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Mozier H, Murphy PS, Janiczek RL, Morris M, Cox JG, Nguyen H. A systematic review of digital and imaging technologies for measuring fatigue in immune mediated inflammatory diseases. NPJ Digit Med 2025; 8:146. [PMID: 40050401 PMCID: PMC11885461 DOI: 10.1038/s41746-025-01538-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Accepted: 02/24/2025] [Indexed: 03/09/2025] Open
Abstract
Chronic fatigue greatly impacts the quality of life in individuals with immune-mediated inflammatory disease (IMID). Currently, fatigue assessment relies on patient-reported outcome (PRO) questionnaires. A systematic review following PRISMA guidelines was conducted to explore how digital and imaging technologies have been used to measure fatigue. PubMed and Cochrane Library were searched from 2003 to June 2023. Study quality was assessed using the STROBE checklist for observational studies. The database search identified 1541 studies; 16 were selected for inclusion, including three clinical trial reports. Disease cohorts included in this review were rheumatoid arthritis, primary Sjögren's syndrome, systemic lupus erythematosus, and inflammatory bowel disease. The majority of the studies found significant associations between fatigue, as assessed by PROs, and various digital and imaging endpoints. However, the studies were limited by a small sample size and short duration. This review stresses the need for additional research on fatigue using innovative digital and imaging modalities.
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Affiliation(s)
- Haley Mozier
- Johnson & Johnson, La Jolla, CA, USA
- University of California, Berkeley, CA, USA
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Módis LV, Aradi Z, Horváth IF, Bencze J, Papp T, Emri M, Berényi E, Bugán A, Szántó A. Central Nervous System Involvement in Primary Sjögren's Syndrome: Narrative Review of MRI Findings. Diagnostics (Basel) 2022; 13:diagnostics13010014. [PMID: 36611306 PMCID: PMC9818673 DOI: 10.3390/diagnostics13010014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 12/16/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022] Open
Abstract
Central nervous system (CNS) involvement is one of the numerous extraglandular manifestations of primary Sjögren's syndrome (pSS). Moreover, neurological complaints precede the sicca symptoms in 25-60% of the cases. We review the magnetic resonance imaging (MRI) lesions typical for pSS, involving the conventional examination, volumetric and morphometric studies, diffusion tensor imaging (DTI) and resting-state fMRI. The most common radiological lesions in pSS are white matter hyperintensities (WMH), scattered alterations hyperlucent on T2 and FLAIR sequences, typically located periventricularly and subcortically. Cortical atrophy and ventricular dilatation can also occur in pSS. Whilst these conditions are thought to be more common in pSS than healthy controls, DTI and resting-state fMRI alterations demonstrate evident microstructural changes in pSS. As pSS is often accompanied by cognitive symptoms, these MRI alterations are expectedly related to them. This relationship is not clearly delineated in conventional MRI studies, but DTI and resting-state fMRI examinations show more convincing correlations. In conclusion, the CNS manifestations of pSS do not follow a certain pattern. As the link between the MRI lesions and clinical manifestations is not well established, more studies involving larger populations should be performed to elucidate the correlations.
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Affiliation(s)
- László V. Módis
- Department of Behavioural Sciences, Faculty of General Medicine, University of Debrecen, Móricz Zsigmond krt. 22, HU-4032 Debrecen, Hungary
- Correspondence: ; Tel.: +36-52-411-600 (ext. 55252)
| | - Zsófia Aradi
- Division of Clinical Immunology, Department of Internal Medicine, Faculty of General Medicine, University of Debrecen, Móricz Zsigmond krt. 22, HU-4032 Debrecen, Hungary
| | - Ildikó Fanny Horváth
- Division of Clinical Immunology, Department of Internal Medicine, Faculty of General Medicine, University of Debrecen, Móricz Zsigmond krt. 22, HU-4032 Debrecen, Hungary
| | - János Bencze
- Division of Radiology and Imaging Science, Department of Medical Imaging, Faculty of General Medicine, University of Debrecen, Nagyerdei körút 98, HU-4032 Debrecen, Hungary
| | - Tamás Papp
- Division of Radiology and Imaging Science, Department of Medical Imaging, Faculty of General Medicine, University of Debrecen, Nagyerdei körút 98, HU-4032 Debrecen, Hungary
| | - Miklós Emri
- Division of Nuclear Medicine and Translational Imaging, Department of Medical Imaging, Faculty of General Medicine, University of Debrecen, Nagyerdei körút 98, HU-4032 Debrecen, Hungary
| | - Ervin Berényi
- Division of Radiology and Imaging Science, Department of Medical Imaging, Faculty of General Medicine, University of Debrecen, Nagyerdei körút 98, HU-4032 Debrecen, Hungary
| | - Antal Bugán
- Department of Behavioural Sciences, Faculty of General Medicine, University of Debrecen, Móricz Zsigmond krt. 22, HU-4032 Debrecen, Hungary
| | - Antónia Szántó
- Division of Clinical Immunology, Department of Internal Medicine, Faculty of General Medicine, University of Debrecen, Móricz Zsigmond krt. 22, HU-4032 Debrecen, Hungary
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Andrianopoulou A, Zikou AK, Astrakas LG, Gerolymatou N, Xydis V, Voulgari P, Kiortsis DN, Argyropoulou MI. Functional connectivity and microstructural changes of the brain in primary Sjögren syndrome: the relationship with depression. Acta Radiol 2020; 61:1684-1694. [PMID: 32212831 DOI: 10.1177/0284185120909982] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
BACKGROUND Fatigue and depression are among the most common manifestations of primary Sjögren syndrome (pSS), but information is lacking on the relationship with brain function and microstructural changes. PURPOSE To investigate microstructural changes and brain connectivity in pSS, and to evaluate their relationship with fatigue and depression. MATERIAL AND METHODS The study included 29 patients with pSS (mean age 61.2 ± 12.1 years; disease duration 10.5 ± 5.9 years) and 28 controls (mean age 58.4 ± 9.2 years). All the patients completed the Beck's depression and Fatigue Assessment Scale questionnaires. The imaging protocol consisted of: (i) standard magnetic resonance imaging (MRI) pulse sequences (FLAIR, 3D T1W); (ii) a diffusion tensor imaging pulse sequence; and (iii) a resting state functional MRI pulse sequence. Resting state brain networks and maps of diffusion metrics were calculated and compared between patients and controls. RESULTS Compared with the controls, the patients with pSS and depression showed increased axial, radial, and mean diffusivity and decreased fractional anisotropy; those without depression showed decreased axial diffusivity in major white matter tracts (superior longitudinal fasciculus, inferior longitudinal fasciculus, corticospinal tract, anterior thalamic radiation, inferior fronto-occipital fasciculus, cingulum, uncinate fasciculus, and forceps minor-major). Decreased brain activation in the sensorimotor network was observed in the patients with pSS compared with the controls. No correlation was found between fatigue and structural or functional changes of the brain. CONCLUSION pSS is associated with functional connectivity abnormalities of the somatosensory cortex and microstructural abnormalities in major white matter tracts, which are more pronounced in depression.
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Affiliation(s)
- Artemis Andrianopoulou
- Department of Radiology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Greece
| | - Anastasia K Zikou
- Department of Radiology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Greece
| | - Loukas G Astrakas
- Medical Physics Laboratory, Faculty of Medicine, School of Health Sciences, University of Ioannina, Greece
| | - Nafsika Gerolymatou
- Department of Rheumatology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Greece
| | - Vasileios Xydis
- Department of Radiology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Greece
| | - Paraskevi Voulgari
- Department of Rheumatology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Greece
| | - Dimitris-Nikiforos Kiortsis
- Department of Nuclear Medicine, Faculty of Medicine, School of Health Sciences, University of Ioannina, Greece
| | - Maria I Argyropoulou
- Department of Radiology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Greece
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