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Effects of Artificial Intelligence-Derived Body Composition on Kidney Graft and Patient Survival in the Eurotransplant Senior Program

The Eurotransplant Senior Program allocates kidneys to elderly transplant patients. The aim of this retrospective study is to investigate the use of computed tomography (CT) body composition using artificial intelligence (AI)-based tissue segmentation to predict patient and kidney transplant surviva...

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Autores principales: Beetz, Nick Lasse, Geisel, Dominik, Shnayien, Seyd, Auer, Timo Alexander, Globke, Brigitta, Öllinger, Robert, Trippel, Tobias Daniel, Schachtner, Thomas, Fehrenbach, Uli
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8945723/
https://www.ncbi.nlm.nih.gov/pubmed/35327356
http://dx.doi.org/10.3390/biomedicines10030554
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author Beetz, Nick Lasse
Geisel, Dominik
Shnayien, Seyd
Auer, Timo Alexander
Globke, Brigitta
Öllinger, Robert
Trippel, Tobias Daniel
Schachtner, Thomas
Fehrenbach, Uli
author_facet Beetz, Nick Lasse
Geisel, Dominik
Shnayien, Seyd
Auer, Timo Alexander
Globke, Brigitta
Öllinger, Robert
Trippel, Tobias Daniel
Schachtner, Thomas
Fehrenbach, Uli
author_sort Beetz, Nick Lasse
collection PubMed
description The Eurotransplant Senior Program allocates kidneys to elderly transplant patients. The aim of this retrospective study is to investigate the use of computed tomography (CT) body composition using artificial intelligence (AI)-based tissue segmentation to predict patient and kidney transplant survival. Body composition at the third lumbar vertebra level was analyzed in 42 kidney transplant recipients. Cox regression analysis of 1-year, 3-year and 5-year patient survival, 1-year, 3-year and 5-year censored kidney transplant survival, and 1-year, 3-year and 5-year uncensored kidney transplant survival was performed. First, the body mass index (BMI), psoas muscle index (PMI), skeletal muscle index (SMI), visceral adipose tissue (VAT), and subcutaneous adipose tissue (SAT) served as independent variates. Second, the cut-off values for sarcopenia and obesity served as independent variates. The 1-year uncensored and censored kidney transplant survival was influenced by reduced PMI (p = 0.02 and p = 0.03, respectively) and reduced SMI (p = 0.01 and p = 0.03, respectively); 3-year uncensored kidney transplant survival was influenced by increased VAT (p = 0.04); and 3-year censored kidney transplant survival was influenced by reduced SMI (p = 0.05). Additionally, sarcopenia influenced 1-year uncensored kidney transplant survival (p = 0.05), whereas obesity influenced 3-year and 5-year uncensored kidney transplant survival. In summary, AI-based body composition analysis may aid in predicting short- and long-term kidney transplant survival.
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spelling pubmed-89457232022-03-25 Effects of Artificial Intelligence-Derived Body Composition on Kidney Graft and Patient Survival in the Eurotransplant Senior Program Beetz, Nick Lasse Geisel, Dominik Shnayien, Seyd Auer, Timo Alexander Globke, Brigitta Öllinger, Robert Trippel, Tobias Daniel Schachtner, Thomas Fehrenbach, Uli Biomedicines Article The Eurotransplant Senior Program allocates kidneys to elderly transplant patients. The aim of this retrospective study is to investigate the use of computed tomography (CT) body composition using artificial intelligence (AI)-based tissue segmentation to predict patient and kidney transplant survival. Body composition at the third lumbar vertebra level was analyzed in 42 kidney transplant recipients. Cox regression analysis of 1-year, 3-year and 5-year patient survival, 1-year, 3-year and 5-year censored kidney transplant survival, and 1-year, 3-year and 5-year uncensored kidney transplant survival was performed. First, the body mass index (BMI), psoas muscle index (PMI), skeletal muscle index (SMI), visceral adipose tissue (VAT), and subcutaneous adipose tissue (SAT) served as independent variates. Second, the cut-off values for sarcopenia and obesity served as independent variates. The 1-year uncensored and censored kidney transplant survival was influenced by reduced PMI (p = 0.02 and p = 0.03, respectively) and reduced SMI (p = 0.01 and p = 0.03, respectively); 3-year uncensored kidney transplant survival was influenced by increased VAT (p = 0.04); and 3-year censored kidney transplant survival was influenced by reduced SMI (p = 0.05). Additionally, sarcopenia influenced 1-year uncensored kidney transplant survival (p = 0.05), whereas obesity influenced 3-year and 5-year uncensored kidney transplant survival. In summary, AI-based body composition analysis may aid in predicting short- and long-term kidney transplant survival. MDPI 2022-02-26 /pmc/articles/PMC8945723/ /pubmed/35327356 http://dx.doi.org/10.3390/biomedicines10030554 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Beetz, Nick Lasse
Geisel, Dominik
Shnayien, Seyd
Auer, Timo Alexander
Globke, Brigitta
Öllinger, Robert
Trippel, Tobias Daniel
Schachtner, Thomas
Fehrenbach, Uli
Effects of Artificial Intelligence-Derived Body Composition on Kidney Graft and Patient Survival in the Eurotransplant Senior Program
title Effects of Artificial Intelligence-Derived Body Composition on Kidney Graft and Patient Survival in the Eurotransplant Senior Program
title_full Effects of Artificial Intelligence-Derived Body Composition on Kidney Graft and Patient Survival in the Eurotransplant Senior Program
title_fullStr Effects of Artificial Intelligence-Derived Body Composition on Kidney Graft and Patient Survival in the Eurotransplant Senior Program
title_full_unstemmed Effects of Artificial Intelligence-Derived Body Composition on Kidney Graft and Patient Survival in the Eurotransplant Senior Program
title_short Effects of Artificial Intelligence-Derived Body Composition on Kidney Graft and Patient Survival in the Eurotransplant Senior Program
title_sort effects of artificial intelligence-derived body composition on kidney graft and patient survival in the eurotransplant senior program
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8945723/
https://www.ncbi.nlm.nih.gov/pubmed/35327356
http://dx.doi.org/10.3390/biomedicines10030554
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