Applying Optimization Algorithms to Tuberculosis Antibiotic Treatment Regimens
Abstract
Tuberculosis (TB), one of the most common infectious diseases, requires treatment with multiple antibiotics taken over at least 6 months. This long treatment often results in poor patient-adherence, which can lead to the emergence of multi-drug resistant TB. New antibiotic treatment strategies are sorely needed. New antibiotics are being developed or repurposed to treat TB, but as there are numerous potential antibiotics, dosing sizes and potential schedules, the regimen design space for new treatments is too large to search exhaustively. Furthermore we propose a method that combines an agent-based multi-scale model capturing TB granuloma formation with algorithms for mathematical optimization to identify optimal TB treatment regimens.
- Authors:
-
- Univ. of Michigan, Ann Arbor, MI (United States). Dept. of Chemical Engineering
- Univ. of Michigan, Ann Arbor, MI (United States). Dept. of Chemical Engineering and Dept. of Microbiology and Immunology
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC)
- Sponsoring Org.:
- USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR)
- OSTI Identifier:
- 1461962
- Grant/Contract Number:
- AC02-05CH11231
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Cellular and Molecular Bioengineering
- Additional Journal Information:
- Journal Volume: 10; Journal Issue: 6; Journal ID: ISSN 1865-5025
- Publisher:
- Springer
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; Tuberculosis; Antibiotics; Agent-based modeling; Genetic algorithm; Surrogate-assisted optimization
Citation Formats
Cicchese, Joseph M., Pienaar, Elsje, Kirschner, Denise E., and Linderman, Jennifer J. Applying Optimization Algorithms to Tuberculosis Antibiotic Treatment Regimens. United States: N. p., 2017.
Web. doi:10.1007/s12195-017-0507-6.
Cicchese, Joseph M., Pienaar, Elsje, Kirschner, Denise E., & Linderman, Jennifer J. Applying Optimization Algorithms to Tuberculosis Antibiotic Treatment Regimens. United States. https://doi.org/10.1007/s12195-017-0507-6
Cicchese, Joseph M., Pienaar, Elsje, Kirschner, Denise E., and Linderman, Jennifer J. Wed .
"Applying Optimization Algorithms to Tuberculosis Antibiotic Treatment Regimens". United States. https://doi.org/10.1007/s12195-017-0507-6. https://www.osti.gov/servlets/purl/1461962.
@article{osti_1461962,
title = {Applying Optimization Algorithms to Tuberculosis Antibiotic Treatment Regimens},
author = {Cicchese, Joseph M. and Pienaar, Elsje and Kirschner, Denise E. and Linderman, Jennifer J.},
abstractNote = {Tuberculosis (TB), one of the most common infectious diseases, requires treatment with multiple antibiotics taken over at least 6 months. This long treatment often results in poor patient-adherence, which can lead to the emergence of multi-drug resistant TB. New antibiotic treatment strategies are sorely needed. New antibiotics are being developed or repurposed to treat TB, but as there are numerous potential antibiotics, dosing sizes and potential schedules, the regimen design space for new treatments is too large to search exhaustively. Furthermore we propose a method that combines an agent-based multi-scale model capturing TB granuloma formation with algorithms for mathematical optimization to identify optimal TB treatment regimens.},
doi = {10.1007/s12195-017-0507-6},
journal = {Cellular and Molecular Bioengineering},
number = 6,
volume = 10,
place = {United States},
year = {Wed Aug 30 00:00:00 EDT 2017},
month = {Wed Aug 30 00:00:00 EDT 2017}
}
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