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Network Analysis of Symptoms Co-Occurrence in Chronic Fatigue Syndrome

Chronic fatigue syndrome (CFS) is a heterogenous disorder of multiple disabling symptoms with complex manifestations. Network analysis is a statistical and interrogative methodology to investigate the prevalence of symptoms (nodes) and their inter-dependent (inter-nodal) relationships. In the presen...

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Autores principales: Kujawski, Sławomir, Słomko, Joanna, Newton, Julia L., Eaton-Fitch, Natalie, Staines, Donald R., Marshall-Gradisnik, Sonya, Zalewski, Paweł
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8535251/
https://www.ncbi.nlm.nih.gov/pubmed/34682478
http://dx.doi.org/10.3390/ijerph182010736
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author Kujawski, Sławomir
Słomko, Joanna
Newton, Julia L.
Eaton-Fitch, Natalie
Staines, Donald R.
Marshall-Gradisnik, Sonya
Zalewski, Paweł
author_facet Kujawski, Sławomir
Słomko, Joanna
Newton, Julia L.
Eaton-Fitch, Natalie
Staines, Donald R.
Marshall-Gradisnik, Sonya
Zalewski, Paweł
author_sort Kujawski, Sławomir
collection PubMed
description Chronic fatigue syndrome (CFS) is a heterogenous disorder of multiple disabling symptoms with complex manifestations. Network analysis is a statistical and interrogative methodology to investigate the prevalence of symptoms (nodes) and their inter-dependent (inter-nodal) relationships. In the present study, we explored the co-occurrence of symptoms in a cohort of Polish CFS patients using network analysis. A total of 110 patients with CFS were examined (75 females). The mean age of the total sample was 37.93 (8.5) years old while the mean duration of symptoms in years was 4.4 (4). Post-exertional malaise (PEM) was present in 75.45% of patients, unrefreshing sleep was noted in 89.09% and impaired memory or concentration was observed in 87.27% of patients. The least prevalent symptom was tender cervical or axillary lymph nodes, noted in 34.55% of the total sample. Three of the most densely connected nodes were the total number of symptoms, sore throat and PEM. PEM was positively related with impairment in memory or concentration. Both PEM and impairment in memory or concentration presence are related to more severe fatigue measured by CFQ and FIS. PEM presence was positively related with the presence of multi-joint pain and negatively with tender lymph nodes and muscle pain. Sore throat was related with objective and subjective autonomic nervous system impairment. This study helps define symptom presentation of CFS with the pathophysiology of specific systems and links with multidisciplinary contemporary molecular pathology, including comparative MRI.
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spelling pubmed-85352512021-10-23 Network Analysis of Symptoms Co-Occurrence in Chronic Fatigue Syndrome Kujawski, Sławomir Słomko, Joanna Newton, Julia L. Eaton-Fitch, Natalie Staines, Donald R. Marshall-Gradisnik, Sonya Zalewski, Paweł Int J Environ Res Public Health Article Chronic fatigue syndrome (CFS) is a heterogenous disorder of multiple disabling symptoms with complex manifestations. Network analysis is a statistical and interrogative methodology to investigate the prevalence of symptoms (nodes) and their inter-dependent (inter-nodal) relationships. In the present study, we explored the co-occurrence of symptoms in a cohort of Polish CFS patients using network analysis. A total of 110 patients with CFS were examined (75 females). The mean age of the total sample was 37.93 (8.5) years old while the mean duration of symptoms in years was 4.4 (4). Post-exertional malaise (PEM) was present in 75.45% of patients, unrefreshing sleep was noted in 89.09% and impaired memory or concentration was observed in 87.27% of patients. The least prevalent symptom was tender cervical or axillary lymph nodes, noted in 34.55% of the total sample. Three of the most densely connected nodes were the total number of symptoms, sore throat and PEM. PEM was positively related with impairment in memory or concentration. Both PEM and impairment in memory or concentration presence are related to more severe fatigue measured by CFQ and FIS. PEM presence was positively related with the presence of multi-joint pain and negatively with tender lymph nodes and muscle pain. Sore throat was related with objective and subjective autonomic nervous system impairment. This study helps define symptom presentation of CFS with the pathophysiology of specific systems and links with multidisciplinary contemporary molecular pathology, including comparative MRI. MDPI 2021-10-13 /pmc/articles/PMC8535251/ /pubmed/34682478 http://dx.doi.org/10.3390/ijerph182010736 Text en © 2021 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
Kujawski, Sławomir
Słomko, Joanna
Newton, Julia L.
Eaton-Fitch, Natalie
Staines, Donald R.
Marshall-Gradisnik, Sonya
Zalewski, Paweł
Network Analysis of Symptoms Co-Occurrence in Chronic Fatigue Syndrome
title Network Analysis of Symptoms Co-Occurrence in Chronic Fatigue Syndrome
title_full Network Analysis of Symptoms Co-Occurrence in Chronic Fatigue Syndrome
title_fullStr Network Analysis of Symptoms Co-Occurrence in Chronic Fatigue Syndrome
title_full_unstemmed Network Analysis of Symptoms Co-Occurrence in Chronic Fatigue Syndrome
title_short Network Analysis of Symptoms Co-Occurrence in Chronic Fatigue Syndrome
title_sort network analysis of symptoms co-occurrence in chronic fatigue syndrome
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8535251/
https://www.ncbi.nlm.nih.gov/pubmed/34682478
http://dx.doi.org/10.3390/ijerph182010736
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