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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...

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Autores principales: Singh, Vijay, Nemenman, Ilya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
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.
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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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