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First Testing of Literature-Based Models for Predicting Increase in Body Weight and Adipose Tissue Mass After Kidney Transplantation
Introduction: Weight gain is a risk factor for poor clinical outcomes following kidney transplantation. Research Question: This study’s aim was a first testing of 2 models to identify patients early after kidney transplantation who are at risk for weight gain and increase in adipose tissue mass in t...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9660270/ https://www.ncbi.nlm.nih.gov/pubmed/36053125 http://dx.doi.org/10.1177/15269248221122961 |
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author | Schmid-Mohler, Gabriela Beckmann, Sonja Zala, Patrizia Huber, Laura Held, Ulrike Fehr, Thomas Wüthrich, Rudolf Peter Petry, Heidi Mueller, Thomas F. |
author_facet | Schmid-Mohler, Gabriela Beckmann, Sonja Zala, Patrizia Huber, Laura Held, Ulrike Fehr, Thomas Wüthrich, Rudolf Peter Petry, Heidi Mueller, Thomas F. |
author_sort | Schmid-Mohler, Gabriela |
collection | PubMed |
description | Introduction: Weight gain is a risk factor for poor clinical outcomes following kidney transplantation. Research Question: This study’s aim was a first testing of 2 models to identify patients early after kidney transplantation who are at risk for weight gain and increase in adipose tissue mass in the first year after kidney transplantation. Design: The literature-based models were evaluated on longitudinal data of 88, respectively 79 kidney transplant recipients via ordinary and Firth regression, using gains ≥ 5% in weight and adipose tissue mass respectively as primary and secondary endpoints. Results: The models included physical activity, smoking cessation at time of kidney transplantation, self-reported health status, depressive symptomatology, gender, age, education, baseline body mass index and baseline trunk fat as predictors. Area under the curve was 0.797 (95%-CI 0.702 to 0.893) for the weight model and 0.767 (95%-CI 0.656 to 0.878) for the adipose tissue mass model—showing good, respectively fair discriminative ability. For weight gain ≥ 5%, main risk factors were smoking cessation at time of transplantation (OR 16.425, 95%-CI 1.737-155.288) and better self-reported baseline health state (OR 1.068 for each 1-unit increase, 95%-CI 1.012-1.128). For the adipose tissue mass gain ≥ 5%, main risk factor was overweight/obesity (BMI ≥ 25) at baseline (odds ratio 7.659, 95%-CI 1.789-32.789). Conclusions: The models have potential to assess patients' risk for weight or adipose tissue mass gain during the year after transplantation, but further testing is needed before implementation in clinical practice. |
format | Online Article Text |
id | pubmed-9660270 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-96602702022-11-15 First Testing of Literature-Based Models for Predicting Increase in Body Weight and Adipose Tissue Mass After Kidney Transplantation Schmid-Mohler, Gabriela Beckmann, Sonja Zala, Patrizia Huber, Laura Held, Ulrike Fehr, Thomas Wüthrich, Rudolf Peter Petry, Heidi Mueller, Thomas F. Prog Transplant Quantitative Research Introduction: Weight gain is a risk factor for poor clinical outcomes following kidney transplantation. Research Question: This study’s aim was a first testing of 2 models to identify patients early after kidney transplantation who are at risk for weight gain and increase in adipose tissue mass in the first year after kidney transplantation. Design: The literature-based models were evaluated on longitudinal data of 88, respectively 79 kidney transplant recipients via ordinary and Firth regression, using gains ≥ 5% in weight and adipose tissue mass respectively as primary and secondary endpoints. Results: The models included physical activity, smoking cessation at time of kidney transplantation, self-reported health status, depressive symptomatology, gender, age, education, baseline body mass index and baseline trunk fat as predictors. Area under the curve was 0.797 (95%-CI 0.702 to 0.893) for the weight model and 0.767 (95%-CI 0.656 to 0.878) for the adipose tissue mass model—showing good, respectively fair discriminative ability. For weight gain ≥ 5%, main risk factors were smoking cessation at time of transplantation (OR 16.425, 95%-CI 1.737-155.288) and better self-reported baseline health state (OR 1.068 for each 1-unit increase, 95%-CI 1.012-1.128). For the adipose tissue mass gain ≥ 5%, main risk factor was overweight/obesity (BMI ≥ 25) at baseline (odds ratio 7.659, 95%-CI 1.789-32.789). Conclusions: The models have potential to assess patients' risk for weight or adipose tissue mass gain during the year after transplantation, but further testing is needed before implementation in clinical practice. SAGE Publications 2022-09-02 2022-12 /pmc/articles/PMC9660270/ /pubmed/36053125 http://dx.doi.org/10.1177/15269248221122961 Text en © 2022, NATCO. All rights reserved. https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Quantitative Research Schmid-Mohler, Gabriela Beckmann, Sonja Zala, Patrizia Huber, Laura Held, Ulrike Fehr, Thomas Wüthrich, Rudolf Peter Petry, Heidi Mueller, Thomas F. First Testing of Literature-Based Models for Predicting Increase in Body Weight and Adipose Tissue Mass After Kidney Transplantation |
title | First Testing of Literature-Based Models for Predicting Increase in
Body Weight and Adipose Tissue Mass After Kidney Transplantation |
title_full | First Testing of Literature-Based Models for Predicting Increase in
Body Weight and Adipose Tissue Mass After Kidney Transplantation |
title_fullStr | First Testing of Literature-Based Models for Predicting Increase in
Body Weight and Adipose Tissue Mass After Kidney Transplantation |
title_full_unstemmed | First Testing of Literature-Based Models for Predicting Increase in
Body Weight and Adipose Tissue Mass After Kidney Transplantation |
title_short | First Testing of Literature-Based Models for Predicting Increase in
Body Weight and Adipose Tissue Mass After Kidney Transplantation |
title_sort | first testing of literature-based models for predicting increase in
body weight and adipose tissue mass after kidney transplantation |
topic | Quantitative Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9660270/ https://www.ncbi.nlm.nih.gov/pubmed/36053125 http://dx.doi.org/10.1177/15269248221122961 |
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