Radka Stoyanova1, Ellen Ackerstaff2,
HyungJoon Cho2, Jason A. Koutcher2, Alan Pollack1
1Radiation Oncology,
We
present an application of Pattern Recognition techniques to identify the
characteristic temporal pattern of hypoxia in Dynamic Contrast Enhanced
Magnetic Resonance Imaging (DCE-MRI). The approach is confirmed in DCE-MRI
data from an animal model, acquired concurrently with several complementary
imaging modalities including pimonidazole staining. The technique is also
applied to DCE-MRI data from the tumor of a prostate cancer patient where a
similar temporal pattern is uncovered in parts of the tumor. Our results
suggest that by applying this approach we can potentially deconvolve the
hypoxic temporal pattern in in vivo
data from patients with prostate cancer.