Key result
GENTEX whole organ model enables computationally efficient PET mapping of regional myocardial blood flow.
Why the study?
Large-scale models of metabolism and function in heterogeneous organs are computationally complex and require model reduction for analysis of PET and MRI data.
Answers are grounded in this paper and cite their sources.
The GENTEX computational model provides an adaptable and computationally efficient method for generating functional image maps of regional myocardial blood flows from PET data.
Large-scale models accounting for the processes supporting metabolism and function in an organ or tissue with a marked heterogeneity of flows and metabolic rates are computationally complex and tedious to compute. Their use in the analysis of data from positron emission tomography (PET) and magnetic resonance imaging (MRI) requires model reduction since the data are composed of concentration-time curves from hundreds of regions of interest (ROI) within the organ. Within each ROI, one must account for blood flow, intracapillary gradients in concentrations, transmembrane transport, and intracellular reactions. Using modular design, we configured a whole organ model, GENTEX, to allow adaptive usage for multiple reacting molecular species while omitting computation of unused components. The temporal and spatial resolution and the number of species are adaptable and the numerical accuracy and computational speed is adjustable during optimization runs, which increases accuracy and spatial resolution as convergence approaches. An application to the interpretation of PET image sequences after intravenous injection of 13NH3 provides functional image maps of regional myocardial blood flows.
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Bassingthwaighte et al. (2010) studied this question. GENTEX whole organ model was evaluated on Functional image maps of regional myocardial blood flows. The GENTEX whole organ model enables adaptive, computationally efficient interpretation of PET image sequences to provide functional image maps of regional myocardial blood flows.
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