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Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique
Infections from parasitic nematodes (or roundworms) contribute to a significant disease burden and productivity losses for humans and livestock. The limited number of anthelmintics (or antinematode drugs) available today to treat these infections are rapidly losing their efficacy as multidrug resist...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for the Advancement of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5627981/ https://www.ncbi.nlm.nih.gov/pubmed/28983514 http://dx.doi.org/10.1126/sciadv.aao1254 |
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author | Ding, Xianting Njus, Zach Kong, Taejoon Su, Wenqiong Ho, Chih-Ming Pandey, Santosh |
author_facet | Ding, Xianting Njus, Zach Kong, Taejoon Su, Wenqiong Ho, Chih-Ming Pandey, Santosh |
author_sort | Ding, Xianting |
collection | PubMed |
description | Infections from parasitic nematodes (or roundworms) contribute to a significant disease burden and productivity losses for humans and livestock. The limited number of anthelmintics (or antinematode drugs) available today to treat these infections are rapidly losing their efficacy as multidrug resistance in parasites becomes a global health challenge. We propose an engineering approach to discover an anthelmintic drug combination that is more potent at killing wild-type Caenorhabditis elegans worms than four individual drugs. In the experiment, freely swimming single worms are enclosed in microfluidic drug environments to assess the centroid velocity and track curvature of worm movements. After analyzing the behavioral data in every iteration, the feedback system control (FSC) scheme is used to predict new drug combinations to test. Through a differential evolutionary search, the winning drug combination is reached that produces minimal centroid velocity and high track curvature, while requiring each drug in less than their EC(50) concentrations. The FSC approach is model-less and does not need any information on the drug pharmacology, signaling pathways, or animal biology. Toward combating multidrug resistance, the method presented here is applicable to the discovery of new potent combinations of available anthelmintics on C. elegans, parasitic nematodes, and other small model organisms. |
format | Online Article Text |
id | pubmed-5627981 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-56279812017-10-05 Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique Ding, Xianting Njus, Zach Kong, Taejoon Su, Wenqiong Ho, Chih-Ming Pandey, Santosh Sci Adv Research Articles Infections from parasitic nematodes (or roundworms) contribute to a significant disease burden and productivity losses for humans and livestock. The limited number of anthelmintics (or antinematode drugs) available today to treat these infections are rapidly losing their efficacy as multidrug resistance in parasites becomes a global health challenge. We propose an engineering approach to discover an anthelmintic drug combination that is more potent at killing wild-type Caenorhabditis elegans worms than four individual drugs. In the experiment, freely swimming single worms are enclosed in microfluidic drug environments to assess the centroid velocity and track curvature of worm movements. After analyzing the behavioral data in every iteration, the feedback system control (FSC) scheme is used to predict new drug combinations to test. Through a differential evolutionary search, the winning drug combination is reached that produces minimal centroid velocity and high track curvature, while requiring each drug in less than their EC(50) concentrations. The FSC approach is model-less and does not need any information on the drug pharmacology, signaling pathways, or animal biology. Toward combating multidrug resistance, the method presented here is applicable to the discovery of new potent combinations of available anthelmintics on C. elegans, parasitic nematodes, and other small model organisms. American Association for the Advancement of Science 2017-10-04 /pmc/articles/PMC5627981/ /pubmed/28983514 http://dx.doi.org/10.1126/sciadv.aao1254 Text en Copyright © 2017 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). http://creativecommons.org/licenses/by-nc/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (http://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited. |
spellingShingle | Research Articles Ding, Xianting Njus, Zach Kong, Taejoon Su, Wenqiong Ho, Chih-Ming Pandey, Santosh Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique |
title | Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique |
title_full | Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique |
title_fullStr | Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique |
title_full_unstemmed | Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique |
title_short | Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique |
title_sort | effective drug combination for caenorhabditis elegans nematodes discovered by output-driven feedback system control technique |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5627981/ https://www.ncbi.nlm.nih.gov/pubmed/28983514 http://dx.doi.org/10.1126/sciadv.aao1254 |
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