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Stem Cell Transplantation as a Dynamical System: Are Clinical Outcomes Deterministic?

Outcomes in stem cell transplantation (SCT) are modeled using probability theory. However, the clinical course following SCT appears to demonstrate many characteristics of dynamical systems, especially when outcomes are considered in the context of immune reconstitution. Dynamical systems tend to ev...

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Autores principales: Toor, Amir A., Kobulnicky, Jared D., Salman, Salman, Roberts, Catherine H., Jameson-Lee, Max, Meier, Jeremy, Scalora, Allison, Sheth, Nihar, Koparde, Vishal, Serrano, Myrna, Buck, Gregory A., Clark, William B., McCarty, John M., Chung, Harold M., Manjili, Masoud H., Sabo, Roy T., Neale, Michael C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4253954/
https://www.ncbi.nlm.nih.gov/pubmed/25520720
http://dx.doi.org/10.3389/fimmu.2014.00613
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author Toor, Amir A.
Kobulnicky, Jared D.
Salman, Salman
Roberts, Catherine H.
Jameson-Lee, Max
Meier, Jeremy
Scalora, Allison
Sheth, Nihar
Koparde, Vishal
Serrano, Myrna
Buck, Gregory A.
Clark, William B.
McCarty, John M.
Chung, Harold M.
Manjili, Masoud H.
Sabo, Roy T.
Neale, Michael C.
author_facet Toor, Amir A.
Kobulnicky, Jared D.
Salman, Salman
Roberts, Catherine H.
Jameson-Lee, Max
Meier, Jeremy
Scalora, Allison
Sheth, Nihar
Koparde, Vishal
Serrano, Myrna
Buck, Gregory A.
Clark, William B.
McCarty, John M.
Chung, Harold M.
Manjili, Masoud H.
Sabo, Roy T.
Neale, Michael C.
author_sort Toor, Amir A.
collection PubMed
description Outcomes in stem cell transplantation (SCT) are modeled using probability theory. However, the clinical course following SCT appears to demonstrate many characteristics of dynamical systems, especially when outcomes are considered in the context of immune reconstitution. Dynamical systems tend to evolve over time according to mathematically determined rules. Characteristically, the future states of the system are predicated on the states preceding them, and there is sensitivity to initial conditions. In SCT, the interaction between donor T cells and the recipient may be considered as such a system in which, graft source, conditioning, and early immunosuppression profoundly influence immune reconstitution over time. This eventually determines clinical outcomes, either the emergence of tolerance or the development of graft versus host disease. In this paper, parallels between SCT and dynamical systems are explored and a conceptual framework for developing mathematical models to understand disparate transplant outcomes is proposed.
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spelling pubmed-42539542014-12-17 Stem Cell Transplantation as a Dynamical System: Are Clinical Outcomes Deterministic? Toor, Amir A. Kobulnicky, Jared D. Salman, Salman Roberts, Catherine H. Jameson-Lee, Max Meier, Jeremy Scalora, Allison Sheth, Nihar Koparde, Vishal Serrano, Myrna Buck, Gregory A. Clark, William B. McCarty, John M. Chung, Harold M. Manjili, Masoud H. Sabo, Roy T. Neale, Michael C. Front Immunol Immunology Outcomes in stem cell transplantation (SCT) are modeled using probability theory. However, the clinical course following SCT appears to demonstrate many characteristics of dynamical systems, especially when outcomes are considered in the context of immune reconstitution. Dynamical systems tend to evolve over time according to mathematically determined rules. Characteristically, the future states of the system are predicated on the states preceding them, and there is sensitivity to initial conditions. In SCT, the interaction between donor T cells and the recipient may be considered as such a system in which, graft source, conditioning, and early immunosuppression profoundly influence immune reconstitution over time. This eventually determines clinical outcomes, either the emergence of tolerance or the development of graft versus host disease. In this paper, parallels between SCT and dynamical systems are explored and a conceptual framework for developing mathematical models to understand disparate transplant outcomes is proposed. Frontiers Media S.A. 2014-12-03 /pmc/articles/PMC4253954/ /pubmed/25520720 http://dx.doi.org/10.3389/fimmu.2014.00613 Text en Copyright © 2014 Toor, Kobulnicky, Salman, Roberts, Jameson-Lee, Meier, Scalora, Sheth, Koparde, Serrano, Buck, Clark, McCarty, Chung, Manjili, Sabo and Neale. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Immunology
Toor, Amir A.
Kobulnicky, Jared D.
Salman, Salman
Roberts, Catherine H.
Jameson-Lee, Max
Meier, Jeremy
Scalora, Allison
Sheth, Nihar
Koparde, Vishal
Serrano, Myrna
Buck, Gregory A.
Clark, William B.
McCarty, John M.
Chung, Harold M.
Manjili, Masoud H.
Sabo, Roy T.
Neale, Michael C.
Stem Cell Transplantation as a Dynamical System: Are Clinical Outcomes Deterministic?
title Stem Cell Transplantation as a Dynamical System: Are Clinical Outcomes Deterministic?
title_full Stem Cell Transplantation as a Dynamical System: Are Clinical Outcomes Deterministic?
title_fullStr Stem Cell Transplantation as a Dynamical System: Are Clinical Outcomes Deterministic?
title_full_unstemmed Stem Cell Transplantation as a Dynamical System: Are Clinical Outcomes Deterministic?
title_short Stem Cell Transplantation as a Dynamical System: Are Clinical Outcomes Deterministic?
title_sort stem cell transplantation as a dynamical system: are clinical outcomes deterministic?
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4253954/
https://www.ncbi.nlm.nih.gov/pubmed/25520720
http://dx.doi.org/10.3389/fimmu.2014.00613
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