Back

Deriving functional network topology from in vivo two-photon calcium imaging: state-dependent graph features in mouse mesoscale motor cortical network

Peng, G.; Sati, N.; Latifi, S.

2026-03-31 neuroscience
10.64898/2026.03.27.714836 bioRxiv
Show abstract

Mesoscale neuronal networks represent an intermediate organizational level linking single-neuron activity to large-scale brain networks. Here, we used in vivo two-photon calcium imaging and graph-theoretical analysis to characterize functional network topology in the primary motor cortex across behavioral states. Motion networks exhibited the largest functional connectivity architectures, whereas anesthesia networks showed reduced network scales together with stronger modular segregation and more pronounced small-world topology. Network sign further shaped topology, with negative associations associated with reduced modularity and weakened small-world structure. Hub analyses revealed additional state-dependent differences: anesthesia networks exhibited stronger hub connectivity despite reduced neuronal activity, whereas motion networks showed higher hub activity with weaker connectivity structure. These findings demonstrate that mesoscale neuronal networks exhibit structured and state-dependent organization and provide a framework for studying cortical network dynamics in normal brain function and brain disorders.

Matching journals

The top 6 journals account for 50% of the predicted probability mass.

1
Nature Communications
4913 papers in training set
Top 8%
17.0%
2
Cell Reports
1338 papers in training set
Top 4%
8.9%
3
Proceedings of the National Academy of Sciences
2130 papers in training set
Top 9%
7.0%
4
eLife
5422 papers in training set
Top 11%
7.0%
5
Communications Biology
886 papers in training set
Top 0.2%
6.6%
6
Advanced Science
249 papers in training set
Top 3%
6.2%
50% of probability mass above
7
Network Neuroscience
116 papers in training set
Top 0.2%
4.7%
8
Scientific Reports
3102 papers in training set
Top 29%
4.2%
9
NeuroImage
813 papers in training set
Top 2%
4.2%
10
Neuron
282 papers in training set
Top 4%
3.9%
11
Frontiers in Computational Neuroscience
53 papers in training set
Top 0.7%
3.5%
12
Science Advances
1098 papers in training set
Top 9%
3.0%
13
PLOS Computational Biology
1633 papers in training set
Top 12%
2.7%
14
iScience
1063 papers in training set
Top 16%
1.6%
15
Cerebral Cortex
357 papers in training set
Top 0.9%
1.6%
16
The Journal of Neuroscience
928 papers in training set
Top 6%
1.6%
17
Progress in Neurobiology
41 papers in training set
Top 0.9%
1.6%
18
Nature Neuroscience
216 papers in training set
Top 5%
1.3%
19
Current Biology
596 papers in training set
Top 11%
1.2%
20
eneuro
389 papers in training set
Top 8%
0.9%
21
PLOS Biology
408 papers in training set
Top 21%
0.7%
22
Communications Physics
12 papers in training set
Top 0.6%
0.7%
23
Developmental Cell
168 papers in training set
Top 13%
0.6%