This study built multi-compartment NEURON models of human layer 2/3 pyramidal neurons, parameterized from volume electron microscopy of FCD Type I tissue , and independently varied spine density, neck geometry, and head size. Epileptogenic spines were larger-headed (0.718 vs 0.551 µm), thicker-necked (0.301 vs 0.148 µm), and sparser (3 vs 8 spines per 10 µm). Reduced spine density lowered membrane area (factor F: 1.2 vs 2.0), raising input resistance and enlarging somatic EPSPs (0.204 vs 0.125 mV; all P < 0.0001). Thicker necks reduced head-shaft electrical compartmentalization. Together these changes cut the synchronous activation threshold from 157 to 41 spines (3.82-fold) and amplified firing up to 2.15-fold under sparse (<3.4 Hz) input . Neck length mattered only below ~0.2 µm diameter; head size had no effect at any site (head P=0.3745, base P=0.5361, soma P=0.2944). A stochastic argument (mean ∝ νw, variance ∝ w²ν) explains why fewer but larger synapses raise firing probability without changing mean drive.
Note the EPSP values are scaled ×100 for visual comparability; raw soma EPSPs are 0.125 vs 0.204 mV and head EPSPs 5.58 vs 6.25 mV (density manipulation). These are simulation outputs, not biological measurements.
Strengths: parameters anchored to real volume-EM and patient electrophysiology ; systematic one-at-a-time parameter isolation; code publicly released; authors explicitly note results are simulation-based mechanistic comparisons, not population inference, and confine the passive mechanism to pyramidal neurons (not dysmorphic/cytomegalic cells of FCD II). The spine-neck bottleneck finding aligns with prior cable theory .
Weaknesses: a single model neuron with simplified morphology and only somatic HH channels—no active dendritic conductances, no inhibition, no network effects; neck length was an operational construct (total length minus head diameter) because EM could not resolve head-neck boundaries in many spines; statistics reflect run-to-run simulation variance, not biological sampling; the membrane-scaling factor F conflates density and geometry. The paradox of firing more with fewer spines depends on the assumption that remaining synapses are functionally stronger—a compensatory interpretation that requires experimental validation in tissue.
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