Complementary role of computed tomography texture analysis for differentiation of pancreatic ductal adenocarcinoma from pancreatic neuroendocrine tumors in the portal-venous enhancement phase

被引:31
|
作者
Reinert, Christian Philipp [1 ]
Baumgartner, Karolin [1 ]
Hepp, Tobias [1 ]
Bitzer, Michael [2 ]
Horger, Marius [1 ]
机构
[1] Univ Hosp Tubingen, Dept Diagnost & Intervent Radiol, Hoppe Seyler Str 3, D-72076 Tubingen, Germany
[2] Univ Hosp Tubingen, Dept Internal Med 1, Hepatol, Gastroenterol,Infectiol, Otfried Muller Str 10, D-72076 Tubingen, Germany
关键词
Tomography; X-ray computed; Neuroendocrine tumors; Carcinoma; pancreatic ductal; Pancreatic neoplasms; ENDOCRINE TUMORS; IMAGING MIMICS; CT; RADIOMICS; FEATURES; PREDICTION;
D O I
10.1007/s00261-020-02406-9
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
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.
引用
收藏
页码:750 / 758
页数:9
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