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Advancements in the Metabolic Profiling of Three-Dimensional Brain Tumor Spheroids for Drug Screening
Published on: September 5, 2025
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Brain metabolic-functional (de)coupling from health to glioma dysfunction.
G Vallini1, G Baron1,2,3, E Silvestri1
1Department of Information Engineering, University of Padova, Padova, Italy.
Communications Biology
|December 4, 2025
Summary
This study reveals that brain's statistical dependencies link to its metabolism, while directional flow relates to glucose consumption. These brain connectivity-metabolism links are disrupted in glioma patients.
Area of Science:
- Neuroscience
- Metabolic Imaging
- Brain Network Analysis
Background:
- Brain metabolism and function are crucial for cognitive processes.
- Previous research linked glucose metabolism to resting-state fMRI but ignored hemodynamic confounders and brain dynamics.
- Understanding the interplay between brain metabolism and functional connectivity is vital for cognitive neuroscience.
Purpose of the Study:
- To investigate the relationship between brain metabolism and functional dynamics at rest.
- To differentiate statistical dependencies from directional brain flow using novel methods.
- To examine how these interactions are altered in glioma patients.
Main Methods:
- Employed a novel effective connectivity decomposition separating partial covariance (statistical dependencies) from differential covariance (directional flow).
- Utilized resting-state fMRI and standardized uptake value ratio (SUVR) for glucose metabolism.
- Analyzed data from 42 healthy subjects and 43 glioma patients.
Main Results:
- Partial covariance correlated with metabolic connectivity across brain regions.
- Node directionality was associated with standardized uptake value ratio (local glucose consumption).
- Glioma patients showed disrupted local and network-level effective-metabolic interactions, varying by tumor location.
Conclusions:
- Established a link between brain's statistical dependencies and metabolic connectivity.
- Demonstrated that directional brain flow reflects local glucose consumption.
- Highlighted disruptions in brain metabolism-function coupling in glioma, offering insights into pathological brain states.

