Histogram analysis of quantitative pharmacokinetic parameters on DCE-MRI: correlations with prognostic factors and molecular subtypes in breast cancer

Breast Cancer. 2019 Jan;26(1):113-124. doi: 10.1007/s12282-018-0899-8. Epub 2018 Aug 1.

Abstract

Background: Breast cancer heterogeneity influences poor prognoses thorough therapy resistance. This study quantitatively evaluated intratumoral heterogeneity through a histogram analysis of dynamic contrast-enhanced MRI (DCE-MRI) pharmacokinetic parameters, and determined correlations with prognostic factors and molecular subtypes.

Methods: We retrospectively investigated 101 invasive ductal breast cancers from 99 women who underwent preoperative DCE-MRI between July 2012 and November 2014. Pharmacokinetic parameters (Ktrans, kep, and ve) were obtained by the Tofts model. For each parameter, the mean, standard deviation, coefficient of variation, skewness, and kurtosis values of tumor were calculated, and prognostic factors and subtypes associations were assessed.

Results: The mean of ve was lower in cancers with high Ki-67 than in cancers with low Ki-67 (P = 0.002). The coefficient of variation of ve was higher in cancers with estrogen receptor negativity than in cancers with estrogen receptor positivity (P < 0.001). The coefficient of variation of ve was also higher in cancers with high Ki-67 than in cancers with low Ki-67 (P < 0.001). The skewness of ve was higher in cancers with high nuclear grade than in cancers with low nuclear grade (P = 0.006). Triple-negative cancers showed higher ve coefficient of variation than did those with luminal A (P < 0.001) and B (P = 0.006).

Conclusions: Various ve parameters correlated with breast cancer prognostic factors and molecular subtypes.

Keywords: Brest cancer; Dynamic contrast-enhanced MRI; Histogram analysis; Pharmacokinetic modeling.

MeSH terms

  • Adult
  • Breast / blood supply
  • Breast / diagnostic imaging
  • Breast / pathology
  • Breast Neoplasms / blood supply
  • Breast Neoplasms / diagnostic imaging*
  • Breast Neoplasms / pathology
  • Carcinoma, Ductal, Breast / diagnostic imaging*
  • Carcinoma, Ductal, Breast / pathology
  • Contrast Media / administration & dosage
  • Contrast Media / pharmacokinetics*
  • Female
  • Humans
  • Image Processing, Computer-Assisted / methods*
  • Ki-67 Antigen / metabolism
  • Magnetic Resonance Imaging / methods
  • Middle Aged
  • Neovascularization, Pathologic / diagnostic imaging*
  • Neovascularization, Pathologic / pathology
  • Prognosis
  • Receptors, Estrogen / metabolism
  • Reproducibility of Results
  • Retrospective Studies

Substances

  • Contrast Media
  • Ki-67 Antigen
  • Receptors, Estrogen