Griffanti Ludovica, Raman Betty, Alfaro-Almagro Fidel, Filippini Nicola, Cassar Mark Philip, Sheerin Fintan, Okell Thomas W, Kennedy McConnell Flora A, Chappell Michael A, Wang Chaoyue, Arthofer Christoph, Lange Frederik J, Andersson Jesper, Mackay Clare E, Tunnicliffe Elizabeth M, Rowland Matthew, Neubauer Stefan, Miller Karla L, Jezzard Peter, Smith Stephen M
Department of Psychiatry, Wellcome Centre for Integrative Neuroimaging, Oxford Centre for Human Brain Activity, University of Oxford, Oxford, United Kingdom.
Nuffield Department of Clinical Neurosciences, Wellcome Centre for Integrative Neuroimaging (WIN FMRIB), University of Oxford, Oxford, United Kingdom.
Front Neurol. 2021 Oct 29;12:753284. doi: 10.3389/fneur.2021.753284. eCollection 2021.
SARS-CoV-2 infection has been shown to damage multiple organs, including the brain. Multiorgan MRI can provide further insight on the repercussions of COVID-19 on organ health but requires a balance between richness and quality of data acquisition and total scan duration. We adapted the UK Biobank brain MRI protocol to produce high-quality images while being suitable as part of a post-COVID-19 multiorgan MRI exam. The analysis pipeline, also adapted from UK Biobank, includes new imaging-derived phenotypes (IDPs) designed to assess the possible effects of COVID-19. A first application of the protocol and pipeline was performed in 51 COVID-19 patients post-hospital discharge and 25 controls participating in the Oxford C-MORE study. The protocol acquires high resolution T, T-FLAIR, diffusion weighted images, susceptibility weighted images, and arterial spin labelling data in 17 min. The automated imaging pipeline derives 1,575 IDPs, assessing brain anatomy (including olfactory bulb volume and intensity) and tissue perfusion, hyperintensities, diffusivity, and susceptibility. In the C-MORE data, IDPs related to atrophy, small vessel disease and olfactory bulbs were consistent with clinical radiology reports. Our exploratory analysis tentatively revealed some group differences between recovered COVID-19 patients and controls, across severity groups, but not across anosmia groups. Follow-up imaging in the C-MORE study is currently ongoing, and this protocol is now being used in other large-scale studies. The protocol, pipeline code and data are openly available and will further contribute to the understanding of the medium to long-term effects of COVID-19.
已证实严重急性呼吸综合征冠状病毒2(SARS-CoV-2)感染会损害包括大脑在内的多个器官。多器官磁共振成像(MRI)可以进一步深入了解2019冠状病毒病(COVID-19)对器官健康的影响,但需要在数据采集的丰富性和质量与总扫描时长之间取得平衡。我们对英国生物银行的脑部MRI协议进行了调整,以生成高质量图像,同时使其适合作为COVID-19后多器官MRI检查的一部分。分析流程同样改编自英国生物银行,包括新的影像衍生表型(IDP),旨在评估COVID-19的可能影响。该协议和流程首次应用于51名出院后的COVID-19患者以及参与牛津C-MORE研究的25名对照者。该协议在17分钟内采集高分辨率T1、T2液体衰减反转恢复序列(T-FLAIR)、扩散加权成像、磁敏感加权成像和动脉自旋标记数据。自动化成像流程可得出1575个IDP,用于评估脑解剖结构(包括嗅球体积和强度)以及组织灌注、高信号、扩散率和磁敏感性。在C-MORE数据中,与萎缩、小血管疾病和嗅球相关的IDP与临床放射学报告一致。我们的探索性分析初步揭示了康复的COVID-19患者与对照者之间在严重程度分组方面存在一些组间差异,但在嗅觉丧失分组方面未发现差异。C-MORE研究中的后续成像目前正在进行,该协议现已应用于其他大规模研究。该协议、流程代码和数据均可公开获取,将进一步有助于了解COVID-19的中长期影响。