Colorectal cancer (CRC) is a heterogeneous disease classified into four consensus molecular subtype (CMSs) with distinct biological and clinical features. This study aims to understand the value of patient-derived xenografts (PDXs) in relation to these CMSs. A total of 42 primary tumors, recurrences and metastases were used to develop PDXs. Detailed genetic analyses were performed on PDXs and corresponding patient tumors to determine relationship and PDX heterogeneity. Out of 42 tumors 22 (52%) showed successfully PDX engraftment, which was biased towards metastases and CMS1 and CMS4 tumors. Importantly, gene expression analysis revealed a clinical relevant association between an engraftment gene signature and prognosis for stage II patients. Moreover, this gene signature revealed an association between Src pathway activation and positive engraftment. Src pathway activity co-aligned with CMS4 and the levels of fibronectin in tumors and was confirmed by pSrc immunohistochemistry. From this analysis we further deduced that decreased cell cycle activity is a prognostic factor for successful engraftment and related to patient prognosis. However, this is not a general phenomenon, but subtype specific as decreased cell cycle activity was highly prognostic for recurrence-free survival within CMS2 but not in CMS1 and CMS4, while it showed an inverse correlation in CMS3. These data illustrate that CRC PDX establishment is biased toward CMS1 and CMS4, which impacts translation of results derived from pre-clinical studies using PDXs. Moreover, our analysis reveals subtype-specific features, pSrc in CMS4 and low Ki67 in CMS2, which provide novel avenues for therapy and diagnosis.
Capturing colorectal cancer inter-tumor heterogeneity in patient-derived xenograft (PDX) models.
Sex, Age, Specimen part, Disease, Disease stage
View SamplesWater soluble carbohydrates (WSC, composed of mainly fructans, sucrose, glucose and fructose) deposited in wheat stems are important carbon sources for grain filling. Variation in stem WSC concentrations among wheat genotypes is one of the genetic factors influencing grain weight and yield under water-limited environments. Here, we describe the molecular dissection of carbohydrate metabolism in stems, at the WSC accumulation phase, of recombinant inbred SB (Seri/Babax) lines of Triticum aestivum differing in stem WSC concentrations. Affymetrix GeneChip analysis of carbohydrate metabolic enzymes revealed that the mRNA levels of two fructan synthetic enzyme families (sucrose:sucrose 1-fructosyltransferase and sucrose:fructan 6-fructosyltransferase) in the stem were positively correlated with stem WSC and fructan concentrations, while the mRNA levels of enzyme families involved in sucrose hydrolysis (sucrose synthase and soluble acid invertase) were inversely correlated with WSC concentrations. Differential regulation of the mRNA levels of these sucrose hydrolytic enzymes in SB lines resulted in genotypic differences in these enzyme activities. Down-regulation of sucrose synthase and soluble acid invertase in high WSC lines was accompanied by significant decreases in the mRNA levels of enzyme families related to sugar catabolic pathways (fructokinase and mitochondrion pyruvate dehydrogenase complex) and enzyme families involved in diverting UDP-glucose to cell wall synthesis (UDP-glucose 6-dehydrogenase, UDP-glucuronate decarboxylase and cellulose synthase), resulting in a reduction in cell wall polysaccharide contents (mainly hemicellulose) in the stem of high WSC lines. These data suggest that differential carbon partitioning in the wheat stem is one mechanism that contributes to genotypic variation in WSC accumulation.
Molecular dissection of variation in carbohydrate metabolism related to water-soluble carbohydrate accumulation in stems of wheat.
No sample metadata fields
View SamplesThe transcriptomics changes induced in the human liver cell line HepG2 by 17 hepatotoxic compounds, 5 non-hepatotoxic compounds and solvent controls after treatment for 24h
Classification of hepatotoxicants using HepG2 cells: A proof of principle study.
Specimen part, Cell line
View SamplesThis SuperSeries is composed of the SubSeries listed below.
Integrative cross-omics analysis in primary mouse hepatocytes unravels mechanisms of cyclosporin A-induced hepatotoxicity.
Specimen part
View SamplesThe transcriptomics changes induced in Primary Mouse Hepatocytes by Cyclosporin A after treatment for 24h and 48h
Integrative cross-omics analysis in primary mouse hepatocytes unravels mechanisms of cyclosporin A-induced hepatotoxicity.
Specimen part
View SamplesThis SuperSeries is composed of the SubSeries listed below.
Integrative "-Omics" Analysis in Primary Human Hepatocytes Unravels Persistent Mechanisms of Cyclosporine A-Induced Cholestasis.
Specimen part, Treatment, Time
View SamplesCyclosporine A (CsA), is an endecapeptide with strong immunosuppressant activities and has contributed significantly towards clinical progress in organ transplantation. Furthermore, it has various toxic effects in the kidney and especially in the liver where it may induce cholestasis. The CsA drug-induced cholestasis (DIC) pathway includes important genes involved in the uptake, synthesis, conjugation and secretion of bile acids, which can be verified also in hepatic models in vitro. However, whether changes in CsA-induced cholestasis pathway induced in vitro are persistent thus presenting important biomarkers for repeated dose toxicity, has not yet been investigated. We therefore performed multiple -omics analyses, including whole genome analysis of DNA methylation, gene expression and microRNA expression in primary human hepatocytes (PHH) cultured in sandwich configuration, during and after terminating CsA treatment. For this, cells were exposed to a non-cytotoxic dose of 30 M CsA daily for 3 and 5 days. To investigate the persistence of induced changes upon terminating the CsA exposure of 5 days, a subset of PHH was subjected to a washout period (WO-period) of three days. DNA methylation (using NimbleGen 2.1 deluxe promoter arrays), transcriptomic (using Affymetrix Human Genome U133 Plus 2.0 arrays) and microRNA (using Agilent Sureprint G3 Unrestricted Human miRNA V16 8 60 K microarrays) analyses were performed on days 3, 5 and 8. Identification of differentially methylated genes (DMGs), differentially expressed genes (DEGs), and differentially expressed microRNAs (DE-miRs) was performed using several R packages. DMGs, DEGs and DE-miRs were found after CsA treatment of PHH for 3 and 5 days as well after the WO-period. Interestingly, 828 persistent DEGs and 6 persistent DE-miRs, but no persistent DMGs, were found after the WO-period. These persistent DEGs and DE-miRs showed concordance for 22 genes (13 genes upregulated in gene expression and downregulated in microRNA expression; 9 genes downregulated in gene expression and upregulated in microRNA expression). Some of the persistent transcriptomic changes as well as DE-miRs could be successfully mapped onto the DIC pathway, while epigenetic changes not. Furthermore, 29 persistent DEGs in vitro showed changes in the same direction as observed in livers from cholestasis patients. None of those 29 DEGs were present in the DIC pathway or cholestasis adverse outcome pathway. We have for the first time demonstrated a persistent impact of gene expression and microRNA expression related to DIC after repeated dose administration of CsA in vitro.
Integrative "-Omics" Analysis in Primary Human Hepatocytes Unravels Persistent Mechanisms of Cyclosporine A-Induced Cholestasis.
Specimen part, Treatment, Time
View SamplesThis SuperSeries is composed of the SubSeries listed below.
Aflatoxin B1 induces persistent epigenomic effects in primary human hepatocytes associated with hepatocellular carcinoma.
Specimen part, Disease, Compound
View SamplesThis SuperSeries is composed of the SubSeries listed below.
Aflatoxin B1 induces persistent epigenomic effects in primary human hepatocytes associated with hepatocellular carcinoma.
Specimen part
View SamplesThe study investigated differential gene expression, microRNA expression and DNA methylation changes in a pool of primary human hepatocyte RNA and DNA following 5 days of repetitive exposure to a low (LD) or moderate (MD) dose of aflatoxin B1 or DMSO. Three biological replicates per compound/solvent.
Aflatoxin B1 induces persistent epigenomic effects in primary human hepatocytes associated with hepatocellular carcinoma.
Specimen part, Compound
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