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Pre-operative radiomics model for prognostication in resectable pancreatic adenocarcinoma with external validation.

Gerard M HealyEmmanuel Salinas-MirandaRahi JainXin DongDominik DeniffelAyelet BorgidaAli HosniDavid T RyanNwabundo NjezeAnne McGuireKevin C ConlonJonathan D DoddEdmund Ronan RyanRobert C GrantSteven GallingerMasoom A Haider
Published in: European radiology (2021)
• At external validation, a pre-operative clinical-radiomics prognostic model for pancreatic ductal adenocarcinoma (PDAC) outperformed pre-operative clinical variables alone or pathological TNM staging. • Discrimination and clinical utility of the clinical-radiomic model for treatment decisions remained low, likely due to heterogeneity of CT acquisition parameters. • Despite small improvements, prognosis in PDAC using state-of-the-art radiomics methodology remains challenging, mostly owing to its low discriminative ability. Future research should focus on standardization of CT protocols and acquisition parameters.
Keyphrases
  • contrast enhanced
  • computed tomography
  • lymph node metastasis
  • magnetic resonance imaging
  • image quality
  • squamous cell carcinoma
  • magnetic resonance
  • single cell
  • dual energy
  • positron emission tomography
  • pet ct