Linking interindividual variability in brain structure to behaviour

S Genon, SB Eickhoff, S Kharabian - Nature Reviews Neuroscience, 2022 - nature.com
What are the brain structural correlates of interindividual differences in behaviour? More
than a decade ago, advances in structural MRI opened promising new avenues to address …

The challenges and prospects of brain-based prediction of behaviour

J Wu, J Li, SB Eickhoff, D Scheinost… - Nature Human Behaviour, 2023 - nature.com
Relating individual brain patterns to behaviour is fundamental in system neuroscience.
Recently, the predictive modelling approach has become increasingly popular, largely due …

[HTML][HTML] Comparison of individualized behavioral predictions across anatomical, diffusion and functional connectivity MRI

LQR Ooi, J Chen, S Zhang, R Kong, A Tam, J Li… - NeuroImage, 2022 - Elsevier
A fundamental goal across the neurosciences is the characterization of relationships linking
brain anatomy, functioning, and behavior. Although various MRI modalities have been …

[HTML][HTML] Feature-space selection with banded ridge regression

TD la Tour, M Eickenberg, AO Nunez-Elizalde… - NeuroImage, 2022 - Elsevier
Encoding models provide a powerful framework to identify the information represented in
brain recordings. In this framework, a stimulus representation is expressed within a feature …

[HTML][HTML] Brain structure-function coupling provides signatures for task decoding and individual fingerprinting

A Griffa, E Amico, R Liégeois, D Van De Ville, MG Preti - NeuroImage, 2022 - Elsevier
Brain signatures of functional activity have shown promising results in both decoding brain
states, meaning distinguishing between different tasks, and fingerprinting, that is identifying …

[HTML][HTML] Combination of structural and functional connectivity explains unique variation in specific domains of cognitive function

MC Litwińczuk, N Muhlert, L Cloutman… - NeuroImage, 2022 - Elsevier
The relationship between structural and functional brain networks has been characterised
as complex: the two networks mirror each other and show mutual influence but they also …

Grey and white matter metrics demonstrate distinct and complementary prediction of differences in cognitive performance in children: Findings from ABCD (N= 11 876)

LC Michel, EM McCormick, RA Kievit - Journal of Neuroscience, 2024 - Soc Neuroscience
Individual differences in cognitive performance in childhood are a key predictor of significant
life outcomes such as educational attainment and mental health. Differences in cognitive …

[HTML][HTML] Prediction of cognitive performance differences in older age from multimodal neuroimaging data

C Krämer, J Stumme, L da Costa Campos, P Dellani… - GeroScience, 2024 - Springer
Differences in brain structure and functional and structural network architecture have been
found to partly explain cognitive performance differences in older ages. Thus, they may …

[HTML][HTML] Brain mapping of behavioral domains using multi-scale networks and canonical correlation analysis

I Fernandez-Iriondo, A Jimenez-Marin… - Frontiers in …, 2022 - frontiersin.org
Simultaneous mapping of multiple behavioral domains into brain networks remains a major
challenge. Here, we shed some light on this problem by employing a combination of …

[HTML][HTML] Capturing brain‐cognition relationship: Integrating task‐based fMRI across tasks markedly boosts prediction and test‐retest reliability

A Tetereva, J Li, JD Deng, A Stringaris, N Pat - NeuroImage, 2022 - Elsevier
Capturing individual differences in cognition is central to human neuroscience. Yet our
ability to estimate cognitive abilities via brain MRI is still poor in both prediction and …