Crustacean cardiac ganglion model reveals constraints on morphology and conductances
Dopp, D. S.; Samarth, P. S.; Wang, J. S.; Kick, D. R.; Schulz, D. J.; Nair, S. S.
Show abstract
The crustacean cardiac ganglion (CG) network coordinates the rhythmic contractions of the heart muscle to control the circulation of blood. The network consists of 9 cells, 5 large motor cells (LC1-5) and 4 small endogenous pacemaker cells (SCs). We report a new three-compartmental biophysical model of an LC that is morphologically realistic and includes provision for inputs from the SCs via a gap-junction coupled spike-initiation-zone (SIZ) compartments. To determine physiologically viable LC models in this realistic configuration, maximal conductances in three compartments of an LC are determined by random sampling from a biologically-characterized 9D-parameter space, followed by a three-stage rejection protocol that checks for conformity with electrophysiological features from single cell traces. LC models that pass the single cell rejection protocol are then incorporated into a network model which is then used in a final rejection protocol stage. Using disparate experimental data, the study provides hitherto unknown structure-function insights related to the crustacean cardiac ganglion large cell, including predictions about morphology including the role of its SIZ, and the differential roles of active conductances in the three compartments. Further, we extend analyses of emergent conductance relationships and correlations in model neurons relative to their biological counterparts, allowing us to make inferences both with respect to the biological system as well as the implications of the ability to detect such relationships in populations of model neurons going forward.
Matching journals
The top 1 journal accounts for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- Effects of Ih and TASK-like shunting current on dendritic impedance in layer 5 pyramidal-tract neurons 96%
- Mechanisms and implications of high depolarization baseline offsets in conductance-based neuronal models 96%
- Deciphering how interneuron specific 3 cells control oriens lacunosum-moleculare cells to contribute to circuit function 96%
Similar papers in this journal
- Controlling morpho-electrophysiological variability of neurons with detailed biophysical models 95%
- Mechanistic modeling suggests that low-intensity focused ultrasound can selectively recruit myelinated or unmyelinated nerve fibers 95%
- Branch-specific clustered parallel fiber input controls dendritic computation in Purkinje cells 94%
Similar papers in this journal
- Biophysical network modeling of temporal and stereotyped sequence propagation of neural activity in the premotor nucleus HVC 95%
- A computational model explains and predicts substantia nigra pars reticulata responses to pallidal and striatal inputs 95%
- Rhythmic circuit function is more robust to changes in synaptic than intrinsic conductances 95%
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.