Molecular Imaging Center Antwerp, University of Antwerp, Universiteitsplein 1, B-2610 Antwerp, Belgium.
University Hospital Antwerp, Wilrijkstraat 10, B-2650 Antwerp, Belgium.
Phys Med Biol. 2021 May 20;66(11). doi: 10.1088/1361-6560/abfbf0.
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 [C]racloprideandR1quantification 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).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 regionalandR1values (reduced versus full counts reconstructions) was high (r > 0.94) for all methods, with KERS-HYPR and KERST-HYPR reaching the highest correlation ( > 0.96). Among methods with regularization, DIR-SRTM showed the largest variability in(Bland-Altman SD from 3.0% to 12%), while IFR showed it forR1(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,andR1correlation was gradually decreased with increasing noise, with the largest correlation ( > 0.88,R1 > 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. Although1 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.
根据示踪剂的毫摩尔活度,为了避免受体饱和,在小鼠脑 PET 研究中,最大允许注射活度可以非常低。因此,图像中可能会存在大量噪声。我们研究了几种在减少计数或等效减少注射活动的数据下的动态 PET 重建方法,这些方法在 [C]raclopride 和 R1 定量中得到了例证,使用简化参考组织模型(SRTM)。我们比较了独立帧重建(IFR)、重建后 HYPR 去噪(IFR+HYPR)、直接使用 SRTM 模型重建(DIR-SRTM)以及空间(KERS)和时空核重建(KERST)。此外,还研究了用于计算空间核矩阵特征的帧的 HYPR 去噪(KERS-HYPR 和 KERST-HYPR)。使用 11 只小鼠的数据生成了与减少因子 4、8、12、16 和 32 (分别为 2.07、1.04、0.691、0.518 和 0.260 MBq)对应的五个减少计数水平的列表模式数据。所有方法的区域和 R1 值的相关性(减少计数与完整计数重建)均较高(r>0.94),KERS-HYPR 和 KERST-HYPR 的相关性最高(>0.96)。在具有正则化的方法中,DIR-SRTM 显示出最大的变异性(Bland-Altman SD 为 3.0%至 12%),而 IFR 则显示出 R1 的变异性(5.1%-14.6%)。KERST 和 KERST-HYPR 是仅在噪声水平降低到 16 倍以下时,Bland-Altman 偏差和 SD 小于 5%的方法。在体素水平上,随着噪声的增加,R1 的相关性逐渐降低,KERS-HYPR 和 KERST-HYPR 的相关性最大(>0.88,R1>0.62)。空间和时空核方法的性能相似,而直接重建仅使用时间正则化则显示出更大的变异性。尽管1 值存在噪声,但使用时空核重建,可以以低至 0.26-0.518 MBq 的小鼠注射活度获得结合势的准确估计。这对于在小鼠研究中保持示踪剂动力学原理是可取的。