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Optimal Reaction Coordinate as a Biomarker for the Dynamics of Recovery from Kidney Transplant

The evolution of disease or the progress of recovery of a patient is a complex process, which depends on many factors. A quantitative description of this process in real-time by a single, clinically measurable parameter (biomarker) would be helpful for early, informed and targeted treatment. Organ t...

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Autores principales: Krivov, Sergei V., Fenton, Hayley, Goldsmith, Paul J., Prasad, Rajendra K., Fisher, Julie, Paci, Emanuele
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4072519/
https://www.ncbi.nlm.nih.gov/pubmed/24967678
http://dx.doi.org/10.1371/journal.pcbi.1003685
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author Krivov, Sergei V.
Fenton, Hayley
Goldsmith, Paul J.
Prasad, Rajendra K.
Fisher, Julie
Paci, Emanuele
author_facet Krivov, Sergei V.
Fenton, Hayley
Goldsmith, Paul J.
Prasad, Rajendra K.
Fisher, Julie
Paci, Emanuele
author_sort Krivov, Sergei V.
collection PubMed
description The evolution of disease or the progress of recovery of a patient is a complex process, which depends on many factors. A quantitative description of this process in real-time by a single, clinically measurable parameter (biomarker) would be helpful for early, informed and targeted treatment. Organ transplantation is an eminent case in which the evolution of the post-operative clinical condition is highly dependent on the individual case. The quality of management and monitoring of patients after kidney transplant often determines the long-term outcome of the graft. Using NMR spectra of blood samples, taken at different time points from just before to a week after surgery, we have shown that a biomarker can be found that quantitatively monitors the evolution of a clinical condition. We demonstrate that this is possible if the dynamics of the process is considered explicitly: the biomarker is defined and determined as an optimal reaction coordinate that provides a quantitatively accurate description of the stochastic recovery dynamics. The method, originally developed for the analysis of protein folding dynamics, is rigorous, robust and general, i.e., it can be applied in principle to analyze any type of biological dynamics. Such predictive biomarkers will promote improvement of long-term graft survival after renal transplantation, and have potentially unlimited applications as diagnostic tools.
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spelling pubmed-40725192014-07-02 Optimal Reaction Coordinate as a Biomarker for the Dynamics of Recovery from Kidney Transplant Krivov, Sergei V. Fenton, Hayley Goldsmith, Paul J. Prasad, Rajendra K. Fisher, Julie Paci, Emanuele PLoS Comput Biol Research Article The evolution of disease or the progress of recovery of a patient is a complex process, which depends on many factors. A quantitative description of this process in real-time by a single, clinically measurable parameter (biomarker) would be helpful for early, informed and targeted treatment. Organ transplantation is an eminent case in which the evolution of the post-operative clinical condition is highly dependent on the individual case. The quality of management and monitoring of patients after kidney transplant often determines the long-term outcome of the graft. Using NMR spectra of blood samples, taken at different time points from just before to a week after surgery, we have shown that a biomarker can be found that quantitatively monitors the evolution of a clinical condition. We demonstrate that this is possible if the dynamics of the process is considered explicitly: the biomarker is defined and determined as an optimal reaction coordinate that provides a quantitatively accurate description of the stochastic recovery dynamics. The method, originally developed for the analysis of protein folding dynamics, is rigorous, robust and general, i.e., it can be applied in principle to analyze any type of biological dynamics. Such predictive biomarkers will promote improvement of long-term graft survival after renal transplantation, and have potentially unlimited applications as diagnostic tools. Public Library of Science 2014-06-26 /pmc/articles/PMC4072519/ /pubmed/24967678 http://dx.doi.org/10.1371/journal.pcbi.1003685 Text en © 2014 Krivov et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Krivov, Sergei V.
Fenton, Hayley
Goldsmith, Paul J.
Prasad, Rajendra K.
Fisher, Julie
Paci, Emanuele
Optimal Reaction Coordinate as a Biomarker for the Dynamics of Recovery from Kidney Transplant
title Optimal Reaction Coordinate as a Biomarker for the Dynamics of Recovery from Kidney Transplant
title_full Optimal Reaction Coordinate as a Biomarker for the Dynamics of Recovery from Kidney Transplant
title_fullStr Optimal Reaction Coordinate as a Biomarker for the Dynamics of Recovery from Kidney Transplant
title_full_unstemmed Optimal Reaction Coordinate as a Biomarker for the Dynamics of Recovery from Kidney Transplant
title_short Optimal Reaction Coordinate as a Biomarker for the Dynamics of Recovery from Kidney Transplant
title_sort optimal reaction coordinate as a biomarker for the dynamics of recovery from kidney transplant
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4072519/
https://www.ncbi.nlm.nih.gov/pubmed/24967678
http://dx.doi.org/10.1371/journal.pcbi.1003685
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