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Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach
In this paper, we address the problem of optimal thyroid hormone replacement strategy development for hypothyroid patients. This is challenging for the following reasons. First, it is difficult to determine the correct dosage leading to normalized serum thyroid hormone concentrations of a patient. S...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9263720/ https://www.ncbi.nlm.nih.gov/pubmed/35813623 http://dx.doi.org/10.3389/fendo.2022.884018 |
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author | Wolff, Tobias M. Dietrich, Johannes W. Müller, Matthias A. |
author_facet | Wolff, Tobias M. Dietrich, Johannes W. Müller, Matthias A. |
author_sort | Wolff, Tobias M. |
collection | PubMed |
description | In this paper, we address the problem of optimal thyroid hormone replacement strategy development for hypothyroid patients. This is challenging for the following reasons. First, it is difficult to determine the correct dosage leading to normalized serum thyroid hormone concentrations of a patient. Second, it remains unclear whether a levothyroxine L-T (4)) monotherapy or a liothyronine/levothyroxine (L-T (3)/L-T (4)) combined therapy is more suitable to treat hypothyroidism. Third, the optimal intake frequency of L-T (3)/L-T (4) is unclear. We address these issues by extending a mathematical model of the pituitary-thyroid feedback loop to be able to consider an oral intake of L-T (3)/L-T (4). A model predictive controller (MPC) is employed to determine optimal dosages with respect to the thyroid hormone concentrations for each type of therapy. The results indicate that the L-T (3)/L-T (4) combined therapy is slightly better (in terms of the achieved hormone concentrations) to treat hypothyroidism than the L-T (4) monotherapy. In case of a specific genetic variant, namely genotype CC in polymorphism rs2235544 of gene DIO1, the simulation results suggest that the L-T (4) monotherapy is better to treat hypothyroidism. In turn, when genotype AA is considered, the L-T (3)/L-T (4) combined therapy is better to treat hypothyroidism. Furthermore, when genotype CC of polymorphism rs225014 (also referred to as c.274A>G or p.Thr92Ala) in the DIO2 gene is considered, the outcome of the L-T (3)/L-T (4) combined therapy is better in terms of the steady-state hormone concentrations (for a triiodothyronine setpoint at the upper limit of the reference range of healthy individuals). Finally, the results suggest that two daily intakes of L-T (3) could be the best trade-off between stable hormone concentrations and inconveniences for the patient. |
format | Online Article Text |
id | pubmed-9263720 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92637202022-07-09 Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach Wolff, Tobias M. Dietrich, Johannes W. Müller, Matthias A. Front Endocrinol (Lausanne) Endocrinology In this paper, we address the problem of optimal thyroid hormone replacement strategy development for hypothyroid patients. This is challenging for the following reasons. First, it is difficult to determine the correct dosage leading to normalized serum thyroid hormone concentrations of a patient. Second, it remains unclear whether a levothyroxine L-T (4)) monotherapy or a liothyronine/levothyroxine (L-T (3)/L-T (4)) combined therapy is more suitable to treat hypothyroidism. Third, the optimal intake frequency of L-T (3)/L-T (4) is unclear. We address these issues by extending a mathematical model of the pituitary-thyroid feedback loop to be able to consider an oral intake of L-T (3)/L-T (4). A model predictive controller (MPC) is employed to determine optimal dosages with respect to the thyroid hormone concentrations for each type of therapy. The results indicate that the L-T (3)/L-T (4) combined therapy is slightly better (in terms of the achieved hormone concentrations) to treat hypothyroidism than the L-T (4) monotherapy. In case of a specific genetic variant, namely genotype CC in polymorphism rs2235544 of gene DIO1, the simulation results suggest that the L-T (4) monotherapy is better to treat hypothyroidism. In turn, when genotype AA is considered, the L-T (3)/L-T (4) combined therapy is better to treat hypothyroidism. Furthermore, when genotype CC of polymorphism rs225014 (also referred to as c.274A>G or p.Thr92Ala) in the DIO2 gene is considered, the outcome of the L-T (3)/L-T (4) combined therapy is better in terms of the steady-state hormone concentrations (for a triiodothyronine setpoint at the upper limit of the reference range of healthy individuals). Finally, the results suggest that two daily intakes of L-T (3) could be the best trade-off between stable hormone concentrations and inconveniences for the patient. Frontiers Media S.A. 2022-06-24 /pmc/articles/PMC9263720/ /pubmed/35813623 http://dx.doi.org/10.3389/fendo.2022.884018 Text en Copyright © 2022 Wolff, Dietrich and Müller https://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) and the copyright owner(s) 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 | Endocrinology Wolff, Tobias M. Dietrich, Johannes W. Müller, Matthias A. Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach |
title | Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach |
title_full | Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach |
title_fullStr | Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach |
title_full_unstemmed | Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach |
title_short | Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach |
title_sort | optimal hormone replacement therapy in hypothyroidism - a model predictive control approach |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9263720/ https://www.ncbi.nlm.nih.gov/pubmed/35813623 http://dx.doi.org/10.3389/fendo.2022.884018 |
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