Whole-brain, gray and white matter time-locked functional signal changes with simple tasks and model-free analysis
Kurt G. SchillingiD, Muwei LiiD, François RheaultiD, Yurui GaoiD, Leon Y. CaiiD, Yu ZhaoiD, Lyuan XuiD, Zhaohua DingiD, Adam W. AndersoniD, Bennett A. LandmaniD, John C. GoreiD
Abstract
Recent studies have revealed the production of time-locked blood oxygenation-level dependent (BOLD) functional MRI (fMRI) signals throughout the entire brain in response to a task, challenging the idea of sparse and localized brain functions, and highlighting the pervasiveness of potential false negative fMRI findings. In these studies, whole-brain refers to gray matter regions only, which is the only tissue traditionally studied with fMRI. However, recent reports have also demonstrated reliable detection and analyses of BOLD signals in white matter which have been largely ignored in previous reports. Here, using model-free analysis and simple tasks, we investigate BOLD signal changes in both white and gray matters. We aimed to evaluate whether white matter also displays time-locked BOLD signals across all structural pathways in response to a stimulus. We find that both white and gray matter show time-locked activations across the whole-brain, with a majority of both tissue types showing statistically significant signal changes for all task stimuli investigated. We observed a wide range of signal responses to tasks, with different regions showing very different BOLD signal changes to the same task. Moreover, we find that each region may display different BOLD responses to different stimuli. Overall, we present compelling evidence that the whole brain, including both white and gray matter, show time-locked activation to multiple stimuli, not only challenging the idea of sparse functional localization, but also the prevailing wisdom of treating white matter BOLD signals as artefacts to be removed.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 6
- Organism
- Assay
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Detection of functional activity in brain white matter using fiber architecture informed synchrony mapping
Yu Zhao, Yurui Gao, … John C. Gore·NeuroImagePeer-reviewed·Jun 17, 2022
- Power spectra reveal distinct BOLD resting-state time courses in white matter
Muwei Li, Yurui Gao, … John C. Gore·Proceedings of the National Academy of SciencesPeer-reviewed·Oct 29, 2021
- Latency structure of BOLD signals within white matter in resting-state fMRI
Bin Guo, Fugen Zhou, … John C. Gore·Magnetic Resonance ImagingPeer-reviewed·Jan 6, 2022
- Dynamic variations of resting-state BOLD signal spectra in white matter
Muwei Li, Yurui Gao, … John C. Gore·NeuroImagePeer-reviewed·Feb 4, 2022
- Correlated Functional Connectivity and Glucose Metabolism in Brain White Matter Revealed by Simultaneous MRI/PET
Bin Guo, Fugen Zhou, … Zhaohua Ding·Magnetic Resonance in MedicinePeer-reviewed·Nov 26, 2021
- The quantitative spatiotemporal relationship of whole brain activity of human brains revealed by fMRI
Jie Huang·Magnetic Resonance ImagingPeer-reviewed·Oct 24, 2025