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Simple biochemical networks allow accurate sensing of multiple ligands with a single receptor
Cells use surface receptors to estimate concentrations of external ligands. Limits on the accuracy of such estimations have been well studied for pairs of ligand and receptor species. However, the environment typically contains many ligands, which can bind to the same receptors with different affini...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5409536/ https://www.ncbi.nlm.nih.gov/pubmed/28410433 http://dx.doi.org/10.1371/journal.pcbi.1005490 |
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author | Singh, Vijay Nemenman, Ilya |
author_facet | Singh, Vijay Nemenman, Ilya |
author_sort | Singh, Vijay |
collection | PubMed |
description | Cells use surface receptors to estimate concentrations of external ligands. Limits on the accuracy of such estimations have been well studied for pairs of ligand and receptor species. However, the environment typically contains many ligands, which can bind to the same receptors with different affinities, resulting in cross-talk. In traditional rate models, such cross-talk prevents accurate inference of concentrations of individual ligands. In contrast, here we show that knowing the precise timing sequence of stochastic binding and unbinding events allows one receptor to provide information about multiple ligands simultaneously and with a high accuracy. We show that such high-accuracy estimation of multiple concentrations can be realized with simple structural modifications of the familiar kinetic proofreading biochemical network diagram. We give two specific examples of such modifications. We argue that structural and functional features of real cellular biochemical sensory networks in immune cells, such as feedforward and feedback loops or ligand antagonism, sometimes can be understood as solutions to the accurate multi-ligand estimation problem. |
format | Online Article Text |
id | pubmed-5409536 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-54095362017-05-14 Simple biochemical networks allow accurate sensing of multiple ligands with a single receptor Singh, Vijay Nemenman, Ilya PLoS Comput Biol Research Article Cells use surface receptors to estimate concentrations of external ligands. Limits on the accuracy of such estimations have been well studied for pairs of ligand and receptor species. However, the environment typically contains many ligands, which can bind to the same receptors with different affinities, resulting in cross-talk. In traditional rate models, such cross-talk prevents accurate inference of concentrations of individual ligands. In contrast, here we show that knowing the precise timing sequence of stochastic binding and unbinding events allows one receptor to provide information about multiple ligands simultaneously and with a high accuracy. We show that such high-accuracy estimation of multiple concentrations can be realized with simple structural modifications of the familiar kinetic proofreading biochemical network diagram. We give two specific examples of such modifications. We argue that structural and functional features of real cellular biochemical sensory networks in immune cells, such as feedforward and feedback loops or ligand antagonism, sometimes can be understood as solutions to the accurate multi-ligand estimation problem. Public Library of Science 2017-04-14 /pmc/articles/PMC5409536/ /pubmed/28410433 http://dx.doi.org/10.1371/journal.pcbi.1005490 Text en © 2017 Singh, Nemenman http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Singh, Vijay Nemenman, Ilya Simple biochemical networks allow accurate sensing of multiple ligands with a single receptor |
title | Simple biochemical networks allow accurate sensing of multiple ligands with a single receptor |
title_full | Simple biochemical networks allow accurate sensing of multiple ligands with a single receptor |
title_fullStr | Simple biochemical networks allow accurate sensing of multiple ligands with a single receptor |
title_full_unstemmed | Simple biochemical networks allow accurate sensing of multiple ligands with a single receptor |
title_short | Simple biochemical networks allow accurate sensing of multiple ligands with a single receptor |
title_sort | simple biochemical networks allow accurate sensing of multiple ligands with a single receptor |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5409536/ https://www.ncbi.nlm.nih.gov/pubmed/28410433 http://dx.doi.org/10.1371/journal.pcbi.1005490 |
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