Background: Contemporary psychiatric models frequently conceptualize major depressive phenotypes through the lens of monoaminergic stochasticity. However, this framework limits the integration of cumulative allostatic load and cellular thermodynamic constraints. This study introduces a mechanistic paradigm, mathematically defining depression as a macroscopic manifestation of focal bioenergetic depletion driven by the spatiotemporal failure of astrocytic glutamate clearance. Methods: A deterministic, multi-scale Ordinary and Partial Differential Equation (ODE-PDE) architecture was constructed, integrating six-layer empirical matrices: structural connectomics (Destrieux Atlas), transcriptomics (AHBA), receptor density (Neuromaps PET), and pan-ancestry mtDNA-CN baseline synthesis (gnomAD). Adhering to thermodynamic parsimony (Zero-Assumption Architecture), the network was rigidly calibrated at steady-state (dATP/dt = 0) prior to systemic stress simulation. A Monte Carlo dynamic cohort of 40,000 simulated trajectories was evaluated over 1,000 biological days, incorporating an absolute in vivo cerebral metabolic rate ceiling (4.0× baseline). Results: High-fidelity kinetic integration revealed that cumulative allostatic load (combining internal visceral and external psychosocial proxies) induces a dose-dependent down-regulation of astrocytic Excitatory Amino Acid Transporters (EAAT). The system established an empirical vulnerability threshold: networks maintained bioenergetic integrity until the cumulative stress proxy (OR) breached 3.73. Beyond this threshold, localized glutamate influx forced the neural epicenter to undergo an abrupt topological phase transition (Saddle-Node Bifurcation, ATP 3.0), where cohorts with depleted mtDNA-CN buffering capacities (e.g., AFR referential) exhibited accelerated focal collapse rates (5.52%) compared to highly-buffered cohorts (1.87%). Conclusions: Computational evidence demonstrates that systemic neuro-degradation is preceded by a strict focal thermodynamic collapse, demonstrating a definitive spatiotemporal lag (Focal vs. Systemic Lag). This focal bioenergetic depletion serves as the fundamental thermodynamic substrate for major depressive phenotypes. The ISB framework provides a testable, biophysically grounded paradigm, prioritizing the localized stabilization of neuro-energetic equilibrium over global neurotransmitter modulation.
Cefiyana Cefiyana (Wed,) studied this question.