- © 2013 by American Society of Clinical Oncology
Histomolecular Phenotypes and Outcome in Adenocarcinoma of the Ampulla of Vater
- David K. Chang,
- Nigel B. Jamieson,
- Amber L. Johns,
- Christopher J. Scarlett,
- Marina Pajic,
- Angela Chou,
- Mark Pinese,
- Jeremy L. Humphris,
- Marc D. Jones,
- Christopher Toon,
- Adnan M. Nagrial,
- Lorraine A. Chantrill,
- Venessa T. Chin,
- Andreia V. Pinho,
- Ilse Rooman,
- Mark J. Cowley,
- Jianmin Wu,
- R. Scott Mead,
- Emily K. Colvin,
- Jaswinder S. Samra,
- Vincenzo Corbo,
- Claudio Bassi,
- Massimo Falconi,
- Rita T. Lawlor,
- Stefano Crippa,
- Nicola Sperandio,
- Samantha Bersani,
- Euan J. Dickson,
- Mohamed A.A. Mohamed,
- Karin A. Oien,
- Alan K. Foulis,
- Elizabeth A. Musgrove,
- Robert L. Sutherland,
- James G. Kench,
- C. Ross Carter,
- Anthony J. Gill,
- Aldo Scarpa,
- Colin J. McKay and
- Andrew V. Biankin⇑
- David K. Chang, Amber L. Johns, Christopher J. Scarlett, Marina Pajic, Angela Chou, Mark Pinese, Jeremy L. Humphris, Marc D. Jones, Christopher Toon, Adnan M. Nagrial, Lorraine A. Chantrill, Venessa T. Chin, Andreia V. Pinho, Ilse Rooman, Mark J. Cowley, Jianmin Wu, R. Scott Mead, Emily K. Colvin, Elizabeth A. Musgrove, Robert L. Sutherland, James G. Kench, Anthony J. Gill, and Andrew V. Biankin, Kinghorn Cancer Centre and Garvan Institute of Medical Research; David K. Chang and Andrew V. Biankin, Bankstown Hospital; David K. Chang and Andrew V. Biankin, University of New South Wales; Angela Chou, St Vincent's Hospital; Jaswinder S. Samra and Anthony J. Gill, Royal North Shore Hospital; Jaswinder S. Samra, James G. Kench, and Anthony J. Gill, Sydney Medical School, University of Sydney; James G. Kench, Royal Prince Alfred Hospital, Sydney; Christopher J. Scarlett, University of Newcastle, Ourimbah; Lorraine A. Chantrill, Macarthur Cancer Therapy Centre, Campbelltown, New South Wales, Australia; Nigel B. Jamieson, Euan J. Dickson, C. Ross Carter, and Colin J. McKay, Glasgow Royal Infirmary; Nigel B. Jamieson, Mohamed A.A. Mohamed, Karin A. Oien, and Alan K. Foulis, University of Glasgow; Karin A. Oien and Alan K. Foulis, Southern General Hospital, Glasgow, United Kingdom; and Vincenzo Corbo, Claudio Bassi, Massimo Falconi, Rita T. Lawlor, Stefano Crippa, Nicola Sperandio, Samantha Bersani, and Aldo Scarpa, University of Verona, Verona, Italy.
- Corresponding author: Andrew V. Biankin, BMedSc, MBBS, PhD, Cancer Research Program, Garvan Institute of Medical Research, 384 Victoria St, Darlinghurst, Sydney, NSW 2010 Australia; e-mail: a.biankin{at}garvan.org.au.
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Presented at the 41st American Pancreatic Association Annual Meeting, Chicago, IL, November 3-6, 2010, and American Society of Clinical Oncology Gastrointestinal Cancer Symposium, San Francisco, CA, January 20-22, 2011.
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D.K.C., N.B.J., A.S., C.J.M., and A.V.B. contributed equally to this work.
Abstract
Purpose Individuals with adenocarcinoma of the ampulla of Vater demonstrate a broad range of outcomes, presumably because these cancers may arise from any one of the three epithelia that converge at that location. This variability poses challenges for clinical decision making and the development of novel therapeutic strategies.
Patients and Methods We assessed the potential clinical utility of histomolecular phenotypes defined using a combination of histopathology and protein expression (CDX2 and MUC1) in 208 patients from three independent cohorts who underwent surgical resection for adenocarcinoma of the ampulla of Vater.
Results Histologic subtype and CDX2 and MUC1 expression were significant prognostic variables. Patients with a histomolecular pancreaticobiliary phenotype (CDX2 negative, MUC1 positive) segregated into a poor prognostic group in the training (hazard ratio [HR], 3.34; 95% CI, 1.69 to 6.62; P < .001) and both validation cohorts (HR, 5.65; 95% CI, 2.77 to 11.5; P < .001 and HR, 2.78; 95% CI, 1.25 to 7.17; P = .0119) compared with histomolecular nonpancreaticobiliary carcinomas. Further stratification by lymph node (LN) status defined three clinically relevant subgroups: one, patients with histomolecular nonpancreaticobiliary (intestinal) carcinoma without LN metastases who had an excellent prognosis; two, those with histomolecular pancreaticobiliary carcinoma with LN metastases who had a poor outcome; and three, the remainder of patients (nonpancreaticobiliary, LN positive or pancreaticobiliary, LN negative) who had an intermediate outcome.
Conclusion Histopathologic and molecular criteria combine to define clinically relevant histomolecular phenotypes of adenocarcinoma of the ampulla of Vater and potentially represent distinct diseases with significant implications for current therapeutic strategies, the ability to interpret past clinical trials, and future trial design.
INTRODUCTION
Adenocarcinoma of the ampulla of Vater is the second most common malignancy of the periampullary region and accounts for up to 30% of all pancreaticoduodenectomies.1,2 The broad range of outcomes for patients with adenocarcinoma of the ampulla of Vater3–8 impairs the interpretation of clinical trials and hampers clinical decision making. This is perhaps not surprising, because they may arise from any one of the three epithelia (duodenal, biliary, or pancreatic) that converge at this location.
The inability to predict individual outcomes for cancers in this anatomic location has made aspects of clinical decision making difficult with regard to the aggressiveness of therapy and the choice of appropriate chemotherapeutic strategies. Randomized, controlled trials9–11 and single-institution cohorts12–18 grouping all adenocarcinomas together have failed to definitively demonstrate a survival benefit for adjuvant chemotherapy. Some studies have suggested that adenocarcinoma of the ampulla of Vater may be subdivided based on histologic appearances19,20 and GI markers such as caudal-type homeodomain transcription factors, apomucins, and cytokeratins21–23; however, the potential clinical utility of such a classification has not been investigated.
This is problematic in interpreting clinical trial data because different phenotypes are likely to have a differential response to specific chemotherapeutics. Although both gemcitabine and fluorouracil (FU) may be effective in pancreatic cancer, gemcitabine is not known for its efficacy in carcinomas of intestinal origin.24 For example, the ESPAC-3 (V2) adjuvant therapy trial compared adjuvant FU with gemcitabine or observation for resected ampullary cancer; despite an overall survival benefit with adjuvant chemotherapy on multivariate analysis, there was no difference in response between pancreaticobiliary and intestinal subtypes based on histology alone in a posthoc analysis.25
Here, we validate previously described prognostic factors21 and define distinct phenotypes of adenocarcinoma of the ampulla of Vater based on a combination of molecular and histopathologic features using three independent cohorts of patients. Such histomolecular stratification may better delineate prognostic groups, aid in the refinement of current therapeutic strategies, better interpret past clinical trials, and facilitate future trial design.
PATIENTS AND METHODS
Patients and Data Acquisition
Training cohort.
Clinicopathologic and outcome data for a cohort of 72 consecutive patients with a diagnosis of adenocarcinoma of the ampulla of Vater who underwent Whipple's pancreaticoduodenectomy with curative intent between 1993 and 2008 were accrued from six teaching hospitals associated with the Australian Pancreatic Cancer Genome Initiative (APGI; www.pancreaticcancer.net.au), Sydney, New South Wales, Australia (online-only Appendix; Table 1; Data Supplement). This was designated the Sydney training cohort.
Validation cohorts.
Two additional cohorts of 90 and 46 patients, respectively, were prospectively acquired at the West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, United Kingdom (between 1992 and 2010), and the University Hospital of Verona, Verona, Italy (between 1992 and 2010). These were designated as the Glasgow validation cohort and the Verona validation cohort, respectively. Ethical approval for the acquisition of data and biologic material was obtained from the human research ethics committee at each participating institution (Appendix, online only). Informed consent was obtained from each participant for the validation cohorts but was not required by the human research ethics committee for the retrospective patient cases in the Sydney cohort.
Adenocarcinoma of the ampulla of Vater was verified and all pathologic features reviewed independently by two specialist pancreatic histopathologists who were blinded to clinical outcomes. This was performed by A.J.G. and A.C. for the Sydney training cohort, A.K.F. and K.A.O. for the Glasgow validation cohort, and A.J.G. and A.S. for the Verona validation cohort. Tumors were classified as either of intestinal, pancreaticobiliary, or mixed histologic subtype. The intestinal histologic subtype was defined by tall columnar cells forming elongated glands (similar to colorectal adenocarcinoma), whereas pancreaticobiliary morphology was defined by cells with rounded nuclei forming rounded glands, similar to the majority of pancreaticobiliary carcinomas (Figs 1A to 1F). Mixed tumors contained > 10% of both histologic types and overall accounted for only 7% of samples. Tumors were staged according to the American Joint Committee on Cancer (AJCC) Staging Manual, seventh edition.26
Tissue Microarrays and Immunohistochemistry
Tissue microarrays were constructed from formalin-fixed, paraffin-embedded material, with each specimen represented by a minimum of 3- × 1-mm tissue cores. Immunohistochemistry was performed on 4-μm serial sections mounted on SuperFrost slides (Menzel-Gläser, Braunschweig, Germany).
CDX2, MUC1, MUC2, CK7, and CK20 Immunohistochemistry
Five routinely used immunohistochemical markers were examined based on their routine use to define the origin of adenocarcinomas where the primary site of carcinoma is unknown (cytokeratins CK7 and CK20 and epithelial mucins MUC1 and MUC227,28) or to distinguish adenocarcinomas of intestinal type from tumors that arise elsewhere (CDX2).29 The Appendix (online only) provides information for each antibody, dilution, and retrieval method. All five biomarkers were tested in the Sydney training cohort, but only the two that were prognostic (CDX2 and MUC1) were tested in the validation cohorts.
Immunohistochemistry Scoring
Immunostaining (Figs 1A to 1F) was scored semiquantitatively as follows: 0 (absent staining), 1+ (focal weak staining), and 2+ (strong diffuse staining). For CDX2, in addition to intensity (0 to 3), the percentage of positive staining cells was also determined. Standardization of scoring was achieved by comparison of scores between at least two specialist pancreatic histopathologists and/or translational researchers experienced in peripancreatic pathology (A.J.G., A.S., and A.C. for Sydney and Verona cohorts; A.K.F., K.A.O., N.B.J., and M.A.A.M. for the Glasgow cohort). Any discrepancies were resolved by consensus after conferencing. Positive CDX2 expression was defined as a modified H score (intensity × percentage of positive cells) of > 35. Positive MUC1, MUC2, and CK20 expression was defined as any positive staining; positive CK7 expression was defined as staining intensity of 2.
Statistical Analysis
Median survival was estimated using the Kaplan-Meier method, and the difference was tested using the log-rank test. The 5-year survival rate was estimated using the life-table method. P values < .05 were considered statistically significant. Clinicopathologic variables analyzed with a P value < .25 on log-rank test were entered into Cox proportional hazards multivariate analysis. Statistical analysis was performed using StatView 5.0 software (Abacus Systems, Berkeley, CA). Overall (Sydney and Verona cohorts) and disease-specific survival (Glasgow cohort) were used as the primary end points.
RESULTS
Cohort Characteristics
Characteristics of all cohorts are summarized in Table 1, with detailed descriptions provided in the Data Supplement.
Clinicopathologic and Molecular Prognostic Factors
Sydney training cohort.
Factors associated with better survival on univariate analysis included T1/T2 tumors compared with T3/T4 tumors (median survival, 152.4 v 57.0 months; P = .0334), absence of lymph node metastases (152.4 v 32.1 months; P = .0011), and tumors of histopathologic intestinal or mixed subtype compared with pancreaticobiliary subtype (115.5 v 22.0 months; P = .0169; mixed tumors were grouped with the intestinal subtype). The overall AJCC pathologic stage was also associated with outcome, with median survival for stages I, II, and III of 152.4, 69.5, and 20.5 months, respectively (P = .003). Adjuvant chemotherapy was administered to 17 patients and was not associated with improved survival (median survival, 57.0 v 72.0 months; P = .7384). Of the five molecular markers examined (CDX2, MUC1, MUC2, CK7, and CK20), positive CDX2 expression (172.8 v 69.5 months; P = .0368) and negative MUC1 expression (115.5 v 45.0 months; P = .0315) were associated with longer survival (Table 1; Data Supplement).
Glasgow validation cohort.
Factors associated with better survival on univariate analysis included T1/T2 tumors compared with T3/T4 tumors (median survival, 90.4 v 26.2 months; P = .0097), absence of lymph node metastases (120.9 v 17.6 months; P < .001), well/moderate tumor differentiation (47.5 v 18.1 months; P = .0095), tumor size ≤ 20 mm (47.7 v 26.0 months; P = .0462), tumors of histopathologic intestinal or mixed subtype compared with pancreaticobiliary subtype (69.0 v 23.9 months; P < .001), and absence of vascular space invasion (47.7 v 13.6 months; P < .001). The overall AJCC pathologic stage was also associated with outcome, with median survival for stages I, II, and III of not applicable (NA), 27.0, and 11.1 months, respectively (P < .001; NA indicates median survival was not reached). Adjuvant chemotherapy was administered to 21 patients and was not associated with improved survival (median survival, 33.0 v 29.0 months; P = .6800). Positive CDX2 expression (NA v 24.2 months; P < .001) and negative MUC1 expression (67.0 v 20.1 months; P = .0055) were associated with longer survival (Table 1; Data Supplement).
Verona validation cohort.
Factors associated with better survival on univariate analysis included absence of lymph node metastases (NA v 36.0 months; P = .0056) and tumors of histopathologic intestinal or mixed subtype compared with pancreaticobiliary subtype (94.0 v 33.3 months; P = .0246). The overall AJCC pathologic stage was also associated with outcome, with median survival for stages I, II, and III of NA, 102.3, and 32.0 months, respectively (P = .0019). Positive CDX2 expression (94.0 v 33.3 months; P = .0966) and negative MUC1 expression (NA v 36.0 months; P < .001) trended with or was associated with better survival (Table 1; Data Supplement).
Histopathologic and Molecular Criteria Combine to Define Distinct Phenotypes of Adenocarcinoma of the Ampulla of Vater
CDX2 is a transcription factor that regulates axial development and intestinal differentiation, is expressed almost exclusively in intestinal epithelium,29,30 and is associated with better survival in ampullary cancers.21 Conversely, MUC1 expression is highly prevalent in cancers of pancreaticobiliary origin.28,31 On the basis of the hypothesis that these markers represent different molecular phenotypes, the histologic subtypes were combined with differential marker expression.
Patients were grouped into the histomolecular pancreaticobiliary or nonpancreaticobiliary (intestinal) phenotype. The pancreaticobiliary phenotype was defined as a tumor of histologic pancreaticobiliary subtype with negative CDX2 and positive MUC1 immunostaining. The nonpancreaticobiliary (intestinal) phenotype encompassed the remainder. In the Sydney training cohort, a histomolecular pancreaticobiliary phenotype was associated with a poor prognosis on both univariate (median survival, 16.1 v 115.5 months; P < .001; Table 1; Fig 2A) and multivariate analyses (HR, 3.40; 95% CI, 1.71 to 6.76; P < .001; Table 2; Data Supplement). The only other independent prognostic factor was the presence of lymph node metastases (HR, 3.19; 95% CI, 1.54 to 6.58; P = .0017). These two independent prognostic variables were used to stratify the cohort into three prognostic groups (Fig 2D). First, the group of patients with a histomolecular nonpancreaticobiliary (intestinal) phenotype and no lymph node involvement had an excellent prognosis, with a 5-year survival of 88.4% and median survival of 172.8 months. Second, the group of patients with a histomolecular pancreaticobiliary phenotype and lymph node metastases had a poor prognosis, with a 5-year survival of 20.0% and median survival of 7.4 months. Third, the remaining patients (histomolecular nonpancreaticobiliary [intestinal] phenotype with lymph node metastases or histomolecular pancreaticobiliary phenotype with no lymph node involvement) had an intermediate prognosis, with a 5-year survival of 46.9% and median survival of 57.0 months.
The poorest prognostic histomolecular phenotypic subgroup (pancreaticobiliary subtype, CDX2 negative and MUC1 positive) was defined using a combination of both histologic and molecular criteria. Using the same concept, although the numbers were small, the best prognostic phenotypic subgroup could also be identified. Patients who had a tumor of histomolecular intestinal phenotype (histological intestinal subtype and CDX2 positive) with no lymph node metastases had an extremely good prognosis, with a 5-year survival of 100% and median survival of 172.8 months (Data Supplement). To validate these findings, two comparable but independent cohorts of patients with resected adenocarcinoma of the ampulla of Vater were examined using identical histologic and molecular criteria.
Glasgow validation cohort.
Histomolecular phenotypes defined in the Sydney training cohort cosegregated with outcomes (histomolecular nonpancreaticobiliary v pancreaticobiliary; median survival, 67.0 v 11.9 months; P < .001; Fig 2B). Further stratification with lymph node status again stratified the cohort into three distinct prognostic groups, recapitulating the findings of the Sydney training cohort (Fig 2E). First, the group of patients with histomolecular nonpancreaticobiliary (intestinal) phenotype and no lymph node involvement again had an excellent prognosis, with a 5-year survival of 66.7% and median survival that was not reached. Second, the group of patients with a histomolecular pancreaticobiliary phenotype and lymph node metastases had a poor prognosis, with a median survival of 11.9 months and no 5-year survivors. Third, the remaining patients had an intermediate prognosis, with a 5-year survival of 28.6% and median survival of 26.2 months. Once again, patients with a histomolecular intestinal phenotype without lymph node metastases had an extremely good prognosis, with a 5-year survival of 90% and median survival that was not reached (Data Supplement).
Verona validation cohort.
These relationships with outcome were also apparent in the Verona validation cohort. The two prognostic groups of histomolecular nonpancreaticobiliary and pancreaticobiliary phenotypes had median survivals of 94.0 and 30.9 months, respectively (P = .0088; Fig 2C). Further stratification with lymph node status again divided the cohort into three distinct prognostic groups (Fig 2F). First, the group of patients with histomolecular nonpancreaticobiliary (intestinal) phenotype and no lymph node involvement again had an excellent prognosis, with a 5-year survival of 87.5% and median survival that was not reached. The other two groups had 5-year and median survivals of 41.7% and 51.8 months and 16.7% and 30.9 months, respectively. Patients with a histomolecular intestinal phenotype carcinoma without lymph node metastases again had a favorable prognosis (5-year survival, 92.3%; median survival, 102.3 months; Data Supplement). REMARK (Reporting Recommendations for Tumor Marker Prognostic Studies) criteria32 summaries for CDX2 and MUC1 are presented in Table 3.
DISCUSSION
Defining clinically and biologically relevant phenotypes leads to improvements in overall outcomes through facilitating clinical decision making. Here, we identify distinct clinically relevant phenotypes by refining a histologic classification with molecular criteria to define histomolecular phenotypes. These results were independently validated in two additional cohorts of patients, where histomolecular phenotyping again delineated these distinct prognostic groups. A robust histomolecular classification that is prognostic across several independent cohorts in a heterogeneous cancer type compared with conventional histopathologic classification indirectly supports its use over more variable clinicopathologic factors. Such variability in clinicopathologic factors was seen in these cohorts and has occurred even in large, phase III, randomized, controlled clinical trials, such as RTOG (Radiation Therapy Oncology Group) -9704, ESPAC (European Study Group for Pancreatic Cancer) -1, ESPAC-3, and CONKO (Charité Onkologie) -001. This classification is potentially important in a disease with a broad range of outcomes such as adenocarcinoma of the ampulla of Vater. First, patients could be better selected for surgery, so aggressive and radical surgery could be justified in patients with a tumor of histomolecular intestinal (nonpancreaticobiliary) phenotype on biopsy and a good prognosis expected if resected with clear margins. Second, patients could be better selected for adjuvant chemotherapy, because it is likely that they respond differently to different chemotherapeutic regimens and should be treated differently. Adjuvant gemcitabine chemotherapy would likely only benefit the pancreaticobiliary phenotype, not the intestinal phenotype. This heterogeneity in response may also make it difficult to detect a statistically significant difference in clinical trials of unselected patients. The outcome of a trial would depend on the proportion of each phenotype within the recruited cohort, and the histomolecular distinction could be used to target specific patient subgroups. In addition, it is difficult to detect efficacy of an adjuvant strategy in patients who have an excellent prognosis with surgery alone, and the inclusion of such patients would inadvertently underpower clinical trials.
This could have contributed to the negative result of the ESPAC-3 (V2) adjuvant therapy trial for periampullary cancer,25 where posthoc analysis based on histologic subtype alone did not identify differential treatment responsiveness. In addition, the potential benefit of adjuvant chemotherapy was only demonstrated in multivariate analysis when adjusted for other prognostic variables, suggesting that poor-prognosis tumors were potentially associated with responsiveness. This is also supported by evidence from single-institutional studies, showing a survival benefit with adjuvant chemotherapy in patients with unfavorable prognostic features.12,13,15–18 Additional analyses using a histomolecular classifier should be encouraged and may be informative because this would potentially better differentiate underlying tumor biology. In our cohorts, fewer than one third of patients received adjuvant chemotherapy, and the chemotherapeutic agents used were variable, making interpretation difficult because of small numbers. These analyses did not reveal any association with response overall or differential response of subgroups to adjuvant therapy (data not shown).
Patients whose tumors had a histomolecular intestinal phenotype, without lymph node metastases, had an extremely favorable prognosis (approximately 85% at 5 years), and they could potentially be analogous to those with Dukes' A and Dukes' B colorectal cancers, where adjuvant chemotherapy can be avoided, presenting opportunities for decreasing treatment-associated morbidity and cost. However, patients stratified to the other two groups could be targeted aggressively, because their 5-year survival is relatively poor. Patients with histomolecular pancreaticobiliary tumors could arguably be treated like those with adenocarcinoma of the pancreas and biliary tree, and gemcitabine-based chemotherapy could be used regardless of lymph node status. On the other hand, patients with histomolecular intestinal (nonpancreaticobiliary) tumors with lymph node metastases could be treated like those with Dukes' C colorectal cancer, and FU plus leucovorin–based chemotherapy could be used. These approaches may be used to better interpret past clinical trials and better define phenotypes of therapeutic responsiveness to different adjuvant chemotherapeutic regimens. They would also better inform and more appropriately power clinical trials because approximately 40% of patients have a histomolecular intestinal phenotype carcinoma with no lymph node involvement, and any benefit would likely not be detectable. To study a disease with such a broad range of outcomes in a clinical trial setting would require large numbers if specific patient subgroups were not enriched. Adenocarcinomas of the ampulla of Vater are a clear example where trials targeting a specific phenotypic subgroup would be most appropriate. These targeted trials would require smaller numbers to detect a larger effect, improving feasibility and decreasing cost.33
In conclusion, a combination of histopathologic and molecular criteria defines distinct clinically and biologically relevant histomolecular phenotypes of adenocarcinoma of the ampulla of Vater, with different outcomes and potentially different chemosensitivity profiles. Prospective assessment of this approach is encouraged to define its utility in clinical practice.
AUTHORS' DISCLOSURES OF POTENTIAL CONFLICTS OF INTEREST
Although all authors completed the disclosure declaration, the following author(s) indicated a financial or other interest that is relevant to the subject matter under consideration in this article. Certain relationships marked with a “U” are those for which no compensation was received; those relationships marked with a “C” were compensated. For a detailed description of the disclosure categories, or for more information about ASCO's conflict of interest policy, please refer to the Author Disclosure Declaration and the Disclosures of Potential Conflicts of Interest section in Information for Contributors.
Employment or Leadership Position: None Consultant or Advisory Role: Anthony J. Gill, Cook Medical (C) Stock Ownership: None Honoraria: None Research Funding: None Expert Testimony: None Other Remuneration: None
AUTHOR CONTRIBUTIONS
Conception and design: David K. Chang, Nigel B. Jamieson, Amber L. Johns, Christopher J. Scarlett, Marina Pajic, Angela Chou, Jeremy L. Humphris, Marc D. Jones, Adnan M. Nagrial, Lorraine A. Chantrill, Ilse Rooman, Jaswinder S. Samra, Rita T. Lawlor, Samantha Bersani, Euan J. Dickson, Mohamed A.A. Mohamed, Robert L. Sutherland, James G. Kench, C. Ross Carter, Anthony J. Gill, Aldo Scarpa, Colin J. McKay, Andrew V. Biankin
Financial support: Robert L. Sutherland, Aldo Scarpa, Andrew V. Biankin
Administrative support: Robert L. Sutherland, Andrew V. Biankin
Provision of study materials or patients: David K. Chang, Nigel B. Jamieson, Jaswinder S. Samra, Claudio Bassi, Massimo Falconi, Euan J. Dickson, Karin A. Oien, C. Ross Carter, Aldo Scarpa, Colin J. McKay, Andrew V. Biankin
Collection and assembly of data: David K. Chang, Nigel B. Jamieson, Amber L. Johns, Christopher J. Scarlett, Marina Pajic, Angela Chou, Jeremy L. Humphris, Christopher Toon, Emily K. Colvin, Jaswinder S. Samra, Vincenzo Corbo, Claudio Bassi, Massimo Falconi, Rita T. Lawlor, Nicola Sperandio, Samantha Bersani, Mohamed A.A. Mohamed, Karin A. Oien, Alan K. Foulis, Anthony J. Gill, Aldo Scarpa, Colin J. McKay, Andrew V. Biankin
Data analysis and interpretation: David K. Chang, Nigel B. Jamieson, Amber L. Johns, Christopher J. Scarlett, Marina Pajic, Angela Chou, Mark Pinese, Jeremy L. Humphris, Marc D. Jones, Adnan M. Nagrial, Lorraine A. Chantrill, Venessa T. Chin, Andreia V. Pinho, Ilse Rooman, Mark J. Cowley, Jianmin Wu, R. Scott Mead, Jaswinder S. Samra, Massimo Falconi, Rita T. Lawlor, Stefano Crippa, Samantha Bersani, Euan J. Dickson, Mohamed A.A. Mohamed, Karin A. Oien, Elizabeth A. Musgrove, Robert L. Sutherland, James G. Kench, C. Ross Carter, Anthony J. Gill, Aldo Scarpa, Colin J. McKay, Andrew V. Biankin
Manuscript writing: All authors
Final approval of manuscript: All authors
Acknowledgment
We thank C. Axford, D. Gwynne, M.-A. Brancato, S. Rowe, M. Thomas, S. Simpson, and G. Hammond for central coordination of the Australian Pancreatic Cancer Genome Initiative, data management, and quality control and M. Martyn-Smith, L. Braatvedt, H. Tang, V. Papangelis, and M. Beilin for biospecimen acquisition.
Appendix
Australian Pancreatic Cancer Genome Initiative
The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, New South Wales, Australia: Andrew V. Biankin, Amber L. Johns, Amanda Mawson, David K. Chang, Christopher J. Scarlett, Mary-Anne L. Brancato, Sarah J. Rowe, Skye L. Simpson, Mona Martyn-Smith, Michelle T. Thomas, Lorraine A. Chantrill, Venessa T. Chin, Angela Chou, Mark J. Cowley, Jeremy L. Humphris, Marc D. Jones, R. Scott Mead, Adnan M. Nagrial, Marina Pajic, Jessica Pettit, Mark Pinese, Ilse Rooman, Jianmin Wu, Jian Tao, Renee DiPietro, Clare Watson, Rachel Wong, Andreia De Pinho, Marc Giry-Laterriere, Roger J. Daly, Elizabeth A. Musgrove, Robert L. Sutherland
Queensland Center for Medical Genomics, Institute for Molecular Bioscience, University of Queensland, St Lucia, Queensland, Australia: Sean M. Grimmond, Nicola Waddell, Karin S. Kassahn, David K. Miller, Peter J. Wilson, Ann-Marie Patch, Sarah Song, Ivon Harliwong, Senel Idrisoglu, Craig Nourse, Ehsan Nourbakhsh, Suzanne Manning, Shivangi Wani, Milena Gongora, Matthew Anderson, Oliver Holmes, Conrad Leonard, Darrin Taylor, Scott Wood, Qinying Xu, Katia Nones, J. Lynn Fink, Angelika Christ, Tim Bruxner, Nicole Cloonan, Felicity Newell, John V. Pearson
Royal North Shore Hospital, St Leonards, New South Wales, Australia: Jaswinder S. Samra, Anthony J. Gill, Nick Pavlakis, Alex Guminski, Christopher Toon
Bankstown Hospital, Bankstown, New South Wales, Australia: Andrew V. Biankin, Ray Asghari, Neil D. Merrett, David K. Chang, Darren A. Pavey, Amitabha Das
Liverpool Hospital, Liverpool, New South Wales, Australia: Peter H. Cosman, Kasim Ismail, Chelsie O'Connor
Westmead Hospital, Westmead, New South Wales, Australia: Vincent W. Lam, Duncan McLeod, Henry C. Pleass, Virginia James
Royal Prince Alfred Hospital, Camperdown, New South Wales, Australia: James G. Kench, Caroline L. Cooper, David Joseph, Charbel Sandroussi, Michael Crawford
Fremantle Hospital, Fremantle, Western Australia, Australia: Michael Texler, Cindy Forrest, Andrew Laycock, Krishna P. Epari, Mo Ballal, David R. Fletcher, Sanjay Mukhedkar
Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia: Nigel A. Spry, Bastiaan DeBoer, Ming Chai
St John of God Healthcare, Subiaco, Western Australia, Australia: Nikolajs Zeps, Maria Beilin, Kynan Feeney
Royal Adelaide Hospital, Adelaide, South Australia, Australia: Nam Q. Nguyen, Andrew R. Ruszkiewicz, Chris Worthley, Chuan P. Tan, Tamara Debrencini
Flinders Medical Centre, Bedford Park, South Australia, Australia: John Chen, Mark E. Brooke-Smith, Virginia Papangelis
Greenslopes Private Hospital, Greenslopes, Queensland, Australia: Henry Tang, Andrew P. Barbour
Envoi Pathology, Herston, Queensland, Australia: Andrew D. Clouston, Patrick Martin
Princess Alexandria Hospital, Woolloongabba, Queensland, Australia: Thomas J. O'Rourke, Amy Chiang, Jonathan W. Fawcett, Kellee Slater, Shinn Yeung, Michael Hatzifotis, Peter Hodgkinson
Austin Hospital, Heidelberg, Victoria, Australia: Christopher Christophi, Mehrdad Nikfarjam, Angela Mountain
Victorian Cancer Biobank, Carlton, Victoria, Australia
Johns Hopkins Medical Institutes, Baltimore, MD: James R. Eshleman, Ralph H. Hruban, Anirban Maitra, Christine A. Iacobuzio-Donahue, Richard D. Schulick, Christopher L. Wolfgang, Richard A. Morgan, Mary Hodgin
Center for Applied Research on Cancer, University of Verona, Verona, Italy: ldo Scarpa, Rita T. Lawlor, Stefania Beghelli, Vincenzo Corbo, Maria Scardoni, Claudio Bassi
University of California, San Francisco, San Francisco, CA: Margaret A. Tempero
Footnotes
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Written on behalf of the Australian Pancreatic Cancer Genome Initiative.
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Supported by the National Health and Medical Research Council of Australia, Cancer Council New South Wales (NSW), Cancer Institute NSW, Royal Australasian College of Surgeons, St Vincent's Clinic Foundation, R.T. Hall Trust, and Avner Nahmani Pancreatic Cancer Foundation, Australia; the Chief Scientist's Office of the Scottish Government, United Kingdom; and the Italian Association for Cancer Research, Fondazione Cariverona, and Miriam Cherubini Loro, Italy.
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Authors' disclosures of potential conflicts of interest and author contributions are found at the end of this article.