Clinical utility of diffusion MRI-derived measures of cortical microstructure in a real-world memory clinic setting

IF 4.4 2区 医学 Q1 CLINICAL NEUROLOGY Annals of Clinical and Translational Neurology Pub Date : 2024-07-24 DOI:10.1002/acn3.52097
Mario Torso, Giorgio Fumagalli, Gerard R. Ridgway, Valeria Elisa Contarino, Ian Hardingham, Elio Scarpini, Daniela Galimberti, Steven A. Chance, Andrea Arighi
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Abstract

Objective

To investigate cortical microstructural measures from diffusion MRI as “neurodegeneration” markers that could improve prognostic accuracy in mild cognitive impairment (MCI).

Methods

The prognostic power of Amyloid/Tau/Neurodegeneration (ATN) biomarkers to predict progression from MCI to AD or non-AD dementia was investigated. Ninety patients underwent clinical evaluation (follow-up interval 32 ± 18 months), lumbar puncture, and MRI. Participants were grouped by clinical stage and cerebrospinal fluid Amyloid and Tau status.

T1-structural and diffusion MRI scans were analyzed to calculate diffusion metrics related to cortical columnar structure (AngleR, ParlPD, PerpPD+), cortical mean diffusivity, and fractional anisotropy. Statistical tests were corrected for multiple comparisons. Prognostic power was assessed using receiver operating characteristic (ROC) analysis and related indices.

Results

A progressive increase of whole-brain cortical diffusion values was observed along the AD continuum, with all A+ groups showing significantly higher AngleR than A−T−.

Investigating clinical progression to dementia, the AT biomarkers together showed good positive predictive value (with 90.91% of MCI A+T+ converting to dementia) but poor negative predictive value (with 40% of MCI A−T− progressing to a mix of AD and non-AD dementias). Adding whole-brain AngleR as an N marker, produced good differentiation between stable and converting MCI A−T− patients (0.8 area under ROC curve) and substantially improved negative predictive value (+21.25%).

Interpretation

Results support the clinical utility of cortical microstructure to aid prognosis, especially in A−T− patients. Further work will investigate other complexities of the real-world clinical setting, including A−T+ groups. Diffusion MRI measures of neurodegeneration may complement fluid AT markers to support clinical decision-making.

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弥散核磁共振成像衍生的皮质微结构测量方法在真实世界记忆诊所环境中的临床实用性。
目的研究将弥散核磁共振成像中的皮质微结构测量结果作为 "神经变性 "标志物,以提高轻度认知障碍(MCI)的预后准确性:研究了淀粉样蛋白/Tau/神经变性(ATN)生物标志物在预测MCI进展为AD或非AD痴呆方面的预后能力。90名患者接受了临床评估(随访间隔为32 ± 18个月)、腰椎穿刺和核磁共振成像检查。根据临床分期、脑脊液淀粉样蛋白和 Tau 状态对参与者进行分组。对 T1 结构和弥散 MRI 扫描进行分析,以计算与皮质柱状结构(AngleR、ParlPD、PerpPD+)、皮质平均弥散度和分数各向异性相关的弥散指标。统计检验经多重比较校正。使用接收器操作特征(ROC)分析和相关指数评估预后能力:结果:在AD连续体中观察到全脑皮层弥散值逐渐增加,所有A+组的AngleR都明显高于A-T-组。在对痴呆的临床进展进行调查时,AT生物标志物共同显示出良好的阳性预测价值(90.91%的MCI A+T+转为痴呆),但阴性预测价值较低(40%的MCI A-T-转为AD和非AD痴呆混合型)。将全脑AngleR作为N标记物,可以很好地区分稳定型和转化型MCI A-T-患者(ROC曲线下面积为0.8),并大大提高了阴性预测值(+21.25%):结果支持皮质微结构对预后的临床辅助作用,尤其是对A-T-患者。进一步的工作将研究真实世界临床环境的其他复杂性,包括 A-T+ 组。神经退行性变的弥散核磁共振成像测量可补充体液AT标记,为临床决策提供支持。
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来源期刊
Annals of Clinical and Translational Neurology
Annals of Clinical and Translational Neurology Medicine-Neurology (clinical)
CiteScore
9.10
自引率
1.90%
发文量
218
审稿时长
8 weeks
期刊介绍: Annals of Clinical and Translational Neurology is a peer-reviewed journal for rapid dissemination of high-quality research related to all areas of neurology. The journal publishes original research and scholarly reviews focused on the mechanisms and treatments of diseases of the nervous system; high-impact topics in neurologic education; and other topics of interest to the clinical neuroscience community.
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