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Repeated Measures Models Applied to Cancer Patients Treated with Exergames

OBJECTIVE: The objective of this study was to define an appropriate linear model to analyse data on muscular fatigue in cancer patients over time through repeated measures techniques. METHODS: Using the split plot in time system and linear mixed models, three groups of individuals were compared as t...

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Autores principales: de Miranda, Isabela Pagani Heringer, Nogueira, Denismar Alves, Martins, Natalia da Silva, Alves, Ricardo da Silva, Carvalho, Leonardo Cesar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: West Asia Organization for Cancer Prevention 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6171411/
https://www.ncbi.nlm.nih.gov/pubmed/30139221
http://dx.doi.org/10.22034/APJCP.2018.19.8.2171
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author de Miranda, Isabela Pagani Heringer
Nogueira, Denismar Alves
Martins, Natalia da Silva
Alves, Ricardo da Silva
Carvalho, Leonardo Cesar
author_facet de Miranda, Isabela Pagani Heringer
Nogueira, Denismar Alves
Martins, Natalia da Silva
Alves, Ricardo da Silva
Carvalho, Leonardo Cesar
author_sort de Miranda, Isabela Pagani Heringer
collection PubMed
description OBJECTIVE: The objective of this study was to define an appropriate linear model to analyse data on muscular fatigue in cancer patients over time through repeated measures techniques. METHODS: Using the split plot in time system and linear mixed models, three groups of individuals were compared as to the methods used to reduce muscle fatigue. Group Cancer consisted of individuals who had already been treated; group Control consisted of healthy individuals and group Chemo / radio-therapy consisted of individuals diagnosed with cancer undergoing chemo and radiation therapy. Sessions were tested with exergames. A series of muscle strength data for each of the six muscles studied, in the pre-treatment, mid-treatment and final sessions. RESULT: The structure that best fit the covariance matrix was ARMA (1,1), according to AIC and BIC. There were significant differences and tendencies in the data series, especially for the left tibial muscle, in which the interactions between group and session and between group and time were significant, showing that exergames treatment increased muscle strength in debilitated patients and, with 20 sessions, the groups equalled in muscle strength. CONCLUSION: The linear mixed model proved to be efficient in modelling plots subdivided in time. Identifying the best structure of the covariance matrix allowed us to better estimate the effects, using tests appropriately to verify differences between factors that were not detected when using the median frequency of strength.
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spelling pubmed-61714112018-10-15 Repeated Measures Models Applied to Cancer Patients Treated with Exergames de Miranda, Isabela Pagani Heringer Nogueira, Denismar Alves Martins, Natalia da Silva Alves, Ricardo da Silva Carvalho, Leonardo Cesar Asian Pac J Cancer Prev Research Article OBJECTIVE: The objective of this study was to define an appropriate linear model to analyse data on muscular fatigue in cancer patients over time through repeated measures techniques. METHODS: Using the split plot in time system and linear mixed models, three groups of individuals were compared as to the methods used to reduce muscle fatigue. Group Cancer consisted of individuals who had already been treated; group Control consisted of healthy individuals and group Chemo / radio-therapy consisted of individuals diagnosed with cancer undergoing chemo and radiation therapy. Sessions were tested with exergames. A series of muscle strength data for each of the six muscles studied, in the pre-treatment, mid-treatment and final sessions. RESULT: The structure that best fit the covariance matrix was ARMA (1,1), according to AIC and BIC. There were significant differences and tendencies in the data series, especially for the left tibial muscle, in which the interactions between group and session and between group and time were significant, showing that exergames treatment increased muscle strength in debilitated patients and, with 20 sessions, the groups equalled in muscle strength. CONCLUSION: The linear mixed model proved to be efficient in modelling plots subdivided in time. Identifying the best structure of the covariance matrix allowed us to better estimate the effects, using tests appropriately to verify differences between factors that were not detected when using the median frequency of strength. West Asia Organization for Cancer Prevention 2018 /pmc/articles/PMC6171411/ /pubmed/30139221 http://dx.doi.org/10.22034/APJCP.2018.19.8.2171 Text en Copyright: © Asian Pacific Journal of Cancer Prevention http://creativecommons.org/licenses/BY-SA/4.0 This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License
spellingShingle Research Article
de Miranda, Isabela Pagani Heringer
Nogueira, Denismar Alves
Martins, Natalia da Silva
Alves, Ricardo da Silva
Carvalho, Leonardo Cesar
Repeated Measures Models Applied to Cancer Patients Treated with Exergames
title Repeated Measures Models Applied to Cancer Patients Treated with Exergames
title_full Repeated Measures Models Applied to Cancer Patients Treated with Exergames
title_fullStr Repeated Measures Models Applied to Cancer Patients Treated with Exergames
title_full_unstemmed Repeated Measures Models Applied to Cancer Patients Treated with Exergames
title_short Repeated Measures Models Applied to Cancer Patients Treated with Exergames
title_sort repeated measures models applied to cancer patients treated with exergames
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6171411/
https://www.ncbi.nlm.nih.gov/pubmed/30139221
http://dx.doi.org/10.22034/APJCP.2018.19.8.2171
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