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Updated: May 17, 2026

Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
Published on: June 26, 2013
Neuroimaging insights into network-based neurodegeneration
Michael D Greicius1, Daniel L Kimmel
1Functional Imaging in Neuropsychiatric Disorders Laboratory, Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California 94305-5235, USA. greicius@stanford.edu
Neuroimaging reveals that Alzheimer's disease and other neurodegenerative disorders spread through specific brain networks. Advanced MRI techniques are now helping to understand the mechanisms of this network-based neurodegeneration.
Area of Science:
- Neuroscience
- Medical Imaging
Background:
- Growing evidence suggests neurodegenerative diseases like Alzheimer's progress along interconnected brain networks.
- Understanding these network pathways is crucial for developing effective treatments.
Purpose of the Study:
- To review the role of neuroimaging in supporting the network-based neurodegeneration hypothesis.
- To elucidate the mechanisms underlying network progression in neurodegenerative disorders.
Main Methods:
- Utilizing advances in functional and structural Magnetic Resonance Imaging (MRI) to delineate brain networks.
- Applying network-imaging modalities to study neurodegenerative diseases.
- Employing theoretical measures of network efficiency on in-vivo imaging data.
- Developing novel MRI acquisition and analysis methods for microcircuit assessment.
Main Results:
- Specific neurodegenerative disorders demonstrate distinct patterns of progression along defined brain networks.
- Models of disease spread along networks have been developed and evaluated using in-vivo imaging.
- New MRI techniques allow for in-vivo assessment of microcircuits targeted early in disease progression.
Conclusions:
- Neuroimaging provides strong evidence for network-based progression in neurodegenerative disorders.
- Current research is beginning to reveal the specific mechanisms driving this network degeneration.
Related Concept Videos
Alzheimer Disease ll: Pathophysiology
Dementia l: Introduction

