title: Temporal Unmixing of Dynamic Fluorescent Images by Blind Source Separation Method with a Convex Framework.
abstract: By recording a time series of tomographic images, dynamic fluorescence molecular tomography (FMT) allows exploring perfusion, biodistribution, and pharmacokinetics of labeled substances in vivo. Usually, dynamic tomographic images are first reconstructed frame by frame, and then unmixing based on principle component analysis (PCA) or independent component analysis (ICA) is performed to detect and visualize functional structures with different kinetic patterns. PCA and ICA assume sources are statistically uncorrelated or independent and don't perform well when correlated sources are present. In this paper, we deduce the relationship between the measured imaging data and the kinetic patterns and present a temporal unmixing approach, which is based on nonnegative blind source separation (BSS) method with a convex analysis framework to separate the measured data. The presented method requires no assumption on source independence or zero correlations. Several numerical simulations and phantom experiments are conducted to investigate the performance of the proposed temporal unmixing method. The results indicate that it is feasible to unmix the measured data before the tomographic reconstruction and the BSS based method provides better unmixing quality compared with PCA and ICA.
authors.affiliation: School of Life Science and Technology, Xidian University, Xi'an, Shaanxi 710071, China.
authors.forename: Duofang
authors.identifier: 0000-0002-7919-6979
authors.initials: D
authors.lastname: Chen
authors.affiliation: School of Life Science and Technology, Xidian University, Xi'an, Shaanxi 710071, China.
authors.forename: Jimin
authors.initials: J
authors.lastname: Liang
authors.affiliation: School of Life Science and Technology, Xidian University, Xi'an, Shaanxi 710071, China.
authors.forename: Kui
authors.initials: K
authors.lastname: Guo
mesh_terms: D000818:Animals; D019295:Computational Biology; D003198:Computer Simulation; D020342:Finite Element Analysis; D005453:Fluorescence; D005456:Fluorescent Dyes / Q000493:pharmacokinetics; D006801:Humans; D007091:Image Processing, Computer-Assisted / Q000379:methods / Q000706:statistics & numerical data; D007700:Kinetics; D051379:Mice; D019047:Phantoms, Imaging; D025341:Principal Component Analysis; D014018:Tissue Distribution; D014054:Tomography / Q000295:instrumentation / Q000379:methods* / Q000706:statistics & numerical data
chemical_list: D005456:Fluorescent Dyes