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A danger of low copy numbers for inferring incorrect cooperativity degree

BACKGROUND: A dose-response curve depicts the fraction of bound proteins as a function of unbound ligands. Dose-response curves are used to measure the cooperativity degree of a ligand binding process. Frequently, the Hill function is used to fit the experimental data. The Hill function is parameter...

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Autor principal: Konkoli, Zoran
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2987788/
https://www.ncbi.nlm.nih.gov/pubmed/21040554
http://dx.doi.org/10.1186/1742-4682-7-40
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author Konkoli, Zoran
author_facet Konkoli, Zoran
author_sort Konkoli, Zoran
collection PubMed
description BACKGROUND: A dose-response curve depicts the fraction of bound proteins as a function of unbound ligands. Dose-response curves are used to measure the cooperativity degree of a ligand binding process. Frequently, the Hill function is used to fit the experimental data. The Hill function is parameterized by the value of the dissociation constant and the Hill coefficient, which describes the cooperativity degree. The use of Hill's model and the Hill function has been heavily criticised in this context, predominantly the assumption that all ligands bind at once, which resulted in further refinements of the model. In this work, the validity of the Hill function has been studied from an entirely different point of view. In the limit of low copy numbers the dynamics of the system becomes noisy. The goal was to asses the validity of the Hill function in this limit, and to see in what ways the effects of the fluctuations change the form of the dose-response curves. RESULTS: Dose-response curves were computed taking into account effects of fluctuations. The effects of fluctuations were described at the lowest order (the second moment of the particle number distribution) by using the previously developed Pair Approach Reaction Noise EStimator (PARNES) method. The stationary state of the system is described by nine equations with nine unknowns. To obtain fluctuation-corrected dose-response curves the equations have been investigated numerically. CONCLUSIONS: The Hill function cannot describe dose-response curves in a low particle limit. First, dose-response curves are not solely parameterized by the dissociation constant and the Hill coefficient. In general, the shape of a dose-response curve depends on the variables that describe how an experiment (ensemble) is designed. Second, dose-response curves are multi-valued in a rather non-trivial way.
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spelling pubmed-29877882010-11-23 A danger of low copy numbers for inferring incorrect cooperativity degree Konkoli, Zoran Theor Biol Med Model Research BACKGROUND: A dose-response curve depicts the fraction of bound proteins as a function of unbound ligands. Dose-response curves are used to measure the cooperativity degree of a ligand binding process. Frequently, the Hill function is used to fit the experimental data. The Hill function is parameterized by the value of the dissociation constant and the Hill coefficient, which describes the cooperativity degree. The use of Hill's model and the Hill function has been heavily criticised in this context, predominantly the assumption that all ligands bind at once, which resulted in further refinements of the model. In this work, the validity of the Hill function has been studied from an entirely different point of view. In the limit of low copy numbers the dynamics of the system becomes noisy. The goal was to asses the validity of the Hill function in this limit, and to see in what ways the effects of the fluctuations change the form of the dose-response curves. RESULTS: Dose-response curves were computed taking into account effects of fluctuations. The effects of fluctuations were described at the lowest order (the second moment of the particle number distribution) by using the previously developed Pair Approach Reaction Noise EStimator (PARNES) method. The stationary state of the system is described by nine equations with nine unknowns. To obtain fluctuation-corrected dose-response curves the equations have been investigated numerically. CONCLUSIONS: The Hill function cannot describe dose-response curves in a low particle limit. First, dose-response curves are not solely parameterized by the dissociation constant and the Hill coefficient. In general, the shape of a dose-response curve depends on the variables that describe how an experiment (ensemble) is designed. Second, dose-response curves are multi-valued in a rather non-trivial way. BioMed Central 2010-11-01 /pmc/articles/PMC2987788/ /pubmed/21040554 http://dx.doi.org/10.1186/1742-4682-7-40 Text en Copyright ©2010 Konkoli; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Konkoli, Zoran
A danger of low copy numbers for inferring incorrect cooperativity degree
title A danger of low copy numbers for inferring incorrect cooperativity degree
title_full A danger of low copy numbers for inferring incorrect cooperativity degree
title_fullStr A danger of low copy numbers for inferring incorrect cooperativity degree
title_full_unstemmed A danger of low copy numbers for inferring incorrect cooperativity degree
title_short A danger of low copy numbers for inferring incorrect cooperativity degree
title_sort danger of low copy numbers for inferring incorrect cooperativity degree
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2987788/
https://www.ncbi.nlm.nih.gov/pubmed/21040554
http://dx.doi.org/10.1186/1742-4682-7-40
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