Feasibility of diffusion-tensor and correlated diffusion imaging for studying white-matter microstructural abnormalities: Application in COVID-19

被引:9
作者
Teller, Nick [1 ]
Chad, Jordan A. [1 ,2 ]
Wong, Alexander [3 ]
Gunraj, Hayden [3 ]
Ji, Xiang [4 ]
Goubran, Maged [2 ,4 ]
Gilboa, Asaf [1 ,5 ]
Roudaia, Eugenie [1 ]
Sekuler, Allison [1 ,5 ]
Churchill, Nathan [6 ,7 ,8 ]
Schweizer, Tom [6 ,7 ,9 ]
Gao, Fuqiang [4 ]
Masellis, Mario [4 ]
Lam, Benjamin [4 ]
Heyn, Chris [4 ]
Cheng, Ivy [4 ]
Fowler, Robert [4 ]
Black, Sandra E. [4 ]
MacIntosh, Bradley J. [2 ,4 ]
Graham, Simon J. [2 ,4 ]
Chen, J. Jean [1 ,2 ,10 ]
机构
[1] Rotman Res Inst, Baycrest Hlth Sci, Toronto, ON, Canada
[2] Univ Toronto, Dept Med Biophys, Toronto, ON, Canada
[3] Univ Waterloo, Dept Syst Design Engn, Waterloo, ON, Canada
[4] Sunnybrook Hlth Sci Ctr, Sunnybrook Res Inst, Toronto, ON, Canada
[5] Univ Toronto, Dept Psychol, Toronto, ON, Canada
[6] St Michaels Hosp, Neurosci Res Program, Toronto, ON, Canada
[7] Michaels Hosp, Keenan Res Ctr Biomed Sci St, Toronto, ON, Canada
[8] Toronto Metropolitan Univ, Dept Phys, Toronto, ON, Canada
[9] Univ Toronto, Dept Neurosurg, Toronto, ON, Canada
[10] Univ Toronto, Inst Biomed Engn, Toronto, ON, Canada
基金
加拿大健康研究院; 加拿大自然科学与工程研究理事会;
关键词
brain microstructure; cerebellum; correlated diffusion imaging; COVID-19; Diffusion-tensor imaging; orthogonal-tensor decomposition; self-isolated; single-shell diffusion; white matter; BLOOD-BRAIN-BARRIER; NEUROPATHOLOGY; INFLAMMATION;
D O I
10.1002/hbm.26322
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
There has been growing attention on the effect of COVID-19 on white-matter microstructure, especially among those that self-isolated after being infected. There is also immense scientific interest and potential clinical utility to evaluate the sensitivity of single-shell diffusion magnetic resonance imaging (MRI) methods for detecting such effects. In this work, the performances of three single-shell-compatible diffusion MRI modeling methods are compared for detecting the effect of COVID-19, including diffusion-tensor imaging, diffusion-tensor decomposition of orthogonal moments and correlated diffusion imaging. Imaging was performed on self-isolated patients at the study initiation and 3-month follow-up, along with age- and sex-matched controls. We demonstrate through simulations and experimental data that correlated diffusion imaging is associated with far greater sensitivity, being the only one of the three single-shell methods to demonstrate COVID-19-related brain effects. Results suggest less restricted diffusion in the frontal lobe in COVID-19 patients, but also more restricted diffusion in the cerebellar white matter, in agreement with several existing studies highlighting the vulnerability of the cerebellum to COVID-19 infection. These results, taken together with the simulation results, suggest that a significant proportion of COVID-19 related white-matter microstructural pathology manifests as a change in tissue diffusivity. Interestingly, different b-values also confer different sensitivities to the effects. No significant difference was observed in patients at the 3-month follow-up, likely due to the limited size of the follow-up cohort. To summarize, correlated diffusion imaging is shown to be a viable single-shell diffusion analysis approach that allows us to uncover opposing patterns of diffusion changes in the frontal and cerebellar regions of COVID-19 patients, suggesting the two regions react differently to viral infection.
引用
收藏
页码:3998 / 4010
页数:13
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