ArticleDiagnostics (Basel, Switzerland)2023
Brain Volume Changes after COVID-19 Compared to Healthy Controls by Artificial Intelligence-Based MRI Volumetry.
Article in Diagnostics (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed, 25 citations in OpenAlex.
- Investigation of BOLD signal intensities in long COVID patients using 7T functional MRI.Brain, behavior, & immunity - health · 2026Article
- The impact of psychological distress on working memory during COVID-19 by disentangling cognitive deficits from emotional burden.Scientific reports · 2026Article
- Combination antiviral and anti-inflammatory therapy mitigates persistent neurological deficits in mice post SARS-CoV-2 infection.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Longitudinal Monitoring of Brain Volume Changes After COVID-19 Infection Using Artificial Intelligence-Based MRI Volumetry.Diagnostics (Basel, Switzerland) · 2025Article
- Brain Volumetric Changes Post-COVID-19: A Systematic Review.Brain sciences · 2025Review
- COVID-19 Pandemic Impacts on STRESS, PTSD, and Prefrontal Cortical Thickness in Pre-Pandemic Trauma Survivors.Journal of personalized medicine · 2025Article
- Persistent neurocognitive abnormalities as clinical sequelae of mild to moderate COVID-19.Frontiers in medicine · 2025Article
- Transient MRI changes and neurological deterioration in glioblastoma upon SARS-CoV-2 infection.Journal of cancer research and clinical oncology · 2024Article
- MRI evidence of gray matter loss in COVID-19 patients with cognitive and olfactory disorders.Annals of clinical and translational neurology · 2024Article
- Decreased Cerebral Creatine and N-Acetyl Aspartate Concentrations after Severe COVID-19 Infection: A Magnetic Resonance Spectroscopy Study.Journal of clinical medicine · 2024Article
- Persistent Neurological Deficits in Mouse PASC Reveal Antiviral Drug Limitations.bioRxiv : the preprint server for biology · 2024Article
- Changes in MRI Workflow of Multiple Sclerosis after Introduction of an AI-Software: A Qualitative Study.Healthcare (Basel, Switzerland) · 2024Article
- External evaluation of a deep learning-based approach for automated brain volumetry in patients with huntington's disease.Scientific reports · 2024Article
- COVID-19: ramifications of the pandemic on mental health and substance abuse.Frontiers in public health · 2024Review
- Comprehensive MRI assessment reveals subtle brain findings in non-hospitalized post-COVID patients with cognitive impairment.Frontiers in neuroscience · 2024Article
- Limbic system damage following SARS-CoV2 infection.Brain communications · 2023Article
Corrections and comments
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Authors and funding
12 authors at 1 institution in 2 countries.
Funding
Abstract
Cohort studies that quantify volumetric brain data among individuals with different levels of COVID-19 severity are presently limited. It is still uncertain whether there exists a potential correlation between disease severity and the effects of COVID-19 on brain integrity. Our objective was to assess the potential impact of COVID-19 on measured brain volume in patients with asymptomatic/mild and severe disease after recovery from infection, compared with healthy controls, using artificial intelligence (AI)-based MRI volumetry. A total of 155 participants were prospectively enrolled in this IRB-approved analysis of three cohorts with a mild course of COVID-19 (n = 51, MILD), a severe hospitalised course (n = 48, SEV), and healthy controls (n = 56, CTL) all undergoing a standardised MRI protocol of the brain. Automated AI-based determination of various brain volumes in mL and calculation of normalised percentiles of brain volume was performed with mdbrain software, using a 3D T1-weighted magnetisation-prepared rapid gradient echo (MPRAGE) sequence. The automatically measured brain volumes and percentiles were analysed for differences between groups. The estimated influence of COVID-19 and demographic/clinical variables on brain volume was determined using multivariate analysis. There were statistically significant differences in measured brain volumes and percentiles of various brain regions among groups, even after the exclusion of patients undergoing intensive care, with significant volume reductions in COVID-19 patients, which increased with disease severity (SEV > MILD > CTL) and mainly affected the supratentorial grey matter, frontal and parietal lobes, and right thalamus. Severe COVID-19 infection, in addition to established demographic parameters such as age and sex, was a significant predictor of brain volume loss upon multivariate analysis. In conclusion, neocortical brain degeneration was detected in patients who had recovered from SARS-CoV-2 infection compared to healthy controls, worsening with greater initial COVID-19 severity and mainly affecting the fronto-parietal brain and right thalamus, regardless of ICU treatment. This suggests a direct link between COVID-19 infection and subsequent brain atrophy, which may have major implications for clinical management and future cognitive rehabilitation strategies.
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