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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...

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Detalles Bibliográficos
Autores principales: Chesnaye, Nicholas C, Tripepi, Giovanni, Dekker, Friedo W, Zoccali, Carmine, Zwinderman, Aeilko H, Jager, Kitty J
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
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.
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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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