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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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2
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Fonseca A, Szysz M, Ly HT, Cordeiro C, Sepúlveda N. IgG Antibody Responses to Epstein-Barr Virus in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Their Effective Potential for Disease Diagnosis and Pathological Antigenic Mimicry. MEDICINA (KAUNAS, LITHUANIA) 2024; 60:161. [PMID: 38256421 PMCID: PMC10820613 DOI: 10.3390/medicina60010161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Revised: 01/02/2024] [Accepted: 01/10/2024] [Indexed: 01/24/2024]
Abstract
Background and Objectives: The diagnosis and pathology of myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) remain under debate. However, there is a growing body of evidence for an autoimmune component in ME/CFS caused by the Epstein-Barr virus (EBV) and other viral infections. Materials and Methods: In this work, we analyzed a large public dataset on the IgG antibodies to 3054 EBV peptides to understand whether these immune responses could help diagnose patients and trigger pathological autoimmunity; we used healthy controls (HCs) as a comparator cohort. Subsequently, we aimed at predicting the disease status of the study participants using a super learner algorithm targeting an accuracy of 85% when splitting data into train and test datasets. Results: When we compared the data of all ME/CFS patients or the data of a subgroup of those patients with non-infectious or unknown disease triggers to the data of the HC, we could not find an antibody-based classifier that would meet the desired accuracy in the test dataset. However, we could identify a 26-antibody classifier that could distinguish ME/CFS patients with an infectious disease trigger from the HCs with 100% and 90% accuracies in the train and test sets, respectively. We finally performed a bioinformatic analysis of the EBV peptides associated with these 26 antibodies. We found no correlation between the importance metric of the selected antibodies in the classifier and the maximal sequence homology between human proteins and each EBV peptide recognized by these antibodies. Conclusions: In conclusion, these 26 antibodies against EBV have an effective potential for disease diagnosis in a subset of patients. However, the peptides associated with these antibodies are less likely to induce autoimmune B-cell responses that could explain the pathogenesis of ME/CFS.
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Affiliation(s)
- André Fonseca
- Faculty of Sciences and Technology, University of Algarve, 8005-139 Faro, Portugal; (A.F.); (C.C.)
- CEAUL—Centre of Statistics and its Applications, Faculty of Sciences, University of Lisbon, 1749-016 Lisbon, Portugal
| | - Mateusz Szysz
- Faculty of Mathematics & Information Science, Warsaw University of Technology, 00-662 Warsaw, Poland; (M.S.); (H.T.L.)
| | - Hoang Thien Ly
- Faculty of Mathematics & Information Science, Warsaw University of Technology, 00-662 Warsaw, Poland; (M.S.); (H.T.L.)
| | - Clara Cordeiro
- Faculty of Sciences and Technology, University of Algarve, 8005-139 Faro, Portugal; (A.F.); (C.C.)
- CEAUL—Centre of Statistics and its Applications, Faculty of Sciences, University of Lisbon, 1749-016 Lisbon, Portugal
| | - Nuno Sepúlveda
- CEAUL—Centre of Statistics and its Applications, Faculty of Sciences, University of Lisbon, 1749-016 Lisbon, Portugal
- Faculty of Mathematics & Information Science, Warsaw University of Technology, 00-662 Warsaw, Poland; (M.S.); (H.T.L.)
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3
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Steiner S, Fehrer A, Hoheisel F, Schoening S, Aschenbrenner A, Babel N, Bellmann-Strobl J, Finke C, Fluge Ø, Froehlich L, Goebel A, Grande B, Haas JP, Hohberger B, Jason LA, Komaroff AL, Lacerda E, Liebl M, Maier A, Mella O, Nacul L, Paul F, Prusty BK, Puta C, Riemekasten G, Ries W, Rowe PC, Sawitzki B, Shoenfeld Y, Schultze JL, Seifert M, Sepúlveda N, Sotzny F, Stein E, Stingl M, Ufer F, Veauthier C, Westermeier F, Wirth K, Wolfarth B, Zalewski P, Behrends U, Scheibenbogen C. Understanding, diagnosing, and treating Myalgic encephalomyelitis/chronic fatigue syndrome - State of the art: Report of the 2nd international meeting at the Charité Fatigue Center. Autoimmun Rev 2023; 22:103452. [PMID: 37742748 DOI: 10.1016/j.autrev.2023.103452] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 09/20/2023] [Indexed: 09/26/2023]
Abstract
Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a devastating disease affecting millions of people worldwide. Due to the 2019 pandemic of coronavirus disease (COVID-19), we are facing a significant increase of ME/CFS prevalence. On May 11th to 12th, 2023, the second international ME/CFS conference of the Charité Fatigue Center was held in Berlin, Germany, focusing on pathomechanisms, diagnosis, and treatment. During the two-day conference, more than 100 researchers from various research fields met on-site and over 700 attendees participated online to discuss the state of the art and novel findings in this field. Key topics from the conference included: the role of the immune system, dysfunction of endothelial and autonomic nervous system, and viral reactivation. Furthermore, there were presentations on innovative diagnostic measures and assessments for this complex disease, cutting-edge treatment approaches, and clinical studies. Despite the increased public attention due to the COVID-19 pandemic, the subsequent rise of Long COVID-19 cases, and the rise of funding opportunities to unravel the pathomechanisms underlying ME/CFS, this severe disease remains highly underresearched. Future adequately funded research efforts are needed to further explore the disease etiology and to identify diagnostic markers and targeted therapies.
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Affiliation(s)
- Sophie Steiner
- 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
| | - Annick Fehrer
- 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
| | - Friederike Hoheisel
- 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.
| | | | - Anna Aschenbrenner
- Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany
| | - Nina Babel
- 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; Center for Translational Medicine and Immune Diagnostics Laboratory, Medical Department I, Ruhr-University Bochum, Marien Hospital Herne, University Hospital of the Ruhr-University Bochum, Herne, Germany; Berlin Institute of Health at Charité-Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Charitéplatz 1, Berlin, Germany
| | - Judith Bellmann-Strobl
- Department of Neurology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Experimental and Clinical Research Center, A Cooperation Between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité-Universitätsmedizin Berlin, Berlin, Germany; Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany; NeuroCure Clinical Research Center, Charité Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, and Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Carsten Finke
- Department of Neurology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Øystein Fluge
- Department of Oncology and Medical Physics, Haukeland University Hospital, Bergen, Norway; Department of Clinical Sciences, University of Bergen, Bergen, Norway
| | - Laura Froehlich
- Center of Advanced Technology for Assisted Learning and Predictive Analytics (CATALPA), FernUniversität in Hagen, Germany
| | - Andreas Goebel
- Pain Research Institute, Institute of Life Course and Medical Sciences, University of Liverpool, and Walton Centre NHS Foundation Trust, Liverpool, UK
| | | | - Johannes-Peter Haas
- Deutsches Zentrum für Kinder- und Jugendrheumatologie, Zentrum für Schmerztherapie junger Menschen, Garmisch-Partenkirchen, Germany
| | - Bettina Hohberger
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Leonard A Jason
- Center for Community Research, DePaul University, Chicago, IL, USA
| | - Anthony L Komaroff
- Division of General Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Eliana Lacerda
- Department of Clinical Research, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Max Liebl
- Department of Physical Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
| | - Andrea Maier
- Department of Neurology, Medical Faculty RWTH Aachen University, Aachen, Germany
| | - Olav Mella
- Department of Oncology and Medical Physics, Haukeland University Hospital, Bergen, Norway; Department of Clinical Sciences, University of Bergen, Bergen, Norway
| | - Luis Nacul
- Department of Clinical Research, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK; Women's Health Research Institute, British Columbia Women's Hospital, Vancouver, BC, Canada; Department of Family Practice, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Friedemann Paul
- Experimental and Clinical Research Center, A Cooperation Between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité-Universitätsmedizin Berlin, Berlin, Germany; Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany; NeuroCure Clinical Research Center, Charité Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, and Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Bhupesh K Prusty
- Institute for Virology and Immunobiology, Julius-Maximilians University Würzburg, Würzburg, Germany
| | - Christian Puta
- Department of Sports Medicine and Health Promotion, Friedrich-Schiller-University Jena, Jena, Germany; Center for Interdisciplinary Prevention of Diseases Related to Professional Activities, Friedrich-Schiller-University Jena, Jena, Germany; Center for Sepsis Control and Care (CSCC), Jena University Hospital/Friedrich-Schiller-University Jena, Jena, Germany
| | - Gabriela Riemekasten
- Department of Rheumatology and Clinical Immunology, University of Lübeck, Lübeck, Germany
| | - Wolfgang Ries
- Internal Medicine, Department of Nephrology, Diakonissenkrankenhaus, Flensburg, Germany
| | - Peter C Rowe
- Department of Pediatrics, Division of Adolescent and Young Adult Medicine, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Birgit Sawitzki
- Translational Immunology, Berlin Institute of Health (BIH) & Charité University Medicine, Berlin, Germany
| | - Yehuda Shoenfeld
- Zabludowicz Center for Autoimmune Diseases, Sheba Medical Center, Reichman University Herzelia, Israel
| | - Joachim L Schultze
- Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany; Department for Genomics & Immunoregulation, Life and Medical Sciences Institute (LIMES), University of Bonn, Bonn, Germany; PRECISE Platform for Single Cell Genomics and Epigenomics, DZNE und Universität Bonn, Bonn, Germany
| | - Martina Seifert
- 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; Berlin Institute of Health at Charité-Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Charitéplatz 1, Berlin, Germany; DZHK (German Center for Cardiovascular Research), Partner Site, 10785 Berlin, Germany
| | - Nuno Sepúlveda
- Department of Mathematics & Information Science, Warsaw University of Technology, Warsaw, Poland.; CEAUL - Centro de Estatística e Aplicações da Universidade de Lisboa, Lisbon, Portugal
| | - Franziska Sotzny
- 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
| | - Elisa Stein
- 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
| | - Michael Stingl
- Department of Neurology, Zentrum Votivpark, Vienna, Austria
| | - Friederike Ufer
- Institute of Neuroimmunology and Multiple Sclerosis, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Christian Veauthier
- Interdisciplinary Center of Sleep Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Francisco Westermeier
- Institute of Biomedical Science, Department of Health Studies, FH, Joanneum University of Applied Sciences, Graz, Austria; Centro Integrativo de Biología y Química Aplicada (CIBQA), Universidad Bernardo O'Higgins, Santiago, Chile
| | - Klaus Wirth
- Institute of General Pharmacology and Toxicology, University Hospital Frankfurt, Goethe-University, Frankfurt, Germany
| | - Bernd Wolfarth
- Department of Sports Medicine, Charité-Universitätsmedizin Berlin, Humboldt University of Berlin, Germany
| | - Pawel Zalewski
- Department of Exercise Physiology and Functional Anatomy, Ludwik Rydygier Collegium Medicum in Bydgoszcz Nicolaus Copernicus University Toruń, Toruń, Poland; Department of Experimental and Clinical Physiology, Warsaw Medical University, Stefana Banacha 2a, Warszawa 02-097, Poland
| | - Uta Behrends
- Children's Hospital, School of Medicine, Technical University of Munich, Munich, Germany; German Center for Infection Research (DZIF), Berlin, Germany; AGV Research Unit Gene Vectors, Helmholtz Munich (HMGU), 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
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4
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Domingues TD, Malato J, Grabowska AD, Lee JS, Ameijeiras-Alonso J, Biecek P, Graça L, Mouriño H, Scheibenbogen C, Westermeier F, Nacul L, Cliff JM, Lacerda E, Sepúlveda N. Association analysis between symptomology and herpesvirus IgG antibody concentrations in myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and multiple sclerosis. Heliyon 2023; 9:e18250. [PMID: 37519635 PMCID: PMC10372404 DOI: 10.1016/j.heliyon.2023.e18250] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 07/10/2023] [Accepted: 07/12/2023] [Indexed: 08/01/2023] Open
Abstract
Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and multiple sclerosis (MS) are two complex and multifactorial diseases whose patients experience persistent fatigue, cognitive impairment, among other shared symptoms. The onset of these diseases has also been linked to acute herpesvirus infections or their reactivations. In this work, we re-analyzed a previously-described dataset related to IgG antibody responses to 6 herpesviruses (CMV - cytomegalovirus; EBV - Epstein-Barr virus; HHV6 - human herpesvirus-6; HSV1 and HSV2 - herpes simplex virus-1 and -2, respectively; VZV - varicella-zoster virus) from the United Kingdom ME/CFS biobank. The primary goal was to report the underlying symptomology and its association with herpesvirus IgG antibodies using data from 4 disease-trigger-based subgroups of ME/CFS patients (n = 222) and patients with MS (n = 46). The secondary objective was to assess whether serological data could distinguish ME/CFS and its subgroup from MS using a SuperLearner (SL) algorithm. There was evidence for a significant negative association between temporary eye insight disturbance and CMV antibody concentrations and for a significant positive association between bladder problems and EBV antibody concentrations in the MS group. In the ME/CFS or its subgroups, the most significant antibody-symptom association was obtained for increasing HSV1 antibody concentration and brain fog, a finding in line with a negative impact of HSV1 exposure on cognitive outcomes in both healthy and disease conditions. There was also evidence for a higher number of significant antibody-symptom associations in the MS group than in the ME/CFS group. When we combined all the serological data in an SL algorithm, we could distinguish three ME/CFS subgroups (unknown disease trigger, non-infection trigger, and an infection disease trigger confirmed in the lab at the time of the event) from the MS group. However, we could not find the same for the remaining ME/CFS group (related to an unconfirmed infection disease). In conclusion, IgG antibody data explains more the symptomology of MS patients than the one of ME/CFS patients. Given the fluctuating nature of symptoms in ME/CFS patients, the clinical implication of these findings remains to be determined with a longitudinal study. This study is likely to ascertain the robustness of the associations during natural disease course.
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Affiliation(s)
- Tiago Dias Domingues
- Departamento de Estatística e Investigação Operacional, Faculdade de Ciências, Universidade de Lisboa, Lisboa, Portugal
- Faculty of Mathematics & Information Science, Warsaw University of Technology, Warsaw, Poland
| | - João Malato
- Faculty of Mathematics & Information Science, Warsaw University of Technology, Warsaw, Poland
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Anna D. Grabowska
- Department of Biophysics, Physiology, And Pathophysiology, Medical University of Warsaw, Warsaw, Poland
| | - Ji-Sook Lee
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Jose Ameijeiras-Alonso
- Department of Statistics, Mathematical Analysis and Optimization, Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | - Przemysław Biecek
- Faculty of Mathematics & Information Science, Warsaw University of Technology, Warsaw, Poland
| | - Luís Graça
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Helena Mouriño
- Departamento de Estatística e Investigação Operacional, Faculdade de Ciências, Universidade de Lisboa, Lisboa, Portugal
- Faculty of Mathematics & Information Science, Warsaw University of Technology, Warsaw, Poland
| | - Carmen Scheibenbogen
- Institute of Medical Immunology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Francisco Westermeier
- Department of Health Studies, Institute of Biomedical Science, FH Joanneum University of Applied Sciences, Graz, Austria
- Centro Integrativo de Biología y Química Aplicada (CIBQA), Universidad Bernardo O'Higgins, Santiago, Chile
| | - Luis Nacul
- Department of Clinical Research, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, United Kingdom
- BC Women’s Hospital, Vancouver, BC V6H 3N1, Canada
| | - Jacqueline M. Cliff
- Department of Life Sciences and Centre for Inflammation Research and Translational Medicine, Brunel University London, United Kingdom
| | - Eliana Lacerda
- Department of Clinical Research, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Nuno Sepúlveda
- Faculty of Mathematics & Information Science, Warsaw University of Technology, Warsaw, Poland
- Faculty of Mathematics & Information Science, Warsaw University of Technology, Warsaw, Poland
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5
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Malato J, Graça L, Sepúlveda N. Impact of Misdiagnosis in Case-Control Studies of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome. Diagnostics (Basel) 2023; 13:diagnostics13030531. [PMID: 36766636 PMCID: PMC9914258 DOI: 10.3390/diagnostics13030531] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Revised: 01/20/2023] [Accepted: 01/28/2023] [Indexed: 02/04/2023] Open
Abstract
Misdiagnosis of myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) can occur when different case definitions are used by clinicians (relative misdiagnosis) or when failing the genuine diagnosis of another disease (misdiagnosis in a strict sense). This problem translates to a recurrent difficulty in reproducing research findings. To tackle this problem, we simulated data from case-control studies under misdiagnosis in a strict sense. We then estimated the power to detect a genuine association between a potential causal factor and ME/CFS. A minimum power of 80% was obtained for studies with more than 500 individuals per study group. When the simulation study was extended to the situation where the potential causal factor could not be determined perfectly (e.g., seropositive/seronegative in serological association studies), the minimum power of 80% could only be achieved in studies with more than 1000 individuals per group. In conclusion, current ME/CFS studies have suboptimal power under the assumption of misdiagnosis. This power can be improved by increasing the overall sample size using multi-centric studies, reporting the excluded illnesses and their exclusion criteria, or focusing on a homogeneous cohort of ME/CFS patients with a specific pathological mechanism where the chance of misdiagnosis is reduced.
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Affiliation(s)
- João Malato
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, 1649-028 Lisboa, Portugal
- CEAUL—Centro de Estatística e Aplicações da Universidade de Lisboa, 1749-016 Lisboa, Portugal
| | - Luís Graça
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, 1649-028 Lisboa, Portugal
| | - Nuno Sepúlveda
- CEAUL—Centro de Estatística e Aplicações da Universidade de Lisboa, 1749-016 Lisboa, Portugal
- Faculty of Mathematics and Information Science, Warsaw University of Technology, 00-662 Warszawa, Poland
- Correspondence:
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6
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Sotzny F, Filgueiras IS, Kedor C, Freitag H, Wittke K, Bauer S, Sepúlveda N, Mathias da Fonseca DL, Baiocchi GC, Marques AHC, Kim M, Lange T, Plaça DR, Luebber F, Paulus FM, De Vito R, Jurisica I, Schulze-Forster K, Paul F, Bellmann-Strobl J, Rust R, Hoppmann U, Shoenfeld Y, Riemekasten G, Heidecke H, Cabral-Marques O, Scheibenbogen C. Dysregulated autoantibodies targeting vaso- and immunoregulatory receptors in Post COVID Syndrome correlate with symptom severity. Front Immunol 2022; 13:981532. [PMID: 36238301 PMCID: PMC9552223 DOI: 10.3389/fimmu.2022.981532] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Accepted: 08/22/2022] [Indexed: 11/13/2022] Open
Abstract
Most patients with Post COVID Syndrome (PCS) present with a plethora of symptoms without clear evidence of organ dysfunction. A subset of them fulfills diagnostic criteria of myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS). Symptom severity of ME/CFS correlates with natural regulatory autoantibody (AAB) levels targeting several G-protein coupled receptors (GPCR). In this exploratory study, we analyzed serum AAB levels against vaso- and immunoregulatory receptors, mostly GPCRs, in 80 PCS patients following mild-to-moderate COVID-19, with 40 of them fulfilling diagnostic criteria of ME/CFS. Healthy seronegative (n=38) and asymptomatic post COVID-19 controls (n=40) were also included in the study as control groups. We found lower levels for various AABs in PCS compared to at least one control group, accompanied by alterations in the correlations among AABs. Classification using random forest indicated AABs targeting ADRB2, STAB1, and ADRA2A as the strongest classifiers (AABs stratifying patients according to disease outcomes) of post COVID-19 outcomes. Several AABs correlated with symptom severity in PCS groups. Remarkably, severity of fatigue and vasomotor symptoms were associated with ADRB2 AAB levels in PCS/ME/CFS patients. Our study identified dysregulation of AAB against various receptors involved in the autonomous nervous system (ANS), vaso-, and immunoregulation and their correlation with symptom severity, pointing to their role in the pathogenesis of PCS.
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Affiliation(s)
- Franziska Sotzny
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- *Correspondence: Franziska Sotzny, ; Igor Salerno Filgueiras, ; Otavio Cabral-Marques, ; Carmen Scheibenbogen,
| | - Igor Salerno Filgueiras
- Department of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil
- *Correspondence: Franziska Sotzny, ; Igor Salerno Filgueiras, ; Otavio Cabral-Marques, ; Carmen Scheibenbogen,
| | - Claudia Kedor
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
| | - Helma Freitag
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
| | - Kirsten Wittke
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
| | - Sandra Bauer
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
| | - Nuno Sepúlveda
- Faculty of Mathematics and Information Science, Warsaw University of Technology, Warsaw, Poland
- CEAUL – Centro de Estatística e Aplicações da Universidade de Lisboa, Lisbon, Portugal
| | | | - Gabriela Crispim Baiocchi
- Department of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil
| | - Alexandre H. C. Marques
- Department of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil
| | - Myungjin Kim
- Data Science Initiative, Brown University, Providence, RI, United States
| | - Tanja Lange
- Department of Rheumatology and Clinical Immunology, University of Lübeck, Lübeck, Germany
| | - Desirée Rodrigues Plaça
- Department of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, Brazil
| | - Finn Luebber
- Department of Rheumatology and Clinical Immunology, University of Lübeck, Lübeck, Germany
- Department of Psychiatry and Psychotherapy, University of Lübeck, Lübeck, Germany
| | - Frieder M. Paulus
- Department of Psychiatry and Psychotherapy, University of Lübeck, Lübeck, Germany
| | - Roberta De Vito
- Department of Biostatistics and the Data Science Initiative, Brown University, Providence, RI, United States
| | - Igor Jurisica
- Osteoarthritis Research Program, Division of Orthopedic Surgery, Schroeder Arthritis Institute, University Health Network, Toronto, ON, Canada
- Data Science Discovery Centre for Chronic Diseases, Krembil Research Institute, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Institute of Neuroimmunology, Slovak Academy of Sciences, Bratislava, Slovakia
| | | | - Friedemann Paul
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité Universitätsmedizin Berlin, Berlin, Germany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Experimental and Clinical Research Center, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- NeuroCure Clinical Research Center, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Judith Bellmann-Strobl
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité Universitätsmedizin Berlin, Berlin, Germany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Experimental and Clinical Research Center, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Rebekka Rust
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité Universitätsmedizin Berlin, Berlin, Germany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Experimental and Clinical Research Center, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Uta Hoppmann
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité Universitätsmedizin Berlin, Berlin, Germany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Experimental and Clinical Research Center, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Yehuda Shoenfeld
- Zabludowicz Center for Autoimmune Diseases, Sheba Medical Center, Affiliated with the Sackler Faculty of Medicine, Tel-Aviv University, Tel-Hashomer, Israel
- Ariel University, Ariel, Israel
| | - Gabriela Riemekasten
- Department of Rheumatology and Clinical Immunology, University of Lübeck, Lübeck, Germany
| | | | - Otavio Cabral-Marques
- Department of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil
- Interunit PostGraduate Program on Bioinformatics, Institute of Mathematics and Statistics (IME), University of Sao Paulo, Sao Paulo, Brazil
- Department of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, Brazil
- Network of Immunity in Infection, Malignancy, and Autoimmunity (NIIMA), Universal Scientific Education and Research Network (USERN), Sao Paulo, Brazil
- Department of Pharmacy, Federal University of Rio Grande do Norte, Natal, RN, Brazil
- *Correspondence: Franziska Sotzny, ; Igor Salerno Filgueiras, ; Otavio Cabral-Marques, ; Carmen Scheibenbogen,
| | - Carmen Scheibenbogen
- Institute for Medical Immunology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- *Correspondence: Franziska Sotzny, ; Igor Salerno Filgueiras, ; Otavio Cabral-Marques, ; Carmen Scheibenbogen,
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