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Modelling of the ICF core sets for chronic ischemic heart disease using the LASSO model in Chinese patients

BACKGROUND: This study aimed to examine the associations among the International Classification of Functioning, Disability, and Health (ICF) core sets relevant to chronic ischemic heart disease (CIHD) using the least absolute shrinkage and selection operator (LASSO) model based on the ICF core sets...

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Autores principales: You, Meng, Fang, Wen, Wang, Xu, Yang, Tiantong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042460/
https://www.ncbi.nlm.nih.gov/pubmed/29996874
http://dx.doi.org/10.1186/s12955-018-0957-0
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author You, Meng
Fang, Wen
Wang, Xu
Yang, Tiantong
author_facet You, Meng
Fang, Wen
Wang, Xu
Yang, Tiantong
author_sort You, Meng
collection PubMed
description BACKGROUND: This study aimed to examine the associations among the International Classification of Functioning, Disability, and Health (ICF) core sets relevant to chronic ischemic heart disease (CIHD) using the least absolute shrinkage and selection operator (LASSO) model based on the ICF core sets scale in Chinese patients. METHODS: This was a prospective study of 120 patients with CIHD selected from January 2013 to June 2014 at the Fada Institute of Forensic Medicine & Science (Beijing, China). Functioning was qualified using the ICF core sets checklist for CIHD (Chinese version). The variables of core set categories of the ICF assessment scale for CIHD were entered into the LASSO model for mining dependencies among those variables. Graphical modeling was applied using LASSO generalized linear models. RESULTS: “Muscle endurance functions”, “sensations associated with cardiovascular and respiratory functions”, “blood vessel functions”, and “heart functions” were the most injured in CIHD status. “Recreation and leisure” and “intimate relationships” were the most affected in CIHD status. “General social support services, systems, and policies” and “acquaintances, peers, colleagues, neighbors, and community members” were important for the outcome of functional status of the CIHD patient. “Economic self-sufficiency” and “family relationships” of the CIHD patient were not undermined in most cases. CONCLUSIONS: Graphical modeling can be used to describe associations between different areas of functioning in CIHD patients. The results suggest that these associations could be used as basis to improve rehabilitation and provide a deeper understanding of functioning in Chinese CIHD patients. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12955-018-0957-0) contains supplementary material, which is available to authorized users.
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spelling pubmed-60424602018-07-13 Modelling of the ICF core sets for chronic ischemic heart disease using the LASSO model in Chinese patients You, Meng Fang, Wen Wang, Xu Yang, Tiantong Health Qual Life Outcomes Research BACKGROUND: This study aimed to examine the associations among the International Classification of Functioning, Disability, and Health (ICF) core sets relevant to chronic ischemic heart disease (CIHD) using the least absolute shrinkage and selection operator (LASSO) model based on the ICF core sets scale in Chinese patients. METHODS: This was a prospective study of 120 patients with CIHD selected from January 2013 to June 2014 at the Fada Institute of Forensic Medicine & Science (Beijing, China). Functioning was qualified using the ICF core sets checklist for CIHD (Chinese version). The variables of core set categories of the ICF assessment scale for CIHD were entered into the LASSO model for mining dependencies among those variables. Graphical modeling was applied using LASSO generalized linear models. RESULTS: “Muscle endurance functions”, “sensations associated with cardiovascular and respiratory functions”, “blood vessel functions”, and “heart functions” were the most injured in CIHD status. “Recreation and leisure” and “intimate relationships” were the most affected in CIHD status. “General social support services, systems, and policies” and “acquaintances, peers, colleagues, neighbors, and community members” were important for the outcome of functional status of the CIHD patient. “Economic self-sufficiency” and “family relationships” of the CIHD patient were not undermined in most cases. CONCLUSIONS: Graphical modeling can be used to describe associations between different areas of functioning in CIHD patients. The results suggest that these associations could be used as basis to improve rehabilitation and provide a deeper understanding of functioning in Chinese CIHD patients. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12955-018-0957-0) contains supplementary material, which is available to authorized users. BioMed Central 2018-07-11 /pmc/articles/PMC6042460/ /pubmed/29996874 http://dx.doi.org/10.1186/s12955-018-0957-0 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
You, Meng
Fang, Wen
Wang, Xu
Yang, Tiantong
Modelling of the ICF core sets for chronic ischemic heart disease using the LASSO model in Chinese patients
title Modelling of the ICF core sets for chronic ischemic heart disease using the LASSO model in Chinese patients
title_full Modelling of the ICF core sets for chronic ischemic heart disease using the LASSO model in Chinese patients
title_fullStr Modelling of the ICF core sets for chronic ischemic heart disease using the LASSO model in Chinese patients
title_full_unstemmed Modelling of the ICF core sets for chronic ischemic heart disease using the LASSO model in Chinese patients
title_short Modelling of the ICF core sets for chronic ischemic heart disease using the LASSO model in Chinese patients
title_sort modelling of the icf core sets for chronic ischemic heart disease using the lasso model in chinese patients
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042460/
https://www.ncbi.nlm.nih.gov/pubmed/29996874
http://dx.doi.org/10.1186/s12955-018-0957-0
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