Published January 17, 2020
| Version v1
Journal article
Complementary role of computed tomography texture analysis for differentiation of pancreatic ductal adenocarcinoma from pancreatic neuroendocrine tumors in the portal-venous enhancement phase
Creators
- 1. University Hospital Tübingen. Department of Diagnostic and Interventional Radiology (Germany)
- 2. University Hospital Tübingen. Department of Internal Medicine I, Hepatology, Gastroenterology, Infectiology (Germany)
Description
Purpose
To assess the role of CT-texture analysis (CTTA) for differentiation of pancreatic ductal adenocarcinoma (PDAC) from pancreatic neuroendocrine neoplasm (PNEN) in the portal-venous phase as compared with visual assessment and tumor-to-pancreas attenuation ratios.Methods
53 patients (66.1 ± 8.6y) with PDAC and 42 patients (65.5 ± 12.2y) with PNEN who underwent contrast-enhanced CT for primary staging were evaluated. Volumes of interests (VOIs) were set in the tumor tissue at the portal-venous phase excluding adjacent structures. Based on pyradiomics library, 92 textural features were extracted including 1st, 2nd, and higher order features, and then compared between PNEN and PDAC. The visual assessment classified tumors into hypo-, iso-, or hyperdense to pancreas parenchyma or into homogeneous/heterogeneous. Additionally, attenuation ratios between the tumors and the non-involved pancreas were calculated.Results
8/92 (8.6%) highly significant (p < 0.005) discriminatory textural features between PDAC and PNEN were identified including the 1st order features "median," "total energy," "energy," "10th percentile," "90th percentile," "minimum," "maximum," and the 2nd order feature "Gray-Level co-occurrence Matrix (GLCM) Informational Measure of Correlation (Imc2)." In PNEN, the higher order feature "GLSZM Small Area High Gray-Level Emphasis" proved significantly higher in G1 compared to G2/3 tumors (p < 0.05). The tumor/parenchyma ratios as well as the visual assessment into hypo-/iso-/hyperdense or homogeneous/heterogeneous did not significantly differ between PDAC and PNEN.Conclusions
Our data indicate that CTTA is a feasible tool for differentiation of PNEN from PDAC and also of G1 from G2/3 PNEN in the portal-venous phase. Visual assessment and tumor-to-parenchyma ratios were not useful for discrimination.Additional details
Identifiers
Publishing Information
- Journal Title
- Abdominal Radiology (Online)
- Journal Volume
- 45
- Journal Issue
- 3
- Journal Page Range
- p. 750-758
- ISSN
- 2366-0058
INIS
- Country of Publication
- United States
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 55057407
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- ASTROCYTOMAS; ATTENUATION; CARCINOMAS; CAT SCANNING; COMPUTERIZED TOMOGRAPHY; CONTRAST MEDIA; DUCTS; HEMATOXYLIN; IMAGE PROCESSING; MATRICES; PANCREAS; PATIENTS; PLAQUE FORMATION; PORTAL SYSTEM; TEXTURE
- Descriptors DEC
- AROMATICS; BLOOD VESSELS; BODY; CARDIOVASCULAR SYSTEM; COMPUTERIZED TOMOGRAPHY; DIAGNOSTIC TECHNIQUES; DIGESTIVE SYSTEM; DISEASES; DYES; ENDOCRINE GLANDS; GLANDS; GLIOMAS; HETEROCYCLIC COMPOUNDS; HETEROCYCLIC OXYGEN COMPOUNDS; HYDROCARBONS; HYDROXY COMPOUNDS; NEOPLASMS; NERVOUS SYSTEM DISEASES; ORGANIC COMPOUNDS; ORGANIC OXYGEN COMPOUNDS; ORGANS; PHENOLS; POLYPHENOLS; PROCESSING; PYRANS; TOMOGRAPHY; VEINS
Optional Information
- Copyright
- Copyright (c) 2020 © Springer Science+Business Media, LLC, part of Springer Nature 2020