Evidence map›Paper›PMID 37184659›Full record

SynthesisJournal of neurology2023

Prognostic performance of blood neurofilament light chain protein in hospitalized COVID-19 patients without major central nervous system manifestations: an individual participant data meta-analysis.

Ahmed Abdelhak, Lorenzo Barba, Michele Romoli, Pascal Benkert, Francesco Conversi, Lucio D'Anna, Ruturaj R Masvekar, Bibiana Bielekova, Mercedes Prudencio, Leonard Petrucelli and 28 more

Open access · bronzeAbstract readMeta-Analysis
In one paragraph

Synthesis in Journal of neurology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed, 2 pooled it
5.3field-weighted citation impact, top 4% 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

21 citing papers in PubMed, 2 syntheses or guidelines pooled it, 26 citations in OpenAlex.

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  7. Blood neurofilament light chain and S100B as biomarkers of neurological involvement and functional prognosis in COVID-19: a multicenter study.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2025
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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

38 authors at 19 institutions in 8 countries.

Ahmed Abdelhak *Department of Neurology, University of California San Francisco (UCSF), San Francisco, USA.ORCID http://orcid.org/0000-0001-9731-4169
Lorenzo Barba *Department of Neurology, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany.ORCID http://orcid.org/0000-0003-4237-6850
Michele Romoli *Department of Neuroscience, Neurology Unit, Maurizio Bufalini Hospital, AUSL Romagna, Cesena, Italy.ORCID http://orcid.org/0000-0001-8009-8543
Pascal BenkertDepartment of Clinical Research, University Hospital Basel and University of Basel, Basel, Switzerland.ORCID http://orcid.org/0000-0001-6525-8174
Francesco ConversiDepartment of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.
Lucio D'AnnaDepartment of Stroke and Neuroscience, Charing Cross Hospital, Imperial College London NHS Healthcare Trust, London, UK.ORCID http://orcid.org/0000-0002-6794-3850
Ruturaj R MasvekarNeuroimmunological Diseases Section, National Institute of Allergy and Infectious Diseases, National Institute of Health, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-4570-4533
Bibiana BielekovaNeuroimmunological Diseases Section, National Institute of Allergy and Infectious Diseases, National Institute of Health, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-0959-9430
Mercedes PrudencioDepartment of Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA.ORCID http://orcid.org/0000-0002-4894-4858
Leonard PetrucelliDepartment of Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA.ORCID http://orcid.org/0000-0003-2959-129X
James F MeschiaDepartment of Neurology, Mayo Clinic, Jacksonville, FL, 32224, USA.ORCID http://orcid.org/0000-0002-4475-8142
Young ErbenDivision of Vascular and Endovascular Surgery, Mayo Clinic, Jacksonville, FL, 32224, USA.ORCID http://orcid.org/0000-0002-1571-6955
Roberto FurlanInstitute of Experimental Neurology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milan, Italy.ORCID http://orcid.org/0000-0001-7376-9425
Rebecca De LorenzoDivision of Immunology, Transplantation and Infectious Diseases, IRCCS Ospedale San Raffaele, Milan, Italy.ORCID http://orcid.org/0000-0002-1281-7996
Alessandra MandelliInstitute of Experimental Neurology, Division of Neuroscience, IRCCS Ospedale San Raffaele, Milan, Italy.ORCID http://orcid.org/0000-0002-6494-7776
Raoul SutterDepartment of Acute Medical Care, Intensive Care Unit, University Hospital Basel, Basel, Switzerland.ORCID http://orcid.org/0000-0002-6575-356X
Lisa HertDepartment of Acute Medical Care, Intensive Care Unit, University Hospital Basel, Basel, Switzerland.
Varenka EppleDepartment of Neurology, University Hospital Basel and University of Basel, Basel, Switzerland.ORCID http://orcid.org/0000-0002-8736-0070
Damiano MarastoniNeurology B, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.ORCID http://orcid.org/0000-0003-0358-9431
Johann SellnerDepartment of Neurology, Landesklinikum Mistelbach-Gänserndorf, Mistelbach, Austria.ORCID http://orcid.org/0000-0001-8749-5533
Petra SteinackerDepartment of Neurology, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany.
Anne Hege AamodtDepartment of Neurology, Oslo University Hospital, Oslo, Norway.ORCID http://orcid.org/0000-0002-2824-2760
Lars HeggelundDepartment of Internal Medicine, Drammen Hospital, Vestre Viken Hospital Trust, Drammen, Norway.ORCID http://orcid.org/0000-0002-1669-1032
Anne Margarita Dyrhol-RiiseInstitute of Clinical Medicine, University of Oslo, Oslo, Norway.ORCID http://orcid.org/0000-0003-4009-4032
Johan VirhammarDepartment of Medical Sciences, Neurology, Uppsala University, Uppsala, Sweden.ORCID http://orcid.org/0000-0001-9901-2949
David FällmarDepartment of Surgical Sciences, Radiology, Uppsala University, Uppsala, Sweden.ORCID http://orcid.org/0000-0001-5615-2036
Elham RostamiDepartment of Medical Sciences, Uppsala University, Neurosurgery,, Sweden.ORCID http://orcid.org/0000-0003-1218-6247
Eva KumlienDepartment of Medical Sciences, Neurology, Uppsala University, Uppsala, Sweden.ORCID http://orcid.org/0000-0002-1952-8791
Kaj BlennowDepartment of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden.ORCID http://orcid.org/0000-0002-1890-4193
Henrik ZetterbergDepartment of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden.ORCID http://orcid.org/0000-0003-3930-4354
Hayrettin TumaniDepartment of Neurology, Ulm University Hospital, Ulm, Germany.ORCID http://orcid.org/0000-0002-1647-6201
Simona SaccoDepartment of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.ORCID http://orcid.org/0000-0003-0651-1939
Ari J GreenDepartment of Neurology, University of California San Francisco (UCSF), San Francisco, USA.ORCID http://orcid.org/0000-0001-9275-3066
Markus OttoDepartment of Neurology, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany.ORCID http://orcid.org/0000-0003-4273-4267
Jens KuhleDepartment of Clinical Research, University Hospital Basel and University of Basel, Basel, Switzerland.ORCID http://orcid.org/0000-0002-6963-8892
Raffaele OrnelloDepartment of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.ORCID http://orcid.org/0000-0001-9501-4031
Matteo Foschi *Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy. mattfos89@gmail.com.ORCID http://orcid.org/0000-0002-0321-7155
Samir Abu-Rumeileh *Department of Neurology, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany. samir.aburumeileh@gmail.com.ORCID http://orcid.org/0000-0003-0631-8506
Martin Luther University Halle-Wittenberg · DEMayo Clinic in Florida · USUniversity of L'Aquila · ITUppsala University · SEUniversity of Basel · CHIRCCS Ospedale San Raffaele · ITNational Institute of Allergy and Infectious Diseases · USOslo University Hospital · NOUniversity Hospital of Basel · CHUniversity of California, San Francisco · USCharing Cross Hospital · GBDrammen Hospital · NOLandesklinikum Korneuburg · ATOspedale “M. Bufalini” di Cesena · ITSahlgrenska University Hospital · SEUniversity Hospital Ulm · DEUniversity of Verona · ITUniversity of Wisconsin–Madison · USVita-Salute San Raffaele University · IT

Funding

Comprehensive multimodal analysis of patients with neuroimmunological diseasesZIAAI001242 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI BIELEKOVA, BIBIANA · 2019 to 2025
$12.9M
Expanding insights into FTD disease mechanismsR35NS097273 · NINDS · MAYO CLINIC JACKSONVILLE · PI PETRUCELLI, LEONARD · 2017 to 2024
$10.6M
NINDS NIH HHS R35 NS097273
6 · The paper itself

Abstract

BACKGROUND AND

aimsTo investigate the prognostic value of blood neurofilament light chain protein (NfL) levels in the acute phase of coronavirus disease 2019 (COVID-19).

methodsWe conducted an individual participant data (IPD) meta-analysis after screening on MEDLINE and Scopus to May 23rd 2022. We included studies with hospitalized adult COVID-19 patients without major COVID-19-associated central nervous system (CNS) manifestations and with a measurement of blood NfL in the acute phase as well as data regarding at least one clinical outcome including intensive care unit (ICU) admission, need of mechanical ventilation (MV) and death. We derived the age-adjusted measures NfL Z scores and conducted mixed-effects modelling to test associations between NfL Z scores and other variables, encompassing clinical outcomes. Summary receiver operating characteristic curves (SROCs) were used to calculate the area under the curve (AUC) for blood NfL.

resultsWe identified 382 records, of which 7 studies were included with a total of 669 hospitalized COVID-19 cases (mean age 66.2 ± 15.0 years, 68.1% males). Median NfL Z score at admission was elevated compared to the age-corrected reference population (2.37, IQR: 1.13-3.06, referring to 99th percentile in healthy controls). NfL Z scores were significantly associated with disease duration and severity. Higher NfL Z scores were associated with a higher likelihood of ICU admission, need of MV, and death. SROCs revealed AUCs of 0.74, 0.80 and 0.71 for mortality, need of MV and ICU admission, respectively.

conclusionsBlood NfL levels were elevated in the acute phase of COVID-19 patients without major CNS manifestations and associated with clinical severity and poor outcome. The marker might ameliorate the performance of prognostic multivariable algorithms in COVID-19.

Indexed as

COVID-19AdultAgedAged, 80 and overBiomarkersCentral Nervous SystemFemaleHumansIntermediate FilamentsMaleMiddle AgedNeurofilament ProteinsPrognosisBiomarkersNeurofilament ProteinsBiomarkerCOVID-19NfLPrognosis

Identifiers

PMID37184659
PMCPMC10183689
OpenAlexW4376617937

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.