LXLyuan Xu

Lyuan Xu

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

The organizations/institutes from the scholar's latest article


Lyuan Xu has a total of 14 co-authors. Here are the top co-authors by number of shared publications:

  • Adam W. Anderson

    Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN USA

    2 shared publications
  • Kurt G. Schilling

    Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, TN, United States

    2 shared publications
  • Muwei Li

    Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN, USA

    2 shared publications
  • Bennett A. Landman

    Department of Electrical and Computer Engineering Vanderbilt University Nashville Tennessee USA

    1 shared publication
  • Francois Rheault

    Department of Electrical Engineering and Computer Engineering, Vanderbilt University, Nashville, TN 37235

    1 shared publication
  • John C. Gore

    Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN USA

    1 shared publication

Latest Publications

  • Open Access

    White-Matter BOLD Mediates Time-Varying Cortico-Cortical Functional Connectivity

    by Lyuan Xu, Yurui Gao, Muwei Li, Zhongliang Zu, Kurt G. Schilling, Adam W. Anderson, Zhaohua Ding, John C. Gore

    Functional connectivity (FC) measurements in the brain using BOLD fMRI have largely focused on correlations between gray-matter (GM) BOLD signals, ignoring the possible relevance of white-matter (WM) in delineating neural networks. We first employed a tract-informed mediation framework to test whether WM pathways contribute indirect, bundle-specific effects to cortico-cortical coupling. Using resting-state fMRI data from the Human Connectome Project, we quantified pathway-level mediation effects across GM-WM-GM units and found that WM BOLD signals significantly mediated GM-GM associations, with clear tract-dependent heterogeneity. Building upon this, we examined how dynamic features of WM BOLD signals relate to time-varying intra-cortical FC. We found that temporal variability of WM signals, rather than their mean amplitudes, more closely tracked fluctuations in GM-GM dynamic connectivity, with correlations reaching approximately 0.4 across specific tracts. Together, these results indicate that WM BOLD signals are related to how cortical regions interact, underscoring their integral role in large-scale brain network organization.


  • Open Access

    Whole-brain, gray, and white matter time-locked functional signal changes with simple tasks and model-free analysis

    by Kurt G. Schilling, Muwei Li, Francois Rheault, Yurui Gao, Leon Cai, Yu Zhao, Lyuan Xu, Zhaohua Ding, Adam W. Anderson, Bennett A. Landman, et al.

    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 tasks, challenging the existence of sparse and localized brain functions and highlighting the pervasiveness of potential false negative fMRI findings. “Whole-brain” actually refers to gray matter, the only tissue traditionally studied with fMRI. However, several reports have demonstrated reliable detection of BOLD signals in white matter, which have previously been largely ignored. Using simple tasks and analyses, we demonstrate BOLD signal changes across the whole brain, in both white and gray matters, in similar manner to previous reports of whole brain studies. We investigated whether white matter displays time-locked BOLD signals across multiple structural pathways in response to a stimulus in a similar manner to the cortex. 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 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, just like all gray matter, essentially all white matter in the brain shows time-locked BOLD signal changes in response to multiple stimuli, challenging the idea of sparse functional localization and the prevailing wisdom of treating white matter BOLD signals as artifacts to be removed.