Histogram analysis of synthetic magnetic resonance imaging: Correlations with histopathological factors in head and neck squamous cell carcinoma

Eur J Radiol. 2023 Mar:160:110715. doi: 10.1016/j.ejrad.2023.110715. Epub 2023 Jan 27.

Abstract

Purpose: To analyse the association between histogram parameters derived from synthetic MRI (SyMRI) and different histopathological factors in head and neck squamous cell carcinoma (HNSCC).

Method: Sixty-one patients with histologically proven primary HNSCC were prospectively enrolled. The correlations between histogram parameters of SyMRI (T1, T2 and proton density (PD) maps) and histopathological factors were analysed using Spearman analysis. The Mann-Whitney U test or Student's t test was utilized to differentiate histological grades and human papillomavirus (HPV) status. The ROC curves and leave-one-out cross-validation (LOOCV) were used to evaluate the differentiation performance. Bootstrapping was applied to avoid overfitting.

Results: Several histogram parameters were associated with histological grade: T1 map (r = 0.291) and PD map (r = 0.294 - 0.382/-0.343), and PD_75th Percentile showed the highest differentiation performance (AUC: 0.721 (ROC) and 0.719 (LOOCV)). Moderately negative correlations were found between p16 status and the histogram parameters: T1 map (r = -0.587 - -0.390), T2 map (r = -0.649 - -0.357) and PD map (r = -0.537 - -0.338). In differentiating HPV infection, Entropy was the most discriminative parameter in each map and T2_Entropy showed the highest diagnostic performance (AUC: 0.851 [ROC] and 0.851 [LOOCV]). Additionally, several histogram parameters were correlated with Ki-67 (r = -0.379/-0.397), epidermal growth factor receptor (EGFR) (r = 0.318/0.322) status and p53 (r = 0.452 - 0.665/-0.607) status.

Conclusions: Histogram parameters derived from SyMRI may serve as a potential biomarker for discriminating relevant histopathological features, including histological differentiation grade, HPV infection, Ki-67, EGFR and p53 statuses.

Keywords: Head and neck; Histogram analysis; Histological grade; Human papillomavirus; Synthetic MRI.

MeSH terms

  • Diffusion Magnetic Resonance Imaging
  • ErbB Receptors
  • Head and Neck Neoplasms* / diagnostic imaging
  • Humans
  • Ki-67 Antigen
  • Magnetic Resonance Imaging
  • Magnetic Resonance Spectroscopy
  • Papillomavirus Infections* / diagnostic imaging
  • Retrospective Studies
  • Squamous Cell Carcinoma of Head and Neck / diagnostic imaging
  • Tumor Suppressor Protein p53 / metabolism

Substances

  • Ki-67 Antigen
  • Tumor Suppressor Protein p53
  • ErbB Receptors