Barca Cristina, Foray Claudia, Hermann Sven, Döring Christian, Schäfers Michael, Jacobs Andreas H, Zinnhardt Bastian
European Institute for Molecular Imaging (EIMI), University of Münster, Münster, Germany; PET Imaging in Drug Design and Development (PET3D), Münster, Germany.
European Institute for Molecular Imaging (EIMI), University of Münster, Münster, Germany; PET Imaging in Drug Design and Development (PET3D), Münster, Germany.
Neuroimage. 2020 Nov 15;222:117217. doi: 10.1016/j.neuroimage.2020.117217. Epub 2020 Jul 31.
In vivo positron emission tomography (PET) and magnetic resonance imaging (MRI) support non-invasive assessment of the spatiotemporal expression of proteins of interest and functional/structural changes. Our work promotes the use of a volumetric analysis on multimodal imaging datasets to assess the spatio-temporal dynamics and interaction of two imaging biomarkers, with a special focus on two neuroinflammation-related biomarkers, the translocator protein (TSPO) and matrix metalloproteinases (MMPs), in the acute and chronic post-ischemic phase.
To improve our understating of the neuroinflammatory reaction and tissue heterogeneity during the post ischemic phase, we aimed (i) to assess the spatio-temporal distribution of two radiotracers, [F]DPA-714 (TSPO) and [F]BR-351 (MMPs), (ii) to investigate their spatial interaction, including exclusive and overlapping areas, and (iii) their relationship with the Tw-MRI ischemic lesion in a transient middle cerebral artery occlusion (tMCAo) mouse model using an atlas-based volumetric analysis.
As described by Zinnhardt et al. (2015), a total of N = 30 C57BL/6 mice underwent [F]DPA-714 and [F]BR-351 PET-CT and subsequent MR imaging 24-48 h (n = 8), 7 ± 1 days (n = 8), 14 ± 1 days (n = 7), and 21 ± 1 days (n = 7) after 30 min transient middle cerebral artery occlusion (tMCAo). To further investigate the spatio-temporal distribution of [F]DPA-714 and [F]BR-351, an atlas-based ipsilesional volume of interest (VOI) was applied to co-registered PET-CT images and thresholded by the mean uptake + 2.5*standard deviation of a contralateral striatal control VOI. Mean lesion-to-contralateral ratios (L/C), volume extension (V in voxel), percentages of overlap and exclusive tracer uptake areas were determined. Both tracer volumes were also compared to the lesion extent depicted by Tw-MR imaging.
Both imaging biomarkers showed a constant small percentage of overlap across all time points (14.0 ± 14.2%). [F]DPA-714 reached its maximum extent and uptake at day 14 post ischemia (V = 12,143 ± 6262 voxels, L/C = 2.32 ± 0.48). The majority of [F]DPA-714 volume (82.4 ± 16.1%) was exclusive for [F]DPA-714 and showed limited overlap with [F]BR-351 and Tw-MRI lesion volumes. On the other hand, [F]BR-351 reached its maximum extent already 24-48 h after tMCAo (V = 7279 ± 4518 voxels) and significantly decreased at day 14 (V = 1706 ± 1202 voxels). Focal spots of residual activity were still observed at day 21 post ischemia (L/C = 2.10 ± 0.37). The majority of [F]BR-351 volume was exclusive for [F]BR-351 (81.50 ± 25.07%) at 24-48 h and showed 64.84 ± 28.29% of overlap with [F]DPA-714 from day 14 post ischemia while only 9.28 ± 13.45% of the [F]BR-351 volume were overlapping the Tw-MRI lesion. The percentage of exclusive area of [F]DPA-714 and [F]BR-351 uptakes regarding Tw-MR lesion increased over time, suggesting that TSPO and MMPs are mostly localized in the peri‑infarct region at latter time points.
This study promotes the use of an unbiased volumetric analyses of multi-modal imaging data sets to improve the characterization of pathological tissue heterogeneity. This approach improves our understanding of (i) the dynamics of disease-related multi-modal imaging biomarkers, (ii) their spatiotemporal interactions and (iii) the post-ischemic tissue heterogeneity. Our results indicate acute MMPs activation after tMCAo preceding TSPO-dependent (micro-)gliosis. The spatial distribution of MMPs and gliosis is regionally independent with only minor (< 20%) overlapping areas in peri‑infarct regions.
体内正电子发射断层扫描(PET)和磁共振成像(MRI)有助于对感兴趣的蛋白质的时空表达以及功能/结构变化进行无创评估。我们的工作推动了对多模态成像数据集进行体积分析,以评估两种成像生物标志物的时空动态和相互作用,特别关注两种与神经炎症相关的生物标志物——转运体蛋白(TSPO)和基质金属蛋白酶(MMPs)在急性和慢性缺血后阶段的情况。
为了更好地理解缺血后阶段的神经炎症反应和组织异质性,我们旨在:(i)评估两种放射性示踪剂[F]DPA - 714(TSPO)和[F]BR - 351(MMPs)的时空分布;(ii)研究它们的空间相互作用,包括排他性和重叠区域;(iii)在短暂性大脑中动脉闭塞(tMCAo)小鼠模型中,使用基于图谱的体积分析方法,研究它们与Tw - MRI缺血性病变的关系。
如Zinnhardt等人(2015年)所述,总共N = 30只C57BL / 6小鼠在30分钟短暂性大脑中动脉闭塞(tMCAo)后24 - 48小时(n = 8)、7±1天(n = 8)、14±1天(n = 7)和21±1天(n = 7)接受了[F]DPA - 714和[F]BR - 351 PET - CT检查以及随后的磁共振成像。为了进一步研究[F]DPA - 714和[F]BR - 351的时空分布,将基于图谱的患侧感兴趣体积(VOI)应用于配准后的PET - CT图像,并通过对侧纹状体对照VOI的平均摄取量 + 2.5 * 标准差进行阈值处理。确定平均病变与对侧比值(L/C)、体积扩展(体素中的V)、重叠百分比和示踪剂摄取的排他性区域。还将两种示踪剂的体积与Tw - MR成像所描绘的病变范围进行比较。
两种成像生物标志物在所有时间点的重叠百分比均保持在较小的恒定水平(14.0±14.2%)。[F]DPA - 714在缺血后第14天达到最大范围和摄取量(V = 12,143±6262体素,L/C = 2.32±0.48)。[F]DPA - 714的大部分体积(82.4±16.1%)是[F]DPA - 714特有的,与[F]BR - 351和Tw - MRI病变体积的重叠有限。另一方面,[F]BR - 351在tMCAo后24 - 48小时就已达到最大范围(V = 7279±4518体素),并在第14天显著减少(V = 1706±1202体素)。在缺血后第21天仍观察到残留活性的焦点(L/C = 2.10±0.37)。[F]BR - 351的大部分体积在24 - 48小时是[F]BR - 351特有的(81.50±25.07%),从缺血后第14天起与[F]DPA - 714的重叠率为64.84±28.29%,而与Tw - MRI病变重叠的[F]BR - 351体积仅为9.28±13.45%。[F]DPA - 714和[F]BR - 351摄取的排他性区域相对于Tw - MR病变的百分比随时间增加,表明TSPO和MMPs在后期主要定位于梗死周边区域。
本研究推动了对多模态成像数据集进行无偏倚的体积分析,以改善对病理组织异质性的表征。这种方法有助于我们更好地理解:(i)疾病相关的多模态成像生物标志物的动态变化;(ii)它们的时空相互作用;(iii)缺血后组织异质性。我们的结果表明,tMCAo后急性MMPs激活先于TSPO依赖性(微)胶质细胞增生。MMPs和胶质细胞增生的空间分布在区域上是独立的,在梗死周边区域只有少量(<20%)重叠区域。