Mapping immune cell infiltration using restricted diffusion MRI

Magn Reson Med. 2017 Feb;77(2):603-612. doi: 10.1002/mrm.26143. Epub 2016 Feb 4.

Abstract

Purpose: Diffusion MRI provides a noninvasive way to assess tissue microstructure. Based on diffusion MRI, we propose a model-free method called restricted diffusion imaging (RDI) to quantify restricted diffusion and correlate it with cellularity.

Theory and methods: An analytical relation between q-space signals and the density of restricted spins was derived to quantify restricted diffusion. A phantom study was conducted to investigate the performance of RDI, and RDI was applied to an animal study to assess immune cell infiltration in myocardial tissues with ischemia-reperfusion injury.

Results: Our phantom study showed a correlation coefficient of 0.998 between cell density and the restricted diffusion quantified by RDI. The animal study also showed that the high-value regions in RDI matched well with the macrophage infiltration areas in the H&E stained slides. In comparison with diffusion tensor imaging (DTI), RDI exhibited its outperformance to detect macrophage infiltration and delineate inflammatory myocardium.

Conclusion: RDI can be used to reveal cell density and detect immune cell infiltration. RDI exhibits better specificity than the diffusivity measurement derived from DTI. Magn Reson Med 77:603-612, 2017. © 2016 International Society for Magnetic Resonance in Medicine.

Keywords: apparent diffusion coefficient (ADC); immune cell infiltration; ischemia-reperfusion injury; restricted diffusion; restricted diffusion imaging (RDI).

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Animals
  • Cell Tracking / methods*
  • Diffusion Magnetic Resonance Imaging / instrumentation
  • Diffusion Magnetic Resonance Imaging / methods*
  • Image Enhancement / methods
  • Image Interpretation, Computer-Assisted / methods*
  • Macrophages / immunology
  • Macrophages / pathology*
  • Male
  • Myocardial Reperfusion Injury / diagnostic imaging
  • Myocardial Reperfusion Injury / immunology
  • Myocardial Reperfusion Injury / pathology*
  • Neutrophil Infiltration / immunology*
  • Phantoms, Imaging
  • Rats
  • Reproducibility of Results
  • Sensitivity and Specificity