Patient-Tailored, Connectivity-Based Forecasts of Spreading Brain Atrophy

被引:78
作者
Brown, Jesse A. [1 ]
Deng, Jersey [1 ]
Neuhaus, John [2 ]
Sible, Isabel J. [1 ]
Sias, Ana C. [1 ]
Lee, Suzee E. [1 ]
Kornak, John [2 ]
Marx, Gabe A. [1 ]
Karydas, Anna M. [1 ]
Spina, Salvatore [1 ]
Grinberg, Lea T. [1 ]
Coppola, Giovanni [3 ,4 ]
Geschwind, Dan H. [3 ,4 ]
Kramer, Joel H. [1 ]
Gorno-Tempini, Maria Luisa [1 ]
Miller, Bruce L. [1 ]
Rosen, Howard J. [1 ]
Seeley, William W. [1 ]
机构
[1] Univ Calif San Francisco, Dept Neurol, Memory & Aging Ctr, San Francisco, CA 94110 USA
[2] Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA USA
[3] Univ Calif Los Angeles, Dept Neurol, Semel Inst Neurosci & Human Behav, Los Angeles, CA 90024 USA
[4] Univ Calif Los Angeles, Dept Psychiat, Semel Inst Neurosci & Human Behav, Los Angeles, CA 90024 USA
关键词
BEHAVIORAL-VARIANT; FRONTOTEMPORAL DEMENTIA; ALZHEIMERS-DISEASE; SEMANTIC DEMENTIA; NEURODEGENERATIVE DISEASES; CONFOUND REGRESSION; TEMPORAL VARIANT; MOTION ARTIFACT; TAU PATHOLOGY; PATTERNS;
D O I
10.1016/j.neuron.2019.08.037
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Neurodegenerative diseases appear to progress by spreading via brain connections. Here we evaluated this transneuronal degeneration hypothesis by attempting to predict future atrophy in a longitudinal cohort of patients with behavioral variant frontotemporal dementia (bvFTD) and semantic variant primary progressive aphasia (svPPA). We determined patient-specific "epicenters" at baseline, located each patient's epicenters in the healthy functional connectome, and derived two region-wise graph theoretical metrics to predict future atrophy: (1) shortest path length to the epicenter and (2) nodal hazard, the cumulative atrophy of a region's first-degree neighbors. Using these predictors and baseline atrophy, we could accurately predict longitudinal atrophy in most patients. The regions most vulnerable to subsequent atrophy were functionally connected to the epicenter and had intermediate levels of baseline atrophy. These findings provide novel, longitudinal evidence that neurodegeneration progresses along connectional pathways and, further developed, could lead to network-based clinical tools for prognostication and disease monitoring.
引用
收藏
页码:856 / +
页数:18
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