Individualized Functionnectome for the detection of white matter circuits underlying task-fMRI activations in glioma patients

Motivation: The Functionnectome, a framework to project brain functional activity onto underlying white matter pathways, cannot accommodate patients with abnormal brain anatomy, as it is based on priors of structural connectivity derived from healthy subjects. Goal(s): Develop a method that generates subject-specific Functionnectome maps to more accurately reflect unique brain structure and function in patients. Approach: Twenty-six glioma patients underwent MRI, including diffusion and task-based functional protocols. Tractography was performed to generate individualized anatomical priors, and subsequently functionnectomes, which were validated for anatomical plausibility. Results: Individualized methods achieved higher accuracy and specificity than the standard Functionnectome framework, showing greater reproducibility across patients. Impact: The individualized Functionnectome framework applies the precision medicine paradigm to radiomics, by using brain connectivity maps conformant to each patient's unique anatomy, thereby ensuring accurate projection in cases with disrupted structures, e.g., due to tumors.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/0212
Primary Topic
Advanced Neuroimaging Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Individualized Functionnectome for the detection of white matter circuits underlying task-fMRI activations in glioma patients

Caterina Tonon, Raffaele Lodi, Alexander Leemans, Alberto De Luca et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Advanced Neuroimaging Techniques and Applications
article

Individualized Functionnectome for the detection of white matter circuits underlying task-fMRI activations in glioma patients

Caterina Tonon, Raffaele Lodi, Alexander Leemans, Alberto De Luca, David Neil Manners, Giovanni Sighinolfi
article en

Abstract

Motivation: The Functionnectome, a framework to project brain functional activity onto underlying white matter pathways, cannot accommodate patients with abnormal brain anatomy, as it is based on priors of structural connectivity derived from healthy subjects. Goal(s): Develop a method that generates subject-specific Functionnectome maps to more accurately reflect unique brain structure and function in patients. Approach: Twenty-six glioma patients underwent MRI, including diffusion and task-based functional protocols. Tractography was performed to generate individualized anatomical priors, and subsequently functionnectomes, which were validated for anatomical plausibility. Results: Individualized methods achieved higher accuracy and specificity than the standard Functionnectome framework, showing greater reproducibility across patients. Impact: The individualized Functionnectome framework applies the precision medicine paradigm to radiomics, by using brain connectivity maps conformant to each patient's unique anatomy, thereby ensuring accurate projection in cases with disrupted structures, e.g., due to tumors.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 64%
Advanced Neuroimaging Techniques and Applications
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