CT texture analysis can help differentiate between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer

被引:164
作者
Andersen, Michael Brun [1 ]
Harders, Stefan Walbom [1 ]
Ganeshan, Balaji [2 ]
Thygesen, Jesper [1 ]
Madsen, Hans Henrik Torp [1 ]
Rasmussen, Finn [1 ]
机构
[1] Aarhus Univ Hosp, Dept Radiol, DK-8000 Aarhus, Denmark
[2] Univ Coll London Hosp, Inst Nucl Med, London, England
关键词
Computed tomography (CT); computer applications - detection/diagnosis; thorax; lymphatic; mediastinum; TUMOR HETEROGENEITY; COMPUTED-TOMOGRAPHY; SURVIVAL; STAGE; METABOLISM; CARCINOMA; EUS;
D O I
10.1177/0284185115598808
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
100231 [临床病理学]; 100902 [航空航天医学];
摘要
Background: In patients with non-small-cell lung carcinoma NSCLC the lymph node staging in the mediastinum is important due to impact on management and prognosis. Computed tomography texture analysis (CTTA) is a postprocessing technique that can evaluate the heterogeneity of marked regions in images. Purpose: To evaluate if CTTA can differentiate between malignant and benign lymph nodes in a cohort of patients with suspected lung cancer. Material and Methods: With tissue sampling as reference standard, 46 lymph nodes from 29 patients were analyzed using CTTA. For each lymph node, CTTA was performed using a research software "TexRAD" by drawing a region of interest (ROI) on all available axial contrast-enhanced computed tomography (CT) slices covering the entire volume of the lymph node. Lymph node CTTA comprised image filtration-histogram analysis undertakes two stages: the first step comprised an application of a Laplacian of Gaussian filter to highlight fine to coarse textures within the ROI, followed by a quantification of textures via histogram analysis using mean gray-level intensity from the entire volume of the lymph nodes. Results: CTTA demonstrated a statistically significant difference between the malignant and the benign lymph nodes (P = 0.001), and by binary logistic regression we obtained a sensitivity of 53% and specificity of 97% in the test population. The area under the receiver operating curve was 83.4% and reproducibility was excellent. Conclusion: CTTA may be helpful in differentiating between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer, with a low intra-observer variance.
引用
收藏
页码:669 / 676
页数:8
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