Evidence map›Paper›PMID 35653330›Full record

SynthesisPloS one2022

Prognostic indicators and outcomes of hospitalised COVID-19 patients with neurological disease: An individual patient data meta-analysis.

Bhagteshwar Singh, Suzannah Lant, Sofia Cividini, Jonathan W S Cattrall, Lynsey C Goodwin, Laura Benjamin, Benedict D Michael, Ayaz Khawaja, Aline de Moura Brasil Matos, Walid Alkeridy and 147 more

Open access · goldAbstract readMeta-Analysis
In one paragraph

Synthesis in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.

0numbers the graph read from it
0cells of the map it votes in
28citing papers in PubMed
3.9field-weighted citation impact, top 5% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

28 citing papers in PubMed, 33 citations in OpenAlex.

  1. Article
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  6. Neurologic features in hospitalized patients with COVID-19: a prospective cohort in a catalan hospital.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2025
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  9. Extracellular Vesicles: The Invisible Heroes and Villains of COVID-19 Central Neuropathology.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

157 authors at 20 institutions in 24 countries.

Bhagteshwar SinghNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Suzannah LantNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Sofia CividiniDepartment of Health Data Science, University of Liverpool, Liverpool, United Kingdom.ORCID 0000-0003-2705-9224
Jonathan W S CattrallNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Lynsey C GoodwinNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.ORCID 0000-0002-6991-974X
Laura BenjaminQueen Square Institute of Neurology, University College London, London, United Kingdom.
Benedict D MichaelNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Ayaz KhawajaDepartment of Neurology, Wayne State University, Detroit, Michigan, United States of America.
Aline de Moura Brasil MatosInstituto de Medicina Tropical, Universidade de São Paulo, São Paulo, Brazil.ORCID 0000-0002-1854-2575
Walid AlkeridyDepartment of Medicine, King Saud University, Riyadh, Saudi Arabia.ORCID 0000-0002-1161-8354
Andrea PilottoDepartment of Clinical and Experimental Sciences, Neurology Unit, University of Brescia, Brescia, Italy.
Durjoy LahiriBangur Institute of Neurosciences, Institute of Post-Graduate Medical Education and Research, Kolkata, India.
Rebecca RawlinsonNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Sithembinkosi MhlangaNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Evelyn C LopezNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Brendan F SargentNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Anushri SomasundaranNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Arina TamborskaNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Glynn WebbNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Komal YounasNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Yaqub Al SamiHomerton University Hospital NHS Foundation Trust, London, United Kingdom of Great Britain and Northern Ireland.
Heavenna BabuDepartment of Neurovirology, National Institute of Mental Health and Neurosciences, Bangalore, India.
Tristan BanksDepartment of Infection, Manchester University NHS Foundation Trust, Manchester, United Kingdom of Great Britain and Northern Ireland.
Francesco CavallieriNeurology Unit, Neuromotor & Rehabilitation Department, Azienda USL-IRCCS di Reggio Emilia, Reggio Emilia, Italy.
Matthew CohenLiverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom of Great Britain and Northern Ireland.
Emma DaviesDepartment of Virology, UK Health Security Agency, Manchester University NHS Foundation Trust, Manchester, United Kingdom of Great Britain and Northern Ireland.
Shalley DharDepartment of Neurovirology, National Institute of Mental Health and Neurosciences, Bangalore, India.
Anna Fajardo ModolNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.
Hamzah FarooqDepartment of Virology, UK Health Security Agency, Manchester University NHS Foundation Trust, Manchester, United Kingdom of Great Britain and Northern Ireland.
Jeffrey HarteBarts Health NHS Trust, London, United Kingdom of Great Britain and Northern Ireland.
Samuel HeyDepartment of Infectious Diseases & Tropical Medicine, North Manchester General Hospital, Manchester University Foundation NHS Trust, Manchester, United Kingdom of Great Britain and Northern Ireland.
Albert JosephHomerton University Hospital NHS Foundation Trust, London, United Kingdom of Great Britain and Northern Ireland.
Dileep KarthikappallilLiverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom of Great Britain and Northern Ireland.
Daniel KassahunWarrington Hospital, Warrington and Halton Teaching Hospitals NHS Foundation Trust, Warrington, United Kingdom of Great Britain and Northern Ireland.
Gareth LipungaMalawi-Liverpool-Wellcome Trust Clinical Research Programme, Blantyre, Malawi.
Rachel MasonKingston Hospital NHS Foundation Trust, Kingston upon Thames, United Kingdom of Great Britain and Northern Ireland.
Thomas MintonInstitute of Clinical Neurosciences, University of Bristol, Bristol, United Kingdom of Great Britain and Northern Ireland.
Gabrielle MondNorth Manchester General Hospital, Manchester University Foundation NHS Trust, Manchester, United Kingdom of Great Britain and Northern Ireland.
Joseph PoxonEpsom and St Helier University Hospitals NHS Foundation Trust, United Kingdom of Great Britain and Northern Ireland.
Sophie RabasKing's College Hospital NHS Foundation Trust, London, United Kingdom of Great Britain and Northern Ireland.
Germander SoothillRegional Infectious Diseases Unit, NHS Lothian, Edinburgh, United Kingdom of Great Britain and Northern Ireland.
Marialuisa ZeddeNeurology Unit, Neuromotor & Rehabilitation Department, Azienda USL-IRCCS di Reggio Emilia, Reggio Emilia, Italy.
Konstantin YenkoyanYerevan State Medical University named after Mkhitar Heratsi, Neuroscience Laboratory, Cobrain Center, Yerevan, Armenia.
Bruce BrewSt Vincent's Hospital, Sydney, Australia.
Erika ContiniSt Vincent's Hospital, Sydney, Australia.
Lucette CysiqueSt Vincent's Hospital, Sydney, Australia.
Xin ZhangSt Vincent's Hospital, Sydney, Australia.
Pietro MaggiSaint-Luc University Hospital, Brussels, Belgium.
Vincent van PeschSaint-Luc University Hospital, Brussels, Belgium.
Jérome LechienUniversité de Mons, Mons, Belgium.
Sven SaussezUniversité de Mons, Mons, Belgium.
Alex HeyseAZ Glorieux, Ronse, Belgium.
Maria Lúcia Brito FerreiraHospital da Restauração, Recife, Brazil.
Cristiane N SoaresHospital Federal dos Servidores do Estado, Rio de Janeiro, Brazil.
Isabel ElicerHospital Dr. Sótero del Río, Santiago, Chile.
Laura Eugenín-von BernhardiHospital Dr. Sótero del Río, Santiago, Chile.
Waleng Ñancupil ReyesUniversidad de Chile - Hospital Barros Luco Trudeau, Santiago, Chile.
Rong YinThe 940th Hospital of Joint Logistic Support Force of the People's Liberation Army, Lanzhou, China.
Mohammed A AzabCairo University Hospital, Cairo, Egypt.
Foad Abd-AllahKasr Alainy Teaching Hospital, Cairo, Egypt.
Ahmed ElkadyMataria Teaching Hospital, Cairo, Egypt.
Simon EscalardFondation Rothschild, Paris, France.
Jean-Christophe CorvolPitié Salpetriere Hospital, Paris, France.
Cécile DelormePitié Salpetriere Hospital, Paris, France.
Pierre TattevinRennes University Hospital, Rennes, France.
Kévin BigautHôpitaux Universitaires de Strasbourg, Strasbourg, France.
Norbert LorenzChildren's Hospital, Dresden Municipal Hospital Teaching Hospital TUD, Dresden, Germany.
Daniel HornussMedical Center University of Freiburg, Freiburg, Germany.
Jonas HospMedical Center University of Freiburg, Freiburg, Germany.
Siegbert RiegMedical Center University of Freiburg, Freiburg, Germany.
Dirk WagnerMedical Center University of Freiburg, Freiburg, Germany.
Benjamin KnierDepartment of Neurology, Technical University of Munich, Munich, Germany.
Paul LingorDepartment of Neurology, Technical University of Munich, Munich, Germany.
Andrea Sylvia WinklerDepartment of Neurology, Technical University of Munich, Munich, Germany.
Athena Sharifi-RazaviMazandaran University of Medical Science, Sari, Islamic Republic of Iran.
Shima T MoeinInstitute for Research in Fundamental Sciences (IPM), Tehran, Islamic Republic of Iran.
SeyedAhmad SeyedAlinaghiIranian Research Center for HIV/AIDS, Tehran University of Medical Sciences, Tehran, Iran.
Saeidreza JamaliMoghadamSiahkaliIranian Research Center for HIV/AIDS, Tehran University of Medical Sciences, Tehran, Iran.
Mauro MorassiFondazione Poliambulanza Istituto Ospedaliero, Brescia, Italy.
Alessandro PadovaniUniversity of Brescia, Brescia, Italy.
Marcello GiuntaUniversity of Brescia, Brescia, Italy.
Ilenia LibriUniversity of Brescia, Brescia, Italy.
Simone BerettaSan Gerardo Hospital ASST Monza, University of Milano Bicocca, Monza, Italy.
Sabrina RavagliaFondazione Mondino IRCCS, Pavia, Italy.
Matteo FoschiSanta Maria delle Croci Hospital, AUSL Romagna, Ravenna, Italy.
Paolo CalabresiFondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
Guido PrimianoFondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
Serenella ServideiFondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
Nicola Biagio MercuriUniversity Hospital of Rome Tor Vergata, Rome, Italy.
Claudio LiguoriUniversity Hospital of Rome Tor Vergata, Rome, Italy.
Mariangela PierantozziUniversity Hospital of Rome Tor Vergata, Rome, Italy.
Loredana SarmatiUniversity Hospital of Rome Tor Vergata, Rome, Italy.
Federica BosoHealthcare Trust of the Autonomous Region of Trento, Rovereto, Italy.
Silvia GarazzinoCittà della Salute e della Scienza di Torino, Regina Margherita Children's Hospital, Turin, Italy.
Sara MariottoUniversity of Verona, Verona, Italy.
Kimani N PatrickHalcyon Healthcare Limited, Nairobi, Kenya.
Oana CostacheHôpitaux Robert Schuman, Luxembourg, Luxembourg.
Alexander PincherleHôpitaux Robert Schuman, Luxembourg, Luxembourg.
Frederikus A KlokLeiden University Medical Center, Leiden, Netherlands.
Roger MezaHospital Regional Docente de Trujillo, Trujillo, Peru.
Verónica CabreiraCentro Hospitalar São João, Porto, Portugal.
Sofia R ValdoleirosCentro Hospitalar Universitário do Porto, Porto, Portugal.
Vanessa OliveiraCentro Hospitalar Universitário do Porto, Porto, Portugal.
Igor KaimovskyBuyanov Moscow City Hospital, Moscow, Russian Federation.
Alla GuekhtMoscow Research and Clinical Center for Neuropsychiatry and Buyanov Moscow City Hospital, Moscow, Russian Federation.
Jasmine KohNational Neuroscience Institute, Singapore, Singapore.
Eva Fernández DíazComplejo Hospitalario Universitario de Albacete, Albacete, Spain.
José María Barrios-LópezHospital Universitario Virgen de las Nieves, Granada, Spain.
Cristina Guijarro-CastroUniversity Hospital Sanchinarro, Madrid, Spain.
Álvaro Beltrán-CorbelliniUniversity Hospital Ramón y Cajal, Madrid, Spain.
Javier Martínez-PolesUniversity Hospital Ramón y Cajal, Madrid, Spain.
Alba María Diezma-MartínHospital Virgen de la Salud, Toledo, Spain.
Maria Isabel Morales-CasadoHospital Virgen de la Salud, Toledo, Spain.
Sergio García GarcíaHospital del Río Hortega, Valladolid, Spain.
Gautier BrevilleHopitaux Universitaires de Genève, Geneva, Switzerland.
Matteo CoenHopitaux Universitaires de Genève, Geneva, Switzerland.
Marjolaine UginetHopitaux Universitaires de Genève, Geneva, Switzerland.
Raphaël Bernard-ValnetCentre Hospitalier Universitaire Vaudois, Lausanne, Switzerland.
Renaud Du PasquierCentre Hospitalier Universitaire Vaudois, Lausanne, Switzerland.
Yildiz KayaAcibadem Mehmet Ali Aydinlar University Medical School, Istanbul, Turkey.
Loay H AbdelnourUlster Hospital, Belfast, United Kingdom of Great Britain and Northern Ireland.
Claire RiceUniversity of Bristol and North Bristol NHS Trust, Bristol, United Kingdom of Great Britain and Northern Ireland.
Hamish MorrisonGloucestershire Royal Hospital, Gloucester, United Kingdom of Great Britain and Northern Ireland.
Sylviane DefresTropical and Infectious Diseases Unit, Liverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom.
Saif HudaThe Walton Centre NHS Foundation Trust, Liverpool, United Kingdom.
Noelle EnrightGreat Ormond Street Hospital for Children, London, United Kingdom of Great Britain and Northern Ireland.
Jane HassellGreat Ormond Street Hospital for Children, London, United Kingdom of Great Britain and Northern Ireland.
Lucio D'AnnaImperial College London, London, United Kingdom of Great Britain and Northern Ireland.
Matthew BengerKing's College Hospital NHS Foundation Trust, London, United Kingdom of Great Britain and Northern Ireland.
Laszlo SztrihaKing's College Hospital NHS Foundation Trust, London, United Kingdom of Great Britain and Northern Ireland.
Eamon RaithThe National Hospital for Neurology & Neurosurgery, London, United Kingdom of Great Britain and Northern Ireland.
Krishna ChinthapalliUniversity College London, London, United Kingdom of Great Britain and Northern Ireland.
Ross NortleyUniversity College London, London, United Kingdom of Great Britain and Northern Ireland.
Ross PatersonUniversity College London, London, United Kingdom of Great Britain and Northern Ireland.
Arvind ChandrathevaUniversity College London Queen Square Institute of Neurology, London, United Kingdom of Great Britain and Northern Ireland.
David J WerringUniversity College London Queen Square Institute of Neurology, London, United Kingdom of Great Britain and Northern Ireland.
Samir DervisevicEastern Pathology Alliance Department of Microbiology, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, United Kingdom of Great Britain and Northern Ireland.
Kirsty HarknessSheffield Teaching Hospitals Trust, Sheffield, United Kingdom of Great Britain and Northern Ireland.
Ashwin PintoWessex Neurological Centre, Southampton, United Kingdom of Great Britain and Northern Ireland.
Dinesh JillellaEmory University School of Medicine, Atlanta, Georgia, United States of America.
Scott BeachMassachusetts General Hospital / Harvard Medical School, Boston, Massachusetts, United States of America.
Kulothungan GunasekaranYale New Haven Health Bridgeport Hospital, Bridgeport, Connecticut, United States of America.
Ivan Rocha Ferreira Da SilvaRush University Medical Center, Chicago, Illinois, United States of America.
Krishna NalleballeUniversity of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America.
Jonathan SantoroChildren's Hospital Los Angeles and Keck School of Medicine at the University of Southern California, Los Angeles, California, United States of America.
Tyler ScullenOchsner Medical Center, New Orleans, Los Angeles, United States of America.
Lora KahnOchsner Medical Center, New Orleans, Los Angeles, United States of America.
Carla Y KimColumbia University Irving Medical Center, New York, New York, United States of America.
Kiran T ThakurColumbia University Irving Medical Center, New York, New York, United States of America.
Rajan JainNew York University Grossman School of Medicine, New York, New York, United States of America.
Thirugnanam UmapathiDepartment of Neurology, National Neuroscience Institute, Singapore, Singapore.
Timothy R NicholsonInstitute of Psychiatry, Psychology, and Neuroscience, King's College London, London, United Kingdom.
James J SejvarDivision of High-Consequence Pathogens and Pathology, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America.
Eva Maria HodelNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.ORCID 0000-0001-5821-1685
Brain Infections Global COVID-Neuro Network Study Group
Catrin Tudur SmithDepartment of Health Data Science, University of Liverpool, Liverpool, United Kingdom.
Tom SolomonNational Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom.ORCID 0000-0001-7266-6547
University of Liverpool · GBNational Hospital for Neurology and Neurosurgery · GBSt Vincent's Hospital Sydney · AUUniversity of Brescia · ITUniversity of Freiburg · DEUniversity of Rome Tor Vergata · ITAgostino Gemelli University Polyclinic · ITHôpital Beau-Séjour · CHKing's College Hospital NHS Foundation Trust · GBManchester University NHS Foundation Trust · GBTechnical University of Munich · DEUniversity College London · GBAzienda Sanitaria Unità Locale di Reggio Emilia · ITCentro Hospitalar do Porto · PTCliniques Universitaires Saint-Luc · BEColumbia University Irving Medical Center · USComplejo Asistencial Sótero del Río · CLGreat Ormond Street Hospital · GBHomerton University Hospital NHS Foundation Trust · GBHospital Universitario Ramón y Cajal · ES

Funding

Department of Health 17/63/110Department of Health NIHR200907Medical Research Council MR/V033441/1
6 · The paper itself

Abstract

backgroundNeurological COVID-19 disease has been reported widely, but published studies often lack information on neurological outcomes and prognostic risk factors. We aimed to describe the spectrum of neurological disease in hospitalised COVID-19 patients; characterise clinical outcomes; and investigate factors associated with a poor outcome.

methodsWe conducted an individual patient data (IPD) meta-analysis of hospitalised patients with neurological COVID-19 disease, using standard case definitions. We invited authors of studies from the first pandemic wave, plus clinicians in the Global COVID-Neuro Network with unpublished data, to contribute. We analysed features associated with poor outcome (moderate to severe disability or death, 3 to 6 on the modified Rankin Scale) using multivariable models.

resultsWe included 83 studies (31 unpublished) providing IPD for 1979 patients with COVID-19 and acute new-onset neurological disease. Encephalopathy (978 [49%] patients) and cerebrovascular events (506 [26%]) were the most common diagnoses. Respiratory and systemic symptoms preceded neurological features in 93% of patients; one third developed neurological disease after hospital admission. A poor outcome was more common in patients with cerebrovascular events (76% [95% CI 67-82]), than encephalopathy (54% [42-65]). Intensive care use was high (38% [35-41]) overall, and also greater in the cerebrovascular patients. In the cerebrovascular, but not encephalopathic patients, risk factors for poor outcome included breathlessness on admission and elevated D-dimer. Overall, 30-day mortality was 30% [27-32]. The hazard of death was comparatively lower for patients in the WHO European region.

interpretationNeurological COVID-19 disease poses a considerable burden in terms of disease outcomes and use of hospital resources from prolonged intensive care and inpatient admission; preliminary data suggest these may differ according to WHO regions and country income levels. The different risk factors for encephalopathy and stroke suggest different disease mechanisms which may be amenable to intervention, especially in those who develop neurological symptoms after hospital admission.

Indexed as

COVID-19StrokeHospitalizationHumansPrognosisRisk Factors

Identifiers

PMID35653330
PMCPMC9162376
OpenAlexW4281615454

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