bioRxivEvolutionary BiologyPreprint
Computational Platform for streamlining the success of sequential antibiotic therapy
Alejandro AndersoniD, Matthew W. Kinahan, Rodolfo Blanco‐RodrígueziD, Alejandro H. GonzáleziD, Klas I. UdekwuiD, Esteban Abelardo Hernandez-VargasiD
Abstract
The scarcity of antibiotics and the need for swift decision-making present significant challenges for healthcare practitioners. When confronted with such circumstances, practitioners must prioritize their approach based on several key factors. By leveraging the recent biological discovery of collateral sensitivity, we have devised an open-source computational platform. This platform utilizes the drug resistance profile of an evolved strain and initial population conditions to potentially predict the failure of cycling therapy in eradicating or restraining a multi-drug resistant bacterial population. We demonstrate how this framework can anticipate potential failures for a range of antibiotics in chronic pseudomonas aeruginosa infections. This innovative methodology lays the foundation for evolutionary therapies that can facilitate the selection of appropriate treatments, thereby reducing antibiotic resistance.
- organism: bacteria (other)
- assay: proteomics
- research focus: drug response / drug discovery
- approach: deep learning
- approach: statistical model
- Citations
- 0
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
- Invariant set theory for predicting failure of antibiotic cycling
Alejandro Anderson, Matthew W. Kinahan, … Esteban Abelardo Hernandez-Vargas·bioRxiv·Feb 6, 2024
- PRECISION EVOLUTIONARY MEDICINE: A COMPUTATIONAL GRAPH-THEORETICAL FRAMEWORK FOR PATHOGEN-SPECIFIC ANTIBIOTIC CYCLING IN MULTI-DRUG-RESISTANT GRAM-NEGATIVE INFECTIONS
Ibrahim Shuaibu, Mahrukh Khan, … Mustapha Isa Ahmad·bioRxiv·Jan 18, 2026
- Evolutionary trajectories determine the feasibility of collateral sensitivity based antibiotic treatment strategies in critical bacterial pathogens
Vatsala Chauhan, Lisa Enkvist, … Gerrit Brandis·Communications BiologyPeer-reviewed·Dec 6, 2025
- Fitness landscapes reveal simple strategies for steering evolution to minimize antibiotic resistance
Maria Smith, Sarah Cobey·bioRxiv·Dec 11, 2016
- High potency of sequential therapy with only beta-lactam antibiotics
A. Batra, R. Roemhild, … H. Schulenburg·bioRxiv·Jul 20, 2021
- Evolutionary stability of collateral sensitivity to antibiotics in the model pathogen Pseudomonas aeruginosa
C. Barbosa, R. Roemhild, … H. Schulenburg·bioRxiv·Mar 9, 2019