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Zhang Y, Ye G, Zeng W, Zhu R, Li C, Zhu Y, Li D, Liu J, Wang W, Li P, Fan L, Wang R, Niu X. Segregation and integration of resting-state brain networks in a longitudinal long COVID cohort. iScience 2025; 28:112237. [PMID: 40230529 PMCID: PMC11994909 DOI: 10.1016/j.isci.2025.112237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Revised: 02/22/2025] [Accepted: 03/13/2025] [Indexed: 04/16/2025] Open
Abstract
Long COVID is characterized by debilitating fatigue, likely stemming from abnormal interactions among brain regions, but the neural mechanisms remain unclear. Here, we utilized a nested-spectral partition (NSP) approach to study the segregation and integration of resting-state brain functional networks in 34 patients with long COVID from acute to chronic phase post infection. Compared to healthy controls, patients with long COVID exhibited significantly higher fatigue scores and shifted the brain into a less segregated state at both 1 month and 3 months post infection. During the recovery of fatigue severity, there was no significant difference of segregation/integration. A positive correlation between network integration and fatigue was observed at 1 month, shifting to a negative correlation by 3 months. Gene Ontology analysis revealed that both acute and long-term effects of fatigue were associated with abnormal social behavior. Our findings reveal the brain network reconfiguration trajectories during post-viral fatigue progression that serve as functional biomarkers for tracking neurocognitive sequelae.
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Affiliation(s)
- Yuchen Zhang
- Department of Nuclear Medicine, the First Affiliated Hospital of Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
| | - Gengchen Ye
- Department of Medical Imaging, the First Affiliated Hospital of Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
| | - Wentao Zeng
- Department of Medical Imaging, the First Affiliated Hospital of Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
| | - Ruiting Zhu
- Department of Medical Imaging, the First Affiliated Hospital of Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
| | - Chiyin Li
- Department of Medical Imaging, the First Affiliated Hospital of Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
| | - Yanan Zhu
- Medical Imaging Centre, Ankang Central Hospital, Shaanxi Province, Ankang, China
| | - Dongbo Li
- Department of Neurosurgery, Ankang Central Hospital, Shaanxi Province, Ankang, China
| | - Jixin Liu
- School of Life Science and Technology, Xidian University, Xi’an Key Laboratory of Intelligent Sensing and Regulation of trans-Scale Life Information, Shaanxi Province, Xi’an, China
| | - Wenyang Wang
- Department of Medical Imaging, the First Affiliated Hospital of Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
| | - Peng Li
- Department of Medical Imaging, Nuclear Industry 215 Hospital of Shaanxi Province, Shaanxi Province, Xianyang, China
- Department of Radiology, The Second Hospital of the Air Force Medical University, Shaanxi Province, Xi’an, China
| | - Liming Fan
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, Institute of Health and Rehabilitation Science, School of Life Science and Technology, Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
| | - Rong Wang
- School of Aerospace Engineering, Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
| | - Xuan Niu
- Department of Medical Imaging, the First Affiliated Hospital of Xi’an Jiaotong University, Shaanxi Province, Xi’an, China
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Chaganti J, Poudel G, Cysique LA, Dore GJ, Kelleher A, Matthews G, Darley D, Byrne A, Jakabek D, Zhang X, Lewis M, Jha N, Brew BJ. Blood brain barrier disruption and glutamatergic excitotoxicity in post-acute sequelae of SARS COV-2 infection cognitive impairment: potential biomarkers and a window into pathogenesis. Front Neurol 2024; 15:1350848. [PMID: 38756214 PMCID: PMC11097901 DOI: 10.3389/fneur.2024.1350848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 02/19/2024] [Indexed: 05/18/2024] Open
Abstract
Objective To investigate the association between blood-brain barrier permeability, brain metabolites, microstructural integrity of the white matter, and cognitive impairment (CI) in post-acute sequelae of SARS-COV-2 infection (PASC). Methods In this multimodal longitudinal MRI study 14 PASC participants with CI and 10 healthy controls were enrolled. All completed investigations at 3 months following acute infection (3 months ± 2 weeks SD), and 10 PASC participants completed at 12 months ± 2.22 SD weeks. The assessments included a standard neurological assessment, a cognitive screen using the brief CogState battery and multi-modal MRI derived metrics from Dynamic contrast enhanced (DCE) perfusion Imaging, Diffusion Tensor Imaging (DTI), and single voxel proton Magnetic Resonance Spectroscopy. These measures were compared between patients and controls and correlated with cognitive scores. Results At baseline, and relative to controls, PASC participants had higher K-Trans and Myo-inositol, and lower levels of Glutamate/Glutamine in the frontal white matter (FWM) (p < 0.01) as well as in brain stem (p < 0.05), and higher FA and lower MD in the FWM (p < 0.05). In PASC participants, FA and MD decreased in the FWM at 12 months compared to baseline (p < 0.05). K-Trans and metabolite concentrations did not change significantly over time. Neurocognitive scores did not correlation with the increased permeability (K trans). Interpretation PASC with CI is associated with BBB impairment, loss of WM integrity, and inflammation at 3 months which significantly but not uniformly improved at 12 months. The loss of WM integrity is possibly mediated by BBB impairment and associated glutamatergic excitotoxicity.
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Affiliation(s)
- Joga Chaganti
- Thomas Jefferson University, Philadelphia, PA, United States
| | - Govinda Poudel
- Mary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, VIC, Australia
| | - Lucette Adeline Cysique
- Department of Neurology and Immunology, Peter Duncan Neuroscience Unit, St Vincent’s Hospital, University of New South Wales, Darlinghurst, NSW, Australia
| | - Gregory J. Dore
- The Kirby Institute, Faculty of Medicine, University of New South Wales, Kensington, NSW, Australia
| | - Anthony Kelleher
- The Kirby Institute, Faculty of Medicine, University of New South Wales, Kensington, NSW, Australia
- St Vincent’s Hospital, University of NSW, Darlinghurst, NSW, Australia
| | - Gael Matthews
- The Kirby Institute, Faculty of Medicine, University of New South Wales, Kensington, NSW, Australia
| | - David Darley
- Department of Neurology and Immunology, Peter Duncan Neuroscience Unit, St Vincent’s Hospital, University of New South Wales, Darlinghurst, NSW, Australia
| | - Anthony Byrne
- St Vincent’s Hospital, University of NSW, Darlinghurst, NSW, Australia
| | - David Jakabek
- St Vincent’s Hospital, University of NSW, Darlinghurst, NSW, Australia
| | - Xin Zhang
- Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Marrissa Lewis
- St Vincent’s Hospital, University of NSW, Darlinghurst, NSW, Australia
| | - Nikhil Jha
- The Canberra Hospital, Canberra, ACT, Australia
| | - Bruce James Brew
- Department of Neurology and Immunology, Peter Duncan Neuroscience Unit, St Vincent’s Hospital, University of New South Wales, Darlinghurst, NSW, Australia
- University of Notre Dame, Sydney, NSW, Australia
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Scardua-Silva L, Amorim da Costa B, Karmann Aventurato Í, Batista Joao R, Machado de Campos B, Rabelo de Brito M, Bechelli JF, Santos Silva LC, Ferreira Dos Santos A, Koutsodontis Machado Alvim M, Vieira Nunes Ludwig G, Rocha C, Kaue Alves Silva Souza T, Mendes MJ, Waku T, de Oliveira Boldrini V, Silva Brunetti N, Nora Baptista S, da Silva Schmitt G, Duarte de Sousa JG, Marchiori de Oliveira Cardoso TA, Schwambach Vieira A, Barbosa Santos LM, Dos Santos Farias A, Nogueira MH, Cendes F, Lin Yasuda C. Microstructural brain abnormalities, fatigue, and cognitive dysfunction after mild COVID-19. Sci Rep 2024; 14:1758. [PMID: 38242927 PMCID: PMC10798999 DOI: 10.1038/s41598-024-52005-7] [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: 12/03/2022] [Accepted: 01/12/2024] [Indexed: 01/21/2024] Open
Abstract
Although some studies have shown neuroimaging and neuropsychological alterations in post-COVID-19 patients, fewer combined neuroimaging and neuropsychology evaluations of individuals who presented a mild acute infection. Here we investigated cognitive dysfunction and brain changes in a group of mildly infected individuals. We conducted a cross-sectional study of 97 consecutive subjects (median age of 41 years) without current or history of psychiatric symptoms (including anxiety and depression) after a mild infection, with a median of 79 days (and mean of 97 days) after diagnosis of COVID-19. We performed semi-structured interviews, neurological examinations, 3T-MRI scans, and neuropsychological assessments. For MRI analyses, we included a group of non-infected 77 controls. The MRI study included white matter (WM) investigation with diffusion tensor images (DTI) and functional connectivity with resting-state functional MRI (RS-fMRI). The patients reported memory loss (36%), fatigue (31%) and headache (29%). The quantitative analyses confirmed symptoms of fatigue (83% of participants), excessive somnolence (35%), impaired phonemic verbal fluency (21%), impaired verbal categorical fluency (13%) and impaired logical memory immediate recall (16%). The WM analyses with DTI revealed higher axial diffusivity values in post-infected patients compared to controls. Compared to controls, there were no significant differences in the functional connectivity of the posterior cingulum cortex. There were no significant correlations between neuropsychological scores and neuroimaging features (including DTI and RS-fMRI). Our results suggest persistent cognitive impairment and subtle white matter abnormalities in individuals mildly infected without anxiety or depression symptoms. The longitudinal analyses will clarify whether these alterations are temporary or permanent.
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Affiliation(s)
- Lucas Scardua-Silva
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Beatriz Amorim da Costa
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Ítalo Karmann Aventurato
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Rafael Batista Joao
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Brunno Machado de Campos
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
| | - Mariana Rabelo de Brito
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - José Flávio Bechelli
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Leila Camila Santos Silva
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Alan Ferreira Dos Santos
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Marina Koutsodontis Machado Alvim
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Guilherme Vieira Nunes Ludwig
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Institute of Mathematics, Statistics and Scientific Computing, University of Campinas, Campinas, Brazil
| | - Cristiane Rocha
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Molecular Genetics Laboratory, Faculty of Medical Sciences, University of Campinas, Campinas, Brazil
| | - Thierry Kaue Alves Silva Souza
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Maria Julia Mendes
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil
| | - Takeshi Waku
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil
| | | | | | - Sophia Nora Baptista
- Autoimmune Research Lab, Institute of Biology, University of Campinas, Campinas, Brazil
| | | | | | | | - André Schwambach Vieira
- Molecular Genetics Laboratory, Faculty of Medical Sciences, University of Campinas, Campinas, Brazil
- Autoimmune Research Lab, Institute of Biology, University of Campinas, Campinas, Brazil
| | | | | | - Mateus Henrique Nogueira
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil.
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil.
| | - Fernando Cendes
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil.
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil.
| | - Clarissa Lin Yasuda
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), University of Campinas, Campinas, Brazil.
- Department of Neurology, Clinics Hospital, University of Campinas, Campinas, Brazil.
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Catalogna M, Sasson E, Hadanny A, Parag Y, Zilberman-Itskovich S, Efrati S. Effects of hyperbaric oxygen therapy on functional and structural connectivity in post-COVID-19 condition patients: A randomized, sham-controlled trial. Neuroimage Clin 2022; 36:103218. [PMID: 36208548 PMCID: PMC9528018 DOI: 10.1016/j.nicl.2022.103218] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 09/29/2022] [Accepted: 10/01/2022] [Indexed: 11/11/2022]
Abstract
INTRODUCTION Post-COVID-19 condition refers to a range of persisting physical, neurocognitive, and neuropsychological symptoms after SARS-CoV-2 infection. Abnormalities in brain connectivity were found in recovered patients compared to non-infected controls. This study aims to evaluate the effect of hyperbaric oxygen therapy (HBOT) on brain connectivity in post-COVID-19 patients. METHODS In this randomized, sham-controlled, double-blind trial, 73 patients were randomized to receive 40 daily sessions of HBOT (n = 37) or sham treatment (n = 36). We examined pre- and post-treatment resting-state brain functional magnetic resonance imaging (fMRI) and diffusion tensor imaging (DTI) scans to evaluate functional and structural connectivity changes, which were correlated to cognitive and psychological distress measures. RESULTS The ROI-to-ROI analysis revealed decreased internetwork connectivity in the HBOT group which was negatively correlated to improvements in attention and executive function scores (p < 0.001). Significant group-by-time interactions were demonstrated in the right hippocampal resting state function connectivity (rsFC) in the medial prefrontal cortex (PFWE = 0.002). Seed-to-voxel analysis also revealed a negative correlation in the brief symptom inventory (BSI-18) score and in the rsFC between the amygdala seed, the angular gyrus, and the primary sensory motor area (PFWE = 0.012, 0.002). Positive correlations were found between the BSI-18 score and the left insular cortex seed and FPN (angular gyrus) (PFWE < 0.0001). Tractography based structural connectivity analysis showed a significant group-by-time interaction in the fractional anisotropy (FA) of left amygdala tracts (F = 7.81, P = 0.007). The efficacy measure had significant group-by-time interactions (F = 5.98, p = 0.017) in the amygdala circuit. CONCLUSIONS This study indicates that HBOT improves disruptions in white matter tracts and alters the functional connectivity organization of neural pathways attributed to cognitive and emotional recovery in post-COVID-19 patients. This study also highlights the potential of structural and functional connectivity analysis as a promising treatment response monitoring tool.
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Affiliation(s)
- Merav Catalogna
- Sagol Center for Hyperbaric Medicine and Research, Shamir (Assaf Harofeh) Medical Center, Zerifin, Israel
| | - Efrat Sasson
- Sagol Center for Hyperbaric Medicine and Research, Shamir (Assaf Harofeh) Medical Center, Zerifin, Israel
| | - Amir Hadanny
- Sagol Center for Hyperbaric Medicine and Research, Shamir (Assaf Harofeh) Medical Center, Zerifin, Israel; Sackler School of Medicine, Tel- Aviv University, Tel-Aviv, Israel
| | - Yoav Parag
- Sagol Center for Hyperbaric Medicine and Research, Shamir (Assaf Harofeh) Medical Center, Zerifin, Israel
| | - Shani Zilberman-Itskovich
- Sagol Center for Hyperbaric Medicine and Research, Shamir (Assaf Harofeh) Medical Center, Zerifin, Israel; Sackler School of Medicine, Tel- Aviv University, Tel-Aviv, Israel
| | - Shai Efrati
- Sagol Center for Hyperbaric Medicine and Research, Shamir (Assaf Harofeh) Medical Center, Zerifin, Israel; Sackler School of Medicine, Tel- Aviv University, Tel-Aviv, Israel; Sagol School of Neuroscience, Tel-Aviv University, Tel-Aviv, Israel.
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