Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Ding, Xianting, Njus, Zach, Kong, Taejoon, Su, Wenqiong, Ho, Chih-Ming, Pandey, Santosh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2017
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
_version_ 1783268809712336896
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
work_keys_str_mv AT dingxianting effectivedrugcombinationforcaenorhabditiselegansnematodesdiscoveredbyoutputdrivenfeedbacksystemcontroltechnique
AT njuszach effectivedrugcombinationforcaenorhabditiselegansnematodesdiscoveredbyoutputdrivenfeedbacksystemcontroltechnique
AT kongtaejoon effectivedrugcombinationforcaenorhabditiselegansnematodesdiscoveredbyoutputdrivenfeedbacksystemcontroltechnique
AT suwenqiong effectivedrugcombinationforcaenorhabditiselegansnematodesdiscoveredbyoutputdrivenfeedbacksystemcontroltechnique
AT hochihming effectivedrugcombinationforcaenorhabditiselegansnematodesdiscoveredbyoutputdrivenfeedbacksystemcontroltechnique
AT pandeysantosh effectivedrugcombinationforcaenorhabditiselegansnematodesdiscoveredbyoutputdrivenfeedbacksystemcontroltechnique