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Espinoza C, Martella D. Cognitive functions in COVID-19 survivors, approaches strategies, and impact on health systems: a qualitative systematic review. Eur Arch Psychiatry Clin Neurosci 2025; 275:5-49. [PMID: 37648954 DOI: 10.1007/s00406-023-01662-2] [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: 04/06/2023] [Accepted: 07/31/2023] [Indexed: 09/01/2023]
Abstract
Post-COVID syndrome has been defined as signs and symptoms that develop after an infection consistent with COVID-19 and continue for more than 12 weeks, including neurocognitive signs and symptoms that have an impact on the functioning and quality of life of middle-aged adult and older survivors. This systematic review describes the current knowledge of long-term cognitive impairments in COVID-19 survivors, approaches strategies, and their impact on public and private health services worldwide. The systematic review was conducted under the criteria and flowchart established in the PRISMA statement, considering studies from the PubMed, Scopus, and Web of Science databases between 2020 and 2023. The included studies considered participants over 40 years of age, COVID-19 survivors. A total of 68 articles were included, most of which had high to excellent quality. The analysis showed the presence of heterogeneous cognitive symptoms in COVID survivors, persistent for at least 12 weeks from the onset of infection, mostly unsystematized and nonspecific approaches strategies, and a lack of methods for monitoring their effectiveness, with a significant economic and logistical impact on health systems. Specific protocols are required for the rehabilitation of persistent cognitive dysfunction in COVID-19 survivors, as well as longitudinal studies to evaluate the effectiveness of these interventions.
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Affiliation(s)
- Claudia Espinoza
- Escuela de Psicología, Facultad de Ciencias Sociales Y Comunicación, Universidad Santo Tomas, Valdivia, Chile.
| | - Diana Martella
- Departamento de Psicología, Facultad de Ciencias Sociales Y Humanas, Universidad Loyola de Andalucía España, Dos Hermanas, Spain
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Gonzalez Aleman G, Vavougios GD, Tartaglia C, Uvais NA, Guekht A, Hosseini AA, Lo Re V, Ferreccio C, D'Avossa G, Zamponi HP, Figueredo Aguiar M, Yecora A, Ul Haq Katshu MZ, Stavrou VT, Boutlas S, Gourgoulianis KI, Botero C, González Insúa F, Perez-Lloret S, Zinchuk M, Gersamija A, Popova S, Bryzgalova Y, Sviatskaya E, Russelli G, Avorio F, Wang S, Edison P, Niimi Y, Sohrabi HR, Mukaetova Ladinska EB, Neidre D, de Erausquin GA. Age-dependent phenotypes of cognitive impairment as sequelae of SARS-CoV-2 infection. Front Aging Neurosci 2025; 16:1432357. [PMID: 39839305 PMCID: PMC11747492 DOI: 10.3389/fnagi.2024.1432357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Accepted: 10/28/2024] [Indexed: 01/23/2025] Open
Abstract
Cognitive changes associated with PASC may not be uniform across populations. We conducted individual-level pooled analyses and meta-analyses of cognitive assessments from eight prospective cohorts, comprising 2,105 patients and 1,432 controls from Argentina, Canada, Chile, Greece, India, Italy, Russia, and the UK. The meta-analysis found no differences by country of origin. The profile and severity of cognitive impairment varied by age, with mild attentional impairment observed in young and middle-aged adults, but memory, language, and executive function impairment in older adults. The risk of moderate to severe impairment doubled in older adults. Moderately severe or severe impairment was significantly associated with infection diagnoses (chi-square = 26.57, p ≤ 0.0001) and the severity of anosmia (chi-square = 31.81, p ≤ 0.0001). We found distinct age-related phenotypes of cognitive impairment in patients recovering from COVID-19. We identified the severity of acute illness and the presence of olfactory dysfunction as the primary predictors of dementia-like impairment in older adults.
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Affiliation(s)
- Gabriela Gonzalez Aleman
- Department of Psychology, School of Psychology and Psychopedagogy, Universidad Catolica Argentina, Buenos Aires, Argentina
| | - George D. Vavougios
- Department of Neurology, Medical School, University of Cyprus, Nicosia, Cyprus
- Department of Respiratory Medicine, University of Thessaly, Larissa, Greece
| | - Carmela Tartaglia
- Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, ON, Canada
- Memory Clinic, Department of Neurology, Toronto Western Hospital, Toronto, ON, Canada
| | - Nalakath A. Uvais
- Department of Psychiatry, Iqraa International Hospital and Research Centre, Calicut, India
| | - Alla Guekht
- Department of Neurology, Moscow Research and Clinical Centre for Neuropsychiatry, Moscow, Russia
- Department of Neurology, Pirogov Russian National Research Medical University, Moscow, Russia
| | - Akram A. Hosseini
- Nottingham University Hospitals NHS Trust, Nottingham, United Kingdom
- Nottingham Sir Peter Mansfield Imaging Centre, University of Nottingham, Nottingham, United Kingdom
| | - Vincenzina Lo Re
- Neurology Service, Department of Diagnostic and Therapeutic Services, IRCCS ISMETT, Palermo, Italy
- Department of Experimental Medicine and Clinical Neuroscience, University of Pittsburgh Medical Center (UPMC), Palermo, Italy
| | - Catterina Ferreccio
- Department of Public Health School of Medicine, Pontificia Universidad Catolica de Chile, Santiago, Chile
- Advanced Center for Chronic Diseases, ACCDiS, Santiago, Chile
| | - Giovanni D'Avossa
- School of Psychology and Sports Sciences, Bangor University, Bangor, United Kingdom
| | - Hernan P. Zamponi
- Secretariat for Mental Health and Addictions, Ministry of Health, Government of Jujuy, San Salvador de Jujuy, Argentina
| | - Mariana Figueredo Aguiar
- Instituto San Lazaro de Neurociencias, Fundacion de Lucha contra los Trastornos Neurologicos y Psiquiatricos en Minorias, FULTRA, San Salvador de Jujuy, Argentina
| | - Agustin Yecora
- Secretariat for Mental Health and Addictions, Ministry of Health, Government of Jujuy, San Salvador de Jujuy, Argentina
- Instituto San Lazaro de Neurociencias, Fundacion de Lucha contra los Trastornos Neurologicos y Psiquiatricos en Minorias, FULTRA, San Salvador de Jujuy, Argentina
| | - Mohammad Zia Ul Haq Katshu
- Institute of Mental Health, University of Nottingham, Nottinghamshire Healthcare NHS Foundation Trust, Nottingham, United Kingdom
| | - Vasileios T. Stavrou
- Department of Neurology, Medical School, University of Cyprus, Nicosia, Cyprus
- Department of Respiratory Medicine, University of Thessaly, Larissa, Greece
| | - Stylianos Boutlas
- Department of Neurology, Medical School, University of Cyprus, Nicosia, Cyprus
| | | | - Camila Botero
- Department of Psychology, School of Psychology and Psychopedagogy, Universidad Catolica Argentina, Buenos Aires, Argentina
| | - Francisco González Insúa
- Department of Psychology, School of Psychology and Psychopedagogy, Universidad Catolica Argentina, Buenos Aires, Argentina
| | - Santiago Perez-Lloret
- Health Observatory, Vice Rectorate for Research, Universidad Catolica Argentina, Buenos Aires, Argentina
| | - Mikhail Zinchuk
- Department of Neurology, Moscow Research and Clinical Centre for Neuropsychiatry, Moscow, Russia
| | - Anna Gersamija
- Department of Neurology, Moscow Research and Clinical Centre for Neuropsychiatry, Moscow, Russia
| | - Sofya Popova
- Department of Neurology, Moscow Research and Clinical Centre for Neuropsychiatry, Moscow, Russia
| | - Yulia Bryzgalova
- Department of Neurology, Moscow Research and Clinical Centre for Neuropsychiatry, Moscow, Russia
| | - Ekaterina Sviatskaya
- Department of Neurology, Moscow Research and Clinical Centre for Neuropsychiatry, Moscow, Russia
| | - Giovanna Russelli
- Neurology Service, Department of Diagnostic and Therapeutic Services, IRCCS ISMETT, Palermo, Italy
- Department of Experimental Medicine and Clinical Neuroscience, University of Pittsburgh Medical Center (UPMC), Palermo, Italy
| | - Federica Avorio
- Neurology Service, Department of Diagnostic and Therapeutic Services, IRCCS ISMETT, Palermo, Italy
- Department of Experimental Medicine and Clinical Neuroscience, University of Pittsburgh Medical Center (UPMC), Palermo, Italy
| | - Sophia Wang
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, United States
- Indiana Alzheimer's Disease Research Center, Indianapolis, IN, United States
| | - Paul Edison
- Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, United Kingdom
- Cardiff University, Cardiff, United Kingdom
| | - Yoshiki Niimi
- Faculty of Medicine, University of Tokyo, Tokyo, Japan
| | - Hamid R. Sohrabi
- Murdoch University Centre for Healthy Ageing, School of Psychology, Murdoch University, Murdoch, WA, Australia
| | - Elizabeta B. Mukaetova Ladinska
- Department of Psychology and Visual Sciences, University of Leicester, Leicester, United Kingdom
- The Evington Centre, Leicester General Hospital, Leicester, United Kingdom
| | - Daria Neidre
- Laboratory for Brain Development, Modulation and Repair, Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health San Antonio, San Antonio, TX, United States
| | - Gabriel A. de Erausquin
- Laboratory for Brain Development, Modulation and Repair, Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health San Antonio, San Antonio, TX, United States
- Laboratory of Electrophysiology Imaging, Radiology Research Institute, University of Texas Health San Antonio, San Antonio, TX, United States
- Department of Neurology, Joe & Teresa Long School of Medicine, University of Texas Health San Antonio, San Antonio, TX, United States
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Xie Y, Xu Z, Zhang Y, Li Y, Du P, Wang C. First-episode psychiatric disorder risk from SARS-CoV-2 infection: A clinical analysis with Chinese psychiatric inpatients. J Biomed Res 2024; 39:50-60. [PMID: 38807424 PMCID: PMC11873594 DOI: 10.7555/jbr.38.20240005] [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: 01/07/2024] [Revised: 03/27/2024] [Accepted: 04/07/2024] [Indexed: 05/30/2024] Open
Abstract
The extensive spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) throughout China in late 2022 has underscored the correlation between this virus and severe psychiatric disorders. However, there remains a lack of reported clinical and pathological features. Accordingly, we retrospectively reviewed the electronic medical records of psychiatric inpatients for seven days from early January 2023. Twenty-one inpatients who developed first-episode psychiatric disorders within two weeks after SARS-CoV-2 infection were recruited, while 24 uninfected first-episode psychiatric inpatients were selected as controls. Comparative analyses of clinical manifestations, routine laboratory tests, and imaging examinations were performed. Our investigation demonstrated a 330% increase in the incidence of first-episode psychiatric inpatients after SARS-CoV-2 infection in 2023, compared with the preceding year without SARS-CoV-2 infections. Most cases exhibited psychiatric symptoms within one week of SARS-CoV-2 infection, which resolved after approximately two weeks, with no residual symptoms after three months. One-way ANOVA demonstrated a significant difference in the highest fever temperature between inpatients with and without psychotic symptoms. Infected inpatients displayed elevated levels of interleukin-4, interleukin-8, and interferon-α, but decreased levels of eosinophils and basophils. These findings suggest that SARS-CoV-2 may contribute to the development of psychiatric disorders, likely mediated by the virus-induced inflammatory response and neuronal dysfunction in the context of psychological distress.
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Affiliation(s)
- Ya Xie
- Clinical Mental Health Center, the Affiliated Brain Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Zifeng Xu
- Clinical Mental Health Center, the Affiliated Brain Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Yumin Zhang
- Clinical Mental Health Center, the Affiliated Brain Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Yisheng Li
- Clinical Mental Health Center, the Affiliated Brain Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Pengyu Du
- Medical School of Nanjing University, Nanjing, Jiangsu 210008, China
| | - Chun Wang
- Clinical Mental Health Center, the Affiliated Brain Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China
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Vavougios GD, Mavridis T, Doskas T, Papaggeli O, Foka P, Hadjigeorgiou G. SARS-CoV-2-Induced Type I Interferon Signaling Dysregulation in Olfactory Networks Implications for Alzheimer's Disease. Curr Issues Mol Biol 2024; 46:4565-4579. [PMID: 38785545 PMCID: PMC11119810 DOI: 10.3390/cimb46050277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 04/15/2024] [Accepted: 04/29/2024] [Indexed: 05/25/2024] Open
Abstract
Type I interferon signaling (IFN-I) perturbations are major drivers of COVID-19. Dysregulated IFN-I in the brain, however, has been linked to both reduced cognitive resilience and neurodegenerative diseases such as Alzheimer's. Previous works from our group have proposed a model where peripheral induction of IFN-I may be relayed to the CNS, even in the absence of fulminant infection. The aim of our study was to identify significantly enriched IFN-I signatures and genes along the transolfactory route, utilizing published datasets of the nasal mucosa and olfactory bulb amygdala transcriptomes of COVID-19 patients. We furthermore sought to identify these IFN-I signature gene networks associated with Alzheimer's disease pathology and risk. Gene expression data involving the nasal epithelium, olfactory bulb, and amygdala of COVID-19 patients and transcriptomic data from Alzheimer's disease patients were scrutinized for enriched Type I interferon pathways. Gene set enrichment analyses and gene-Venn approaches were used to determine genes in IFN-I enriched signatures. The Agora web resource was used to identify genes in IFN-I signatures associated with Alzheimer's disease risk based on its aggregated multi-omic data. For all analyses, false discovery rates (FDR) <0.05 were considered statistically significant. Pathways associated with type I interferon signaling were found in all samples tested. Each type I interferon signature was enriched by IFITM and OAS family genes. A 14-gene signature was associated with COVID-19 CNS and the response to Alzheimer's disease pathology, whereas nine genes were associated with increased risk for Alzheimer's disease based on Agora. Our study provides further support to a type I interferon signaling dysregulation along the extended olfactory network as reconstructed herein, ranging from the nasal epithelium and extending to the amygdala. We furthermore identify the 14 genes implicated in this dysregulated pathway with Alzheimer's disease pathology, among which HLA-C, HLA-B, HLA-A, PSMB8, IFITM3, HLA-E, IFITM1, OAS2, and MX1 as genes with associated conferring increased risk for the latter. Further research into its druggability by IFNb therapeutics may be warranted.
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Affiliation(s)
- George D. Vavougios
- Department of Neurology, Medical School, University of Cyprus, Nicosia 1678, Cyprus
| | - Theodoros Mavridis
- Department of Neurology, Tallaght University Hospital (TUH)/The Adelaide and Meath Hospital, Dublin, Incorporating the National Children’s Hospital (AMNCH), D24 NR0A Dublin, Ireland;
| | | | - Olga Papaggeli
- Molecular Virology Laboratory, Hellenic Pasteur Institute, 115 21 Athens, Greece; (O.P.); (P.F.)
| | - Pelagia Foka
- Molecular Virology Laboratory, Hellenic Pasteur Institute, 115 21 Athens, Greece; (O.P.); (P.F.)
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Vavougios GD, Tseriotis VS, Liampas A, Mavridis T, de Erausquin GA, Hadjigeorgiou G. Type I interferon signaling, cognition and neurodegeneration following COVID-19: update on a mechanistic pathogenetic model with implications for Alzheimer's disease. Front Hum Neurosci 2024; 18:1352118. [PMID: 38562226 PMCID: PMC10982434 DOI: 10.3389/fnhum.2024.1352118] [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: 12/07/2023] [Accepted: 03/04/2024] [Indexed: 04/04/2024] Open
Abstract
COVID-19's effects on the human brain reveal a multifactorial impact on cognition and the potential to inflict lasting neuronal damage. Type I interferon signaling, a pathway that represents our defense against pathogens, is primarily affected by COVID-19. Type I interferon signaling, however, is known to mediate cognitive dysfunction upon its dysregulation following synaptopathy, microgliosis and neuronal damage. In previous studies, we proposed a model of outside-in dysregulation of tonic IFN-I signaling in the brain following a COVID-19. This disruption would be mediated by the crosstalk between central and peripheral immunity, and could potentially establish feed-forward IFN-I dysregulation leading to neuroinflammation and potentially, neurodegeneration. We proposed that for the CNS, the second-order mediators would be intrinsic disease-associated molecular patterns (DAMPs) such as proteopathic seeds, without the requirement of neuroinvasion to sustain inflammation. Selective vulnerability of neurogenesis sites to IFN-I dysregulation would then lead to clinical manifestations such as anosmia and cognitive impairment. Since the inception of our model at the beginning of the pandemic, a growing body of studies has provided further evidence for the effects of SARS-CoV-2 infection on the human CNS and cognition. Several preclinical and clinical studies have displayed IFN-I dysregulation and tauopathy in gene expression and neuropathological data in new cases, correspondingly. Furthermore, neurodegeneration identified with a predilection for the extended olfactory network furthermore supports the neuroanatomical concept of our model, and its independence from fulminant neuroinvasion and encephalitis as a cause of CNS damage. In this perspective, we summarize the data on IFN-I as a plausible mechanism of cognitive impairment in this setting, and its potential contribution to Alzheimer's disease and its interplay with COVID-19.
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Affiliation(s)
- George D. Vavougios
- Department of Neurology, Medical School, University of Cyprus, Lefkosia, Cyprus
| | | | - Andreas Liampas
- Department of Neurology, Medical School, University of Cyprus, Lefkosia, Cyprus
| | - Theodore Mavridis
- Tallaght University Hospital (TUH)/The Adelaide and Meath Hospital Dublin, Incorporating the National Children's Hospital (AMNCH), Dublin, Ireland
| | - Gabriel A. de Erausquin
- Laboratory of Brain Development, Modulation and Repair, The Glenn Biggs Institute of Alzheimer's and Neurodegenerative Disorders, Joe R. and Teresa Lozano Long School of Medicine, The University of Texas Health Science Center at San Antonio, San Antonio, TX, United States
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Trevino TN, Fogel AB, Minshall R, Richner JM, Lutz SE. Caveolin-1 mediates neuroinflammation and cognitive impairment in SARS-CoV-2 infection. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.18.563024. [PMID: 37905019 PMCID: PMC10614946 DOI: 10.1101/2023.10.18.563024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/02/2023]
Abstract
Leukocyte infiltration of the CNS can contribute to neuroinflammation and cognitive impairment. Brain endothelial cells regulate adhesion, activation, and diapedesis of T cells across the blood-brain barrier (BBB) in inflammatory diseases. The integral membrane protein Caveolin-1 (Cav-1) critically regulates BBB permeability, but its influence on T cell CNS infiltration in respiratory viral infections is unknown. In this study, we sought to determine the role of Cav-1 at the BBB in neuroinflammation in a COVID-19 mouse model. We used mice genetically deficient in Cav-1 to test the role of this protein in T cell infiltration and cognitive impairment. We found that SARS-CoV-2 infection upregulated brain endothelial Cav-1. Moreover, SARS-CoV-2 infection increased brain endothelial cell vascular cell adhesion molecule-1 (VCAM-1) and CD3+ T cell infiltration of the hippocampus, a region important for short term learning and memory. Concordantly, we observed learning and memory deficits. Importantly, genetic deficiency in Cav-1 attenuated brain endothelial VCAM-1 expression and T cell infiltration in the hippocampus of mice with SARS-CoV-2 infection. Moreover, Cav-1 KO mice were protected from the learning and memory deficits caused by SARS-CoV-2 infection. These results indicate the importance of BBB permeability in COVID-19 neuroinflammation and suggest potential therapeutic value of targeting Cav-1 to improve disease outcomes.
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Fulop T, Ramassamy C, Lévesque S, Frost EH, Laurent B, Lacombe G, Khalil A, Larbi A, Hirokawa K, Desroches M, Rodrigues S, Bourgade K, Cohen AA, Witkowski JM. Viruses - a major cause of amyloid deposition in the brain. Expert Rev Neurother 2023; 23:775-790. [PMID: 37551672 DOI: 10.1080/14737175.2023.2244162] [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: 04/01/2023] [Accepted: 07/31/2023] [Indexed: 08/09/2023]
Abstract
INTRODUCTION Clinically, Alzheimer's disease (AD) is a syndrome with a spectrum of various cognitive disorders. There is a complete dissociation between the pathology and the clinical presentation. Therefore, we need a disruptive new approach to be able to prevent and treat AD. AREAS COVERED In this review, the authors extensively discuss the evidence why the amyloid beta is not the pathological cause of AD which makes therefore the amyloid hypothesis not sustainable anymore. They review the experimental evidence underlying the role of microbes, especially that of viruses, as a trigger/cause for the production of amyloid beta leading to the establishment of a chronic neuroinflammation as the mediator manifesting decades later by AD as a clinical spectrum. In this context, the emergence and consequences of the infection/antimicrobial protection hypothesis are described. The epidemiological and clinical data supporting this hypothesis are also analyzed. EXPERT OPINION For decades, we have known that viruses are involved in the pathogenesis of AD. This discovery was ignored and discarded for a long time. Now we should accept this fact, which is not a hypothesis anymore, and stimulate the research community to come up with new ideas, new treatments, and new concepts.
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Affiliation(s)
- Tamas Fulop
- Research Center on Aging, Centre Intégré Universitaire de Santé Et Services Sociaux de l'Estrie-Centre Hospitalier Universitaire de Sherbrooke, Sherbrooke, QC, Canada
- Department of Medicine, Division of Geriatrics, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC, Canada
| | | | - Simon Lévesque
- CIUSSS de l'Estrie - CHUS, Sherbrooke, QC, Canada
- Département de Microbiologie Et Infectiologie, Faculté de Médecine Et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Eric H Frost
- Département de Microbiologie Et Infectiologie, Faculté de Médecine Et des Sciences de la santé, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Benoit Laurent
- Research Center on Aging, Centre Intégré Universitaire de Santé Et Services Sociaux de l'Estrie-Centre Hospitalier Universitaire de Sherbrooke, Sherbrooke, QC, Canada
- Department of Biochemistry and Functional Genomics, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Guy Lacombe
- Research Center on Aging, Centre Intégré Universitaire de Santé Et Services Sociaux de l'Estrie-Centre Hospitalier Universitaire de Sherbrooke, Sherbrooke, QC, Canada
- Department of Medicine, Division of Geriatrics, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Abedelouahed Khalil
- Research Center on Aging, Centre Intégré Universitaire de Santé Et Services Sociaux de l'Estrie-Centre Hospitalier Universitaire de Sherbrooke, Sherbrooke, QC, Canada
- Department of Medicine, Division of Geriatrics, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Anis Larbi
- Department of Medicine, Division of Geriatrics, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Katsuiku Hirokawa
- Department of Pathology, Institute of Health and Life Science, Tokyo Medical Dental University, Tokyo and Nito-Memory Nakanosogo Hospital, Tokyo, Japan
| | - Mathieu Desroches
- MathNeuro Team, Inria Sophia Antipolis Méditerranée, Biot, France
- Université Côte d'Azur, Nice, France
| | - Serafim Rodrigues
- Ikerbasque, BCAM, the Basque Foundation for Science and BCAM - The Basque Center for Applied Mathematics, Bilbao, Spain
| | - Karine Bourgade
- Research Center on Aging, Centre Intégré Universitaire de Santé Et Services Sociaux de l'Estrie-Centre Hospitalier Universitaire de Sherbrooke, Sherbrooke, QC, Canada
| | - Alan A Cohen
- Department of Environmental Health Sciences, Butler Columbia Aging Center, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Jacek M Witkowski
- Department of Pathophysiology, Medical University of Gdansk, Gdansk, Poland
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