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Waste Water Derived Electroactive Microbial Biofilms: Growth, Maintenance, and Basic Characterization
Published on: December 29, 2013
BEGREM: A Mechanistic Bioelectrochemical Model Coupling Gut Microbial Metabolism
James Torres-Peralta1, Josue Duarte-Cuesta2, Ronny Amaguay-Gomez2
1Faculty of Health Sciences and Social Services, Universidad Estatal de Milagro, Milagro 091706, Ecuador.
Abstract:
Colonic microbial metabolism emerges from coupled substrate utilization, cross-feeding, redox regulation, extracellular electron transfer (EET), transient reducing-equivalent storage, and spatial transport. We developed BEGREM, a data-constrained mechanistic bioelectrochemical framework that integrates these processes while treating current as a composite observable rather than a direct surrogate of total metabolism. Public data from 22 studies comprised 103,320 current-voltage-power points, 3996 cyclic-voltammetry points, 213 impedance points, and 99 quality-controlled polarization curves. The archived full-BEGREM analysis yielded a median held-out RMSE of 12.4 mV. Independent reconstruction reproduced this scale at 12.147 mV (95% bootstrap: 10.406-14.736 mV) and improved 81/99 curves versus the recoverable Ohmic/Quadratic comparator set, with median ΔRMSE=7.700 mV (95% interval: 4.695-18.175; p=7.20×10-11). Full BEGREM also showed lower AICc in 95/99 curves. OCP-repolarization identified Qmax=3.575 mC and kch=0.02063s-1 with profile-likelihood 95% intervals of 2.302-5.023 mC and 0.00634-0.10633 s-1. Study-held-out transfer produced RMSEs of 75.94 and 104.15 mV, indicating substantial cross-architecture penalties. BEGREM therefore provides a reproducible mechanistic observation framework with strong within-curve and module-level support, while colon-specific calibration remains necessary.
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