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ORIGINAL RESEARCH article

Front. Hum. Neurosci.

Sec. Brain Health and Clinical Neuroscience

This article is part of the Research TopicUpdating Long COVID: Mechanisms, Risk Factors, and Treatment Volume IIView all 9 articles

Factors associated with severe neurological sequelae of COVID-19: Findings from the multicenter COVID-BRAIN imaging cohort

Provisionally accepted
  • 1Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, United States
  • 2Massachusetts General Hospital Athinoula A Martinos Center for Biomedical Imaging, Charlestown, United States
  • 3Psychology Assessment Center, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA, Boston, United States
  • 4Department of Neurology, University of Minnesota, Minneapolis, United States
  • 5University of Minnesota Twin Cities School of Public Health, Minneapolis, United States
  • 6Mayo Clinic Minnesota, Rochester, United States
  • 7Massachusetts General Hospital Department of Neurology, Boston, United States
  • 8Johns Hopkins University, Baltimore, United States
  • 9Houston Methodist, Houston, United States

The final, formatted version of the article will be published soon.

Introduction: Neurological post-acute sequelae of COVID-19 (neuroPASC) are associated with persistent cognitive dysfunction and quality-of-life decline. We aimed to identify clinical, behavioral and sociodemographic factors associated with neuroPASC symptom burden two years after COVID-19 among individuals without prior neurological disease. Methods: In this prospective, observational study, individuals with neuroPASC (n=102) and controls without symptomatic COVID-19 (n=74), all without prior neurological, psychiatric, or post-viral conditions, were enrolled between February 2022 and June 2024 across five academic sites. An unsupervised algorithm identified clusters with differing self-reported neurological symptom burden within the neuroPASC group. Functional differences between clusters were evaluated using quality-of-life, neurological and cognitive evaluations. Demographics, behavioral history, comorbidities, and blood biomarkers were compared across clusters and controls. Multivariable logistic regression assessed predictors of neuroPASC severity, including demographics, body-mass-index, Charlson Comorbidity Index, Framingham Risk Score, pre-existing endocrine/metabolic and/or gastrointestinal/hepatobiliary conditions, COVID-19 vaccination prior to infection, hospitalization during acute infection, and cumulative alcohol use. Results: Two clusters emerged based on neurological symptom burden, labeled “high-burden” and “low-burden” neuroPASC, reflecting differences in the number and frequency of symptoms. Both clusters had deficits in quality-of-life and cognitive function compared to controls, with greater impairment in high-burden than low-burden neuroPASC. The clusters did not differ by sex, education, tobacco and cannabis use, blood pressure, body-mass-index, HbA1C, days since infection, hospitalization during COVID-19, pre-COVID vaccination rate, antibody-positivity, inflammation, and neurodegeneration biomarkers. The high-burden cluster was older and exhibited higher comorbidity burden and greater cumulative alcohol use compared with the low-burden cluster and controls. Pre-existing endocrine/metabolic and gastrointestinal/hepatobiliary conditions were more common in high-burden (63%) than in low-burden neuroPASC (35%). After adjusting for clinical and demographic factors, these pre-existing conditions remained the only independent predictor of severity, conferring a 3.5-fold increase in the odds of high-burden versus low-burden neuroPASC. Discussion: Older age, higher comorbidity burden, greater cumulative alcohol use, and endocrine/metabolic and gastrointestinal conditions, rather than acute COVID-19 severity, were observed in the high-burden neuroPASC cluster. After multivariable adjustment, only pre-existing endocrine/metabolic and/or gastrointestinal/hepatobiliary conditions remained independently associated with high-burden neuroPASC, conferring a 3.5-fold increase in odds and highlighting the need for targeted post-infection monitoring in at-risk patients.

Keywords: blood biomarkers, Long Covid, neurocognitive impairment, Post-acute Covid-19, SARS-CoV-2

Received: 25 Nov 2025; Accepted: 09 Feb 2026.

Copyright: © 2026 Silva, Byrne, Pollak, Gundry, Manousakis, Metzler, Lenglet, Eberly, Kendall-Thomas, Kantarci, Zeydan, Mukerji, Yasar, Ashizawa, Kantarci, Ratai and Oz. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Ana Isabel Silva

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