Physics in Medicine & Biology | 2021

Low activity [11C]raclopride kinetic modeling in the mouse brain using the spatiotemporal kernel method

 
 
 
 
 

Abstract


Depending on the molar activity of the tracer, the maximal allowable injected activity in mouse brain PET studies can be extremely low in order to avoid receptor saturation. Therefore, a high level of noise can be present in the image. We investigate several dynamic PET reconstruction methods in reduced counts, or equivalently in reduced injected activity, data exemplified in [11C]raclopride BP ND and R1 quantification using the simplified reference tissue model (SRTM). We compared independent frame reconstruction (IFR), post-reconstruction HYPR denoising (IFR + HYPR), direct reconstruction using the SRTM model (DIR-SRTM), and the spatial (KERS) and spatiotemporal kernel reconstruction (KERST). Additionally, HYPR denoising of the frames used as features for the calculation of the spatial kernel matrix, was investigated (KERS-HYPR and KERST-HYPR). In vivo data of 11 mice, was used to generate list-mode data for five reduced count levels corresponding to reductions by a factor 4, 8, 12, 16 and 32 (equivalently 2.07, 1.04, 0.691, 0.518, and 0.260 MBq). Correlation of regional BP ND and R1 values (reduced versus full counts reconstructions) was high (r > 0.94) for all methods, with KERS-HYPR and KERST-HYPR reaching the highest correlation (r > 0.96). Among methods with regularization, DIR-SRTM showed the largest variability in BP ND (Bland–Altman SD from 3.0% to 12%), while IFR showed it for R1 (5.1%–14.6%). KERST and KERST-HYPR were the only methods with Bland–Altman bias and SD below 5% for noise level up to a reduction factor of 16. At the voxel level, BP ND and R1 correlation was gradually decreased with increasing noise, with the largest correlation (BP ND r > 0.88, R1 r > 0.62) for KERS-HYPR and KERST-HYPR. The spatial and the spatiotemporal kernel methods performed similarly, while using only temporal regularization with direct reconstruction showed more variability. Although R1 values present noise, using the spatiotemporal kernel reconstruction, accurate estimates of binding potential could be obtained with mouse injected activities as low as 0.26–0.518 MBq. This is desirable in order to maintain the tracer kinetics principle in mouse studies.

Volume 66
Pages None
DOI 10.1088/1361-6560/abfbf0
Language English
Journal Physics in Medicine & Biology

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