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Application of a Mathematical Model to Describe the Effects of Chlorpyrifos on Caenorhabditis elegans Development
BACKGROUND: The nematode Caenorhabditis elegans is being assessed as an alternative model organism as part of an interagency effort to develop better means to test potentially toxic substances. As part of this effort, assays that use the COPAS Biosort flow sorting technology to record optical measur...
Autores principales: | , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2009
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2737145/ https://www.ncbi.nlm.nih.gov/pubmed/19753116 http://dx.doi.org/10.1371/journal.pone.0007024 |
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author | Boyd, Windy A. Smith, Marjolein V. Kissling, Grace E. Rice, Julie R. Snyder, Daniel W. Portier, Christopher J. Freedman, Jonathan H. |
author_facet | Boyd, Windy A. Smith, Marjolein V. Kissling, Grace E. Rice, Julie R. Snyder, Daniel W. Portier, Christopher J. Freedman, Jonathan H. |
author_sort | Boyd, Windy A. |
collection | PubMed |
description | BACKGROUND: The nematode Caenorhabditis elegans is being assessed as an alternative model organism as part of an interagency effort to develop better means to test potentially toxic substances. As part of this effort, assays that use the COPAS Biosort flow sorting technology to record optical measurements (time of flight (TOF) and extinction (EXT)) of individual nematodes under various chemical exposure conditions are being developed. A mathematical model has been created that uses Biosort data to quantitatively and qualitatively describe C. elegans growth, and link changes in growth rates to biological events. Chlorpyrifos, an organophosphate pesticide known to cause developmental delays and malformations in mammals, was used as a model toxicant to test the applicability of the growth model for in vivo toxicological testing. METHODOLOGY/PRINCIPAL FINDINGS: L1 larval nematodes were exposed to a range of sub-lethal chlorpyrifos concentrations (0–75 µM) and measured every 12 h. In the absence of toxicant, C. elegans matured from L1s to gravid adults by 60 h. A mathematical model was used to estimate nematode size distributions at various times. Mathematical modeling of the distributions allowed the number of measured nematodes and log(EXT) and log(TOF) growth rates to be estimated. The model revealed three distinct growth phases. The points at which estimated growth rates changed (change points) were constant across the ten chlorpyrifos concentrations. Concentration response curves with respect to several model-estimated quantities (numbers of measured nematodes, mean log(TOF) and log(EXT), growth rates, and time to reach change points) showed a significant decrease in C. elegans growth with increasing chlorpyrifos concentration. CONCLUSIONS: Effects of chlorpyrifos on C. elegans growth and development were mathematically modeled. Statistical tests confirmed a significant concentration effect on several model endpoints. This confirmed that chlorpyrifos affects C. elegans development in a concentration dependent manner. The most noticeable effect on growth occurred during early larval stages: L2 and L3. This study supports the utility of the C. elegans growth assay and mathematical modeling in determining the effects of potentially toxic substances in an alternative model organism using high-throughput technologies. |
format | Text |
id | pubmed-2737145 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-27371452009-09-15 Application of a Mathematical Model to Describe the Effects of Chlorpyrifos on Caenorhabditis elegans Development Boyd, Windy A. Smith, Marjolein V. Kissling, Grace E. Rice, Julie R. Snyder, Daniel W. Portier, Christopher J. Freedman, Jonathan H. PLoS One Research Article BACKGROUND: The nematode Caenorhabditis elegans is being assessed as an alternative model organism as part of an interagency effort to develop better means to test potentially toxic substances. As part of this effort, assays that use the COPAS Biosort flow sorting technology to record optical measurements (time of flight (TOF) and extinction (EXT)) of individual nematodes under various chemical exposure conditions are being developed. A mathematical model has been created that uses Biosort data to quantitatively and qualitatively describe C. elegans growth, and link changes in growth rates to biological events. Chlorpyrifos, an organophosphate pesticide known to cause developmental delays and malformations in mammals, was used as a model toxicant to test the applicability of the growth model for in vivo toxicological testing. METHODOLOGY/PRINCIPAL FINDINGS: L1 larval nematodes were exposed to a range of sub-lethal chlorpyrifos concentrations (0–75 µM) and measured every 12 h. In the absence of toxicant, C. elegans matured from L1s to gravid adults by 60 h. A mathematical model was used to estimate nematode size distributions at various times. Mathematical modeling of the distributions allowed the number of measured nematodes and log(EXT) and log(TOF) growth rates to be estimated. The model revealed three distinct growth phases. The points at which estimated growth rates changed (change points) were constant across the ten chlorpyrifos concentrations. Concentration response curves with respect to several model-estimated quantities (numbers of measured nematodes, mean log(TOF) and log(EXT), growth rates, and time to reach change points) showed a significant decrease in C. elegans growth with increasing chlorpyrifos concentration. CONCLUSIONS: Effects of chlorpyrifos on C. elegans growth and development were mathematically modeled. Statistical tests confirmed a significant concentration effect on several model endpoints. This confirmed that chlorpyrifos affects C. elegans development in a concentration dependent manner. The most noticeable effect on growth occurred during early larval stages: L2 and L3. This study supports the utility of the C. elegans growth assay and mathematical modeling in determining the effects of potentially toxic substances in an alternative model organism using high-throughput technologies. Public Library of Science 2009-09-15 /pmc/articles/PMC2737145/ /pubmed/19753116 http://dx.doi.org/10.1371/journal.pone.0007024 Text en This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. |
spellingShingle | Research Article Boyd, Windy A. Smith, Marjolein V. Kissling, Grace E. Rice, Julie R. Snyder, Daniel W. Portier, Christopher J. Freedman, Jonathan H. Application of a Mathematical Model to Describe the Effects of Chlorpyrifos on Caenorhabditis elegans Development |
title | Application of a Mathematical Model to Describe the Effects of Chlorpyrifos on Caenorhabditis elegans Development |
title_full | Application of a Mathematical Model to Describe the Effects of Chlorpyrifos on Caenorhabditis elegans Development |
title_fullStr | Application of a Mathematical Model to Describe the Effects of Chlorpyrifos on Caenorhabditis elegans Development |
title_full_unstemmed | Application of a Mathematical Model to Describe the Effects of Chlorpyrifos on Caenorhabditis elegans Development |
title_short | Application of a Mathematical Model to Describe the Effects of Chlorpyrifos on Caenorhabditis elegans Development |
title_sort | application of a mathematical model to describe the effects of chlorpyrifos on caenorhabditis elegans development |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2737145/ https://www.ncbi.nlm.nih.gov/pubmed/19753116 http://dx.doi.org/10.1371/journal.pone.0007024 |
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