The differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma: the values of CT imaging features and texture analysis

Abstract Background Imaging findings for pancreatic neuroendocrine carcinoma (PNEC) and pancreatic ductal adenocarcinoma (PDAC) often overlap. The aim of this study was to demonstrate the value of computed tomography (CT) imaging features and texture analysis to differentiate PNEC from PDAC. Methods...

Full description

Bibliographic Details
Main Authors: Chuangen Guo, Xiaoling Zhuge, Qidong Wang, Wenbo Xiao, Zhonglan Wang, Zhongqiu Wang, Zhan Feng, Xiao Chen
Format: Article
Language:English
Published: BMC 2018-10-01
Series:Cancer Imaging
Subjects:
Online Access:http://link.springer.com/article/10.1186/s40644-018-0170-8
_version_ 1828909616396763136
author Chuangen Guo
Xiaoling Zhuge
Qidong Wang
Wenbo Xiao
Zhonglan Wang
Zhongqiu Wang
Zhan Feng
Xiao Chen
author_facet Chuangen Guo
Xiaoling Zhuge
Qidong Wang
Wenbo Xiao
Zhonglan Wang
Zhongqiu Wang
Zhan Feng
Xiao Chen
author_sort Chuangen Guo
collection DOAJ
description Abstract Background Imaging findings for pancreatic neuroendocrine carcinoma (PNEC) and pancreatic ductal adenocarcinoma (PDAC) often overlap. The aim of this study was to demonstrate the value of computed tomography (CT) imaging features and texture analysis to differentiate PNEC from PDAC. Methods Twenty-eight patients with pathologically-proved PDAC and 14 patients with PNEC were included in this study. CT imaging findings, including tumor boundary, size, enhancement degree, duct dilatation and parenchymal atrophy were used to compare PDAC and PNEC. CT texture features were extracted from CT images at the arterial and portal phases. Results More PNEC than PDAC had well-defined margins (57.1% vs 25.0%, p = 0.04). Parenchymal atrophy was more common in PDAC than in PNEC (67.9% vs 28.1%, p = 0.02). CT attenuation values (HU) and contrast ratios of PNEC inthe arterial and portal phases were higher than those of PDAC (p < 0.05 or 0.01). Entropy was lower and uniformity was higher in PNEC compare to PDAC at the arterial phase (p < 0.05). Contrast ratio showed the highest area under curve (AUC) for differentiating PNEC from PDAC (AUC = 0.98–0.99). Entropy and uniformity also showed an acceptable AUC (0.71–0.72). Conclusions Our data indicate that CT imaging features, including tumor margin, enhanced degree and parenchymal atrophy, as well as texture parameters can aid in the differentiation of PNEC from PDAC.
first_indexed 2024-12-13T18:31:03Z
format Article
id doaj.art-e38ffb4f8b334889a49c985b9746a0ef
institution Directory Open Access Journal
issn 1470-7330
language English
last_indexed 2024-12-13T18:31:03Z
publishDate 2018-10-01
publisher BMC
record_format Article
series Cancer Imaging
spelling doaj.art-e38ffb4f8b334889a49c985b9746a0ef2022-12-21T23:35:29ZengBMCCancer Imaging1470-73302018-10-011811610.1186/s40644-018-0170-8The differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma: the values of CT imaging features and texture analysisChuangen Guo0Xiaoling Zhuge1Qidong Wang2Wenbo Xiao3Zhonglan Wang4Zhongqiu Wang5Zhan Feng6Xiao Chen7Department of Radiology, the First Affiliated Hospital, College of Medicine Zhejiang UniversityDepartment of Laboratory Medicine, the First Affiliated Hospital, College of Medicine Zhejiang UniversityDepartment of Radiology, the First Affiliated Hospital, College of Medicine Zhejiang UniversityDepartment of Radiology, the First Affiliated Hospital, College of Medicine Zhejiang UniversityDepartment of Radiology, the Affiliated Hospital of Nanjing University of Chinese MedicineDepartment of Radiology, the Affiliated Hospital of Nanjing University of Chinese MedicineDepartment of Radiology, the First Affiliated Hospital, College of Medicine Zhejiang UniversityDepartment of Radiology, the Affiliated Hospital of Nanjing University of Chinese MedicineAbstract Background Imaging findings for pancreatic neuroendocrine carcinoma (PNEC) and pancreatic ductal adenocarcinoma (PDAC) often overlap. The aim of this study was to demonstrate the value of computed tomography (CT) imaging features and texture analysis to differentiate PNEC from PDAC. Methods Twenty-eight patients with pathologically-proved PDAC and 14 patients with PNEC were included in this study. CT imaging findings, including tumor boundary, size, enhancement degree, duct dilatation and parenchymal atrophy were used to compare PDAC and PNEC. CT texture features were extracted from CT images at the arterial and portal phases. Results More PNEC than PDAC had well-defined margins (57.1% vs 25.0%, p = 0.04). Parenchymal atrophy was more common in PDAC than in PNEC (67.9% vs 28.1%, p = 0.02). CT attenuation values (HU) and contrast ratios of PNEC inthe arterial and portal phases were higher than those of PDAC (p < 0.05 or 0.01). Entropy was lower and uniformity was higher in PNEC compare to PDAC at the arterial phase (p < 0.05). Contrast ratio showed the highest area under curve (AUC) for differentiating PNEC from PDAC (AUC = 0.98–0.99). Entropy and uniformity also showed an acceptable AUC (0.71–0.72). Conclusions Our data indicate that CT imaging features, including tumor margin, enhanced degree and parenchymal atrophy, as well as texture parameters can aid in the differentiation of PNEC from PDAC.http://link.springer.com/article/10.1186/s40644-018-0170-8Pancreatic neuroendocrine carcinomaPancreatic ductal adenocarcinoma.Computed tomography.Texture analysis.
spellingShingle Chuangen Guo
Xiaoling Zhuge
Qidong Wang
Wenbo Xiao
Zhonglan Wang
Zhongqiu Wang
Zhan Feng
Xiao Chen
The differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma: the values of CT imaging features and texture analysis
Cancer Imaging
Pancreatic neuroendocrine carcinoma
Pancreatic ductal adenocarcinoma.
Computed tomography.
Texture analysis.
title The differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma: the values of CT imaging features and texture analysis
title_full The differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma: the values of CT imaging features and texture analysis
title_fullStr The differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma: the values of CT imaging features and texture analysis
title_full_unstemmed The differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma: the values of CT imaging features and texture analysis
title_short The differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma: the values of CT imaging features and texture analysis
title_sort differentiation of pancreatic neuroendocrine carcinoma from pancreatic ductal adenocarcinoma the values of ct imaging features and texture analysis
topic Pancreatic neuroendocrine carcinoma
Pancreatic ductal adenocarcinoma.
Computed tomography.
Texture analysis.
url http://link.springer.com/article/10.1186/s40644-018-0170-8
work_keys_str_mv AT chuangenguo thedifferentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT xiaolingzhuge thedifferentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT qidongwang thedifferentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT wenboxiao thedifferentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT zhonglanwang thedifferentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT zhongqiuwang thedifferentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT zhanfeng thedifferentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT xiaochen thedifferentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT chuangenguo differentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT xiaolingzhuge differentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT qidongwang differentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT wenboxiao differentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT zhonglanwang differentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT zhongqiuwang differentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT zhanfeng differentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis
AT xiaochen differentiationofpancreaticneuroendocrinecarcinomafrompancreaticductaladenocarcinomathevaluesofctimagingfeaturesandtextureanalysis