanoma cells with PKCß-specific inhibitor enzastaurin reduced melanoma cell growth but had only small effects on benign fibroblasts. Finally, PKCß-shRNA significantly reduced lung colonization capacity of stably transduced melanoma cells in mice. Taken together, this study identified new candidate genes for melanoma cell growth and proliferation. PKCß seems to play an important role in these processes and might serve as a new target for the treatment of metastatic melanoma.


Asunto(s)
Sistema de Señalización de MAP Quinasas/fisiología , Melanoma/patología , Proteínas de Neoplasias/fisiología , Proteína Quinasa C beta/fisiología , Interferencia de ARN , ARN Interferente Pequeño/farmacología , Animales , División Celular/efectos de los fármacos , Línea Celular Tumoral , Movimiento Celular/efectos de los fármacos , Inducción Enzimática , Regulación Neoplásica de la Expresión Génica , Biblioteca Genómica , Humanos , Indoles/farmacología , Neoplasias Pulmonares/prevención & control , Neoplasias Pulmonares/secundario , Sistema de Señalización de MAP Quinasas/efectos de los fármacos , Melanoma/enzimología , Melanoma/prevención & control , Melanoma/secundario , Ratones , Ratones Endogámicos C57BL , Proteínas de Neoplasias/antagonistas & inhibidores , Proteínas de Neoplasias/genética , Nevo Pigmentado/enzimología , Análisis de Secuencia por Matrices de Oligonucleótidos , Proteína Quinasa C beta/antagonistas & inhibidores , Proteína Quinasa C beta/genética , Inhibidores de Proteínas Quinasas/farmacología , Proteínas Quinasas/genética , Proteínas Quinasas/fisiología , Proteínas Tirosina Quinasas Receptoras/antagonistas & inhibidores , Proteínas Tirosina Quinasas Receptoras/genética , Proteínas Tirosina Quinasas Receptoras/fisiología , Neoplasias Cutáneas/enzimología , Transducción Genética , Ensayo de Tumor de Célula Madre , Regulación hacia Arriba
18.
Anal Cell Pathol (Amst) ; 36(5-6): 149-61, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-24464829

RESUMEN

BACKGROUND: Chromosomal aneuploidy has been identified as a prognostic factor in the majority of sporadic carcinomas. However, it is not known how chromosomal aneuploidy affects chromosome-specific protein expression in particular, and the cellular proteome equilibrium in general. OBJECTIVE: The aim was to detect chromosomal aneuploidy-associated expression changes in cell clones carrying trisomies found in colorectal cancer. METHODS: We used microcell-mediated chromosomal transfer to generate three artificial trisomic cell clones of the karyotypically stable, diploid, yet mismatch-deficient, colorectal cancer cell line DLD1--each of them harboring one extra copy of either chromosome 3, 7 or 13. Protein expression differences were assessed by two-dimensional gel electrophoresis and mass spectrometry, compared to whole-genome gene expression data, and evaluated by PANTHER classification system and Ingenuity Pathway Analysis (IPA). RESULTS: In total, 79 differentially expressed proteins were identified between the trisomic clones and the parental cell line. Up-regulation of PCNA and HMGB1 as well as down-regulation of IDH3A and PSMB3 were revealed as trisomy-associated alterations involved in regulating genome stability. CONCLUSIONS: These results show that trisomies affect the expression of genes and proteins that are not necessarily located on the trisomic chromosome, but reflect a pathway-related alteration of the cellular equilibrium.


Asunto(s)
Aneuploidia , Neoplasias Colorrectales/metabolismo , Proteoma/metabolismo , Neoplasias Colorrectales/genética , Electroforesis en Gel Bidimensional , Inestabilidad Genómica/genética , Inestabilidad Genómica/fisiología , Humanos
19.
Radiat Oncol ; 7: 65, 2012 Apr 26.
Artículo en Inglés | MEDLINE | ID: mdl-22537351

RESUMEN

PURPOSE: To examine the association of polymorphisms in ATM (codon 158), GSTP1 (codon 105), SOD2 (codon 16), TGFB1 (position -509), XPD (codon 751), and XRCC1 (codon 399) with the risk of severe erythema after breast conserving radiotherapy. METHODS AND MATERIALS: Retrospective analysis of 83 breast cancer patients treated with breast conserving radiotherapy. A total dose of 50.4 Gy was administered, applying 1.8 Gy/fraction within 42 days. Erythema was evaluated according to the Radiation Therapy Oncology Group (RTOG) score. DNA was extracted from blood samples and polymorphisms were determined using either the Polymerase Chain Reaction based Restriction-Fragment-Length-Polymorphism (PCR-RFL) technique or Matrix-Assisted-Laser-Desorption/Ionization -Time-Of-Flight-Mass-Spectrometry (MALDI-TOF). Relative excess heterozygosity (REH) was investigated to check compatibility of genotype frequencies with Hardy-Weinberg equilibrium (HWE). In addition, p-values from the standard exact HWE lack of fit test were calculated using 100,000 permutations. HWE analyses were performed using R. RESULTS: Fifty-six percent (46/83) of all patients developed erythema of grade 2 or 3, with this risk being higher for patients with large breast volume (odds ratio, OR = 2.55, 95% confidence interval, CI: 1.03-6.31, p = 0.041). No significant association between SNPs and risk of erythema was found when all patients were considered. However, in patients with small breast volume the TGFB1 SNP was associated with erythema (p = 0.028), whereas the SNP in XPD showed an association in patients with large breast volume (p = 0.046). A risk score based on all risk alleles was neither significant in all patients nor in patients with small or large breast volume. Risk alleles of most SNPs were different compared to a previously identified risk profile for fibrosis. CONCLUSIONS: The genetic risk profile for erythema appears to be different for patients with small and larger breast volume. This risk profile seems to be specific for erythema as compared to a risk profile for fibrosis.


Asunto(s)
Neoplasias de la Mama/radioterapia , Carcinoma/radioterapia , Eritema/genética , Polimorfismo de Nucleótido Simple , Traumatismos por Radiación/genética , Adulto , Anciano , Anciano de 80 o más Años , Proteínas de la Ataxia Telangiectasia Mutada , Neoplasias de la Mama/genética , Carcinoma/genética , Proteínas de Ciclo Celular/genética , Proteínas de Unión al ADN/genética , Eritema/etiología , Femenino , Estudios de Asociación Genética , Predisposición Genética a la Enfermedad , Gutatión-S-Transferasa pi/genética , Humanos , Persona de Mediana Edad , Polimorfismo de Nucleótido Simple/fisiología , Proteínas Serina-Treonina Quinasas/genética , Traumatismos por Radiación/etiología , Estudios Retrospectivos , Factores de Riesgo , Índice de Severidad de la Enfermedad , Superóxido Dismutasa/genética , Factor de Crecimiento Transformador beta1/genética , Proteínas Supresoras de Tumor/genética , Proteína 1 de Reparación por Escisión del Grupo de Complementación Cruzada de las Lesiones por Rayos X , Proteína de la Xerodermia Pigmentosa del Grupo D/genética
20.
Virchows Arch ; 460(4): 371-7, 2012 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-22395483

RESUMEN

The mechanisms underlying the transformation from chronic Helicobacter pylori gastritis to gastric extranodal marginal zone lymphoma (MALT lymphoma) are poorly understood. This study aims to identify microRNAs that might be involved in the process of neoplastic transformation. We generated microRNA signatures by RT-PCR in 68 gastric biopsy samples representing normal mucosa, gastritis, suspicious lymphoid infiltrates, and overt MALT lymphoma according to Wotherspoon criteria. Analyses revealed a total of 41 microRNAs that were significantly upregulated (n = 33) or downregulated (n = 8) in succession from normal mucosa to gastritis and to MALT lymphoma. While some of these merely reflect the presence of lymphocytes (e.g. miR-566 and miR-212) or H. pylori infection (e.g. miR-155 and let7f), a distinct set of five microRNAs (miR-150, miR-550, miR-124a, miR-518b and miR-539) was shown to be differentially expressed in gastritis as opposed to MALT lymphoma. This differential expression might therefore indicate a central role of these microRNAs in the process of malignant transformation.


Asunto(s)
Transformación Celular Neoplásica/genética , Gastritis/complicaciones , Infecciones por Helicobacter/complicaciones , Linfoma de Células B de la Zona Marginal/genética , MicroARNs/genética , Transformación Celular Neoplásica/patología , Helicobacter pylori/genética , Humanos , Linfoma de Células B de la Zona Marginal/patología
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