Unknown,Transcriptomics,Genomics,Proteomics

Dataset Information

A six-gene signature predicts survival of patients with localized pancreatic ductal adenocarcinoma

ABSTRACT: A six-gene signature predicts survival of patients with localized pancreatic ductal adenocarcinoma Pancreatic ductal adenocarcinoma (PDAC), comprising over 90% of all pancreatic cancers, remains a lethal disease with an estimated 232,000 new cases, 227,000 deaths per year worldwide, and a less than 5% five-year survival rate. Currently the standard of care for the 20% of patients with localized disease is surgery followed by chemotherapy, and in some cases radiation. Unfortunately despite the use of adjuvant therapy, median survival remains at best 23 months. It is important to note however, that up to 27% of patients with resected PDAC can survive for five years. However, in these studies examining actual long-term survivors, only two have found that adjuvant therapy was associated with improved survival. In addition, randomized controlled trials of gemcitabine-based chemotherapy demonstrate an improvement in median survival of at best 3 months. One possible conclusion from these studies is that tumor biology dictates outcome and that our current adjuvant therapy has only a modest impact on altering a patient's course.Hypothesizing that the dismal outcome of patients with localized disease is due to the presence of micrometastasic disease, current clinical investigation has focused on preoperative or neoadjuvant therapy. This approach, where patients who cannot tolerate the stress of therapy or develop metastatic disease during treatment are spared surgery, has demonstrated an overall survival of 34 months in this highly selected patient population. Therefore the ability to select patients who would most benefit from a neoadjuvant approach may be important. One way to do this is to define a prognostic gene signature that can identify patients with more aggressive tumor biology upfront. reference x sample The 30 Nebraska and UNC samples were not analyzed with clinical data so it is not provided. One of the PE samples is missing some clinical data.

ORGANISM(S): Homo sapiens

SUBMITTER: Jen Jen Yeh

PROVIDER: E-GEOD-21501 | biostudies-arrayexpress |

REPOSITORIES: biostudies-arrayexpress

ACCESS DATA

Publications

A six-gene signature predicts survival of patients with localized pancreatic ductal adenocarcinoma.

Stratford Jeran K JK Bentrem David J DJ Anderson Judy M JM Fan Cheng C Volmar Keith A KA Marron J S JS Routh Elizabeth D ED Caskey Laura S LS Samuel Jonathan C JC Der Channing J CJ Thorne Leigh B LB Calvo Benjamin F BF Kim Hong Jin HJ Talamonti Mark S MS Iacobuzio-Donahue Christine A CA Hollingsworth Michael A MA Perou Charles M CM Yeh Jen Jen JJ

PLoS medicine 20100713 7

<h4>Background</h4>Pancreatic ductal adenocarcinoma (PDAC) remains a lethal disease. For patients with localized PDAC, surgery is the best option, but with a median survival of less than 2 years and a difficult and prolonged postoperative course for most, there is an urgent need to better identify patients who have the most aggressive disease.<h4>Methods and findings</h4>We analyzed the gene expression profiles of primary tumors from patients with localized compared to metastatic disease and ide ...[more]

PMID: 20644708

Similar Datasets

Project description:Abstract Background. Epidermal growth factor receptor (EGFR) is a targetable molecule in basal-like breast cancer, which comprises most “triple negative” breast cancer (TNBC), the only breast cancer subtype without established targeted therapy. Methods. In this randomized phase II trial, metastatic TNBC patients received the anti-EGFR antibody cetuximab (250mg/kg/week iv) with carboplatin (AUC2/wk iv) added on progression, or concomitant cetuximab + carboplatin. Molecular subtyping was done on archival specimens and those with accessible tumors provided fresh tissue, before and after 7-14 days of therapy, for microarray analyses to explore EGFR pathway inhibition. Results. Of 102 TNBC patients 74% were of the basal-like molecular subtype. Response rate to cetuximab was 6% (2/31), and was 16% (4/25) to cetuximab + carboplatin after progression. Upfront cetuximab + carboplatin produced responses in 17% (12/71); 31% responded or had prolonged disease stabilization. Time to progression was 2.1 months (95% CI 1.8-5.5) and overall survival 10.4 months (95% CI 7.7-13.1) for those treated with the combination regimen. Among 16 patients with evaluable serial biopsies, genomic patterns of the EGFR pathway showed activated status in 13 and inhibition by therapy in 5. Conclusions. While most TNBC were basal-like, a significant proportion were different subtypes. The aggressive nature of metastatic TNBC leads to limited survival. Despite a promising preclinical rationale and evidence of EGFR pathway activation in most, targeted treatment with cetuximab as a single agent had marginal activity and cetuximab added to carboplatin demonstrated modest activity. Serial biopsies as part of metastatic breast cancer studies are feasible, and this study confirmed that the EGFR pathway was inhibited by therapy in only a minority suggesting ligand-independent activation in most tumors. Tissue acquisition and drug selection based upon individualized pathway activation status should be an important part of future studies of TNBC. This series contains 36 microarrays that are from 18 patients with fresh frozen tissue available from the metastatic site. Pretreatment samples (Bx0) are available for two patients. Pretreatment and post single agent treatment (7-14 days after start of treatment with cetuximab; BxSingle) are available for three patients. Pretreatment and post combination treatment (7-14 days after start of treatment with cetuximab plus carboplatin; BxCombo) are available for eight patients. Two patients have a pretreatment sample, a sample after 7-14 days of treatment with single agent cetuximab, and a third sample 7-14 days on cetuximab plus carboplatin after switching to the combination arm upon progression on the single agent arm. Samples were hybridized with Stratagene common reference spiked with RNA from two breast cancer cell lines (ME16C and MCF-7) on Custom 1x44K Agilent microarrays. Arrays were scanned on an Axon 4000B scanner and analyzed with GenePix Pro software.

Project description:Purpose: The tet oncogene family member 2 (TET2) gene was recently identified mutated in myeloid disorders including acute myeloid leukemia (AML). To date, there is increasing evidence for a functional role of TET2 mutations (TET2mut) in AML. Thus, we explored frequency, gene expression pattern, and clinical impact of TET2mut in a large cohort of AML patients, in the context of other AML-associated aberrations. Patients and Methods: Samples from 783 younger adult AML patients were analyzed for the presence of TET2mut (coding exons 3-11), and results were correlated with data from molecular genetic analyses, gene expression profiling, and clinical outcome. Results: In total, 66 TET2mut were found in 60 (60/783; 7.6%) patients, including missense (n=37), frameshift (n=16), and nonsense (n=13) mutations, which with one exception were all heterozygous. TET2mut were not correlated with distinct clinical features or genetic alterations, except for isocitrate dehydrogenase mutations (IDHmut) that were almost mutually exclusive with TET2mut (p<0.001). TET2mut were characterized by only a weak gene expression pattern, which nevertheless reflected TET2mut-associated biology. TET2mut did not impact response to induction therapy and clinical outcome; combining patients exhibiting TET2mut and/or IDHmut revealed shorter overall survival (p=0.03), although this association was not independent from known risk factors. Conclusion: TET2mut were identified in 7.6% of younger adult AML patients and did not impact response to therapy and survival. Mutations were mutually exclusive with IDHmut, thereby supporting recent data on a common mechanism of action, which might obscure the impact of TET2mut if compared against all other AML cases. We performed a supervised class comparison analysis comparing 31 TET-mutated AML cases (TET2 mut) vs. 302 TET2-wildtype AML cases (TET wt) to see if a specific gene expression pattern associated with the presence of the identified TET2 mutations could be determined. No technical replicates were performed.

Project description:PURPOSE: To evaluate frequency, biological features and clinical relevance of RUNX1 mutations in acute myeloid leukemia (AML). PATIENTS AND METHODS: Diagnostic samples from 945 patients (18 to 60 years) were analyzed for RUNX1 mutations. In a subset of cases (n=269) microarray gene expression analysis was performed. RESULTS: Fifty-nine RUNX1 mutations were identified in 53 of 945 (5.6%) cases, predominantly in exons 3 (n=11), 4 (n=10) and 8 (n=23). RUNX1 mutations clustered in the intermediate-risk cytogenetic group (46/640, 7.2%; cytogenetically normal, 34/538, 6.3%), they were less frequent in adverse-risk cytogenetics (5/109, 4.6%), and absent in core-binding-factor AML (0/77) and acute promyelocytic leukemia (0/61); RUNX1 mutations were associated with MLL-partial tandem duplications (p=0.0007) and IDH1/IDH2 mutations (p=0.03), inversely correlated with NPM1 (p<0.0001) and in trend with CEBPA (p=0.10) mutations. RUNX1 mutations were characterized by a distinct gene expression pattern; this RUNX1 mutation-derived signature was not exclusive for the mutation, but also included mostly adverse-risk AML [eg, 7q-, -7, inv(3) or t(3;3)]. RUNX1 mutations predicted for resistance to chemotherapy (rates of refractory disease 30% and 19%, p=0.047, for RUNX1-mutated and wildtype patients, respectively), as well as inferior event-free survival (EFS; p<0.0001), relapse-free survival (RFS, p=0.022), and overall survival (p=0.051). In multivariable analysis, RUNX1 mutations were an independent prognostic marker for shorter EFS (p=0.007). Explorative subgroup analysis revealed that allogeneic hematopoietic stem cell transplantation had a favorable impact on RFS in RUNX1-mutated patients (p<0.0001). CONCLUSION: AML with RUNX1 mutations exhibit distinct biological properties and are associated with resistance to therapy and inferior outcome. A total of 269 RNA samples derived from adult AML patients were provided by the German Austrian AML Study Group (AMLSG) [AMLSG trial AML HD98A (ClinicalTrials.gov Identifier: NCT00146120)]. Conventional cytogenetic banding, and FLT3, CEBPA and NPM1 mutational analysis were performed as previously described (Schlenk et al., N Engl J Med 2008). Detailed clinical, cytogenetic and molecular cytogenetic information are also provided in the supplementary information. Following enrichment, all samples contained at least 80% leukemic cells. Gene expression profiling (GEP) was performed as previously described (Bullinger et al., N Engl J Med 2004).

Dataset Information

A six-gene signature predicts survival of patients with localized pancreatic ductal adenocarcinoma

Publications

A six-gene signature predicts survival of patients with localized pancreatic ductal adenocarcinoma.

Similar Datasets

OmicsDI is part of the ELIXIR infrastructure

Tweets