Neurite orientation dispersion and density imaging in myelin oligodendrocyte glycoprotein antibody-associated disease and neuromyelitis optica spectrum disorders

IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Multiple sclerosis and related disorders Pub Date : 2025-03-01 Epub Date: 2025-02-08 DOI:10.1016/j.msard.2025.106324
Qianlan Chen , Henri Trang , Patrick Schindler , Frederike Cosima Oertel , Tim Hartung , Darius Mewes , Claudia Chien , Stefan Hetzer , Lina Anderhalten , Michael Sy , Carsten Finke , Tanja Schmitz-Hübsch , Alexander U. Brandt , Friedemann Paul
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Diffusion Tensor Imaging (DTI) and Neurite Orientation Dispersion and Density Imaging (NODDI) are advanced diffusion-weighted MRI models providing quantitative metrics sensitive to cerebral microstructural changes. This study aims to differentiate brain tissue damage in NMOSD and MOGAD from controls and investigate its association with clinical disability, using NODDI and DTI-derived measures, including fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD) and radial diffusivity.</div></div><div><h3>Methods</h3><div>This study included 31 AQP4+ NMOSD, 21 MOGAD patients and 45 healthy controls. Clinical information included disease duration, Expanded Disability Status Scale (EDSS), Timed 25 Foot Walk test (T25FW), Nine-Hole Peg Test (9HPT), Symbol Digit Modalities Test (SDMT) and monocular 100 % high contrast visual acuity (HCVA). All participants underwent MRI scanning with multi-shell diffusion-weighted imaging, T2w fluid-attenuated inversion recovery and T1w magnetization prepared–rapid acquisition gradient echo sequences to obtain manually segmented T2-hyperintense white matter lesions (WML) and normal-appearing brain tissue (NABT) masks, including white matter (NAWM), cortical and deep gray matter (NACGM, NADGM). DTI and NODDI metrics were compared between groups using region-of-interest (ROI) analysis and tract-based spatial statistics. Tissue-weighted means were obtained for the NODDI metrics (weighted neurite density index, wNDI; weighted orientation dispersion index, wODI). Group differences in ROI analyses were assessed using age and sex adjusted linear regression models, followed by post-hoc comparisons with estimated marginal means. Stepwise multivariable linear regression models were used to evaluate the association between MRI biomarkers and clinical outcomes.</div></div><div><h3>Results</h3><div>NMOSD patients had higher T2 lesion volume (1120.5 mm<sup>3</sup> vs. 374.6 mm<sup>3</sup>, <em>p</em>&lt;.001) and number (median 22 vs. 6, <em>p</em>&lt;.001) than MOGAD patients. Both NMOSD and MOGAD lesions displayed lower wNDI and higher isotropic volume fraction (ISOVF) compared to microvascular lesions in controls (<em>p</em>&lt;.05). In NACGM, NMOSD patients showed higher wODI but lower ISOVF compared to HC (<em>p</em>=.029). MOGAD patients had lower wNDI in NACGM compared to NMOSD (<em>p</em>=.012). Tract-based spatial statistics revealed damage to specific white matter abnormalities in NMOSD, with higher AD, ODI and ISOVF compared to controls, particularly in the corpus callosum and corticospinal tract. Clinical associations in NMOSD included higher EDSS with higher NAWM ISOVF (R<sup>2</sup>=0.46, <em>p</em>=.006), higher 9HPT with lower intralesional FA and higher NAWM MD (R<sup>2</sup>=0.54, <em>p</em>=.022), lower SDMT with lower intralesional FA and higher NACGM ISOVF (R<sup>2</sup>=0.54, <em>p</em>=.013), worse visual acuity with higher NAWM wODI. In MOGAD, higher EDSS was associated with lower NAWM FA (R<sup>2</sup>=0.29, <em>p</em>=.022), slower T25FW with higher NADGM ISOVF (R<sup>2</sup>=0.48, <em>p</em>&lt;.001), lower SDMT with higher NAWM ISOVF (R<sup>2</sup>=0.62, <em>p</em>=.005) and worse visual acuity with higher NADGM MD.</div></div><div><h3>Conclusion</h3><div>NODDI and DTI measures are sensitive to pathological alterations in myelin and axon integrity, as water diffusion is less restricted in demyelinated tissue. Compared to MOGAD, patients with NMOSD tend to exhibit more extensive chronic white matter damage, demyelination or axonal injury. NODDI demonstrates greater sensitivity and specificity to alterations in NACGM compared to DTI. 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Abstract

Background

Aquaporin-4 antibody positive (AQP4+) neuromyelitis optica spectrum disorders (NMOSD) and myelin oligodendrocyte glycoprotein antibody-associated disease (MOGAD) are two distinct antibody-mediated neuroinflammatory diseases. Diffusion Tensor Imaging (DTI) and Neurite Orientation Dispersion and Density Imaging (NODDI) are advanced diffusion-weighted MRI models providing quantitative metrics sensitive to cerebral microstructural changes. This study aims to differentiate brain tissue damage in NMOSD and MOGAD from controls and investigate its association with clinical disability, using NODDI and DTI-derived measures, including fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD) and radial diffusivity.

Methods

This study included 31 AQP4+ NMOSD, 21 MOGAD patients and 45 healthy controls. Clinical information included disease duration, Expanded Disability Status Scale (EDSS), Timed 25 Foot Walk test (T25FW), Nine-Hole Peg Test (9HPT), Symbol Digit Modalities Test (SDMT) and monocular 100 % high contrast visual acuity (HCVA). All participants underwent MRI scanning with multi-shell diffusion-weighted imaging, T2w fluid-attenuated inversion recovery and T1w magnetization prepared–rapid acquisition gradient echo sequences to obtain manually segmented T2-hyperintense white matter lesions (WML) and normal-appearing brain tissue (NABT) masks, including white matter (NAWM), cortical and deep gray matter (NACGM, NADGM). DTI and NODDI metrics were compared between groups using region-of-interest (ROI) analysis and tract-based spatial statistics. Tissue-weighted means were obtained for the NODDI metrics (weighted neurite density index, wNDI; weighted orientation dispersion index, wODI). Group differences in ROI analyses were assessed using age and sex adjusted linear regression models, followed by post-hoc comparisons with estimated marginal means. Stepwise multivariable linear regression models were used to evaluate the association between MRI biomarkers and clinical outcomes.

Results

NMOSD patients had higher T2 lesion volume (1120.5 mm3 vs. 374.6 mm3, p<.001) and number (median 22 vs. 6, p<.001) than MOGAD patients. Both NMOSD and MOGAD lesions displayed lower wNDI and higher isotropic volume fraction (ISOVF) compared to microvascular lesions in controls (p<.05). In NACGM, NMOSD patients showed higher wODI but lower ISOVF compared to HC (p=.029). MOGAD patients had lower wNDI in NACGM compared to NMOSD (p=.012). Tract-based spatial statistics revealed damage to specific white matter abnormalities in NMOSD, with higher AD, ODI and ISOVF compared to controls, particularly in the corpus callosum and corticospinal tract. Clinical associations in NMOSD included higher EDSS with higher NAWM ISOVF (R2=0.46, p=.006), higher 9HPT with lower intralesional FA and higher NAWM MD (R2=0.54, p=.022), lower SDMT with lower intralesional FA and higher NACGM ISOVF (R2=0.54, p=.013), worse visual acuity with higher NAWM wODI. In MOGAD, higher EDSS was associated with lower NAWM FA (R2=0.29, p=.022), slower T25FW with higher NADGM ISOVF (R2=0.48, p<.001), lower SDMT with higher NAWM ISOVF (R2=0.62, p=.005) and worse visual acuity with higher NADGM MD.

Conclusion

NODDI and DTI measures are sensitive to pathological alterations in myelin and axon integrity, as water diffusion is less restricted in demyelinated tissue. Compared to MOGAD, patients with NMOSD tend to exhibit more extensive chronic white matter damage, demyelination or axonal injury. NODDI demonstrates greater sensitivity and specificity to alterations in NACGM compared to DTI. Given their association with clinical disability, NODDI metrics appear to be valuable neuroimaging biomarkers for assessing microstructural damage in clinical research.
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髓鞘少突胶质细胞糖蛋白抗体相关疾病和视神经脊髓炎频谱障碍的神经突定向分散和密度成像
AQP4抗体阳性(AQP4+)视神经脊髓炎谱系障碍(NMOSD)和髓鞘少突胶质细胞糖蛋白抗体相关疾病(MOGAD)是两种不同的抗体介导的神经炎症性疾病。弥散张量成像(DTI)和神经突定向弥散和密度成像(NODDI)是先进的弥散加权MRI模型,提供对大脑微结构变化敏感的定量指标。本研究旨在通过NODDI和dti衍生指标,包括分数各向异性(FA)、平均扩散率(MD)、轴向扩散率(AD)和径向扩散率,将NMOSD和MOGAD的脑组织损伤与对照组区分开来,并探讨其与临床残疾的关系。方法纳入31例AQP4+ NMOSD患者、21例MOGAD患者和45例健康对照。临床资料包括病程、扩展残疾状态量表(EDSS)、定时25步测试(T25FW)、九孔钉测试(9HPT)、符号数字模式测试(SDMT)和单眼100%高对比视力(HCVA)。所有参与者均接受MRI扫描,采用多壳扩散加权成像、T2w液体衰减反转恢复和T1w磁化准备快速采集梯度回波序列,获得手动分割的t2高强度白质病变(WML)和正常脑组织(NABT)掩膜,包括白质(NAWM)、皮质和深部灰质(NACGM, NADGM)。采用感兴趣区域(ROI)分析和基于区域的空间统计比较各组间的DTI和NODDI指标。获得NODDI指标的组织加权均值(加权神经突密度指数,wNDI;加权取向色散指数(wODI)。使用年龄和性别调整的线性回归模型评估ROI分析中的组差异,然后使用估计的边际均值进行事后比较。采用逐步多变量线性回归模型评估MRI生物标志物与临床结果之间的关系。结果snmosd患者T2病变体积(1120.5 mm3 vs. 374.6 mm3, p < 0.01)和数量(中位22 vs. 6, p < 0.01)均高于MOGAD患者。与对照组微血管病变相比,NMOSD和MOGAD病变均表现出较低的wNDI和较高的各向同性体积分数(ISOVF) (p < 0.05)。在NACGM中,与HC相比,NMOSD患者的wODI较高,但ISOVF较低(p= 0.029)。与NMOSD相比,MOGAD患者在NACGM中的wNDI较低(p= 0.012)。基于神经束的空间统计显示,与对照组相比,NMOSD患者的AD、ODI和ISOVF更高,特别是在胼胝体和皮质脊髓束中,特定白质异常受损。NMOSD的临床相关性包括:EDSS升高,NAWM的ISOVF升高(R2=0.46, p= 0.006); 9HPT升高,NAWM的FA降低,NAWM的MD升高(R2=0.54, p= 0.022); SDMT降低,NAWM的FA降低,NACGM的ISOVF升高(R2=0.54, p= 0.013);在MOGAD中,较高的EDSS与较低的NAWM FA相关(R2=0.29, p= 0.022),较高的NADGM ISOVF与较慢的T25FW相关(R2=0.48, p= 0.001),较高的NAWM ISOVF与较低的SDMT相关(R2=0.62, p= 0.005),较高的NADGM md与较差的视力相关。结论noddi和DTI测量对髓鞘和轴突完整性的病理改变敏感,因为水在脱髓鞘组织中的扩散受到较少的限制。与MOGAD相比,NMOSD患者往往表现出更广泛的慢性白质损伤、脱髓鞘或轴突损伤。与DTI相比,NODDI对NACGM的改变表现出更高的敏感性和特异性。鉴于其与临床残疾的相关性,NODDI指标似乎是临床研究中评估微结构损伤的有价值的神经影像学生物标志物。
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来源期刊
CiteScore
5.80
自引率
20.00%
发文量
814
审稿时长
66 days
期刊介绍: Multiple Sclerosis is an area of ever expanding research and escalating publications. Multiple Sclerosis and Related Disorders is a wide ranging international journal supported by key researchers from all neuroscience domains that focus on MS and associated disease of the central nervous system. The primary aim of this new journal is the rapid publication of high quality original research in the field. Important secondary aims will be timely updates and editorials on important scientific and clinical care advances, controversies in the field, and invited opinion articles from current thought leaders on topical issues. One section of the journal will focus on teaching, written to enhance the practice of community and academic neurologists involved in the care of MS patients. Summaries of key articles written for a lay audience will be provided as an on-line resource. A team of four chief editors is supported by leading section editors who will commission and appraise original and review articles concerning: clinical neurology, neuroimaging, neuropathology, neuroepidemiology, therapeutics, genetics / transcriptomics, experimental models, neuroimmunology, biomarkers, neuropsychology, neurorehabilitation, measurement scales, teaching, neuroethics and lay communication.
期刊最新文献
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