ArticleNeuroImage. Clinical2019
Mechanisms of functional compensation, delineated by eigenvector centrality mapping, across the pathophysiological continuum of Alzheimer's disease.
Article in NeuroImage. Clinical, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 3 of them syntheses that pooled it.
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Who cites it
35 citing papers in PubMed, 3 syntheses or guidelines pooled it, 51 citations in OpenAlex.
- Functional MRI-specific alterations in frontoparietal network in mild cognitive impairment: an ALE meta-analysis.Frontiers in aging neuroscience · 2023Pooled it
- Convergent functional changes of the episodic memory impairment in mild cognitive impairment: An ALE meta-analysis.Frontiers in aging neuroscience · 2022Pooled it
- Functional MRI-Specific Alterations in Salience Network in Mild Cognitive Impairment: An ALE Meta-Analysis.Frontiers in aging neuroscience · 2021Pooled it
- Resting-state functional and spectral alterations underlying cognitive decline in biomarker-confirmed Alzheimer's disease: A systematic review.NeuroImage. Clinical · 2026Article
- Multi-organ AI endophenotypes chart the heterogeneity of brain, eye and heart pan-disease.Nature. Mental health · 2026Article
- Subregional Functional Connectivity of the Precuneus as a Preclinical Biomarker in Alzheimer's Disease.Neurology research international · 2026Article
- Cognitive and physical functions among Chinese community-dwelling older adults with motoric cognitive risk syndrome: A prospective cohort study.International journal of nursing sciences · 2025Article
- Novel eigenvector centrality indices for octane isomers to explore their physicochemical properties.Scientific reports · 2025Article
- The Effect of Overcoming the Digital Divide on Middle Frontal Gyrus Atrophy in Aging Adults: Large-Scale Retrospective Magnetic Resonance Imaging Cohort Study.Journal of medical Internet research · 2025Article
- Volumetric Changes in Cerebellar Transverse Zones: Age and Sex Effects in Health and Neurological Disorders.Human brain mapping · 2025Article
- Brain network alterations in mobile phone use problem severity: A multimodal neuroimaging analysis.Journal of behavioral addictions · 2025Article
- Effects of Alzheimer's disease plasma marker levels on multilayer centrality in healthy individuals.Alzheimer's research & therapy · 2025Article
- Research progress on brain network imaging biomarkers of subjective cognitive decline.Frontiers in neuroscience · 2025Review
- Review
- Alteration of functional connectivity network in population of objectively-defined subtle cognitive decline.Brain communications · 2024Article
- Causal effects of COVID-19 on structural changes in specific brain regions: a Mendelian randomization study.BMC medicine · 2023Article
- Altered Functional Connectivity Density in Type 2 Diabetes Mellitus with and without Mild Cognitive Impairment.Brain sciences · 2023Article
- Eigenvector centrality dynamics are related to Alzheimer's disease pathological changes in non-demented individuals.Brain communications · 2023Article
- Eigenvector centrality and its variability over time are promising indicators of alterations in brain function due to early amyloid deposition.Brain communications · 2023Article
- Abnormal characterization of dynamic functional connectivity in Alzheimer's disease.Neural regeneration research · 2022Article
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Authors and funding
8 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMechanisms of functional compensation throughout the progression of Alzheimer's disease (AD) remain largely underspecified. By investigating functional connectomics in relation to cerebrospinal fluid (CSF) biomarkers across the pathophysiological continuum of AD, we identify disease-stage-specific patterns of functional degradation and functional compensation.
methodsData from a sample of 96 participants, comprised of 49 controls, 11 preclinical AD subjects, 21 patients with mild cognitive impairment (MCI) due to AD and 15 patients with mild dementia due to AD, were analyzed. CSF ratio of phosphorylated tau protein over amyloid beta peptide 42 (p-tau/Aβ42) was computed and used as a marker of progression along the AD continuum. Whole-brain, voxel-wise eigenvector centrality mapping (ECM) was computed from resting-state fMRI and regression against p-tau/Aβ42 was performed. Surviving clusters were used as data-derived seeds in functional connectivity analyses and investigated in relation to memory performance scores (delayed free recall and memory alteration) via complementary regression models. To investigate disease-stage-specific effects, the whole-brain connectivity maps of each cluster were compared between progressive groups.
resultsCentrality in BA39-BA19 is negatively correlated with the p-tau/Aβ42 ratio and associated to memory function impairment across the AD continuum. The thalamus, anterior cingulate (ACC), midcingulate (MCC) and posterior cingulate cortex (PCC) show the opposite effect. The MCC shows the highest increase in centrality as memory performance decays. In the asymptomatic preclinical group, MCC shows reduced functional connectivity (FC) with the left hippocampus and stronger FC with the precuneus (PCu). Additionally, BA39-BA19 show reduced FC with the cerebellum, compensated by stronger FC between cerebellum and PCC. In the MCI group, PCC shows reduced FC with PCu, compensated by stronger FC with the left pars orbitalis, insula and temporal pole, as well as by stronger FC of MCC with its anterior and ventral neighboring areas and the cerebellum. In the mild dementia group, extensive functional decoupling occurs across the entire autobiographical memory network and functional resilience ensues in posterior regions and the cerebellum.
conclusionsFunctional decoupling in preclinical AD occurs predominantly in AD-vulnerable regions (e.g. hippocampus, cerebellar lobule VI / Crus I, visual cortex, frontal pole) and coupling between MCC and PCu, as well as between PCC and cerebellum, emerge as intrinsic mechanisms of functional compensation. At the MCI stage, the PCu can no longer compensate for hippocampal decoupling, but the compensatory role of the MCC and PCC ensue into the stage of dementia. These findings shed light on the neural mechanisms of functional compensation across the pathophysiological continuum of AD, highlighting the compensatory roles of several key brain areas.
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