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Explanation of somatic symptoms by mental health and personality traits: application of Bayesian regularized quantile regression in a large population study
BACKGROUND: Somatic syndrome is one of the remarkably prevalent issues in primary health care and subspecialty settings. We aimed to elucidate multidimensional associations between somatic symptoms with major mental problems and personality traits in the framework of the quantile regression model wi...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6610832/ https://www.ncbi.nlm.nih.gov/pubmed/31269925 http://dx.doi.org/10.1186/s12888-019-2189-1 |
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author | Mostafaei, Shayan Kabir, Kourosh Kazemnejad, Anoshirvan Feizi, Awat Mansourian, Marjan Hassanzadeh Keshteli, Ammar Afshar, Hamid Arzaghi, Saeed Masoud Rasekhi Dehkordi, Saeid Adibi, Peyman Ghadirian, Fataneh |
author_facet | Mostafaei, Shayan Kabir, Kourosh Kazemnejad, Anoshirvan Feizi, Awat Mansourian, Marjan Hassanzadeh Keshteli, Ammar Afshar, Hamid Arzaghi, Saeed Masoud Rasekhi Dehkordi, Saeid Adibi, Peyman Ghadirian, Fataneh |
author_sort | Mostafaei, Shayan |
collection | PubMed |
description | BACKGROUND: Somatic syndrome is one of the remarkably prevalent issues in primary health care and subspecialty settings. We aimed to elucidate multidimensional associations between somatic symptoms with major mental problems and personality traits in the framework of the quantile regression model with a Bayesian approach. METHODS: A total of 4763 employees at Isfahan University of Medical Sciences and Health Services in Isfahan province, Iran, filled out four validated questionnaires including Hospital Anxiety and Depression Scale (HADS), NEO Questionnaire, General Health Questionnaire (GHQ) and PHQ-15 for somatic symptom severity. In addition, Functional Gastrointestinal Disorders (FGIDs) were determined using Rome IV criteria. Exploratory Factor Analysis (EFA) and Bayesian regularized quantile regression with adaptive LASSO penalization were applied for reduced dimension of somatic symptoms and variable selection and parameter estimation, respectively. RESULTS: The 25 major somatic symptoms were grouped into four factors including general, upper gastrointestinal, lower gastrointestinal and respiratory by EFA. Stress, depression, and anxiety had significant effects on all of the four extracted factors. The effect of anxiety in each four extracted factors was more than stress and depression. Neuroticism and agreeableness had significant effects on all of the four extracted factors, generally (p < 0.05). CONCLUSIONS: Given the high prevalence of somatic symptoms and psychosomatic complaints in correlation with the diverse range of mental co-morbidities, developing more detailed diagnostic tools and methods is crucial; nonetheless, it seems that providing better interdisciplinary approaches in general medical practice is groundwork. |
format | Online Article Text |
id | pubmed-6610832 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-66108322019-07-16 Explanation of somatic symptoms by mental health and personality traits: application of Bayesian regularized quantile regression in a large population study Mostafaei, Shayan Kabir, Kourosh Kazemnejad, Anoshirvan Feizi, Awat Mansourian, Marjan Hassanzadeh Keshteli, Ammar Afshar, Hamid Arzaghi, Saeed Masoud Rasekhi Dehkordi, Saeid Adibi, Peyman Ghadirian, Fataneh BMC Psychiatry Research Article BACKGROUND: Somatic syndrome is one of the remarkably prevalent issues in primary health care and subspecialty settings. We aimed to elucidate multidimensional associations between somatic symptoms with major mental problems and personality traits in the framework of the quantile regression model with a Bayesian approach. METHODS: A total of 4763 employees at Isfahan University of Medical Sciences and Health Services in Isfahan province, Iran, filled out four validated questionnaires including Hospital Anxiety and Depression Scale (HADS), NEO Questionnaire, General Health Questionnaire (GHQ) and PHQ-15 for somatic symptom severity. In addition, Functional Gastrointestinal Disorders (FGIDs) were determined using Rome IV criteria. Exploratory Factor Analysis (EFA) and Bayesian regularized quantile regression with adaptive LASSO penalization were applied for reduced dimension of somatic symptoms and variable selection and parameter estimation, respectively. RESULTS: The 25 major somatic symptoms were grouped into four factors including general, upper gastrointestinal, lower gastrointestinal and respiratory by EFA. Stress, depression, and anxiety had significant effects on all of the four extracted factors. The effect of anxiety in each four extracted factors was more than stress and depression. Neuroticism and agreeableness had significant effects on all of the four extracted factors, generally (p < 0.05). CONCLUSIONS: Given the high prevalence of somatic symptoms and psychosomatic complaints in correlation with the diverse range of mental co-morbidities, developing more detailed diagnostic tools and methods is crucial; nonetheless, it seems that providing better interdisciplinary approaches in general medical practice is groundwork. BioMed Central 2019-07-03 /pmc/articles/PMC6610832/ /pubmed/31269925 http://dx.doi.org/10.1186/s12888-019-2189-1 Text en © The Author(s). 2019 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 Article Mostafaei, Shayan Kabir, Kourosh Kazemnejad, Anoshirvan Feizi, Awat Mansourian, Marjan Hassanzadeh Keshteli, Ammar Afshar, Hamid Arzaghi, Saeed Masoud Rasekhi Dehkordi, Saeid Adibi, Peyman Ghadirian, Fataneh Explanation of somatic symptoms by mental health and personality traits: application of Bayesian regularized quantile regression in a large population study |
title | Explanation of somatic symptoms by mental health and personality traits: application of Bayesian regularized quantile regression in a large population study |
title_full | Explanation of somatic symptoms by mental health and personality traits: application of Bayesian regularized quantile regression in a large population study |
title_fullStr | Explanation of somatic symptoms by mental health and personality traits: application of Bayesian regularized quantile regression in a large population study |
title_full_unstemmed | Explanation of somatic symptoms by mental health and personality traits: application of Bayesian regularized quantile regression in a large population study |
title_short | Explanation of somatic symptoms by mental health and personality traits: application of Bayesian regularized quantile regression in a large population study |
title_sort | explanation of somatic symptoms by mental health and personality traits: application of bayesian regularized quantile regression in a large population study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6610832/ https://www.ncbi.nlm.nih.gov/pubmed/31269925 http://dx.doi.org/10.1186/s12888-019-2189-1 |
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