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Models predicting the growth response to growth hormone treatment in short children independent of GH status, birth size and gestational age

BACKGROUND: Mathematical models can be used to predict individual growth responses to growth hormone (GH) therapy. The aim of this study was to construct and validate high-precision models to predict the growth response to GH treatment of short children, independent of their GH status, birth size an...

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Autores principales: Dahlgren, Jovanna, Kriström, Berit, Niklasson, Aimon, Nierop, Andreas FM, Rosberg, Sten, Albertsson-Wikland, Kerstin
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2246105/
https://www.ncbi.nlm.nih.gov/pubmed/18076760
http://dx.doi.org/10.1186/1472-6947-7-40
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author Dahlgren, Jovanna
Kriström, Berit
Niklasson, Aimon
Nierop, Andreas FM
Rosberg, Sten
Albertsson-Wikland, Kerstin
author_facet Dahlgren, Jovanna
Kriström, Berit
Niklasson, Aimon
Nierop, Andreas FM
Rosberg, Sten
Albertsson-Wikland, Kerstin
author_sort Dahlgren, Jovanna
collection PubMed
description BACKGROUND: Mathematical models can be used to predict individual growth responses to growth hormone (GH) therapy. The aim of this study was to construct and validate high-precision models to predict the growth response to GH treatment of short children, independent of their GH status, birth size and gestational age. As the GH doses are included, these models can be used to individualize treatment. METHODS: Growth data from 415 short prepubertal children were used to construct models for predicting the growth response during the first years of GH therapy. The performance of the models was validated with data from a separate cohort of 112 children using the same inclusion criteria. RESULTS: Using only auxological data, the model had a standard error of the residuals (SD(res)), of 0.23 SDS. The model was improved when endocrine data (GH(max )profile, IGF-I and leptin) collected before starting GH treatment were included. Inclusion of these data resulted in a decrease of the SD(res )to 0.15 SDS (corresponding to 1.1 cm in a 3-year-old child and 1.6 cm in a 7-year old). Validation of these models with a separate cohort, showed similar SD(res )for both types of models. Preterm children were not included in the Model group, but predictions for this group were within the expected range. CONCLUSION: These prediction models can with high accuracy be used to identify short children who will benefit from GH treatment. They are clinically useful as they are constructed using data from short children with a broad range of GH secretory status, birth size and gestational age.
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spelling pubmed-22461052008-02-19 Models predicting the growth response to growth hormone treatment in short children independent of GH status, birth size and gestational age Dahlgren, Jovanna Kriström, Berit Niklasson, Aimon Nierop, Andreas FM Rosberg, Sten Albertsson-Wikland, Kerstin BMC Med Inform Decis Mak Research Article BACKGROUND: Mathematical models can be used to predict individual growth responses to growth hormone (GH) therapy. The aim of this study was to construct and validate high-precision models to predict the growth response to GH treatment of short children, independent of their GH status, birth size and gestational age. As the GH doses are included, these models can be used to individualize treatment. METHODS: Growth data from 415 short prepubertal children were used to construct models for predicting the growth response during the first years of GH therapy. The performance of the models was validated with data from a separate cohort of 112 children using the same inclusion criteria. RESULTS: Using only auxological data, the model had a standard error of the residuals (SD(res)), of 0.23 SDS. The model was improved when endocrine data (GH(max )profile, IGF-I and leptin) collected before starting GH treatment were included. Inclusion of these data resulted in a decrease of the SD(res )to 0.15 SDS (corresponding to 1.1 cm in a 3-year-old child and 1.6 cm in a 7-year old). Validation of these models with a separate cohort, showed similar SD(res )for both types of models. Preterm children were not included in the Model group, but predictions for this group were within the expected range. CONCLUSION: These prediction models can with high accuracy be used to identify short children who will benefit from GH treatment. They are clinically useful as they are constructed using data from short children with a broad range of GH secretory status, birth size and gestational age. BioMed Central 2007-12-12 /pmc/articles/PMC2246105/ /pubmed/18076760 http://dx.doi.org/10.1186/1472-6947-7-40 Text en Copyright © 2007 Dahlgren et al; 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 Article
Dahlgren, Jovanna
Kriström, Berit
Niklasson, Aimon
Nierop, Andreas FM
Rosberg, Sten
Albertsson-Wikland, Kerstin
Models predicting the growth response to growth hormone treatment in short children independent of GH status, birth size and gestational age
title Models predicting the growth response to growth hormone treatment in short children independent of GH status, birth size and gestational age
title_full Models predicting the growth response to growth hormone treatment in short children independent of GH status, birth size and gestational age
title_fullStr Models predicting the growth response to growth hormone treatment in short children independent of GH status, birth size and gestational age
title_full_unstemmed Models predicting the growth response to growth hormone treatment in short children independent of GH status, birth size and gestational age
title_short Models predicting the growth response to growth hormone treatment in short children independent of GH status, birth size and gestational age
title_sort models predicting the growth response to growth hormone treatment in short children independent of gh status, birth size and gestational age
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2246105/
https://www.ncbi.nlm.nih.gov/pubmed/18076760
http://dx.doi.org/10.1186/1472-6947-7-40
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