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An introduction to joint models—applications in nephrology
In nephrology, a great deal of information is measured repeatedly in patients over time, often alongside data on events of clinical interest. In this introductory article we discuss how these two types of data can be simultaneously analysed using the joint model (JM) framework, illustrated by clinic...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7147305/ https://www.ncbi.nlm.nih.gov/pubmed/32296517 http://dx.doi.org/10.1093/ckj/sfaa024 |
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author | Chesnaye, Nicholas C Tripepi, Giovanni Dekker, Friedo W Zoccali, Carmine Zwinderman, Aeilko H Jager, Kitty J |
author_facet | Chesnaye, Nicholas C Tripepi, Giovanni Dekker, Friedo W Zoccali, Carmine Zwinderman, Aeilko H Jager, Kitty J |
author_sort | Chesnaye, Nicholas C |
collection | PubMed |
description | In nephrology, a great deal of information is measured repeatedly in patients over time, often alongside data on events of clinical interest. In this introductory article we discuss how these two types of data can be simultaneously analysed using the joint model (JM) framework, illustrated by clinical examples from nephrology. As classical survival analysis and linear mixed models form the two main components of the JM framework, we will also briefly revisit these techniques. |
format | Online Article Text |
id | pubmed-7147305 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-71473052020-04-15 An introduction to joint models—applications in nephrology Chesnaye, Nicholas C Tripepi, Giovanni Dekker, Friedo W Zoccali, Carmine Zwinderman, Aeilko H Jager, Kitty J Clin Kidney J CKJ Reviews In nephrology, a great deal of information is measured repeatedly in patients over time, often alongside data on events of clinical interest. In this introductory article we discuss how these two types of data can be simultaneously analysed using the joint model (JM) framework, illustrated by clinical examples from nephrology. As classical survival analysis and linear mixed models form the two main components of the JM framework, we will also briefly revisit these techniques. Oxford University Press 2020-04-08 /pmc/articles/PMC7147305/ /pubmed/32296517 http://dx.doi.org/10.1093/ckj/sfaa024 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of ERA-EDTA. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | CKJ Reviews Chesnaye, Nicholas C Tripepi, Giovanni Dekker, Friedo W Zoccali, Carmine Zwinderman, Aeilko H Jager, Kitty J An introduction to joint models—applications in nephrology |
title | An introduction to joint models—applications in nephrology |
title_full | An introduction to joint models—applications in nephrology |
title_fullStr | An introduction to joint models—applications in nephrology |
title_full_unstemmed | An introduction to joint models—applications in nephrology |
title_short | An introduction to joint models—applications in nephrology |
title_sort | introduction to joint models—applications in nephrology |
topic | CKJ Reviews |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7147305/ https://www.ncbi.nlm.nih.gov/pubmed/32296517 http://dx.doi.org/10.1093/ckj/sfaa024 |
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