bioRxivBioengineering
A quantitative model for metabolic intervention using gut microbes
Abstract
As medicine shifts toward precision-based and personalized therapeutics, utilizing more complex biomolecules to treat increasingly difficult and rare conditions, microorganisms provide an avenue for realizing the production and processing necessary for novel drug pipelines. More so, probiotic microbes can be co-opted to deliver therapeutics by oral administration as living drugs, able to survive and safely transit the digestive tract. As living therapeutics are in their nascency, traditional pharmacokinetic-pharmacodynamic (PK-PD) models for evaluating drug candidates are not appropriate for this novel platform. Using a living therapeutic in late-stage clinical development for phenylketonuria (PKU) as a case study, we adapt traditional oral drug delivery models to properly evaluate and inform the engineering of living therapeutics. We develop the adapted for living therapeutics compartmental absorption and transit (ALT-CAT) model to provide metrics for drug efficacy across nine age groups of PKU patients and evaluate model parameters that are influenced by patient physiology, microbe selection and therapeutic production, and dosing formulations. ImportanceThis work describes a kinetic model to study the behavior of orally delivered living therapeutics. Such therapeutics are becoming increasingly relevant and are an exciting mode of drug delivery that stems from the growing interest through the convergence of advances in synthetic biology of probiotics and gut microbes as well as microbiome science. In particular, this work describes the development of a mathematical framework (pharmacokinetic-pharmacodynamic, PK-PD) called ALT-CAT to model the behavior of orally delivered engineered bacteria that act as living therapeutics by adapting similar methods that have been developed and widely-used for small molecular drug delivery and absorption.
- organism: human
- assay: proteomics
- research focus: drug response / drug discovery
- research focus: benchmarking
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Signed, Sealed, Delivered: A Generalizable Model for Probiotic Delivery and Metabolism in the Gut
Vicenzo L. DeVito, Bhargav R. Karamched·bioRxiv·Jun 20, 2025
- Bridging the gap between in silico and in vivo: modeling opioid disposition in a kidney proximal tubule microphysiological system
T. Imaoka, W. Huang, … E. J. Kelly·bioRxiv·Dec 4, 2020
- Influence of Gut Microbiota on Oral Drug Absorption and Metabolism
Douglas A. Nelson, Vaishnavi Veerareddy, … Karunya K. Kandimalla·bioRxiv·Feb 16, 2025
- Pharmacokinetics and Physiologically Based Pharmacokinetic Modeling of Mycobacteriophages: Insights into Pulmonary Distribution and Clearance
Rajnikant Sharma, Ramya Mahadevan, … Gauri G. Rao·Molecular PharmaceuticsPeer-reviewed·Sep 17, 2026
- Gut bacteria generate prodrugs in situ increasing systemic drug exposure
Ting-Hao Kuo, Anoop Singh, … Michael Zimmermann·bioRxiv·Dec 9, 2025
- Oral Delivery of Kidney Targeting Nanotherapeutics for Polycystic Kidney Disease
Y. Huang, J. Wang, … E. J. Chung·bioRxiv·Oct 18, 2022