TY - JOUR
T1 - Glucose metabolism in hyper-connected regions predicts neurodegeneration and speed of conversion in Alzheimer’s disease
AU - Galli, Alice
AU - Inglese, Marianna
AU - Presotto, Luca
AU - Malito, Rachele
AU - Di, Xin
AU - Toschi, Nicola
AU - Pilotto, Andrea
AU - Padovani, Alessandro
AU - Tassorelli, Cristina
AU - Perani, Daniela
AU - Sala, Arianna
AU - Caminiti, Silvia Paola
N1 - Publisher Copyright:
© The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2025.
PY - 2025/10
Y1 - 2025/10
N2 - Purpose: Here, we combined a longitudinal design to assess whole-brain hyper- and hypo-connectivity in the different clinical phases of Alzheimer’s disease (AD) with a multimodal approach to understand how such connectivity changes were related to glucose hypometabolism. Methods: We selected a longitudinal cohort of N = 66 subjects with clinical, cerebrospinal fluid and FDG-PET assessments, from Alzheimer’s Disease Neuroimaging Initiative (ADNI) database. N = 31 AD individuals were assessed at three stages: mild cognitive impairment (AD-MCI, T0), early phase of dementia (mild-AD, T1) and dementia (AD-D, T2). We included N = 35 age/sex-matched healthy controls. We assessed longitudinal metabolic connectivity using Pearson’s correlation, clustering analysis and graph theory metrics. Results: In the MCI-AD stages, hypo- and hyper-connectivity coexisted. Data-driven, longitudinal clustering analysis identified specific pathological clusters: a default mode network cluster, with prevalent hypo-connectivity and severe, persistent hypometabolism; a limbic cluster showing hyper-connectivity and steeper metabolic decline. Metabolism in hyper-connected limbic regions showed a mediation effect on worsening of AD-like parieto-temporal hypometabolism and predicted faster conversion to dementia. Conclusion: Hypo- and hyper-connectivity, especially in early stages, may have different roles in AD neurodegenerative processes, with metabolism in hyper-connected regions acting as a mediator on the neurodegeneration of core regions of AD pathology.
AB - Purpose: Here, we combined a longitudinal design to assess whole-brain hyper- and hypo-connectivity in the different clinical phases of Alzheimer’s disease (AD) with a multimodal approach to understand how such connectivity changes were related to glucose hypometabolism. Methods: We selected a longitudinal cohort of N = 66 subjects with clinical, cerebrospinal fluid and FDG-PET assessments, from Alzheimer’s Disease Neuroimaging Initiative (ADNI) database. N = 31 AD individuals were assessed at three stages: mild cognitive impairment (AD-MCI, T0), early phase of dementia (mild-AD, T1) and dementia (AD-D, T2). We included N = 35 age/sex-matched healthy controls. We assessed longitudinal metabolic connectivity using Pearson’s correlation, clustering analysis and graph theory metrics. Results: In the MCI-AD stages, hypo- and hyper-connectivity coexisted. Data-driven, longitudinal clustering analysis identified specific pathological clusters: a default mode network cluster, with prevalent hypo-connectivity and severe, persistent hypometabolism; a limbic cluster showing hyper-connectivity and steeper metabolic decline. Metabolism in hyper-connected limbic regions showed a mediation effect on worsening of AD-like parieto-temporal hypometabolism and predicted faster conversion to dementia. Conclusion: Hypo- and hyper-connectivity, especially in early stages, may have different roles in AD neurodegenerative processes, with metabolism in hyper-connected regions acting as a mediator on the neurodegeneration of core regions of AD pathology.
KW - Glucose metabolism
KW - Graph theory
KW - Hyper-connectivity
KW - Hypo-connectivity
KW - Mild cognitive impairment
KW - Prodromal
UR - https://www.scopus.com/pages/publications/105007314992
UR - https://www.scopus.com/inward/citedby.url?scp=105007314992&partnerID=8YFLogxK
U2 - 10.1007/s00259-025-07379-9
DO - 10.1007/s00259-025-07379-9
M3 - Article
AN - SCOPUS:105007314992
SN - 1619-7070
VL - 52
SP - 4639
EP - 4651
JO - European Journal of Nuclear Medicine and Molecular Imaging
JF - European Journal of Nuclear Medicine and Molecular Imaging
IS - 12
ER -