Slow stress-load accumulation dominates BDNF-dependent gain in a ten-state computational model of stress biochemistry
Ahmad, I.
Show abstract
BackgroundAcute stress responses are often reversible, whereas sustained stress can produce coordinated disruption across endocrine, metabolic, inflammatory, antioxidant, and neuroplastic pathways. The Tiered Stress Biochemistry Model (TSBM) is a hypothesis-generating ten-state ordinary differential-equation framework linking a stylized cortisol signal to noradrenergic drive, vitamin C, a phenomenological aldosterone/renin-angiotensin drive, magnesium, normalized BDNF-related and Nrf2-related states, inflammation, and tryptophan-kynurenine metabolism. MethodsFive prespecified scenarios (normal, acute, chronic, depression-like, and low-cortisol PTSD-like) were simulated for 168 hours. Analyses included local stability, output-specific sensitivity screening, structural ablation, a 400-draw Latin-hypercube scan over independent {+/-} 20% parameter ranges, uncertainty distributions for threshold-crossing times, a success-conditioned parameter-trade-off screen, and a wider scan in which hypothesized BDNF-feedback gain magnitudes varied log-uniformly from 0.1 to 10 times nominal. Parameters were classified as literature-derived, literature-constrained/model-defined, calibrated, or hypothesized. ResultsUnder the specified forcing assumptions, sustained stress produced coordinated changes across several pathways. In the depression-like scenario, removing slow stress-load accumulation increased day-7 BDNF-related activity from 47.2% to 82.6%, reduced inflammation from 14.63 to 2.15 arbitrary units, and lowered KYN/TRP from 0.173 to 0.057. Removing BDNF-dependent gain increased BDNF only to 49.1% and delayed KYN/TRP crossing by 2.5 hours. The stricter multi-output conclusion was retained in 91% of uncertainty draws. Median crossing times retained the nominal sequence, but the complete four-event order occurred in only 43% of all draws. ConclusionsWithin this reduced model, a shared slow stress-load process coordinates the high-exposure state, whereas BDNF-dependent feedback acts mainly as an amplifier. The model generates an experimentally testable staging hypothesis: under sustained high-exposure forcing, magnesium changes may precede later BDNF-related and KYN/TRP changes. Longitudinal studies are required to determine whether this sequence occurs biologically, whether it is reversible, and whether it has clinical relevance. The simulations are not diagnostic or treatment recommendations.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- A computational approach to understanding effort-based decision-making in depression 91%
- Integrating HiTOP and RDoC Frameworks Part II: Shared and Distinct Biological Mechanisms of Externalizing and Internalizing Psychopathology 90%
- Persistent PTSD symptoms are associated with plasma metabolic alterations relevant to long-term health: A metabolome-wide investigation in women 90%
Similar papers in this journal
- Agent-based modeling of the prostate tumor microenvironment uncovers spatial tumor growth constraints and immunomodulatory properties 88%
- Transcriptomics data integration for context-specific modeling of Atlantic salmon metabolism: functional evaluation of methods based on metabolic tasks 87%
- Data-driven inference of Boolean networks from transcriptomes to predict cellular differentiation and reprogramming 87%
Similar papers in this journal
- Dual process impairments in reinforcement learning and working memory systems underlie learning deficits in physiological anxiety 90%
- A Bayesian computational model reveals a failure to adapt interoceptive precision estimates across depression, anxiety, eating, and substance use disorders 90%
- Computational analysis of memory consolidation following inhibitory avoidance (IA) training in adult and infant rats: critical roles of CaMKIIα and MeCP2 90%
Similar papers in this journal
- Approach-avoidance reinforcement learning as a computational and translational model of anxiety-related avoidance 90%
- Therapeutic doses of ketamine acutely attenuate the aversive effect of losses during decision-making. 90%
- Metabolic signature in nucleus accumbens for anti-depressant-like effects of acetyl-L-carnitine: An in vivo 1H-magnetic resonance spectroscopy study at 14 T 89%
"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.