Neurological diagnoses in hospitalized COVID-19 patients associated with adverse outcomes: A multinational cohort study
-
Published:2024-04-15
Issue:4
Volume:3
Page:e0000484
-
ISSN:2767-3170
-
Container-title:PLOS Digital Health
-
language:en
-
Short-container-title:PLOS Digit Health
Author:
Hutch Meghan R.ORCID, Son JiyeonORCID, Le Trang T.ORCID, Hong ChuanORCID, Wang Xuan, Shakeri Hossein Abad ZahraORCID, Morris MicheleORCID, Gutiérrez-Sacristán AlbaORCID, Klann Jeffrey G.ORCID, Spiridou AnastasiaORCID, Batugo Ashley, Bellazzi Riccardo, Benoit VincentORCID, Bonzel Clara-LeaORCID, Bryant William A.ORCID, Chiudinelli LorenzoORCID, Cho Kelly, Das Priyam, González González Tomás, Hanauer David A.ORCID, Henderson Darren W.ORCID, Ho Yuk-LamORCID, Loh Ne Hooi WillORCID, Makoudjou AdelineORCID, Makwana SimranORCID, Malovini AlbertoORCID, Moal BertrandORCID, Mowery Danielle L.ORCID, Neuraz Antoine, Samayamuthu Malarkodi JebathilagamORCID, Sanz Vidorreta Fernando J.ORCID, Schriver Emily R., Schubert PetraORCID, Talbert JefferyORCID, Tan Amelia L. M.ORCID, Tan Byorn W. L.ORCID, Tan Bryce W. Q., Tibollo ValentinaORCID, Tippman Patric, Verdy Guillaume, Yuan William, Avillach PaulORCID, Gehlenborg NilsORCID, Omenn Gilbert S., , Visweswaran ShyamORCID, Cai Tianxi, Luo YuanORCID, Xia ZongqiORCID
Abstract
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.
Funder
National Center for Advancing Translational Sciences EU PROJECT H2020 PERISCOPE U.S. Department of Veterans Affairs Foundation for the National Institutes of Health National Medical Research Council Research Training Fellowship U.S. National Library of Medicine National Institute of Neurological Disorders and Stroke
Publisher
Public Library of Science (PLoS)
|
|