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Dose-Response Mixed Models for Repeated Measures – a New Method for Assessment of Dose-Response
PURPOSE: In this paper we investigated a new method for dose-response analysis of longitudinal data in terms of precision and accuracy using simulations. METHODS: The new method, called Dose-Response Mixed Models for Repeated Measures (DR-MMRM), combines conventional Mixed Models for Repeated Measur...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7651607/ https://www.ncbi.nlm.nih.gov/pubmed/32737604 http://dx.doi.org/10.1007/s11095-020-02882-0 |
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author | Wellhagen, Gustaf J. Hamrén, Bengt Kjellsson, Maria C. Åstrand, Magnus |
author_facet | Wellhagen, Gustaf J. Hamrén, Bengt Kjellsson, Maria C. Åstrand, Magnus |
author_sort | Wellhagen, Gustaf J. |
collection | PubMed |
description | PURPOSE: In this paper we investigated a new method for dose-response analysis of longitudinal data in terms of precision and accuracy using simulations. METHODS: The new method, called Dose-Response Mixed Models for Repeated Measures (DR-MMRM), combines conventional Mixed Models for Repeated Measures (MMRM) and dose-response modeling. Conventional MMRM can be applied for highly variable repeated measure data and is a way to estimate the drug effect at each visit and dose, however without any assumptions regarding the dose-response shape. Dose-response modeling, on the other hand, utilizes information across dose arms and describes the drug effect as a function of dose. Drug development in chronic kidney disease (CKD) is complicated by many factors, primarily by the slow progression of the disease and lack of predictive biomarkers. Recently, new approaches and biomarkers are being explored to improve efficiency in CKD drug development. Proteinuria, i.e. urinary albumin-to-creatinine ratio (UACR) is increasingly used in dose finding trials in patients with CKD. We use proteinuria to illustrate the benefits of DR-MMRM. RESULTS: The DR-MMRM had higher precision than conventional MMRM and less bias than a dose-response model on UACR change from baseline to end-of-study (DR-EOS). CONCLUSIONS: DR-MMRM is a promising method for dose-response analysis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s11095-020-02882-0) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-7651607 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-76516072020-11-12 Dose-Response Mixed Models for Repeated Measures – a New Method for Assessment of Dose-Response Wellhagen, Gustaf J. Hamrén, Bengt Kjellsson, Maria C. Åstrand, Magnus Pharm Res Research Paper PURPOSE: In this paper we investigated a new method for dose-response analysis of longitudinal data in terms of precision and accuracy using simulations. METHODS: The new method, called Dose-Response Mixed Models for Repeated Measures (DR-MMRM), combines conventional Mixed Models for Repeated Measures (MMRM) and dose-response modeling. Conventional MMRM can be applied for highly variable repeated measure data and is a way to estimate the drug effect at each visit and dose, however without any assumptions regarding the dose-response shape. Dose-response modeling, on the other hand, utilizes information across dose arms and describes the drug effect as a function of dose. Drug development in chronic kidney disease (CKD) is complicated by many factors, primarily by the slow progression of the disease and lack of predictive biomarkers. Recently, new approaches and biomarkers are being explored to improve efficiency in CKD drug development. Proteinuria, i.e. urinary albumin-to-creatinine ratio (UACR) is increasingly used in dose finding trials in patients with CKD. We use proteinuria to illustrate the benefits of DR-MMRM. RESULTS: The DR-MMRM had higher precision than conventional MMRM and less bias than a dose-response model on UACR change from baseline to end-of-study (DR-EOS). CONCLUSIONS: DR-MMRM is a promising method for dose-response analysis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s11095-020-02882-0) contains supplementary material, which is available to authorized users. Springer US 2020-07-31 2020 /pmc/articles/PMC7651607/ /pubmed/32737604 http://dx.doi.org/10.1007/s11095-020-02882-0 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Research Paper Wellhagen, Gustaf J. Hamrén, Bengt Kjellsson, Maria C. Åstrand, Magnus Dose-Response Mixed Models for Repeated Measures – a New Method for Assessment of Dose-Response |
title | Dose-Response Mixed Models for Repeated Measures – a New Method for Assessment of Dose-Response |
title_full | Dose-Response Mixed Models for Repeated Measures – a New Method for Assessment of Dose-Response |
title_fullStr | Dose-Response Mixed Models for Repeated Measures – a New Method for Assessment of Dose-Response |
title_full_unstemmed | Dose-Response Mixed Models for Repeated Measures – a New Method for Assessment of Dose-Response |
title_short | Dose-Response Mixed Models for Repeated Measures – a New Method for Assessment of Dose-Response |
title_sort | dose-response mixed models for repeated measures – a new method for assessment of dose-response |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7651607/ https://www.ncbi.nlm.nih.gov/pubmed/32737604 http://dx.doi.org/10.1007/s11095-020-02882-0 |
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