Quantitative imaging to evaluate malignant potential of IPMNs

Objective To investigate using quantitative imaging to assess the malignant potential of intraductal papillary mucinous neoplasms (IPMNs) in the pancreas. Background Pancreatic cysts are identified in over 2% of the population and a subset of these, including intraductal papillary mucinous neoplasms (IPMNs), represent pre-malignant lesions. Unfortunately, clinicians cannot accurately predict which of these lesions are likely to progress to pancreatic ductal adenocarcinoma (PDAC). Methods We investigated 360 imaging features within the domains of intensity, texture and shape using pancreatic protocol CT images in 53 patients diagnosed with IPMN (34 “high-grade” [HG] and 19 “low-grade” [LG]) who subsequently underwent surgical resection. We evaluated the performance of these features as well as the Fukuoka criteria for pancreatic cyst resection. Results In our cohort, the Fukuoka criteria had a false positive rate of 36%. We identified 14 imaging biomarkers within Gray-Level Co-Occurrence Matrix (GLCM) that predicted histopathological grade within cyst contours. The most predictive marker differentiated LG and HG lesions with an area under the curve (AUC) of .82 at a sensitivity of 85% and specificity of 68%. Using a cross-validated design, the best logistic regression yielded an AUC of 0.96 (σ = .05) at a sensitivity of 97% and specificity of 88%. Based on the principal component analysis, HG IPMNs demonstrated a pattern of separation from LG IPMNs. Conclusions HG IPMNs appear to have distinct imaging properties. Further validation of these findings may address a major clinical need in this population by identifying those most likely to benefit from surgical resection.

[1]  R. Hruban,et al.  Cystic precursors to invasive pancreatic cancer , 2011, Nature Reviews Gastroenterology &Hepatology.

[2]  K. Campbell,et al.  Intraductal Papillary Mucinous Neoplasms of the Pancreas: An Updated Experience , 2004, Annals of surgery.

[3]  N. Valsangkar,et al.  851 resected cystic tumors of the pancreas: a 33-year experience at the Massachusetts General Hospital. , 2012, Surgery.

[4]  R. Hruban,et al.  Management of pancreatic cysts: a multidisciplinary approach , 2013, Current opinion in gastroenterology.

[5]  Ferenc A. Jolesz,et al.  Radiogenomic Mapping of Edema/Cellular Invasion MRI-Phenotypes in Glioblastoma Multiforme , 2011, PloS one.

[6]  Jinzhong Yang,et al.  IBEX: an open infrastructure software platform to facilitate collaborative work in radiomics. , 2015, Medical physics.

[7]  Geoffrey G. Zhang,et al.  Combining radiomic features with a miRNA classifier may improve prediction of malignant pathology for pancreatic intraductal papillary mucinous neoplasms , 2016, Oncotarget.

[8]  H. Pitt,et al.  Cystic Pancreatic Neoplasms: Observe or Operate , 2004, Annals of surgery.

[9]  C. Bassi,et al.  Main-Duct Intraductal Papillary Mucinous Neoplasms of the Pancreas: Clinical Predictors of Malignancy and Long-term Survival Following Resection , 2004, Annals of surgery.

[10]  Y. Benjamini,et al.  Controlling the false discovery rate in behavior genetics research , 2001, Behavioural Brain Research.

[11]  Mauro Ferrari,et al.  Transport properties of pancreatic cancer describe gemcitabine delivery and response. , 2014, The Journal of clinical investigation.

[12]  K. Horton,et al.  Prevalence of unsuspected pancreatic cysts on MDCT. , 2008, AJR. American journal of roentgenology.

[13]  Mauro Ferrari,et al.  Intra-tumoral heterogeneity of gemcitabine delivery and mass transport in human pancreatic cancer , 2014, Physical biology.

[14]  P. Lambin,et al.  Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach , 2014, Nature Communications.

[15]  J. Wargo,et al.  Incidental Pancreatic Cysts: Do We Really Know What We Are Watching? , 2010, Pancreatology.

[16]  Jin-Young Jang,et al.  A combination of molecular markers and clinical features improve the classification of pancreatic cysts. , 2015, Gastroenterology.

[17]  Jin-Young Jang,et al.  International consensus guidelines 2012 for the management of IPMN and MCN of the pancreas. , 2012, Pancreatology : official journal of the International Association of Pancreatology (IAP) ... [et al.].

[18]  W. Youden,et al.  Index for rating diagnostic tests , 1950, Cancer.

[19]  S. Raman,et al.  Evaluation of the guidelines for management of pancreatic branch-duct intraductal papillary mucinous neoplasm. , 2008, Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association.

[20]  John L. Cameron,et al.  Resected Serous Cystic Neoplasms of the Pancreas: A Review of 158 Patients with Recommendations for Treatment , 2007, Journal of Gastrointestinal Surgery.

[21]  M. Talamini,et al.  Pathologic examination accurately predicts prognosis in mucinous cystic neoplasms of the pancreas. , 1999, The American journal of surgical pathology.

[22]  M. Mino‐Kenudson,et al.  Mucin-producing neoplasms of the pancreas: an analysis of distinguishing clinical and epidemiologic characteristics. , 2010, Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association.