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使用统一流程对多中心回顾性大鼠感觉诱发性功能磁共振成像数据集进行激活映射。

Activation mapping in multi-center retrospective rat sensory-evoked functional MRI datasets using a unified pipeline.

作者信息

Galteau Marie E, Broadwater Margaret, Chen Yi, Desrosiers-Gregoire Gabriel, Gil Rita, Kaesser Johannes, Kim Eugene, Kıryağdı Pervin, Lambers Henriette, Liu Yanyan Y, López-Gil Xavier, MacNicol Eilidh, Mohebkhodaei Parastoo, De Oliveira Ricardo X N, Pereira Carolina A, Reimann Henning M, Rivera-Olvera Alejandro, Selingue Erwan, Sirmpilatze Nikoloz, Strobelt Sandra, Sumiyoshi Akira, Tham Channelle, Tudela Raul, Vrooman Roël M, Wank Isabel, Zhang Yongzhi, van Engelenburg Wessel A, Baudewig Jürgen, Boretius Susann, Cash Diana, Chakravarty M Mallar, Chuang Kai-Hsiang, Ciobanu Luisa, Devenyi Gabriel A, Faber Cornelius, Hess Andreas, Homberg Judith R, Jelescu Ileana O, Justicia Carles, Kawashima Ryuta, Niendorf Thoralf, Scheenen Tom W J, Shemesh Noam, Soria Guadalupe, Todd Nick, Wachsmuth Lydia, Yu Xin, Zhang Baogui B, Shih Yen-Yu Ian, Lee Sung-Ho, Grandjean Joanes

机构信息

Donders Institute for Brain, Behaviour, and Cognition, Radboud University, Nijmegen, The Netherlands.

Center for Animal MRI, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

出版信息

Imaging Neurosci (Camb). 2025 Sep 22;3. doi: 10.1162/IMAG.a.157. eCollection 2025.

Abstract

Functional Magnetic Resonance Imaging (fMRI) in rodents is pivotal for understanding the mechanisms underlying Blood Oxygen Level-Dependent (BOLD) signals and phenotyping animal models of disorders, among other applications. Despite its growing use, comparing rodent fMRI results across different research sites remains challenging due to variations in experimental protocols. Here, we aggregated and analyzed 22 sensory-evoked rat fMRI datasets from 12 imaging centers, totaling scans from 220 rats, to get a snapshot of the current acquisitions in the field. This retrospective analysis highlights common practices and parameters to inform future cross-laboratory standardization efforts. We applied a standardized preprocessing pipeline and evaluated the impact of different hemodynamic response function models on group- and individual-level activity patterns. Our analysis revealed inter-dataset variability attributed to differences in experimental design, anesthesia protocols, and imaging parameters. We identified robust activation clusters in all (22/22) datasets. The comparison between stock human models implemented in software and rat-specific models showed significant variations in the resulting statistical maps. Our findings emphasize the necessity for standardized protocols and collaborative efforts to improve the reproducibility and reliability of rodent fMRI studies. We provide open access to all datasets and analysis code to foster transparency and further research in the field.

摘要

功能磁共振成像(fMRI)在啮齿动物研究中对于理解血氧水平依赖(BOLD)信号背后的机制以及对疾病动物模型进行表型分析等应用至关重要。尽管其应用越来越广泛,但由于实验方案的差异,比较不同研究地点的啮齿动物fMRI结果仍然具有挑战性。在此,我们汇总并分析了来自12个成像中心的22个感觉诱发大鼠fMRI数据集,共计220只大鼠的扫描数据,以了解该领域当前的采集情况。这项回顾性分析突出了常见做法和参数,为未来的跨实验室标准化工作提供参考。我们应用了标准化的预处理流程,并评估了不同血流动力学响应函数模型对组水平和个体水平活动模式的影响。我们的分析揭示了数据集之间的变异性,这归因于实验设计、麻醉方案和成像参数的差异。我们在所有(22/22)数据集中都识别出了稳健的激活簇。软件中实现的通用人类模型与大鼠特异性模型之间的比较显示,所得统计图谱存在显著差异。我们的研究结果强调了标准化方案和合作努力对于提高啮齿动物fMRI研究的可重复性和可靠性的必要性。我们提供所有数据集和分析代码的开放获取,以促进该领域的透明度和进一步研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79b4/12455057/78a2595c4894/IMAG.a.157_fig1.jpg

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