Manual versus Automated Carotid Artery Plaque Component Segmentation in High and Lower Quality 3.0 Tesla MRI Scans

PLoS One. 2016 Dec 8;11(12):e0164267. doi: 10.1371/journal.pone.0164267. eCollection 2016.

Abstract

Purpose: To study the interscan reproducibility of manual versus automated segmentation of carotid artery plaque components, and the agreement between both methods, in high and lower quality MRI scans.

Methods: 24 patients with 30-70% carotid artery stenosis were planned for 3T carotid MRI, followed by a rescan within 1 month. A multicontrast protocol (T1w,T2w, PDw and TOF sequences) was used. After co-registration and delineation of the lumen and outer wall, segmentation of plaque components (lipid-rich necrotic cores (LRNC) and calcifications) was performed both manually and automated. Scan quality was assessed using a visual quality scale.

Results: Agreement for the detection of LRNC (Cohen's kappa (k) is 0.04) and calcification (k = 0.41) between both manual and automated segmentation methods was poor. In the high-quality scans (visual quality score ≥ 3), the agreement between manual and automated segmentation increased to k = 0.55 and k = 0.58 for, respectively, the detection of LRNC and calcification larger than 1 mm2. Both manual and automated analysis showed good interscan reproducibility for the quantification of LRNC (intraclass correlation coefficient (ICC) of 0.94 and 0.80 respectively) and calcified plaque area (ICC of 0.95 and 0.77, respectively).

Conclusion: Agreement between manual and automated segmentation of LRNC and calcifications was poor, despite a good interscan reproducibility of both methods. The agreement between both methods increased to moderate in high quality scans. These findings indicate that image quality is a critical determinant of the performance of both manual and automated segmentation of carotid artery plaque components.

Publication types

  • Comparative Study
  • Observational Study

MeSH terms

  • Aged
  • Automation
  • Calcinosis / diagnostic imaging
  • Carotid Arteries / diagnostic imaging
  • Carotid Arteries / pathology
  • Carotid Stenosis / diagnostic imaging*
  • Carotid Stenosis / pathology
  • Female
  • Humans
  • Magnetic Resonance Imaging / methods*
  • Male
  • Necrosis
  • Reproducibility of Results

Grants and funding

The authors received no specific funding for this work.