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Byrne H, Knight SJ, Josev EK, Scheinberg A, Beare R, Yang JYM, Oldham S, Rowe K, Seal ML. Hypothalamus Connectivity in Adolescent Myalgic Encephalomyelitis/Chronic Fatigue Syndrome. J Neurosci Res 2024; 102:e25392. [PMID: 39431934 DOI: 10.1002/jnr.25392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 07/18/2024] [Accepted: 09/29/2024] [Indexed: 10/22/2024]
Abstract
Adolescent Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a disabling illness of unknown etiology. Increasing evidence suggests hypothalamic involvement in ME/CFS pathophysiology, which has rarely been explored using magnetic resonance imaging (MRI) in the condition. This work aimed to use MRI to examine hypothalamus connectivity in adolescents with ME/CFS and explore how this relates to fatigue severity and illness duration. 25 adolescents with ME/CFS and 23 healthy controls completed a neuroimaging protocol consisting of structural and multishell diffusion-weighted imaging sequences, in addition to the PedsQL Multidimensional Fatigue Scale to assess fatigue severity. Information about illness duration was acquired at diagnosis. Preprocessing and streamlines tractography was performed using QSIPrep combined with a custom parcellation scheme to create structural networks. The number (degree) and weight (strength) of connections between lateralized hypothalamus regions and cortical and subcortical nodes were extracted, and relationships between connectivity measures, fatigue severity, and illness duration were performed using Bayesian regression models. We observed weak-to-moderate evidence of increased degree, but not strength, of connections from the bilateral anterior-inferior (left: pd [%] = 99.18, median [95% CI] = -22.68[-40.96 to 4.45]; right: pd [%] = 99.86, median [95% CI] = -23.35[-38.47 to 8.20]), left anterior-superior (pd [%] = 99.33, median [95% CI] = -18.83[-33.45 to 4.07]) and total left hypothalamus (pd [%] = 99.44, median [95% CI] = -47.18[-83.74 to 11.03]) in the ME/CFS group compared with controls. Conversely, bilateral posterior hypothalamus degree decreased with increasing ME/CFS illness duration (left: pd [%] = 98.13, median [95% CI]: -0.47[-0.89 to 0.03]; right: pd [%] = 98.50, median [95% CI]:-0.43[-0.82 to 0.05]). Finally, a weak relationship between right intermediate hypothalamus connectivity strength and fatigue severity was identified in the ME/CFS group (pd [%] = 99.35, median [95% CI] = -0.28[-0.51 to 0.06]), which was absent in controls. These findings suggest changes in hypothalamus connectivity may occur in adolescents with ME/CFS, warranting further investigation.
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Affiliation(s)
- Hollie Byrne
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia
| | - Sarah J Knight
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia
- School of Psychological Sciences, The University of Melbourne, Melbourne, Australia
| | - Elisha K Josev
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia
| | - Adam Scheinberg
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia
| | - Richard Beare
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
- National Centre for Healthy Ageing and Peninsula Clinical School, Monash University, Melbourne, Australia
| | - Joseph Y M Yang
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia
- Department of Neurosurgery, Neuroscience Advanced Clinical Imaging Service (NACIS), The Royal Children's Hospital, Melbourne, Australia
- Neuroscience Research, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
| | - Stuart Oldham
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
| | - Katherine Rowe
- Department of General Medicine, Royal Children's Hospital, Melbourne, Australia
| | - Marc L Seal
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia
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Vroegindeweij A, Eijkelkamp N, van den Berg SAA, van de Putte EM, Wulffraat NM, Swart JF, Nijhof SL. Lower hair cortisol concentration in adolescent and young adult patients with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome and Q-Fever Fatigue Syndrome compared to controls. Psychoneuroendocrinology 2024; 168:107117. [PMID: 38986244 DOI: 10.1016/j.psyneuen.2024.107117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 06/10/2024] [Accepted: 06/27/2024] [Indexed: 07/12/2024]
Abstract
BACKGROUND In patients with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS), momentary cortisol concentrations in blood, urine, and saliva are lower compared to healthy controls. Long-term cortisol concentration can be assessed through hair, but it is unclear whether these concentrations are also lower. Additionally, it is unknown if lower cortisol extends to other patients suffering from persistent fatigue and how hair cortisol concentration (HCC) relates to fatigue levels. Therefore, this study examines HCC in fatigued patients with ME/CFS, Q fever Fatigue Syndrome (QFS), Post-COVID-19 condition (PCC), and Juvenile Idiopathic Arthritis (JIA). METHODS Adolescent and young adult patients with ME/CFS (n=12), QFS (n=20), PCC (n=8), JIA (n=19), and controls (n=57) were included. Patients participated in a randomized cross-over trial (RCT) targeting fatigue through lifestyle and dietary self-management strategies. HCC was measured pre-post RCT in patients and once in controls, quantified using a LC-MS/MS-based method. Fatigue severity was measured with the Checklist Individual Strength-8. HCC was compared between groups with ANOVAs. Relations between HCC, fatigue severity, and other variables were investigated using linear regression analyses. RESULTS The ME/CFS (p=.009) and QFS (p=.047) groups had lower HCC compared to controls. Overall, HCC was negatively associated with the presence of symptoms related to chronic fatigue syndromes (e.g., sleeping issues, often feeling tired, trouble thinking clearly; β=-0.018, p=.035), except in the QFS group (β=.063, p<.001). Baseline HCC did not predict fatigue improvement during the RCT (p=.449), and HCC increased during the trial (Mdif=.076, p=.021) regardless of clinically relevant fatigue improvement (p=.658). CONCLUSION Lower cortisol concentration can also be observed in the long-term. Lower HCC is not limited to ME/CFS, as it was also observed in QFS. The role of cortisol may differ between these diagnoses and appears to be unrelated to fatigue levels.
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Affiliation(s)
- Anouk Vroegindeweij
- Department of Paediatric Rheumatology/Immunology and Infectious Diseases, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Department of Paediatrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands.
| | - Niels Eijkelkamp
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Sjoerd A A van den Berg
- Department of Clinical Chemistry, Erasmus Medical Center, University Medical Centre Rotterdam, the Netherlands; Department of Internal Medicine, Academic Center for Thyroid Diseases, Erasmus Medical Center, Rotterdam 3015 GD, the Netherlands
| | - Elise M van de Putte
- Department of Paediatrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Nico M Wulffraat
- Department of Paediatric Rheumatology/Immunology and Infectious Diseases, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Joost F Swart
- Department of Paediatric Rheumatology/Immunology and Infectious Diseases, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Faculty of Medicine, Utrecht University, Utrecht, the Netherlands
| | - Sanne L Nijhof
- Department of Paediatrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Faculty of Medicine, Utrecht University, Utrecht, the Netherlands
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Pricoco R, Meidel P, Hofberger T, Zietemann H, Mueller Y, Wiehler K, Michel K, Paulick J, Leone A, Haegele M, Mayer-Huber S, Gerrer K, Mittelstrass K, Scheibenbogen C, Renz-Polster H, Mihatsch L, Behrends U. One-year follow-up of young people with ME/CFS following infectious mononucleosis by Epstein-Barr virus. Front Pediatr 2024; 11:1266738. [PMID: 38304441 PMCID: PMC10830704 DOI: 10.3389/fped.2023.1266738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 12/20/2023] [Indexed: 02/03/2024] Open
Abstract
Background Infectious mononucleosis after primary infection with Epstein-Barr virus (EBV-IM) has been linked to the development of myalgic encephalomyelitis/chronic fatigue-syndrome (ME/CFS) in children, adolescents, and young adults. Here, we present clinical phenotypes and follow-up data from a first German cohort of young people with ME/CFS following EBV-IM. Methods 12 adolescents and 13 young adults were diagnosed with IM-triggered ME/CFS at our specialized tertiary outpatient service by clinical criteria requiring post-exertional malaise (PEM) and a history of confirmed EBV primary infection as triggering event. Demographic information, laboratory findings, frequency and severity of symptoms, physical functioning, and health-related quality of life (HRQoL) were assessed and re-evaluated 6 and 12 months later. Results Young adults displayed more severe symptoms as well as worsening of fatigue, physical and mental functioning, and HRQoL throughout the study, compared to adolescents. After one year, 6/12 (54%) adolescents no longer met the diagnostic criteria for ME/CFS while all young adults continued to fulfill the Canadian consensus criteria. Improvement in adolescents was evident in physical functioning, symptom frequency and severity, and HRQoL, while young adults showed little improvement. EBV serology and EBV DNA load did not correlate with distinct clinical features of ME/CFS, and clinical chemistry showed no evidence of inflammation. Remarkably, the median time from symptom onset to ME/CFS diagnosis was 13.8 (IQR: 9.1-34.9) months. Conclusions ME/CFS following EBV-IM is a severely debilitating disease often diagnosed late and with limited responses to conventional medical care, especially in adults. Although adolescents may have a better prognosis, their condition can fluctuate and significantly impact their HRQoL. Our data emphasize that biomarkers and effective therapeutic options are also urgently needed to improve medical care and pave the way to recovery.
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Affiliation(s)
- Rafael Pricoco
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Paulina Meidel
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Tim Hofberger
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Hannah Zietemann
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Yvonne Mueller
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Katharina Wiehler
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Kaja Michel
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Johannes Paulick
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Ariane Leone
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Matthias Haegele
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Sandra Mayer-Huber
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Katrin Gerrer
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Kirstin Mittelstrass
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Carmen Scheibenbogen
- Institute of Medical Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin and Berlin Institute of Health (BIH), Berlin, Germany
| | - Herbert Renz-Polster
- Mannheim Institute of Public Health, Social and Preventive Medicine, University Medicine Mannheim, Heidelberg, Germany
| | - Lorenz Mihatsch
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
| | - Uta Behrends
- MRI Chronic Fatigue Center for Young People (MCFC), Children’s Hospital, TUM School of Medicine, Technical University of Munich and Munich Municipal Hospital Schwabing, Munich, Germany
- German Center for Infection Research (partner site Munich), Munich, Germany
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Josev EK, Chen J, Seal M, Scheinberg A, Cole RC, Rowe K, Lubitz L, Knight SJ. What lies beneath: White matter microstructure in pediatric myalgic encephalomyelitis/chronic fatigue syndrome using diffusion MRI. J Neurosci Res 2023; 101:1572-1585. [PMID: 37331007 DOI: 10.1002/jnr.25223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2022] [Revised: 04/28/2023] [Accepted: 05/27/2023] [Indexed: 06/20/2023]
Abstract
Recent studies in adults with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) suggest that changes in brain white matter microstructural organization may correlate with core ME/CFS symptoms, and represent a potential biomarker of disease. However, this has yet to be investigated in the pediatric ME/CFS population. We examined group differences in macrostructural and microstructural white matter properties, and their relationship with clinical measures, between adolescents recently diagnosed with ME/CFS and healthy controls. Forty-eight adolescents (25 ME/CFS, 23 controls, mean age 16 years) underwent brain diffusion MRI, and a robust multi-analytic approach was used to evaluate white and gray matter volume, regional brain volume, cortical thickness, fractional anisotropy, mean/axial/radial diffusivity, neurite dispersion and density, fiber density, and fiber cross section. From a clinical perspective, adolescents with ME/CFS showed greater fatigue and pain, poorer sleep quality, and poorer performance on cognitive measures of processing speed and sustained attention compared with controls. However, no significant group differences in white matter properties were observed, with the exception of greater white matter fiber cross section of the left inferior longitudinal fasciculus in the ME/CFS group compared with controls, which did not survive correction for intracranial volume. Overall, our findings suggest that white matter abnormalities may not be predominant in pediatric ME/CFS in the early stages following diagnosis. The discrepancy between our null findings and white matter abnormalities identified in the adult ME/CFS literature could suggest that older age and/or longer illness duration influence changes in brain structure and brain-behavior relationships that are not yet established in adolescence.
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Affiliation(s)
- Elisha K Josev
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Victoria, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia
| | - Jian Chen
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Marc Seal
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Adam Scheinberg
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Victoria, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia
- Victorian Paediatric Rehabilitation Service, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Rebecca C Cole
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Katherine Rowe
- Department of General Medicine, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Lionel Lubitz
- Department of General Medicine, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Sarah J Knight
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, Victoria, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia
- Victorian Paediatric Rehabilitation Service, Royal Children's Hospital, Melbourne, Victoria, Australia
- Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, Victoria, Australia
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Byrne H, Josev EK, Knight SJ, Scheinberg A, Rowe K, Lubitz L, Seal ML. Hypothalamus volumes in adolescent Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS): impact of self-reported fatigue and illness duration. Brain Struct Funct 2023; 228:1741-1754. [PMID: 37537279 PMCID: PMC10471696 DOI: 10.1007/s00429-023-02682-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 07/06/2023] [Indexed: 08/05/2023]
Abstract
Adolescent Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a complex illness of unknown aetiology. Emerging theories suggest ME/CFS may reflect a progressive, aberrant state of homeostasis caused by disturbances within the hypothalamus, yet few studies have investigated this using magnetic resonance imaging in adolescents with ME/CFS. We conducted a volumetric analysis to investigate whether whole and regional hypothalamus volumes in adolescents with ME/CFS differed compared to healthy controls, and whether these volumes were associated with fatigue severity and illness duration. 48 adolescents (25 ME/CFS, 23 controls) were recruited. Lateralised whole and regional hypothalamus volumes, including the anterior-superior, superior tubular, posterior, anterior-inferior and inferior tubular subregions, were calculated from T1-weighted images. When controlling for age, sex and intracranial volume, Bayesian linear regression models revealed no evidence for differences in hypothalamus volumes between groups. However, in the ME/CFS group, a weak linear relationship between increased right anterior-superior volumes and fatigue severity was identified, which was absent in controls. In addition, Bayesian quantile regression revealed a likely-positive association between illness duration and right superior tubular volumes in the ME/CFS group. While these findings suggest overall comparability in regional and whole hypothalamus volumes between adolescents with ME/CFS and controls, preliminary evidence was identified to suggest greater fatigue severity and longer illness duration were associated with greater right anterior-superior and superior-tubular volumes, respectively. These regions contain the anterior and superior divisions of the paraventricular nucleus, involved in the neuroendocrine response to stress, suggesting involvement in ME/CFS pathophysiology. However, replication in a larger, longitudinal cohort is required.
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Affiliation(s)
- Hollie Byrne
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, 3052, Australia.
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, 3052, Australia.
- Department of Paediatrics, The University of Melbourne, Melbourne, 3052, Australia.
| | - Elisha K Josev
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, 3052, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, 3052, Australia
| | - Sarah J Knight
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, 3052, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, 3052, Australia
| | - Adam Scheinberg
- Neurodisability and Rehabilitation, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, 3052, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, 3052, Australia
| | - Katherine Rowe
- Department of General Medicine, Royal Children's Hospital, Melbourne, 3052, Australia
| | - Lionel Lubitz
- Department of General Medicine, Royal Children's Hospital, Melbourne, 3052, Australia
| | - Marc L Seal
- Developmental Imaging, Murdoch Children's Research Institute, Royal Children's Hospital, Melbourne, 3052, Australia
- Department of Paediatrics, The University of Melbourne, Melbourne, 3052, Australia
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Realyvásquez-Vargas A, García-Alcaraz JL, Arredondo-Soto KC, Hernández-Escobedo G, Báez-López YA. Effects of mental workload on manufacturing systems employees: A mediation causal model. Work 2023; 76:323-341. [PMID: 36847054 DOI: 10.3233/wor-220148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023] Open
Abstract
BACKGROUND Although some research has been done in the Mexican manufacturing industry regarding mental workload, none has explored its association with physical fatigue, body weight gain, and human error simultaneously. OBJECTIVE This research examines the association between mental workload and physical fatigue, body weight gain, and human error in employees from the Mexican manufacturing systems through a mediation analysis approach. METHODS A survey named Mental Workload Questionnaire was developed by merging the NASA-TLX with a questionnaire containing the mental workload variables mentioned above. The Mental Workload Questionnaire was applied to 167 participants in 63 manufacturing companies. In addition, the mental workload was used as an independent variable, while physical fatigue and body weight gain were mediator variables, and human error was a dependent variable. Six hypotheses were used to measure the relationships among variables and tested using the ordinary least squares regression algorithm. RESULTS Findings indicated that mental workload significantly correlates with physical fatigue and human error. Also, the mental workload had a significant total association with human error. The highest direct association with body weight gain was provided by physical fatigue, and body weight gain had an insignificant direct association with human error. Finally, all indirect associations were insignificant. CONCLUSION Mental workload directly affects human error, which physical fatigue does not; however, it does affect body weight gain. Managers should reduce their employees' mental workload and physical fatigue to avoid further problems associated with their health.
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Affiliation(s)
| | - Jorge Luis García-Alcaraz
- Department of Industrial and Manufacturing Engineering, Autonomous University of Ciudad Juarez, Ciudad Juárez, Mexico
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Special Issue “Chronic Fatigue Syndrome/Myalgic Encephalomyelitis: Diagnosis and Treatment”. J Clin Med 2022; 11:jcm11154563. [PMID: 35956178 PMCID: PMC9369998 DOI: 10.3390/jcm11154563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 08/02/2022] [Indexed: 11/17/2022] Open
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