Immune cells detection of the in vivo rejecting heart in USPIO-enhanced magnetic resonance imaging.
Contrast-enhanced magnetic resonance imaging (MRI) is useful to study the infiltration of immune cells, in particular macrophages. Contrast agents, for example ultra-small superparamagnetic iron oxide (USPIO) particles, administered intravenously into the blood stream will be engulfed by macrophages circulating in the circulation system. When a transplanted heart rejects, macrophages and other immune cells will infiltrate the rejecting tissue. Imaged by T*2 weighted MRI, USPIO-labeled macrophages will display dark pixel intensities. Detecting the presence of USPIO particles in the images facilitates the study of heart rejection. We cast the problem of detecting the presence of USPIO-labeled myocardium in the framework of spectral graph theory, and treat our decision function as a level set function on the image. The pixels with positive level set values correspond to the presence of immune cells, and negative to the absence. When the image is modeled by a graph, the spectral analysis of the graph Laplacian provides a basis to represent the level set function. We develop from the Cheeger constant of the graph an objective functional of the level set function. The minimization of the objective leads to the optimal level set function. Experimental results suggest the feasibility of our approach in the study of rejecting hearts.
Chang
Hsun-Hsien
HH
Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA. hsunhsien@cmu.edu
Moura
José M F
JM
Wu
Yijen L
YL
Ho
Chien
C
D000465:Algorithms; D000818:Animals; D003911:Dextrans; D052203:Ferrosoferric Oxide; D006084:Graft Rejection / Q000276:immunology* / Q000473:pathology*; D016027:Heart Transplantation / Q000009:adverse effects* / Q000276:immunology / Q000473:pathology; D007089:Image Enhancement / Q000379:methods; D007090:Image Interpretation, Computer-Assisted / Q000379:methods*; D007501:Iron; D008264:Macrophages / Q000276:immunology* / Q000473:pathology*; D008279:Magnetic Resonance Imaging / Q000379:methods*; D058185:Magnetite Nanoparticles; D008297:Male; D010087:Oxides; D051381:Rats
D003911:Dextrans; D058185:Magnetite Nanoparticles; D010087:Oxides; C097921:ferumoxtran-10; D007501:Iron; D052203:Ferrosoferric Oxide