Neurological diagnoses in hospitalized COVID-19 patients associated with adverse outcomes: A multinational cohort study.


Journal

PLOS digital health
ISSN: 2767-3170
Titre abrégé: PLOS Digit Health
Pays: United States
ID NLM: 9918335064206676

Informations de publication

Date de publication:
Apr 2024
Historique:
received: 17 08 2023
accepted: 06 03 2024
medline: 15 4 2024
pubmed: 15 4 2024
entrez: 15 4 2024
Statut: epublish

Résumé

Few studies examining the patient outcomes of concurrent neurological manifestations during acute COVID-19 leveraged multinational cohorts of adults and children or distinguished between central and peripheral nervous system (CNS vs. PNS) involvement. Using a federated multinational network in which local clinicians and informatics experts curated the electronic health records data, we evaluated the risk of prolonged hospitalization and mortality in hospitalized COVID-19 patients from 21 healthcare systems across 7 countries. For adults, we used a federated learning approach whereby we ran Cox proportional hazard models locally at each healthcare system and performed a meta-analysis on the aggregated results to estimate the overall risk of adverse outcomes across our geographically diverse populations. For children, we reported descriptive statistics separately due to their low frequency of neurological involvement and poor outcomes. Among the 106,229 hospitalized COVID-19 patients (104,031 patients ≥18 years; 2,198 patients <18 years, January 2020-October 2021), 15,101 (14%) had at least one CNS diagnosis, while 2,788 (3%) had at least one PNS diagnosis. After controlling for demographics and pre-existing conditions, adults with CNS involvement had longer hospital stay (11 versus 6 days) and greater risk of (Hazard Ratio = 1.78) and faster time to death (12 versus 24 days) than patients with no neurological condition (NNC) during acute COVID-19 hospitalization. Adults with PNS involvement also had longer hospital stay but lower risk of mortality than the NNC group. Although children had a low frequency of neurological involvement during COVID-19 hospitalization, a substantially higher proportion of children with CNS involvement died compared to those with NNC (6% vs 1%). Overall, patients with concurrent CNS manifestation during acute COVID-19 hospitalization faced greater risks for adverse clinical outcomes than patients without any neurological diagnosis. Our global informatics framework using a federated approach (versus a centralized data collection approach) has utility for clinical discovery beyond COVID-19.

Identifiants

pubmed: 38620037
doi: 10.1371/journal.pdig.0000484
pii: PDIG-D-23-00304
doi:

Types de publication

Journal Article

Langues

eng

Pagination

e0000484

Subventions

Organisme : NINDS NIH HHS
ID : R01 NS098023
Pays : United States
Organisme : NINDS NIH HHS
ID : R01 NS124882
Pays : United States

Informations de copyright

Copyright: This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication.

Déclaration de conflit d'intérêts

All authors report no competing interests or conflicts of interest. JGK reports a consulting relationship with the i2b2-tranSMART Foundation through Invocate, Inc. RB reports being a shareholder of Biomeris s.r.l. and Engenome s.r.l. DAH reports entitled to royalties from the University of Michigan for licensing of the EMERSE "synonyms". AM’s work is being funded by the Federal Ministry of Education and Research (BMBF) in Germany in the framework of the MIRACUM Consortium. AM reports being a shareholder of Biomeris s.r.l. BM reports being co-founder and equity owner from DESKI. DLM has received research support from the National Institutes of Health, Department of Veteran Affairs, and the University of Pittsburgh/Pittsburgh Health Data Alliance outside of this work. PA reports consulting for CCHMC and BCH. NG is a co-founder and equity owner of Datavisyn. ZX has served as a Consultant for Genentech/Roche. The institution of ZX has received research support from the National Institute of Health, the National Multiple Sclerosis Society, Food and Drug Administration, the Pittsburgh Foundation, the PNC Charitable Trust, the Ethel Vincent Trust, and Genentech / Roche.

Auteurs

Meghan R Hutch (MR)

Department of Preventive Medicine, Northwestern University, Chicago, Illinois, United States of America.

Jiyeon Son (J)

Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.

Trang T Le (TT)

Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, United States of America.

Chuan Hong (C)

Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, United States of America.
Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, United States of America.

Xuan Wang (X)

Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, United States of America.

Zahra Shakeri Hossein Abad (Z)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Michele Morris (M)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.

Alba Gutiérrez-Sacristán (A)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Jeffrey G Klann (JG)

Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, United States of America.

Anastasia Spiridou (A)

Digital Research, Informatics and Virtual Environments (DRIVE), Great Ormond Street Hospital for Children, London, United Kingdom.

Ashley Batugo (A)

Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, United States of America.

Riccardo Bellazzi (R)

Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy.

Vincent Benoit (V)

IT Department, Innovation & Data, APHP Greater Paris University Hospital, Paris, France.

Clara-Lea Bonzel (CL)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

William A Bryant (WA)

Digital Research, Informatics and Virtual Environments (DRIVE), Great Ormond Street Hospital for Children, London, United Kingdom.

Lorenzo Chiudinelli (L)

UOC Ricerca, Innovazione e Brand reputation, ASST Papa Giovanni XXIII, Bergamo, Italy.

Kelly Cho (K)

Population Health and Data Science, VA Boston Healthcare System, Boston Massachusetts, United States of America.
Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston Massachusetts, United States of America.

Priyam Das (P)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Tomás González González (T)

Health Informatics, Hospital Universitario 12 de Octubre, Madrid, Spain.

David A Hanauer (DA)

Department of Learning Health Sciences, University of Michigan Medical School, Ann Arbor, Michigan, United States of America.

Darren W Henderson (DW)

Center for Clinical and Translational Science, University of Kentucky, Lexington, Kentucky, United States of America.

Yuk-Lam Ho (YL)

Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston Massachusetts, United States of America.

Ne Hooi Will Loh (NHW)

Department of Anaesthesia, National University Health System, Kent Ridge, Singapore.

Adeline Makoudjou (A)

Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany.

Simran Makwana (S)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Alberto Malovini (A)

Laboratory of Informatics and Systems Engineering for Clinical Research, Istituti Clinici Scientifici Maugeri SpA SB IRCCS, Pavia, Italy.

Bertrand Moal (B)

IAM Unit, Bordeaux University Hospital, Bordeaux, France.

Danielle L Mowery (DL)

Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, United States of America.

Antoine Neuraz (A)

Department of biomedical informatics, Hôpital Necker-Enfants Malade, Assistance Publique Hôpitaux de Paris (APHP), University of Paris, Paris, France.

Malarkodi Jebathilagam Samayamuthu (MJ)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.

Fernando J Sanz Vidorreta (FJ)

Department of Medicine, David Geffen School of Medicine at UCLA, Los Angeles, California, United States of America.

Emily R Schriver (ER)

Data Analytics Center, University of Pennsylvania Health System, Philadelphia, Pennsylvania, United States of America.

Petra Schubert (P)

Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston Massachusetts, United States of America.

Jeffery Talbert (J)

Division of Biomedical Informatics, University of Kentucky, Lexington, Kentucky, United States of America.

Amelia L M Tan (ALM)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Byorn W L Tan (BWL)

Department of Medicine, National University Hospital, Singapore, Kent Ridge, Singapore.

Bryce W Q Tan (BWQ)

Department of Medicine, National University Hospital, Singapore, Kent Ridge, Singapore.

Valentina Tibollo (V)

Laboratory of Informatics and Systems Engineering for Clinical Research, Istituti Clinici Scientifici Maugeri SpA SB IRCCS, Pavia, Italy.

Patric Tippman (P)

Institute of Medical Biometry and University of Freiburg, Medical Center, Freiburg, Germany.

Guillaume Verdy (G)

IAM Unit, Bordeaux University Hospital, Bordeaux, France.

William Yuan (W)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Paul Avillach (P)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Nils Gehlenborg (N)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Gilbert S Omenn (GS)

Departments of Computational Medicine & Bioinformatics, Internal Medicine, Human Genetics, Public Health, University of Michigan, Ann Arbor, Michigan, United States of America.

Shyam Visweswaran (S)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.

Tianxi Cai (T)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America.

Yuan Luo (Y)

Department of Preventive Medicine, Northwestern University, Chicago, Illinois, United States of America.

Zongqi Xia (Z)

Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.

Classifications MeSH