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Hartung TJ, Bahmer T, Chaplinskaya-Sobol I, Deckert J, Endres M, Franzpötter K, Geritz J, Haeusler KG, Hein G, Heuschmann PU, Hopff SM, Horn A, Keil T, Krawczak M, Krist L, Lieb W, Maetzler C, Montellano FA, Morbach C, Neumann C, Nürnberger C, Russ AK, Schmidbauer L, Schmidt S, Schreiber S, Steigerwald F, Störk S, Zoller T, Maetzler W, Finke C. Predictors of non-recovery from fatigue and cognitive deficits after COVID-19: a prospective, longitudinal, population-based study. EClinicalMedicine 2024; 69:102456. [PMID: 38333368 PMCID: PMC10847699 DOI: 10.1016/j.eclinm.2024.102456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 01/13/2024] [Accepted: 01/15/2024] [Indexed: 02/10/2024] Open
Abstract
Background Despite the high prevalence and major disability associated with fatigue and cognitive deficits after SARS-CoV-2 infection, little is known about long-term trajectories of these sequelae. We aimed to assess long-term trajectories of these conditions and to identify risk factors for non-recovery. Methods We analyzed longitudinal data from the population-based COVIDOM/NAPKON-POP cohort in Germany. Participants with confirmed SARS-CoV-2 infection were assessed at least 6 months (baseline) and again at least 18 months (follow-up) after infection using the Functional Assessment of Chronic Illness Therapy-Fatigue (FACIT-Fatigue) Scale (cutoff ≤ 30) and the Montreal Cognitive Assessment (MoCA, cutoff ≤ 25). Predictors of recovery from fatigue or cognitive deficits between assessments were identified through univariate and multivariable logistic regression models. The COVIDOM study is registered at the German registry for clinical studies (DRKS00023742) and at ClinicalTrials.gov (NCT04679584). Findings Between 15 November 2020 and 9 May 2023, a total of 3038 participants were assessed at baseline (median 9 months after infection) and 83% responded to invitations for follow-up (median 26 months after infection). At baseline, 21% (95% confidence interval (CI) [20%, 23%]) had fatigue and 23% (95% CI [22%, 25%]) had cognitive deficits according to cutoff scores on the FACIT-Fatigue or MoCA. Participants with clinically relevant fatigue (at baseline) showed significant improvement in fatigue scores at follow-up (Hedges' g [95% CI] = 0.73 [0.60, 0.87]) and 46% (95% CI [41%, 50%]) had recovered from fatigue. Participants with cognitive deficits showed a significant improvement in cognitive scores (g [95% CI] = 1.12 [0.90, 1.33]) and 57% (95% CI [50%, 64%]) had recovered from cognitive deficits. Patients with fatigue exhibiting a higher depressive symptom burden and/or headache at baseline were significantly less likely to recover. Significant risk factors for cognitive non-recovery were male sex, older age and <12 years of school education. Importantly, SARS-CoV-2 reinfection had no significant impact on recovery from fatigue or cognitive deficits. Interpretation Fatigue and cognitive deficits are common sequelae after SARS-CoV-2 infection. These syndromes improved over time and about half of the patients recovered within two years. The identified risk factors for non-recovery from fatigue and cognitive deficits could play an important role in shaping targeted strategies for treatment and prevention. Funding Funded by the German Federal Ministry of Education and Research (BMBF; grant number 01KX2121) and German Research Foundation (DFG) Excellence Cluster "Position Medicine in Information".
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Affiliation(s)
- Tim J. Hartung
- Charité - Universitätsmedizin Berlin, Department of Neurology and Experimental Neurology, Berlin, Germany
| | - Thomas Bahmer
- Internal Medicine Department I, University Hospital Schleswig Holstein, Campus Kiel, Germany
- Airway Research Center North (ARCN), German Center for Lung Research (DZL), Grosshansdorf, Germany
| | | | - Jürgen Deckert
- Klinik und Poliklinik für Psychiatrie, Psychosomatik und Psychotherapie, Uniklinik Würzburg, Germany
| | - Matthias Endres
- Charité - Universitätsmedizin Berlin, Department of Neurology and Experimental Neurology, Berlin, Germany
- Center for Stroke Research Berlin, Berlin, Germany
- ExcellenceCluster NeuroCure, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE), Partner Site Berlin, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Berlin, Germany
| | | | - Johanna Geritz
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Germany
| | - Karl G. Haeusler
- Department of Neurology, Universitätsklinikum Würzburg, Würzburg, Germany
| | - Grit Hein
- Klinik und Poliklinik für Psychiatrie, Psychosomatik und Psychotherapie, Uniklinik Würzburg, Germany
| | - Peter U. Heuschmann
- Department of Neurology, Universitätsklinikum Würzburg, Würzburg, Germany
- University of Würzburg, Institute of Clinical Epidemiology and Biometry, Würzburg, Germany
- University Hospital Würzburg, Institute for Medical Data Science, Würzburg, Germany
- University Hospital Würzburg, Clinical Trial Center, Würzburg, Germany
| | - Sina M. Hopff
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Germany
| | - Anna Horn
- University of Würzburg, Institute of Clinical Epidemiology and Biometry, Würzburg, Germany
- University Hospital Würzburg, Institute for Medical Data Science, Würzburg, Germany
| | - Thomas Keil
- Charité - Universitätsmedizin Berlin, Institute of Social Medicine, Epidemiology and Health Economics, Berlin, Germany
| | - Michael Krawczak
- Institute of Medical Informatics and Statistics, Kiel University, University Medical Center Schleswig-Holstein Campus Kiel, Kiel, Germany
| | - Lilian Krist
- Charité - Universitätsmedizin Berlin, Institute of Social Medicine, Epidemiology and Health Economics, Berlin, Germany
| | | | - Corina Maetzler
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Germany
| | - Felipe A. Montellano
- University of Würzburg, Institute of Clinical Epidemiology and Biometry, Würzburg, Germany
- University Hospital Würzburg, Department Clinical Research and Epidemiology, Comprehensive Heart Failure Center, Würzburg, Germany
- Germany University Hospital Würzburg, Department of Neurology, Würzburg, Germany
| | - Caroline Morbach
- University Hospital Würzburg, Department for Medicine I and Comprehensive Heart Failure Center, Germany
| | - Christian Neumann
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Germany
| | - Carolin Nürnberger
- University of Würzburg, Institute of Clinical Epidemiology and Biometry, Würzburg, Germany
- University Hospital Würzburg, Institute for Medical Data Science, Würzburg, Germany
| | - Anne-Kathrin Russ
- Institute of Medical Informatics and Statistics, Kiel University, University Medical Center Schleswig-Holstein Campus Kiel, Kiel, Germany
| | - Lena Schmidbauer
- University of Würzburg, Institute of Clinical Epidemiology and Biometry, Würzburg, Germany
- University Hospital Würzburg, Institute for Medical Data Science, Würzburg, Germany
| | - Sein Schmidt
- Berlin Institute of Health at Charité – Universitätsmedizin Berlin, Clinical Study Center, Germany
| | - Stefan Schreiber
- Internal Medicine Department I, University Hospital Schleswig Holstein, Campus Kiel, Germany
| | - Flo Steigerwald
- Charité - Universitätsmedizin Berlin, Department of Neurology and Experimental Neurology, Berlin, Germany
| | - Stefan Störk
- University Hospital Würzburg, Department Clinical Research and Epidemiology, Comprehensive Heart Failure Center, Würzburg, Germany
- Department of Internal Medicine I, University Hospital Würzburg, Germany
| | - Thomas Zoller
- Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Infectious Diseases, Respiratory and Critical Care Medicine, Berlin, Germany
| | - Walter Maetzler
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Germany
| | - Carsten Finke
- Charité - Universitätsmedizin Berlin, Department of Neurology and Experimental Neurology, Berlin, Germany
| | - NAPKON Study Group
- Charité - Universitätsmedizin Berlin, Department of Neurology and Experimental Neurology, Berlin, Germany
- Internal Medicine Department I, University Hospital Schleswig Holstein, Campus Kiel, Germany
- Airway Research Center North (ARCN), German Center for Lung Research (DZL), Grosshansdorf, Germany
- Department of Medical Informatics, University Medical Center Göttingen, Germany
- Klinik und Poliklinik für Psychiatrie, Psychosomatik und Psychotherapie, Uniklinik Würzburg, Germany
- Center for Stroke Research Berlin, Berlin, Germany
- ExcellenceCluster NeuroCure, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE), Partner Site Berlin, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Berlin, Germany
- Institute of Epidemiology, Kiel University, Germany
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Germany
- Department of Neurology, Universitätsklinikum Würzburg, Würzburg, Germany
- University of Würzburg, Institute of Clinical Epidemiology and Biometry, Würzburg, Germany
- University Hospital Würzburg, Institute for Medical Data Science, Würzburg, Germany
- University Hospital Würzburg, Clinical Trial Center, Würzburg, Germany
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Germany
- Charité - Universitätsmedizin Berlin, Institute of Social Medicine, Epidemiology and Health Economics, Berlin, Germany
- Institute of Medical Informatics and Statistics, Kiel University, University Medical Center Schleswig-Holstein Campus Kiel, Kiel, Germany
- University Hospital Würzburg, Department Clinical Research and Epidemiology, Comprehensive Heart Failure Center, Würzburg, Germany
- Germany University Hospital Würzburg, Department of Neurology, Würzburg, Germany
- University Hospital Würzburg, Department for Medicine I and Comprehensive Heart Failure Center, Germany
- Berlin Institute of Health at Charité – Universitätsmedizin Berlin, Clinical Study Center, Germany
- Department of Internal Medicine I, University Hospital Würzburg, Germany
- Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Infectious Diseases, Respiratory and Critical Care Medicine, Berlin, Germany
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Steinbeis F, Thibeault C, Steinbrecher S, Ahlgrimm Y, Haack IA, August D, Balzuweit B, Bellinghausen C, Berger S, Chaplinskaya-Sobol I, Cornely O, Doeblin P, Endres M, Fink C, Finke C, Frank S, Hanß S, Hartung T, Hellmuth JC, Herold S, Heuschmann P, Heyckendorf J, Heyder R, Hippenstiel S, Hoffmann W, Kelle SU, Knape P, Koehler P, Kretzler L, Leistner DM, Lienau J, Lorbeer R, Lorenz-Depiereux B, Lüttke CD, Mai K, Merle U, Meyer-Arndt LA, Miljukov O, Muenchhoff M, Müller-Plathe M, Neuhann J, Neuhauser H, Nieters A, Otte C, Pape D, Pinto RM, Pley C, Pudszuhn A, Reuken P, Rieg S, Ritter P, Rohde G, Rönnefarth M, Ruzicka M, Schaller J, Schmidt A, Schmidt S, Schwachmeyer V, Schwanitz G, Seeger W, Stahl D, Stobäus N, Stubbe HC, Suttorp N, Temmesfeld B, Thun S, Triller P, Trinkmann F, Vadasz I, Valentin H, Vehreschild M, von Kalle C, von Lilienfeld-Toal M, Weber J, Welte T, Wildberg C, Wizimirski R, Zvork S, Sander LE, Vehreschild J, Zoller T, Kurth F, Witzenrath M. Analysis of acute COVID-19 including chronic morbidity: protocol for the deep phenotyping National Pandemic Cohort Network in Germany (NAPKON-HAP). Infection 2024; 52:93-104. [PMID: 37434025 PMCID: PMC10811153 DOI: 10.1007/s15010-023-02057-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 05/29/2023] [Indexed: 07/13/2023]
Abstract
BACKGROUND The severe acute respiratory syndrome corona virus 2 (SARS-CoV-2) pandemic causes a high burden of acute and long-term morbidity and mortality worldwide despite global efforts in containment, prophylaxis, and therapy. With unprecedented speed, the global scientific community has generated pivotal insights into the pathogen and the host response evoked by the infection. However, deeper characterization of the pathophysiology and pathology remains a high priority to reduce morbidity and mortality of coronavirus disease 2019 (COVID-19). METHODS NAPKON-HAP is a multi-centered prospective observational study with a long-term follow-up phase of up to 36 months post-SARS-CoV-2 infection. It constitutes a central platform for harmonized data and biospecimen for interdisciplinary characterization of acute SARS-CoV-2 infection and long-term outcomes of diverging disease severities of hospitalized patients. RESULTS Primary outcome measures include clinical scores and quality of life assessment captured during hospitalization and at outpatient follow-up visits to assess acute and chronic morbidity. Secondary measures include results of biomolecular and immunological investigations and assessment of organ-specific involvement during and post-COVID-19 infection. NAPKON-HAP constitutes a national platform to provide accessibility and usability of the comprehensive data and biospecimen collection to global research. CONCLUSION NAPKON-HAP establishes a platform with standardized high-resolution data and biospecimen collection of hospitalized COVID-19 patients of different disease severities in Germany. With this study, we will add significant scientific insights and provide high-quality data to aid researchers to investigate COVID-19 pathophysiology, pathology, and chronic morbidity.
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Affiliation(s)
- Fridolin Steinbeis
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Charlotte Thibeault
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Sarah Steinbrecher
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Yvonne Ahlgrimm
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Ira An Haack
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Dietrich August
- Division of Infectious Diseases, Department of Medicine II, Faculty of Medicine, Medical Centre-University of Freiburg, Freiburg, Germany
| | - Beate Balzuweit
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Carla Bellinghausen
- Department of Respiratory Medicine/Allergology, Medical Clinic 1, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Sarah Berger
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | | | - Oliver Cornely
- Faculty of Medicine, Institute of Translational Research, Cologne Excellence Cluster On Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
- Faculty of Medicine, Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf (CIO ABCD) and Excellence Center for Medical Mycology (ECMM), University of Cologne, Cologne, Germany
| | - Patrick Doeblin
- Deutsches Herzzentrum der Charité, Klinik für Kardiologie, Angiologie und Intensivmedizin, Berlin, Germany
| | - Matthias Endres
- Department of Neurology with Experimental Neurology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Claudia Fink
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Carsten Finke
- Department of Neurology with Experimental Neurology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Sandra Frank
- Department of Anesthesiology, University Hospital of Ludwig-Maximilians-University (LMU), Munich, Germany
| | - Sabine Hanß
- Department of Medical Informatics, University Medical Center Göttingen, Göttingen, Germany
| | - Tim Hartung
- Department of Neurology with Experimental Neurology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Johannes Christian Hellmuth
- Department of Medicine III, University Hospital of Ludwig-Maximilians-University (LMU), Munich, Germany
- COVID-19 Registry of the LMU Munich (CORKUM), University Hospital of Ludwig-Maximilians-University (LMU), Munich, Germany
| | - Susanne Herold
- Department of Medicine V, Internal Medicine, Infectious Diseases and Infection Control, University Hospital Giessen and Marburg, Giessen, Germany
- German Center for Lung Research (DZL), Institute of Lung Health (ILH), Excellence Cluster Cardiopulmonary Institute (CPI), Justus Liebig-University, Giessen, Germany
| | - Peter Heuschmann
- Institute of Clinical Epidemiology and Biometry, University Würzburg, Würzburg, Germany
- Clinical Trial Center, Institute for Medical Data Science, University Hospital Würzburg, Würzburg, Germany
| | - Jan Heyckendorf
- Department of Internal Medicine I, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Ralf Heyder
- Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, NUM Coordination Office, Berlin, Germany
| | - Stefan Hippenstiel
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Wolfgang Hoffmann
- Institute for Community Medicine Section Health Care Epidemiology and Community Health, University Medicine Greifswald, Greifswald, Germany
| | - Sebastian Ulrich Kelle
- Deutsches Herzzentrum der Charité, Klinik für Kardiologie, Angiologie und Intensivmedizin, Berlin, Germany
| | - Philipp Knape
- Deutsches Herzzentrum der Charité, Klinik für Kardiologie, Angiologie und Intensivmedizin, Berlin, Germany
| | - Philipp Koehler
- Faculty of Medicine, Institute of Translational Research, Cologne Excellence Cluster On Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Lucie Kretzler
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - David Manuel Leistner
- Department of Cardiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Department of Cardiology and Angiology, Goethe University Frankfurt, Frankfurt, Germany
| | - Jasmin Lienau
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Roberto Lorbeer
- Institute of Computer-Assisted Cardiovascular Medicine, Deutsches Herzzentrum der Charité, Berlin, Germany
- Department of Radiology, University Hospital of Ludwig-Maximilians-University (LMU), Munich, Germany
| | | | | | - Knut Mai
- Department of Endocrinology and Metabolism, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- German Center for Diabetes Research, Munich-Neuherberg, Germany
| | - Uta Merle
- Department of Internal Medicine IVM, University Hospital Heidelberg, Heidelberg, Germany
| | - Lil Antonia Meyer-Arndt
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
- Department of Neurology with Experimental Neurology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Olga Miljukov
- Institute of Clinical Epidemiology and Biometry, University Würzburg, Würzburg, Germany
| | - Maximilian Muenchhoff
- Max Von Pettenkofer Institute and Gene Center, Virology, National Reference Center for Retroviruses, Ludwig-Maximilians-University Munich (LMU), Munich, Germany
- German Center for Infection Research (DZIF), Partner Site Munich, Munich, Germany
| | - Moritz Müller-Plathe
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Julia Neuhann
- Faculty of Medicine, Institute of Translational Research, Cologne Excellence Cluster On Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
- Faculty of Medicine, Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf (CIO ABCD) and Excellence Center for Medical Mycology (ECMM), University of Cologne, Cologne, Germany
| | - Hannelore Neuhauser
- Department of Epidemiology and Health Monitoring, Robert Koch Institute, Berlin, Germany
| | - Alexandra Nieters
- Faculty of Medicine, FREEZE-Biobank, Medical Center-University of Freiburg, Freiburg, Germany
- Faculty of Medicine, Institute for Immunodeficiency, Medical Center-University of Freiburg, Freiburg, Germany
| | - Christian Otte
- Department of Psychiatry, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Daniel Pape
- Department of Internal Medicine I, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Rafaela Maria Pinto
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Berlin, Berlin, Germany
| | - Christina Pley
- Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, NUM Coordination Office, Berlin, Germany
| | - Annett Pudszuhn
- Department of ENT, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Philipp Reuken
- Department of Internal Medicine IV, University Hospital Jena, Jena, Germany
| | - Siegberg Rieg
- Division of Infectious Diseases, Department of Medicine II, Faculty of Medicine, Medical Centre-University of Freiburg, Freiburg, Germany
| | - Petra Ritter
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Gernot Rohde
- Department of Respiratory Medicine/Allergology, Medical Clinic 1, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Maria Rönnefarth
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Michael Ruzicka
- Department of Medicine III, University Hospital of Ludwig-Maximilians-University (LMU), Munich, Germany
| | - Jens Schaller
- Institute of Computer-Assisted Cardiovascular Medicine, Deutsches Herzzentrum der Charité, Berlin, Germany
| | - Anne Schmidt
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Sein Schmidt
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Verena Schwachmeyer
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Georg Schwanitz
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Werner Seeger
- German Center for Lung Research (DZL), Institute of Lung Health (ILH), Excellence Cluster Cardiopulmonary Institute (CPI), Justus Liebig-University, Giessen, Germany
- Max-Planck-Institute for Heart and Lung Research, Bad Nauheim, Germany
| | - Dana Stahl
- Independent Trusted Third Party, University Medicine Greifswald, Greifswald, Germany
| | - Nicole Stobäus
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Hans Christian Stubbe
- German Center for Infection Research (DZIF), Partner Site Munich, Munich, Germany
- Department of Medicine II, University Hospital of Ludwig-Maximilians-University (LMU), Munich, Germany
| | - Norbert Suttorp
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Bettina Temmesfeld
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Sylvia Thun
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Paul Triller
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Frederik Trinkmann
- Department of Pneumology and Critical Care Medicine, Thoraxklinik, Translational Lung Research Center Heidelberg (TLRC), University of Heidelberg, Heidelberg, Germany
- Department of Biomedical Informatics, Center for Preventive Medicine and Digital Health Baden-Württemberg (CPD-BW), University Medical Center Mannheim, Heidelberg University, Mannheim, Germany
| | - Istvan Vadasz
- German Center for Lung Research (DZL), Institute of Lung Health (ILH), Excellence Cluster Cardiopulmonary Institute (CPI), Justus Liebig-University, Giessen, Germany
| | - Heike Valentin
- Independent Trusted Third Party, University Medicine Greifswald, Greifswald, Germany
| | - Maria Vehreschild
- Department of Internal Medicine, Infectious Diseases, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Christof von Kalle
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Marie von Lilienfeld-Toal
- Department of Internal Medicine II, Jena University Hospital, Jena, Germany
- Leibniz Institute for Natural Product Research and Infection Biology, Hans-Knöll-Institute, Jena, Germany
| | - Joachim Weber
- Department of Neurology with Experimental Neurology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Tobias Welte
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Christian Wildberg
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Robert Wizimirski
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Saskia Zvork
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Leif Erik Sander
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Janne Vehreschild
- Medical Department 2, Hematology/Oncology and Infectious Diseases, University Hospital of Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
- Department I for Internal Medicine, Faculty of Medicine, University of Cologne, Cologne, Germany
| | - Thomas Zoller
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Florian Kurth
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Martin Witzenrath
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany.
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Yusuf KO, Chaplinskaya-Sobol I, Schoneberg A, Hanss S, Valentin H, Lorenz-Depiereux B, Hansch S, Fiedler K, Scherer M, Sikdar S, Miljukov O, Reese JP, Wagner P, Bröhl I, Geisler R, Vehreschild JJ, Blaschke S, Bellinghausen C, Milovanovic M, Krefting D. Impact of Clinical Study Implementation on Data Quality Assessments - Using Contradictions within Interdependent Health Data Items as a Pilot Indicator. Stud Health Technol Inform 2023; 307:152-158. [PMID: 37697849 DOI: 10.3233/shti230707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/13/2023]
Abstract
INTRODUCTION Contradiction is a relevant data quality indicator to evaluate the plausibility of interdependent health data items. However, while contradiction assessment is achieved using domain-established contradictory dependencies, recent studies have shown the necessity for additional requirements to reach conclusive contradiction findings. For example, the oral or rectal methods used in measuring the body temperature will influence the thresholds of fever definition. The availability of this required information as explicit data items must be guaranteed during study design. In this work, we investigate the impact of activities related to study database implementation on contradiction assessment from two perspectives including: 1) additionally required metadata and 2) implementation of checks within electronic case report forms to prevent contradictory data entries. METHODS Relevant information (timestamps, measurement methods, units, and interdependency rules) required for contradiction checks are identified. Scores are assigned to these parameters and two different studies are evaluated based on the fulfillment of the requirements by two selected interdependent data item sets. RESULTS None of the studies have fulfilled all requirements. While timestamps and measurement units are found, missing information about measurement methods may impede conclusive contradiction assessment. Implemented checks are only found if data are directly entered. DISCUSSION Conclusive contradiction assessment typically requires metadata in the context of captured data items. Consideration during study design and implementation of data capture systems may support better data quality in studies and could be further adopted in primary health information systems to enhance clinical anamnestic documentation.
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Affiliation(s)
- Khalid O Yusuf
- Department of Medical Informatics, University Medical Center Göttingen, Germany
| | | | - Anne Schoneberg
- Department of Medical Informatics, University Medical Center Göttingen, Germany
| | - Sabine Hanss
- Department of Medical Informatics, University Medical Center Göttingen, Germany
- German Center for Cardiovascular Research, Partner Site Göttingen, Germany
| | - Heike Valentin
- Trusted Third Party of the University Medicine Greifswald, Germany
| | | | - Stefan Hansch
- Department for Infectious Diseases and Infection Control, University Hospital Regensburg, Germany
| | - Karin Fiedler
- Department II of Internal Medicine, Hematology/Oncology, Goethe University, Frankfurt, Frankfurt am Main, Germany
| | - Margarete Scherer
- Department II of Internal Medicine, Hematology/Oncology, Goethe University, Frankfurt, Frankfurt am Main, Germany
| | - Shimita Sikdar
- Department II of Internal Medicine, Hematology/Oncology, Goethe University, Frankfurt, Frankfurt am Main, Germany
| | - Olga Miljukov
- University of Würzburg, Institute for Clinical Epidemiology and Biometry
| | - Jens-Peter Reese
- University of Würzburg, Institute for Clinical Epidemiology and Biometry
| | - Patricia Wagner
- Department I for Internal Medicine, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany
| | - Isabel Bröhl
- Department I for Internal Medicine, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany
| | - Ramsia Geisler
- Department II of Internal Medicine, Hematology/Oncology, Goethe University, Frankfurt, Frankfurt am Main, Germany
- Department I for Internal Medicine, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany
| | - Jörg J Vehreschild
- Department II of Internal Medicine, Hematology/Oncology, Goethe University, Frankfurt, Frankfurt am Main, Germany
- Department I for Internal Medicine, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany
| | - Sabine Blaschke
- Emergency Department, University Medical Center Goettingen, Germany
| | - Carla Bellinghausen
- Goethe University Frankfurt, University Hospital Frankfurt, Medical Clinic I, Department of Respiratory Medicine / Allergology
| | - Milena Milovanovic
- Malteser Krankenhaus St. Franziskus Hospital, Medical Clinic I, Flensburg, Germany
| | - Dagmar Krefting
- Department of Medical Informatics, University Medical Center Göttingen, Germany
- Campus Institute Data Science, Georg-August-University, Göttingen, Germany
- German Center for Cardiovascular Research, Partner Site Göttingen, Germany
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Krefting D, Anton G, Chaplinskaya-Sobol I, Hanss S, Hoffmann W, Hopff SM, Kraus M, Lorbeer R, Lorenz-Depiereux B, Illig T, Schäfer C, Schaller J, Stahl D, Valentin H, Heuschmann P, Vehreschild J. The Importance of Being FAIR and FAST - The Clinical Epidemiology and Study Platform of the German Network University Medicine (NUKLEUS). Stud Health Technol Inform 2023; 302:93-97. [PMID: 37203616 DOI: 10.3233/shti230071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
The COVID-19 pandemic has urged the need to set up, conduct and analyze high-quality epidemiological studies within a very short time-scale to provide timely evidence on influential factors on the pandemic, e.g. COVID-19 severity and disease course. The comprehensive research infrastructure developed to run the German National Pandemic Cohort Network within the Network University Medicine is now maintained within a generic clinical epidemiology and study platform NUKLEUS. It is operated and subsequently extended to allow efficient joint planning, execution and evaluation of clinical and clinical-epidemiological studies. We aim to provide high-quality biomedical data and biospecimens and make its results widely available to the scientific community by implementing findability, accessibility, interoperability and reusability - i.e. following the FAIR guiding principles. Thus, NUKLEUS might serve as role model for FAIR and fast implementation of clinical epidemiological studies within the setting of University Medical Centers and beyond.
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Affiliation(s)
- Dagmar Krefting
- Dpt. of Medical Informatics, University Medical Center Göttingen, German Center for Cardiovascular Research (DZHK) partner site Göttingen, Germany
- Campus Institute Data Science (CIDAS), Georg-August-University Göttingen, Germany
| | - Gabi Anton
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Irina Chaplinskaya-Sobol
- Dpt. of Medical Informatics, University Medical Center Göttingen, German Center for Cardiovascular Research (DZHK) partner site Göttingen, Germany
| | - Sabine Hanss
- Dpt. of Medical Informatics, University Medical Center Göttingen, German Center for Cardiovascular Research (DZHK) partner site Göttingen, Germany
| | - Wolfgang Hoffmann
- Institute for Community Medicine, University Medicine Greifswald, Germany
| | - Sina M Hopff
- Faculty of Medicine, University of Cologne, Department I of Internal Medicine, University Hospital Cologne, Germany
- Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Cologne, Germany
| | - Monika Kraus
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Roberto Lorbeer
- Medical Heart Center and Institute of Computer-assisted Cardiovascular Medicine, Charité - Universitätsmedizin Berlin, Germany
| | - Bettina Lorenz-Depiereux
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Thomas Illig
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Christian Schäfer
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Germany
| | - Jens Schaller
- Medical Heart Center and Institute of Computer-assisted Cardiovascular Medicine, Charité - Universitätsmedizin Berlin, Germany
| | - Dana Stahl
- Independent Trusted Third Party of the University Medicine Greifswald, Germany
| | - Heike Valentin
- Independent Trusted Third Party of the University Medicine Greifswald, Germany
| | - Peter Heuschmann
- Institute of Clinical Epidemiology and Biometry, University of Würzburg; Clinical Trial Center, University Hospital Würzburg, Germany
| | - Janne Vehreschild
- Faculty of Medicine, University of Cologne, Department I of Internal Medicine, University Hospital Cologne, Germany
- German Centre for Infection Research (DZIF), partner site Bonn-Cologne, Cologne, Department II for Internal Medicine, Hematology/Oncology, University Hospital Frankfurt, Frankfurt am Main, Germany
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Hartung TJ, Neumann C, Bahmer T, Chaplinskaya-Sobol I, Endres M, Geritz J, Haeusler KG, Heuschmann PU, Hildesheim H, Hinz A, Hopff S, Horn A, Krawczak M, Krist L, Kudelka J, Lieb W, Maetzler C, Mehnert-Theuerkauf A, Montellano FA, Morbach C, Schmidt S, Schreiber S, Steigerwald F, Störk S, Maetzler W, Finke C. Fatigue and cognitive impairment after COVID-19: A prospective multicentre study. EClinicalMedicine 2022; 53:101651. [PMID: 36133318 PMCID: PMC9482331 DOI: 10.1016/j.eclinm.2022.101651] [Citation(s) in RCA: 55] [Impact Index Per Article: 27.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 08/16/2022] [Accepted: 08/30/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Reliable estimates of frequency, severity and associated factors of both fatigue and cognitive impairment after COVID-19 are needed. Also, it is not clear whether the two are distinct sequelae of COVID-19 or part of the same syndrome." METHODS In this prospective multicentre study, frequency of post-COVID fatigue and cognitive impairment were assessed in n = 969 patients (535 [55%] female) ≥6 months after SARS-CoV-2 infection with the FACIT-Fatigue scale (cut-off ≤30) and Montreal Cognitive Assessment (≤25 mild, ≤17 moderate impairment) between November 15, 2020 and September 29, 2021 at University Medical Center Schleswig-Holstein, Campus Kiel and University Hospital Würzburg in Germany. 969 matched non-COVID controls were drawn from a pre-pandemic, randomised, Germany-wide population survey which also included the FACIT-Fatigue scale. Associated sociodemographic, comorbid, clinical, psychosocial factors and laboratory markers were identified with univariate and multivariable linear regression models. FINDINGS On average 9 months after infection, 19% of patients had clinically relevant fatigue, compared to 8% of matched non-COVID controls (p < 0.001). Factors associated with fatigue were female gender, younger age, history of depression and the number of acute COVID symptoms. Among acute COVID symptoms, altered consciousness, dizziness and myalgia were most strongly associated with long-term fatigue. Moreover, 26% of patients had mild and 1% had moderate cognitive impairment. Factors associated with cognitive impairment were older age, male gender, shorter education and a history of neuropsychiatric disease. There was no significant correlation between fatigue and cognitive impairment and only 5% of patients suffered from both conditions. INTERPRETATION Fatigue and cognitive impairment are two common, but distinct sequelae of COVID-19 with potentially separate pathophysiological pathways. FUNDING German Federal Ministry of Education and Research (BMBF).
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Key Words
- CI, confidence interval
- COVID-19
- COVID-19, Coronavirus Disease 2019
- CRP, C-reactive protein
- CSF, cerebrospinal fluid
- Cognitive dysfunction
- Fatigue
- GAD-7, 7-item anxiety screening questionnaire
- MoCA, Montreal Cognitive Assessment
- NAPKON, National Pandemic Cohort Network
- PCR, polymerase chain reaction
- PHQ-8, 8-item depression module of the Patient Health Questionnaire
- PSQI, Pittsburgh Sleep Quality Index
- Post-acute COVID-19 syndrome
- SARS-CoV-2
- SARS-CoV-2, Severe Acute Respiratory Distress Syndrome caused by Corona Virus 2
- VIF, variance inflation factor
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Affiliation(s)
- Tim J. Hartung
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Department of Medical Psychology and Medical Sociology, University Medical Center Leipzig, Leipzig, Germany
| | - Christian Neumann
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Thomas Bahmer
- Internal Medicine Department I, University Hospital Schleswig Holstein, Campus Kiel, Kiel, Germany
- Airway Research Center North (ARCN), German Center for Lung Research (DZL), Grosshansdorf, Germany
| | | | - Matthias Endres
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Center for Stroke Research Berlin, Berlin, Germany
- Excellence Cluster NeuroCure, Berlin, Germany
- German Center for Neurodegenerative Diseases (DZNE), Partner Site Berlin, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Berlin, Germany
| | - Johanna Geritz
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | | | - Peter U. Heuschmann
- Institute of Clinical Epidemiology and Biometry, University of Würzburg, Würzburg, Germany
- Clinical Trial Center, University Hospital Würzburg, Würzburg, Germany
| | - Hanna Hildesheim
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Andreas Hinz
- Department of Medical Psychology and Medical Sociology, University Medical Center Leipzig, Leipzig, Germany
| | - Sina Hopff
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne, Duesseldorf, Germany
| | - Anna Horn
- Institute of Clinical Epidemiology and Biometry, University of Würzburg, Würzburg, Germany
| | - Michael Krawczak
- Institute of Medical Informatics and Statistics, Kiel University, University Medical Center Schleswig-Holstein Campus Kiel, Kiel, Germany
| | - Lilian Krist
- Institute of Social Medicine, Epidemiology and Health Economics, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Jennifer Kudelka
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Wolfgang Lieb
- Institute of Epidemiology, Kiel University, Kiel, Germany
| | - Corina Maetzler
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Anja Mehnert-Theuerkauf
- Department of Medical Psychology and Medical Sociology, University Medical Center Leipzig, Leipzig, Germany
| | - Felipe A. Montellano
- Department of Neurology, Universitätsklinikum Würzburg, Würzburg, Germany
- Institute of Clinical Epidemiology and Biometry, University of Würzburg, Würzburg, Germany
- Comprehensive Heart Failure Center, University and University Hospital Würzburg, Würzburg, Germany
| | - Caroline Morbach
- University Hospital Würzburg, Department for Medicine I and Comprehensive Heart Failure Center, Würzburg, Germany
| | - Sein Schmidt
- Berlin Institute of Health at Charité – Universitätsmedizin Berlin, Clinical Study Center, Berlin, Germany
| | - Stefan Schreiber
- Universitätsklinikum Schleswig-Holstein, Christian-Albrechts-Universität zu Kiel, Klinik für Innere Medizin I, Kiel, Germany
| | - Flo Steigerwald
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Stefan Störk
- Department of Clinical Research & Epidemiology, Comprehensive Heart Failure Center, University Hospital Würzburg, Würzburg, Germany
- Department of Internal Medicine I, University Hospital Würzburg, Würzburg, Germany
| | - Walter Maetzler
- Neurology Department, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Carsten Finke
- Klinik und Hochschulambulanz für Neurologie, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Corresponding author at: Department of Neurology, Charité – Universitätsmedizin Berlin, Charité Campus Mitte, Charitéplatz 1, 10117 Berlin, Germany.
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