Literature DB >> 35813623

Optimal Hormone Replacement Therapy in Hypothyroidism - A Model Predictive Control Approach.

Tobias M Wolff1, Johannes W Dietrich2,3,4, Matthias A Müller1.   

Abstract

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.
Copyright © 2022 Wolff, Dietrich and Müller.

Entities:  

Keywords:  automatic control; combined therapy; mathematical modeling; model predictive control; monotherapy; thyroid homeostasis

Mesh:

Substances:

Year:  2022        PMID: 35813623      PMCID: PMC9263720          DOI: 10.3389/fendo.2022.884018

Source DB:  PubMed          Journal:  Front Endocrinol (Lausanne)        ISSN: 1664-2392            Impact factor:   6.055


  29 in total

1.  Effect of combination therapy with thyroxine (T4) and 3,5,3'-triiodothyronine versus T4 monotherapy in patients with hypothyroidism, a double-blind, randomised cross-over study.

Authors:  Birte Nygaard; Ebbe Winther Jensen; Jan Kvetny; Anne Jarløv; Jens Faber
Journal:  Eur J Endocrinol       Date:  2009-08-07       Impact factor: 6.664

2.  The starting dose of levothyroxine in primary hypothyroidism treatment: a prospective, randomized, double-blind trial.

Authors:  Annemieke Roos; Suzanne P Linn-Rasker; Ron T van Domburg; Jan P Tijssen; Arie Berghout
Journal:  Arch Intern Med       Date:  2005 Aug 8-22

3.  The type 2 deiodinase A/G (Thr92Ala) polymorphism is associated with decreased enzyme velocity and increased insulin resistance in patients with type 2 diabetes mellitus.

Authors:  Luis Henrique Canani; Clarissa Capp; José Miguel Dora; Erika L Souza Meyer; Márcia S Wagner; John W Harney; P Reed Larsen; Jorge L Gross; Antonio C Bianco; Ana Luiza Maia
Journal:  J Clin Endocrinol Metab       Date:  2005-03-29       Impact factor: 5.958

4.  Thyroid hormone replacement therapy in primary hypothyroidism: a randomized trial comparing L-thyroxine plus liothyronine with L-thyroxine alone.

Authors:  Héctor F Escobar-Morreale; José I Botella-Carretero; Manuel Gómez-Bueno; José M Galán; Vivencio Barrios; José Sancho
Journal:  Ann Intern Med       Date:  2005-03-15       Impact factor: 25.391

5.  Partial substitution of thyroxine (T4) with tri-iodothyronine in patients on T4 replacement therapy: results of a large community-based randomized controlled trial.

Authors:  Ponnusamy Saravanan; Dawn J Simmons; Rosemary Greenwood; Tim J Peters; Colin M Dayan
Journal:  J Clin Endocrinol Metab       Date:  2004-12-07       Impact factor: 5.958

6.  Combined therapy with levothyroxine and liothyronine in two ratios, compared with levothyroxine monotherapy in primary hypothyroidism: a double-blind, randomized, controlled clinical trial.

Authors:  Bente C Appelhof; Eric Fliers; Ellie M Wekking; Aart H Schene; Jochanan Huyser; Jan G P Tijssen; Erik Endert; Henk C P M van Weert; Wilmar M Wiersinga
Journal:  J Clin Endocrinol Metab       Date:  2005-02-10       Impact factor: 5.958

7.  Symptomatic Relief is Related to Serum Free Triiodothyronine Concentrations during Follow-up in Levothyroxine-Treated Patients with Differentiated Thyroid Cancer.

Authors:  Rolf Larisch; John E M Midgley; Johannes W Dietrich; Rudolf Hoermann
Journal:  Exp Clin Endocrinol Diabetes       Date:  2018-02-02       Impact factor: 2.949

8.  Effects of thyroxine as compared with thyroxine plus triiodothyronine in patients with hypothyroidism.

Authors:  R Bunevicius; G Kazanavicius; R Zalinkevicius; A J Prange
Journal:  N Engl J Med       Date:  1999-02-11       Impact factor: 91.245

9.  Usefulness of Serum Free Thyroxine Concentration to Predict Ventricular Arrhythmia Risk in Euthyroid Patients With Structural Heart Disease.

Authors:  Patrick Müller; Johannes W Dietrich; Tina Lin; Alexandru Bejinariu; Stephan Binnebößel; Friederike Bergen; Jan Schmidt; Sarah-Kristin Müller; Apostolos Chatzitomaris; Muhammed Kurt; Shqipe Gerguri; Lukas Clasen; Harald H Klein; Malte Kelm; Hisaki Makimoto
Journal:  Am J Cardiol       Date:  2020-01-29       Impact factor: 2.778

10.  Mathematical Modeling of the Pituitary-Thyroid Feedback Loop: Role of a TSH-T3-Shunt and Sensitivity Analysis.

Authors:  Julian Berberich; Johannes W Dietrich; Rudolf Hoermann; Matthias A Müller
Journal:  Front Endocrinol (Lausanne)       Date:  2018-03-21       Impact factor: 5.555

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  1 in total

Review 1.  Minor perturbations of thyroid homeostasis and major cardiovascular endpoints-Physiological mechanisms and clinical evidence.

Authors:  Patrick Müller; Melvin Khee-Shing Leow; Johannes W Dietrich
Journal:  Front Cardiovasc Med       Date:  2022-08-15
  1 in total

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