NMDA Receptor Kinetics Drive Distinct Routes to Chaotic Firing in Pyramidal Neurons
Borjkhani, M.; BorjKhani, H.; Sharif, M. A.; Bahrami, F.; JanAhmadi, M.
Show abstract
Neuronal firing patterns emerge from complex interactions between intrinsic membrane properties and synaptic receptor dynamics. N-methyl-D-aspartate (NMDA) receptors critically shape calcium influx and synaptic plasticity through their voltage-dependent Mg2+ block and prolonged activation kinetics. We developed a Hodgkin-Huxley-type computational model incorporating NMDA, AMPA, and GABA receptor kinetics to investigate how NMDA receptor closing rates ({beta}NMDA) and glutamatergic stimulation frequency control neuronal dynamics. Systematic analysis of 2,942,093 inter-spike intervals across 1,961 parameter combinations revealed two mechanistically distinct pathways to firing irregularity. Pathway 1 involves rapid NMDA deactivation ({beta}NMDA > 0.06 ms-1) at elevated stimulation frequencies, producing deterministic chaos with compromised information encoding (entropy: 1.441 bits, mutual information: 0.185 bits). Pathway 2 results from slow NMDA deactivation ({beta}NMDA < 0.02 ms-1) under weak drive, creating irregularity through prolonged receptor activation and sustained calcium influx (entropy: 1.347 bits). An optimal kinetic window emerged at {beta}NMDA = 0.028 ms-1, maximizing information transfer (0.275 bits) while maintaining stable dynamics. Entropy-Lyapunov correlation analysis confirmed deterministic chaos (r = 0.150, p {inverted exclamation} 0.001). Frequency-dependent chaos onset thresholds demonstrated systematic erosion from 0.000 ms-1 at low frequencies to 0.150 ms-1 at high frequencies. GABAergic inhibition provided frequencyselective stabilization, expanding stable parameter space by 34.2 These findings establish NMDA receptor kinetics as fundamental controllers of cortical excitability and information processing. The dual-pathway framework provides mechanistic insights into addiction-related memory formation, where prolonged NMDA activation enables pathological plasticity, and visual processing disorders, where altered kinetics disrupt retinal function and cortical oscillatory balance. The identification of optimal kinetic windows and frequency-selective GABA modulation suggests therapeutic strategies targeting kinetically-specific interventions for neuropsychiatric disorders involving NMDA dysfunction.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Ion-channel degeneracy and heterogeneities in the emergence of signature physiological characteristics of dentate gyrus granule cells 96%
- Neuronal phase shifts differ for excitation vs. inhibition: a computer modeling study 96%
- Mechanisms and implications of high depolarization baseline offsets in conductance-based neuronal models 95%
Similar papers in this journal
- Nonlinear dendritic integration supports Up-Down states in single neurons 95%
- Trial-to-trial variability of spiking delay activity in prefrontal cortex constrains burst-coding models of working memory 95%
- Long-Term Inactivation of Sodium Channels as a Mechanism of Adaptation in CA1 Pyramidal Neurons 95%
Similar papers in this journal
- Modelling the spatial and temporal constrains of the GABAergic influence on neuronal excitability 95%
- GABAergic neurons can facilitate the propagation of cortical spreading depolarization: experiments in mouse neocortical slices and a novel neural field computational model 95%
- Activity-mediated accumulation of potassium induces a switch in firing pattern and neuronal excitability type 94%
Similar papers in this journal
- A network model of the modulation of gamma oscillations by NMDA receptors in cerebral cortex 95%
- Synchrony in Networks of Type 2 Interneurons is More Robust to Noise with Hyperpolarizing Inhibition Compared to Shunting Inhibition in Both the Stochastic Population Oscillator and the Coupled Oscillator Regimes 95%
- An integrate-and-fire spiking neural network model simulating artificially induced cortical plasticity 94%
Similar papers in this journal
- Temporal pattern and synergy influence activity of ERK signaling pathways during L-LTP induction 96%
- Focal seizures are organized by feedback between neural activity and ion concentration changes 96%
- A computational model explains and predicts substantia nigra pars reticulata responses to pallidal and striatal inputs 96%
"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.