21cf98fe-1199-48e5-b22c-7584ca7f85cd - samples
Ontology highlight
ABSTRACT:
PROVIDER: EGAD00001006915 | EGA |
REPOSITORIES: EGA
Similar Datasets
Project description:For optimal pancreatic cancer treatment, early and accurate diagnosis is vital. Blood-derived biomarkers and genetic predispositions can contribute to early diagnosis, but they often have limited accuracy or applicability. Here, we seek to exploit the synergy between both approaches by combining the standard clinical blood biomarker CA19-9 with novel genetic variants. Concretely, we aim to use deep sequencing and deep learning to improve pancreatic cancer diagnosis, to differentiate between resectable pancreatic ductal adenocarcinoma (rPDAC) from chronic pancreatitis (CP), and to estimate survival.
We obtained samples of nucleated cells found in peripheral blood from over 300 patients suffering from resectable pancreatic ductal adenocarcinoma, non-resectable pancreatic cancer (nrPC), chronic pancreatitis or none of these. We sequenced RNA with high coverage and reduced millions of raw to hundreds of high-quality, significant genetic variants. Together with CA19-9 levels, these served as input to deep learning to separate cancer from non-cancer, resectable PDAC from chronic pancreatitis, and resectable from non-resectable cancer.
All deep learning models achieved area under the curve (AUC) scores of over 90%. In particular, differentiating resectable PDAC from pancreatitis can be solved with an AUC of 98%. Moreover, we identified genetic variants to estimate survival in rPDAC patients.
Overall, we show that the blood transcriptome harbours genetic variants, which substantially improve non-invasive clinical diagnosis and patient stratification in pancreatic cancer.
| EGAS00001004706 | EGA
Project description:Differences in the expression profile of hepatic and pancreatic stellate cells are investigated. Aim is to identify organ and disease specific transcriptome signatures of stellate cells, comparing hepatic and pancreatic stellate cells obtained from tissues of chronic inflammation, and primary or metastatic cancers of the pancreas. Tissues of chronic pancreatitis (n=6), pancreatic ductal adenocarcinoma (n=5), liver cirrhosis (n=5) and liver metastasis of pancreatic ductal adenocarcinoma (n=6) were collected and stellate cells were isolated by the outgrowth method. Using cDNA microarrays, differentially expressed genes are identified.
2010-01-15 | E-TABM-625 | biostudies-arrayexpress
Project description:Pancreatic ductal adenocarcinoma (PDAC) is the most important histological subtype of pancreatic cancer, accounting for approximately 90% of all pancreatic cancers.Acinar to ductal metaplasia (ADM) is a recently recognized, yet less well-studied, precursor lesion of PDAC developed in the setting of chronic pancreatitis. Through digital spatial mRNA profiling, we compared ADM and adjacent PDAC tissues from patient samples to unveil the bridging genes, bridging signaling pathway and bridging molecular function during the malignant transformation of pancreatitis.
2022-07-25 | GSE208536 | GEO
Project description:Cell conditioned medium from human pancreatic cancer cell lines MiaPaCa-2, AsPC-1, primary pancreatic cell lines as well as human FFPE tissue samples from pancreatic ductal adenocarcinoma (PDAC), chronic pancreatitis (CP), ampullary cancer, non-malignant adjacent pancreas and normal pancreas were analyzed via targeted (SRM, PRM) and/or explorative (DIA) mass spectrometry.
| MSV000090255 | MassIVE
Project description:A total of 16 clinical samples from ductal adenocarcinoma, 6 samples from chronic pancreatitis, and 4 samples from morphologically normal resection margins from chronic pancreatitis resectates were analyzed.
2015-02-27 | E-MTAB-3365 | biostudies-arrayexpress
Project description:Background & Aims: Perturbations in pancreatic ductal bicarbonate secretion often result in chronic pancreatitis. Although the physiological mechanism of ductal secretion is known, its transcriptional control is not well characterized. Here, we investigate the role of the transcription factor Hematopoietically-expressed homeobox protein (Hhex) in pancreatic secretion and pancreatitis. Methods: We derived mice with pancreas-specific, Cre-mediated Hhex gene ablation to determine the requirement of Hhex in the pancreatic duct in early life and in adult stages. Histological and immunostaining analyses were used to detect the presence of pathology. Pancreatic primary ductal cells (PDCs) were isolated to discover differentially expressed transcripts upon acute Hhex ablation. Results: Hhex protein was detected throughout the embryonic and adult ductal trees. Ablation of Hhex in pancreatic progenitors resulted in postnatal ductal ectasia associated with acinar-to-ductal metaplasia, a progressive phenotype that ultimately resulted in chronic pancreatitis. Hhex ablation in adult mice, however, did not cause any detectable pathology. Ductal ectasia did not result from perturbations in primary cilia, but was consistent with the effects of primary ductal hypertension. RNA-seq analysis of Hhex-ablated PDCs indicated the G-protein coupled receptor Natriuretic peptide receptor 3, implicated in paracrine signaling, was upregulated 4.70-fold. Conclusions: Although Hhex is dispensable for adult pancreatic function, ablation of Hhex in pancreatic progenitors results in profound pancreatitis that is consistent with primary ductal hypertension. Our data highlight the critical role of paracrine signaling in maintaining ductal homeostasis, especially in early life, and support ductal hypersecretion as a novel etiology of pediatric chronic pancreatitis. Pancreatic primary ductal cells (PDCs) were isolated from uninduced adult HhexL/L;Sox9CreERT2 (n=2) and littermate control HhexL/L (n=2) mice. PDCs were treated with 500nM 4-hydroxytamoxifen in vitro for 4 days, and then RNA was collected for transcriptome analysis.
2015-11-20 | E-GEOD-63526 | biostudies-arrayexpress
Project description:Pancreatic ductal adenocarcinoma (PDA) is the devastating disease in urgent need to identify new strategies for diagnosing and treating. Chronic pancreatitis is a risk factor for PDA in humans. Nardilysin (Nrdc, NRDC), a zinc peptidase of the M16 family has been shown to promote cancer cell growth in vitro. Here, we report that pancreatic deletion of Nrdc dramatically accelerates formation of pancreatic intraepithelial neoplasia (PanIN) and invasive PDA in the presence of oncogenic Kras. Nrdc was expressed in the nucleus of pancreatic acinar cells and pancreatic deletion of Nrdc was dispensable for pancreatic development in mice, but led to spontaneous chronic pancreatitis concomitant with acinar-to-ductal conversion, fibrotic change, infiltrated inflammatory cells, increased apoptosis, and atrophic pancreas in adult mice. Ex vivo acinar cell explants culture experiments showed that acinar-to-ductal conversion was not induced through a cell autonomous mechanism and that expression of several chemokines, including Cxcl10, was markedly up-regulated in Nrdc-null pancreatic acinar cells. Microarray analysis revealed that pathways implicated in pancreatitis and tumorigenesis, including chemotaxis, NF-κB and Erk1/2 signaling, were up-regulated in Nrdc-cKO pancreata compared with WT controls. Finally, immunostaining for NRDC revealed absence of NRDC expression in a subset of human PanINs and PDAs. These data demonstrate a previously unappreciated tumor suppressive function of Nrdc in the pancreas through suppressing chronic pancreatitis with acinar-to-ductal conversion in mice.
2017-05-31 | GSE99438 | GEO
Project description:MicroRNA Expression Patterns to Differentiate Pancreatic Adenocarcinoma From Normal Pancreas and Chronic Pancreatitis
2010-03-11 | E-TABM-664 | biostudies-arrayexpress
Project description:Background & Aims: Perturbations in pancreatic ductal bicarbonate secretion often result in chronic pancreatitis. Although the physiological mechanism of ductal secretion is known, its transcriptional control is not well characterized. Here, we investigate the role of the transcription factor Hematopoietically-expressed homeobox protein (Hhex) in pancreatic secretion and pancreatitis. Methods: We derived mice with pancreas-specific, Cre-mediated Hhex gene ablation to determine the requirement of Hhex in the pancreatic duct in early life and in adult stages. Histological and immunostaining analyses were used to detect the presence of pathology. Pancreatic primary ductal cells (PDCs) were isolated to discover differentially expressed transcripts upon acute Hhex ablation. Results: Hhex protein was detected throughout the embryonic and adult ductal trees. Ablation of Hhex in pancreatic progenitors resulted in postnatal ductal ectasia associated with acinar-to-ductal metaplasia, a progressive phenotype that ultimately resulted in chronic pancreatitis. Hhex ablation in adult mice, however, did not cause any detectable pathology. Ductal ectasia did not result from perturbations in primary cilia, but was consistent with the effects of primary ductal hypertension. RNA-seq analysis of Hhex-ablated PDCs indicated the G-protein coupled receptor Natriuretic peptide receptor 3, implicated in paracrine signaling, was upregulated 4.70-fold. Conclusions: Although Hhex is dispensable for adult pancreatic function, ablation of Hhex in pancreatic progenitors results in profound pancreatitis that is consistent with primary ductal hypertension. Our data highlight the critical role of paracrine signaling in maintaining ductal homeostasis, especially in early life, and support ductal hypersecretion as a novel etiology of pediatric chronic pancreatitis.
2015-11-20 | GSE63526 | GEO
Project description:Currently it is unknown whether activation of recruited or resident pancreatic fibroblasts, including pancreatic stellate cells activation, create a common “fibroblast-activated phenotype” indistinguishable from their associated-diseased microenvironment . Using a combination of microRNA and mRNA profiling of fibroblasts isolated from pancreatic ductal adenocarcinoma (PDAC), chronic pancreatitis (CP), periampullary cancer (PAT) and areas of histologically normal pancreas, followed by comprehensive validation, we show that activated fibroblasts derived from different pancreatic disease types are considerably distinct.
2020-07-14 | GSE123377 | GEO