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

Acta Radiol. 2016 Jun;57(6):669-76. doi: 10.1177/0284185115598808. Epub 2015 Aug 12.

Abstract

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.

Keywords: Computed tomography (CT); computer applications – detection/diagnosis; lymphatic; mediastinum; thorax.

MeSH terms

  • Adult
  • Carcinoma, Non-Small-Cell Lung / pathology*
  • Contrast Media
  • Denmark
  • Diagnosis, Differential
  • Female
  • Humans
  • Iohexol
  • Lung Neoplasms / pathology*
  • Lymphatic Metastasis / diagnostic imaging*
  • Male
  • Mediastinum / diagnostic imaging*
  • Prognosis
  • Radiographic Image Interpretation, Computer-Assisted / methods*
  • Reproducibility of Results
  • Sensitivity and Specificity
  • Tomography, X-Ray Computed*
  • Triiodobenzoic Acids

Substances

  • Contrast Media
  • Triiodobenzoic Acids
  • Iohexol
  • iodixanol