Image based identification and targeting of cancer stem cells in pancreatic adenocarcinoma
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ABSTRACT:
ORGANISM(S): Mus musculus
PROVIDER: GSE73312 | GEO | 2016/06/15
SECONDARY ACCESSION(S): PRJNA296570
REPOSITORIES: GEO
Similar Datasets
Project description:Pancreatic intraepithelial neoplasia (PanIN) is a premalignant lesion that can progress to pancreatic ductal adenocarcinoma, a highly lethal malignancy marked by its late stage at clinical presentation and profound drug resistance. Here we developed novel fluorescent reporter mice that show that the stem cell determinant, Musashi (Msi) is a critical element of pancreatic cancer progression. These reporters allowed functional and image based tracking of stem cell signals within cancers in vivo, revealing that Msi expression rises as PanINs progress to adenocarcinoma, and that Msi reporter+ tumor cells are the key drivers of pancreatic cancer. To visualize and track the function of live Msi-expressing cells in vivo, we developed Msi knock-in reporters in which fluorescent signals reflected endogenous Msi expression. This dataset represents pancreatic cancer_wt and pancreatic cancer_KO cells. Three wt reps and three KO reps.
2016-06-15 | E-GEOD-73312 | biostudies-arrayexpress
Project description:Pancreatic ductal adenocarcinoma (PDAC) is believed to arise from the accumulation of a series of somatic mutations and is also frequently associated with pancreatic intraepithelial neoplasia (PanIN) lesions. However, there is still debate as to whether the cell-type-of-origin of PanINs and PDACs is acinar or ductal. As cell type identity is maintained epigenetically, DNA methylation changes during pancreatic neoplasia can provide a compelling perspective to examine this question, but DNA methylation sequencing has not yet been performed genome-wide on purified exocrine and neoplastic cell types in the pancreas. Thus, we performed genome-wide DNA methylation sequencing on acini, non-neoplastic ducts, PanIN lesions, and PDAC lesions. We found that: 1) both global methylation profiles and block DMRs clearly implicate an acinar origin for PanINs; 2) at the gene level, PanIN lesions exhibit an intermediate acinar-ductal phenotype resembling acinar-to-ductal metaplasia (ADM); and 3) PanINs are epigenetically primed to progress to PDAC. Thus, epigenomic analysis complements histopathology to define molecular progression toward PDAC.
2023-05-08 | GSE222147 | GEO
Project description:Development of systems that reconstitute hallmark features of human pancreatic intraepithelial neoplasia (PanINs), the precursor to pancreatic ductal adenocarcinoma, could generate new strategies for early diagnosis and intervention. However, human cell-based PanIN models with defined mutations are unavailable. Here, we report that genetic modification of primary human pancreatic cells leads to development of lesions resembling native human PanINs. Primary human pancreas duct cells harbouring oncogenic KRAS and induced mutations in CDKN2A, SMAD4 and TP53 expand in vitro as epithelial spheres. After pancreatic transplantation, mutant clones form lesions histologically similar to native PanINs, including prominent stromal responses. Gene expression profiling reveals molecular similarities of mutant clones with native PanINs, and identifies potential PanIN biomarker candidates including Neuromedin U, a circulating peptide hormone. Prospective reconstitution of human PanIN development from primary cells provides experimental opportunities to investigate pancreas cancer development, progression and early-stage detection.
2017-03-14 | GSE88997 | GEO
Project description:Background: With less than a 5% survival rate pancreatic adenocarcinoma (PDAC) is almost uniformly lethal. In order to make a significant impact on survival of patients with this malignancy, it is necessary to diagnose the disease early, when curative surgery is still possible. Detailed knowledge of the natural history of the disease and molecular events leading to its progression is therefore critical. Methods and Findings: We have analysed the precursor lesions, PanINs, from prophylactic pancreatectomy specimens of patients from four different kindreds with high risk of familial pancreatic cancer who were treated for histologically proven PanIN-2/3. Thus, the material was procured before pancreatic cancer has developed, rather than from PanINs in a tissue field that already contains cancer. Genome-wide transcriptional profiling using such unique specimens was performed. Bulk frozen sections displaying the most extensive but not microdissected PanIN-2/3 lesions were used in order to obtain the holistic view of both the precursor lesions and their microenvironment. A panel of 76 commonly dysregulated genes that underlie neoplastic progression from normal pancreas to PanINs and PDAC were identified. In addition to shared genes some differences between the PanINs of individual families as well as between the PanINs and PDACs were also seen. This was particularly pronounced in the stromal and immune responses. Conclusions: Our comprehensive analysis of precursor lesions without the invasive component provides the definitive molecular proof that PanIN lesions beget cancer from a molecular standpoint. We demonstrate the need for accumulation of transcriptomic changes during the progression of PanIN to PDAC, both in the epithelium and in the surrounding stroma. An identified 76-gene signature of PDAC progression presents a rich candidate pool for the development of early diagnostic and/or surveillance markers as well as potential novel preventive/therapeutic targets for both familial and sporadic pancreatic adenocarcinoma. Gene expression of 13 PanIN samples was compared to profiling data of whole biopsies from normal donor pancreas (N1 to 4, two replicated samples) and sporadic PDAC (PDAC1 to 6).Ttwo PDAC samples (PDAC 3 and 4) and a replicate of one normal specimen (N4) were removed during the hybridisation quality assessment.
2013-03-27 | E-GEOD-43288 | biostudies-arrayexpress
Project description:Background: With less than a 5% survival rate pancreatic adenocarcinoma (PDAC) is almost uniformly lethal. In order to make a significant impact on survival of patients with this malignancy, it is necessary to diagnose the disease early, when curative surgery is still possible. Detailed knowledge of the natural history of the disease and molecular events leading to its progression is therefore critical. Methods and Findings: We have analysed the precursor lesions, PanINs, from prophylactic pancreatectomy specimens of patients from four different kindreds with high risk of familial pancreatic cancer who were treated for histologically proven PanIN-2/3. Thus, the material was procured before pancreatic cancer has developed, rather than from PanINs in a tissue field that already contains cancer. Genome-wide transcriptional profiling using such unique specimens was performed. Bulk frozen sections displaying the most extensive but not microdissected PanIN-2/3 lesions were used in order to obtain the holistic view of both the precursor lesions and their microenvironment. A panel of 76 commonly dysregulated genes that underlie neoplastic progression from normal pancreas to PanINs and PDAC were identified. In addition to shared genes some differences between the PanINs of individual families as well as between the PanINs and PDACs were also seen. This was particularly pronounced in the stromal and immune responses. Conclusions: Our comprehensive analysis of precursor lesions without the invasive component provides the definitive molecular proof that PanIN lesions beget cancer from a molecular standpoint. We demonstrate the need for accumulation of transcriptomic changes during the progression of PanIN to PDAC, both in the epithelium and in the surrounding stroma. An identified 76-gene signature of PDAC progression presents a rich candidate pool for the development of early diagnostic and/or surveillance markers as well as potential novel preventive/therapeutic targets for both familial and sporadic pancreatic adenocarcinoma.
2013-03-27 | GSE43288 | GEO
Project description:This study introduces a new imaging, spatial transcriptomics (ST), and single-cell RNA-sequencing (scRNA-seq) integration pipeline to characterize neoplastic cell state transitions during tumorigenesis. Our semi-supervised analysis pipeline was applied to examine pancreatic intraepithelial neoplasias (PanIN), the most frequent premalignant lesions that can develop into pancreatic adenocarcinoma (PDAC). Their strict diagnosis on FFPE samples has limited previous characterization of human PanINs within their microenvironment through single-cell approaches. We leverage unbiased whole transcriptome FFPE spatial profiling to enable this characterization in a rare cohort of matched low-grade and high-grade PanIN lesions to track progression and map cellular phenotypes relative to scRNA-seq data of advanced PDAC tumors. We demonstrate that cancer associated fibroblasts (CAF), including antigen-presenting CAFs (apCAF), are located close to PanINs. We further observed a transition from CAF-related inflammatory signaling to cellular proliferation during PanIN progression. We use these findings to guide panel design to perform single-cell validation with high-dimensional imaging proteomics and transcriptomics technologies. Altogether, our pipeline for spatial multi-omics characterization provides a resource for future PanIN studies. Moreover, our semi-supervised learning framework to spatial multi-omics has broad applicability across cancer types to decipher the spatiotemporal dynamics of carcinogenesis.
2024-02-06 | GSE254829 | GEO
Project description:This study introduces a new imaging, spatial transcriptomics (ST), and single-cell RNA-sequencing (scRNA-seq) integration pipeline to characterize neoplastic cell state transitions during tumorigenesis. Our semi-supervised analysis pipeline was applied to examine pancreatic intraepithelial neoplasias (PanIN), the most frequent premalignant lesions that can develop into pancreatic adenocarcinoma (PDAC). Their strict diagnosis on FFPE samples has limited previous characterization of human PanINs within their microenvironment through single-cell approaches. We leverage unbiased whole transcriptome FFPE spatial profiling to enable this characterization in a rare cohort of matched low-grade and high-grade PanIN lesions to track progression and map cellular phenotypes relative to scRNA-seq data of advanced PDAC tumors. We demonstrate that cancer associated fibroblasts (CAF), including antigen-presenting CAFs (apCAF), are located close to PanINs. We further observed a transition from CAF-related inflammatory signaling to cellular proliferation during PanIN progression. We use these findings to guide panel design to perform single-cell validation with high-dimensional imaging proteomics and transcriptomics technologies. Altogether, our pipeline for spatial multi-omics characterization provides a resource for future PanIN studies. Moreover, our semi-supervised learning framework to spatial multi-omics has broad applicability across cancer types to decipher the spatiotemporal dynamics of carcinogenesis.
2024-05-20 | GSE267680 | GEO
Project description:Pancreatic ductal adenocarcinoma (PDAC) has one of the worst prognoses of any human malignancy and there are few human cellular models of disease progression. When human PDAC cells are injected into immunodeficient animals, they create tumors of the late stage from which they were derived. We hypothesized that if human pancreatic cancer cells were converted to pluripotency and then allowed to differentiate back into pancreas, the developmental progression would recapitulate early stages of the cancer. To that end, we have generated isogenic matched sets of induced pluripotent stem (iPS) cell-like lines from epithelial cells of human pancreatic tumors and from histologically normal epithelial cells at the resected pancreatic margins. Notably, when injected into immunodeficient mice, at low or high passages, a human pancreatic cancer iPS-like line, but not the corresponding margin iPS-like line, slowly generates intra-epithelial neoplasia (PanIN) ductal structures that typically reflect the early stages of human pancreatic cancer. The PanIN-like ducts can be isolated and cultured. They secrete protein products reflective of PanINs and provide new insights into underlying regulatory networks. An additional iPS-like line from histologically normal cells at a pancreatic resection margin, but containing a mutation that predisposes to PDAC, does not generate PanIN ductal structures. These studies demonstrate that iPS technology can be exploited to recapitulate early progression events of a human epithelial cancer. Study includes a single experiment (#10): a tumor-adjacent pancreatic tissue control (10N); tumor tissue (10C); IPS-transformed tissue control (10N12); and IPS-transformed tumor tissue (10C22).
2013-06-20 | E-GEOD-47985 | biostudies-arrayexpress
Project description:Pancreatic ductal adenocarcinoma (PDAC) has one of the worst prognoses of any human malignancy and there are few human cellular models of disease progression. When human PDAC cells are injected into immunodeficient animals, they create tumors of the late stage from which they were derived. We hypothesized that if human pancreatic cancer cells were converted to pluripotency and then allowed to differentiate back into pancreas, the developmental progression would recapitulate early stages of the cancer. To that end, we have generated isogenic matched sets of induced pluripotent stem (iPS) cell-like lines from epithelial cells of human pancreatic tumors and from histologically normal epithelial cells at the resected pancreatic margins. Notably, when injected into immunodeficient mice, at low or high passages, a human pancreatic cancer iPS-like line, but not the corresponding margin iPS-like line, slowly generates intra-epithelial neoplasia (PanIN) ductal structures that typically reflect the early stages of human pancreatic cancer. The PanIN-like ducts can be isolated and cultured. They secrete protein products reflective of PanINs and provide new insights into underlying regulatory networks. An additional iPS-like line from histologically normal cells at a pancreatic resection margin, but containing a mutation that predisposes to PDAC, does not generate PanIN ductal structures. These studies demonstrate that iPS technology can be exploited to recapitulate early progression events of a human epithelial cancer.
2013-06-20 | GSE47985 | GEO
Project description:Brahma related gene 1 (BRG1), a catalytic ATPase subunit of SWI/SNF chromatin remodeling complexes, is silenced in approximately 10% of human pancreatic ductal adenocarcinomas (PDA). We previously showed that BRG1 inhibits the formation of intraductal pancreatic mucinous neoplasm (IPMN) and IPMN-derived PDA from ductal cells. However, the role of BRG1 in pancreatic intraepithelial neoplasia (PanIN) from acinar cells remains elusive. Here, we investigated the role of BRG1 in PanIN initiation and maintenance and its underlying mechanisms. Exclusive elimination of Brg1 in acinar cells of Ptf1a-CreER; KrasG12D; Brg1f/f (KBC) mice impaired the formation of acinar-to-ductal metaplasia (ADM) and PanIN independent of the presence of p53 mutation. We found that Sox9 expression was down-regulated in both Brg1-depleted acinar cell explants and BRG1-depleted ADMs/PanINs. Sox9 overexpression rescued this PanIN-attenuated phenotype in KBC mice. Furthermore, Brg1-deletion in established PanIN by using an inducible dual recombinase system resulted in regression of the lesions in mice. Finally, expression of BRG1 and SOX9 was also positively correlated in human PanIN-derived PDAs. In summary, BRG1 is critical for both initiation and maintenance of PanIN. Mechanistically, this is mediated through positive regulation of SOX9 expression. Thus, the BRG1/SOX9 axis is a potential target for the prevention of PanIN-derived PDA.
2018-01-01 | GSE93615 | GEO