Back

Time-varying hierarchical core voxels disclosed by k-core percolation on dynamic inter-voxel connectivity resting-state fMRI

Lee, D. S.; Huh, Y.; Kang, Y. K.; Whi, W.; Lee, H.; Kang, H.

2022-06-26 neuroscience
10.1101/2022.06.23.497413 bioRxiv
Show abstract

k-core percolation on the scale-free static brain connectivity revealed hierarchical structure of inter-voxel correlations, which was successfully visualized by hyperbolic disc embedding on resting-state fMRI. In static study, flagplots and brain rendered kmax-core display showed the changes of hierarchical structures of voxels belonging to functional independent components (IC). In this dynamic sliding-window study, temporal progress of hierarchical structure of voxels were investigated in individuals and in sessions of an individual. kmax-core and coreness k values characterizing time-varying core voxels were visualized on animated stacked-histogram/flagplots and animated brain-rendered images. Resting-state fMRI of Human Connectome Project and of Kirby weekly revealed the slow progress and multiple abrupt state transitions of the voxels of coreness k and at the uppermost hierarchy, representing their correlative time-varying mental states in individuals and in sessions. We suggest this characteristic core voxels-IC compositions on dynamic study fingerprint the time-varying resting states of human minds. One Sentence SummaryDynamic state transitions of hierarchical functional inter-voxel connectivity implied time-varying mental states at rest on fMRI

Matching journals

The top 9 journals account for 50% of the predicted probability mass.

1
Frontiers in Computational Neuroscience
53 papers in training set
Top 0.2%
10.3%
2
Chaos, Solitons & Fractals
32 papers in training set
Top 0.2%
7.0%
3
Neurocomputing
13 papers in training set
Top 0.1%
7.0%
4
PLOS Computational Biology
1633 papers in training set
Top 5%
6.5%
5
Neural Networks
32 papers in training set
Top 0.1%
6.5%
6
NeuroImage
813 papers in training set
Top 3%
3.7%
7
eLife
5422 papers in training set
Top 24%
3.7%
8
Scientific Reports
3102 papers in training set
Top 41%
3.1%
9
Entropy
20 papers in training set
Top 0.1%
2.8%
50% of probability mass above
10
Frontiers in Neuroscience
223 papers in training set
Top 2%
2.7%
11
Chaos: An Interdisciplinary Journal of Nonlinear Science
16 papers in training set
Top 0.1%
2.7%
12
Cognitive Neurodynamics
15 papers in training set
Top 0.1%
2.4%
13
PLOS ONE
4510 papers in training set
Top 46%
2.4%
14
Frontiers in Systems Neuroscience
19 papers in training set
Top 0.1%
2.1%
15
Network Neuroscience
116 papers in training set
Top 0.4%
2.1%
16
Science Bulletin
22 papers in training set
Top 0.2%
2.1%
17
Cerebral Cortex
357 papers in training set
Top 0.6%
1.9%
18
Neuroscience Bulletin
11 papers in training set
Top 0.3%
1.8%
19
Frontiers in Human Neuroscience
67 papers in training set
Top 2%
1.4%
20
Genomics, Proteomics & Bioinformatics
171 papers in training set
Top 4%
1.3%
21
Neuroscience
88 papers in training set
Top 2%
1.3%
22
Computers in Biology and Medicine
120 papers in training set
Top 3%
1.0%
23
Communications Biology
886 papers in training set
Top 16%
1.0%
24
National Science Review
22 papers in training set
Top 1%
1.0%
25
Neuroscience Letters
28 papers in training set
Top 1.0%
0.8%
26
Advanced Science
249 papers in training set
Top 17%
0.8%
27
Briefings in Bioinformatics
326 papers in training set
Top 6%
0.8%
28
eneuro
389 papers in training set
Top 9%
0.8%
29
Progress in Neurobiology
41 papers in training set
Top 2%
0.7%
30
Mathematics
11 papers in training set
Top 0.5%
0.7%