Spontaneous resting-state neural activity or hemodynamics has been used to reveal functional connectivity in the brain. However, most of the commonly used clustering algorithms for functional parcellation are time-consuming, especially for high-resolution imaging data. We propose a density center-based fast clustering (DCBFC) method that can rapidly perform the functional parcellation of isocortex. DCBFC was validated using both simulation data and the spontaneous calcium signals from widefield fluorescence imaging of excitatory neuron-expressing transgenic mice (Vglut2-GCaMP6s). Compared to commonly used clustering methods such as k-means, hierarchical, and spectral, DCBFC showed a higher adjusted Rand index when the signal-to-noise ratio was greater than −8 dB for simulated data and higher silhouette coefficient for in vivo mouse data. The resting-state functional connectivity (RSFC) patterns obtained by DCBFC were compared with the anatomic axonal projection density (PDs) maps derived from the voxel-scale model. The results showed a high spatial correlation between RSFC patterns and PDs.
Cortical spreading depression (CSD), a propagation wave of transient neuronal and glial depolarization followed by suppression of spontaneous brain activity, has been hypothesized to be the underlying mechanism of migraine aura and triggers the headache attack. Evidence from various animal models accumulates since its first discovery in 1944 and provides support for this hypothesis. In this paper, alterations of bilateral cortical responses are investigated in a mice migrainous model of CSD using voltage-sensitive dye imaging under hindlimb and cortical stimulation. After CSD induction in the right hemisphere, bilateral sensory responses evoked by left hindlimb stimulation dramatically decreases, whereas right hindlimb stimulation can still activate bilateral responses with an increased response of the left hemisphere and a well-preserved response of the right hemisphere. In addition, cortical neural excitability remains after CSD assessed by direct activation of the right hemisphere in spite of the sensory deficit under contralateral hindlimb stimulation. These results depict the sensory disturbance of bilateral hemispheres after CSD, which may be helpful in understanding how sensory disturbance occur during migraine aura.
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