CT texture analysis of mediastinal lymphadenopathy: Combining with US-based elastographic parameter and discrimination between sarcoidosis and lymph node metastasis from small cell lung cancer

PLoS One. 2020 Dec 2;15(12):e0243181. doi: 10.1371/journal.pone.0243181. eCollection 2020.

Abstract

Objectives: To investigate the potential of computed tomography (CT)-based texture analysis and elastographic data provided by endobronchial ultrasonography (EBUS) for differentiating the mediastinal lymphadenopathy by sarcoidosis and small cell lung cancer (SCLC) metastasis.

Methods: Sixteen patients with sarcoidosis and 14 with SCLC were enrolled. On CT images showing the largest mediastinal lymph node, a fixed region of interest was drawn on the node, and texture features were automatically measured. Among the 30 patients, 19 (12 sarcoidosis and 7 SCLC) underwent endobronchial ultrasound transbronchial needle aspiration, and the fat-to-lesion strain ratio (FLR) was recorded. Texture features and FLRs were compared between the 2 patient groups. Logistic regression analysis was performed to evaluate the diagnostic accuracy of these measurements.

Results: Of the 31 texture features, the differences between 11 texture features of CT ROIs in the patients with sarcoidosis versus patients with SCLC were significant. Among them, the grey-level run length matrix with high gray-level run emphasis (GLRLM-HGRE) showed the greatest difference (P<0.01). Differences between FLRs were significant (P<0.05). Logistic regression analysis together with receiver operating characteristic curve analysis demonstrated that the FLR combined with the GLRLM-HGRE showed a high diagnostic accuracy (100% sensitivity, 92% specificity, 0.988 area under the curve) for discriminating between sarcoidosis and SCLC.

Conclusion: Texture analysis, particularly combined with the FLR, is useful for discriminating between mediastinal lymphadenopathy caused by sarcoidosis from that caused by metastasis from SCLC.

MeSH terms

  • Aged
  • Aged, 80 and over
  • Diagnosis, Differential
  • Elasticity Imaging Techniques
  • Endoscopic Ultrasound-Guided Fine Needle Aspiration
  • Female
  • Humans
  • Logistic Models
  • Lung Neoplasms / diagnostic imaging*
  • Lymphatic Metastasis
  • Male
  • Mediastinal Diseases / diagnostic imaging*
  • Middle Aged
  • Radiographic Image Interpretation, Computer-Assisted / methods*
  • Retrospective Studies
  • Sarcoidosis / diagnostic imaging*
  • Small Cell Lung Carcinoma / diagnostic imaging*
  • Tomography, X-Ray Computed

Grants and funding

The authors received no specific funding for this work.