Cited by 521Long-Term Effects of COVID-19Neuroinflammation and Neurodegeneration MechanismsNeurogenesis and neuroplasticity mechanisms

Mild respiratory COVID can cause multi-lineage neural cell and myelin dysregulation

Open access
Fernández-Castañeda, Anthony, Lu, Peiwen, Geraghty, Anna C., Song, Eric, Lee, Myoung-Hwa, Wood, Jamie, O’Dea, Michael R., Dutton, Selena +37 more·2022·Cell

Abstract

COVID survivors frequently experience lingering neurological symptoms that resemble cancer-therapy-related cognitive impairment, a syndrome for which white matter microglial reactivity and consequent neural dysregulation is central. Here, we explored the neurobiological effects of respiratory SARS-CoV-2 infection and found white-matter-selective microglial reactivity in mice and humans. Following mild respiratory COVID in mice, persistently impaired hippocampal neurogenesis, decreased oligodendrocytes, and myelin loss were evident together with elevated CSF cytokines/chemokines including CCL11. Systemic CCL11 administration specifically caused hippocampal microglial reactivity and impaired neurogenesis. Concordantly, humans with lasting cognitive symptoms post-COVID exhibit elevated CCL11 levels. Compared with SARS-CoV-2, mild respiratory influenza in mice caused similar patterns of white-matter-selective microglial reactivity, oligodendrocyte loss, impaired neurogenesis, and elevated CCL11 at early time points, but after influenza, only elevated CCL11 and hippocampal pathology persisted. These findings illustrate similar neuropathophysiology after cancer therapy and respiratory SARS-CoV-2 infection which may contribute to cognitive impairment following even mild COVID.

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Written from the paper’s full text.

TL;DR

Mild respiratory SARS-CoV-2 infection in mice caused persistent white-matter-selective microglial reactivity, elevated CSF cytokines/chemokines including CCL11, impaired hippocampal neurogenesis, oligodendrocyte loss, and myelin loss. Similar white-matter microglial reactivity was seen in human post-COVID brain samples, and elevated plasma CCL11 was associated with cognitive symptoms in long COVID.

Key findings

  • Mild respiratory COVID mice showed no weight loss or sickness behavior and no virus detected in brain, but had elevated serum and CSF cytokines/chemokines at 7 days and 7 weeks post-infection; CSF CCL11 was further increased at 7 weeks versus 7 days, while serum CCL11 normalized by 7 weeks.
  • White-matter-selective microglial/macrophage reactivity (IBA1+CD68+) occurred in subcortical white matter and hippocampal white matter at 7 days and persisted to 7 weeks, without comparable reactivity in cortical gray matter; human COVID brain samples also showed elevated CD68+ microglial/macrophage reactivity in subcortical white matter (n = 9 COVID vs. 9 non-COVID controls).
  • Hippocampal neurogenesis was decreased at 7 days and 7 weeks post-infection; mature oligodendrocytes were depleted by approximately one third at 7 days and remained depleted at 7 weeks, with a mild (~10%) decrease in oligodendrocyte precursor cells at 7 weeks and decreased myelinated axon density at 7 days and 7 weeks.
  • In humans with long COVID, plasma CCL11 was elevated in those with cognitive symptoms (“brain fog”; n = 48) compared with those without cognitive symptoms (n = 15); systemic CCL11 administration in mice induced hippocampal microglial/macrophage reactivity and decreased hippocampal neurogenesis.

Methods

  • Mouse models: 6- to 12-week-old female CD1 and BALB/c mice; mild respiratory SARS-CoV-2 via intratracheal AAV-hACE2 followed by intranasal SARS-CoV-2; comparison H1N1 influenza; systemic CCL11 administration (10 μg/kg intraperitoneally four times over 10 days); methotrexate chemotherapy model for myelin comparison.
  • Human samples: postmortem brain cortex and subcortical white matter from 9 SARS-CoV-2-positive individuals (7 male, 2 female, age 24–73) and 9 non-COVID controls (9 male, age 43–84); plasma from long-COVID subjects with brain fog (n = 48, 16 male/32 female, mean age 46.1 ± 14.6 years) and without cognitive symptoms (n = 15, 4 male/11 female, mean age 46.7 ± 14.1 years).
  • Analyses: immunohistochemistry and confocal quantification for microglia, neuroblasts, oligodendrocytes, OPCs, and neurons; electron microscopy for myelinated axon density and g-ratio; Luminex cytokine/chemokine assays; single-cell RNA sequencing of cortical and white matter microglia (5,983 microglial cells from mild COVID mice and 5,967 from control mice); statistics included t tests, ANOVA, multiple linear regression, and scRNA-seq differential expression/abundance testing.

Limitations

  • Stated: the study used the original SARS-CoV-2 strain in adulthood without vaccination; effects of newer variants, breakthrough infection in vaccinated individuals, childhood, and old age remain to be determined.
  • Stated: single-cell transcriptomics did not contain sufficient cells to draw conclusions about astrocytes or cell types other than microglia; microglial gene expression changes require spatial validation and functional testing; whether astrocyte-mediated neurotoxicity occurs after mild respiratory COVID remains unknown.
  • Stated: mice were not behaviorally assessed for cognition, and the intermittent systemic CCL11 paradigm may not reflect higher or more consistent CCL11 levels; evident from the text: the human postmortem COVID cases died for reasons related to or possibly related to COVID and cannot be considered “mild,” and BSL-3 constraints limited further behavioral assessments.

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Registry

Crossref · 10.1016/j.cell.2022.06.008

Cites

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Claims the paper makes

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  • Findingown data

    At 7 days post-infection, CSF levels of IFN-γ, IL6, TNF-α, CXCL10, CCL7, CCL2, CCL11, GMCSF, and BAFF are elevated in mice with mild respiratory COVID.

    “At 7 days post-infection, elevated CSF cytokines and chemokines include IFN-γ, IL6, TNF-α, CXCL10, CCL7, CCL2, CCL11, GMCSF, and BAFF, among others (Figures 1F and 1H; Table S1).”
    Quote in the paperSubstantial claim
  • Findingown data

    CSF levels of CCL11 were further increased at 7 weeks compared with 7 days post-infection in mice with mild respiratory COVID.

    “Notably, CSF levels of CCL11, a chemokine associated with cognitive impairment in aging (Villeda et al., 2011), were further increased at 7 weeks compared with 7 days post-infection (Figures 1J and 1K; Table S1).”
    Quote in the paperSubstantial claim
  • Findingown data

    No virus was detected in the brain of mice with mild respiratory SARS-CoV-2 infection.

    “No virus was detected in brain (Figure 1C), unlike in the case of a neuroinvasive model (Song et al., 2021) of SARS-CoV-2 infection (Figure S1 A).”
    Quote in the paperSubstantial claim
  • Findingown data

    Lung histopathology in the mild respiratory COVID mouse model demonstrated minimal interstitial infiltrates without evidence of alveolar damage.

    “As expected, SARS-CoV-2 was present in the lungs of infected mice, and lung histopathology demonstrated minimal interstitial infiltrates without evidence of alveolar damage (Figures S1B and S1C).”
    Quote in the paperSubstantial claim
  • Findingown data

    SARS-CoV-2 was present in the lungs of infected mice in the mild respiratory COVID model.

    “As expected, SARS-CoV-2 was present in the lungs of infected mice, and lung histopathology demonstrated minimal interstitial infiltrates without evidence of alveolar damage (Figures S1B and S1C).”
    Quote in the paperSubstantial claim
  • May combine two claims. 34
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    Findingown data

    In mice with mild respiratory COVID, CSF levels of CXCL10, CCL7, CCL2, CCL11, and GMCSF remain elevated, and IL10 and CCL5 become elevated by 7 weeks post-infection.

    “Of these, CXCL10, CCL7, CCL2, CCL11, and GMCSF remain elevated, and IL10 and CCL5 become elevated in CSF by 7 weeks post-infection (Figures 1G and 1I; Table S1).”
    Quote in the paperSubstantial claim
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    Findingown data

    Mice with mild respiratory SARS-CoV-2 infection exhibit no weight loss or observable sickness behavior.

    “Mice exhibit no weight loss (Figure 1B) or observable sickness behavior; the challenges of working with a biosafety level-3 mouse model limited the feasibility of further behavioral assessments.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The white-matter-specific microglial/macrophage reactivity after mild respiratory COVID in mice was evident in two different mouse strains (CD1 and BALB/c) at 7 days post-infection and persisted to 7 weeks post-infection.

    “This pattern of white-matter-specific microglial/macrophage reactivity was evident in two different mouse strains (CD1 and BALB/c) at 7 days post-infection (Figures 2A–2C) and persisted to 7 weeks post-infection (Figures 2D–2F).”
    Quote in the paperSubstantial claim
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    Findingown data

    The human COVID cases examined did not die during hospitalization and did not exhibit fulminant pulmonary disease.

    “However, in contrast to most cases available for brain tissue examination, these individuals did not die during hospitalization and did not exhibit fulminant pulmonary disease (Figures S3B–S3E ; Table S2).”
    Quote in the paperSubstantial claim
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    Findingown data

    There is a high degree of overlap between the upregulated and downregulated genes from both the chemokine and altered homeostatic gene signatures and other microglial states, with both signatures in post-COVID microglia showing the greatest similarity to the WAM and DAM states.

    “We found a high degree of overlap between the upregulated and downregulated genes from both the chemokine and altered homeostatic gene signatures and the other microglial states, with both signatures in post-COVID microglia showing the greatest similarity to the WAM and DAM states (Figures 3F, 3G, and S4F).”
    Quote in the paperSubstantial claim
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    Findingown data

    Patient sex and history of autoimmune disease did not interact with one another, suggesting each was an independent predictor of CCL11 levels.

    “These variables did not interact with one another, suggesting each was an independent predictor of CCL11 levels.”
    Quote in the paperNot a substantial claim
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    Findingown data

    Even mild respiratory COVID can induce prominent elevation of multiple cytokines and chemokines together with lasting reactivity of white matter microglia in subcortical and hippocampal regions.

    “Concordantly, we find here that even mild respiratory COVID can induce prominent elevation of multiple cytokines and chemokines together with lasting reactivity of white matter microglia in subcortical and hippocampal regions.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The mouse model of mild respiratory SARS-CoV-2 infection recapitulates key features of mild respiratory COVID in humans.
  • May combine two claims.

    Findingown data

    By 7 weeks after influenza infection, CCL11 was the only chemokine that remained elevated and had increased from the 7-day time point.

    “By 7 weeks after influenza infection, the only chemokine that remained elevated—and in fact increased from the 7 day time point—is CCL11 (Figures 7E–7G).”
    Quote in the paperSubstantial claim
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    Findingown data

    Oligodendrocytes were decreased in subcortical white matter at 7 days after influenza infection but recovered as microglial reactivity resolved by 7 weeks.

    “Concordant with this pattern of microglial/macrophage reactivity, oligodendrocytes were decreased in the subcortical white matter at 7 days (Figure 7L) but recovered as microglial reactivity resolved by 7 weeks (Figure 7M).”
    Quote in the paperSubstantial claim
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    Findingown data

    The oligodendroglial deficits observed in this study were more persistent following COVID than H1N1 influenza and were concordant with the lasting changes that follow methotrexate chemotherapy.

    “However, the oligodendroglial deficits observed in this study were more persistent following COVID than H1N1 influenza and were concordant with the lasting changes that follow methotrexate chemotherapy.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The methotrexate chemotherapy mouse model is comparable to COVID-related cognitive impairment.
  • May combine two claims.

    Findingown data

    At 7 days after H1N1 influenza infection, CSF cytokines/chemokines were elevated similarly to mild respiratory COVID, including IFN-γ, CCL11, CCL2, and GMCSF, with distinct elevations in IL4 and CCL5.

    “Examination of CSF cytokines at 7 days revealed elevation in several cytokines/chemokines similar to mice with mild respiratory COVID, including IFN-γ, CCL11, CCL2, and GMCSF, as well as distinct elevations in IL4 and CCL5 (Figure 7G).”
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    Findingown data

    A small number of putative microglia or doublets clustered together with the erythrocyte and pericyte clusters, resulting in expression of some microglia markers like Tmem119 and P2ry12 in these clusters.

    “A small number of putative microglia or doublets clustered together with the erythrocyte and pericyte clusters, resulting in expression of some microglia markers like Tmem119 and P2ry12 in these clusters (Figure S5 G)–these few cells were excluded from downstream analysis as outliers.”
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    Findingown data

    The merged cluster has higher expression of typical microglia marker genes and lower expression of inflammation-related genes.

    “The merged cluster was labeled Homeostatic due to its higher expression of typical microglia marker genes and lower expression of inflammation-related genes.”
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    Findingown data

    Some non-microglial clusters appear to express the microglia-specific markers Tmem119 and P2ry12.

    “Note that while some non-microglial clusters appear to express the microglia-specific markers Tmem119 and P2ry12, this is driven by a small number of outlier microglia which clustered with these non-microglial cell types.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    COVID survivors frequently experience lingering neurological symptoms that resemble cancer-therapy-related cognitive impairment, a syndrome for which white matter microglial reactivity and consequent neural dysregulation is central.

    “COVID survivors frequently experience lingering neurological symptoms that resemble cancer-therapy-related cognitive impairment, a syndrome for which white matter microglial reactivity and consequent neural dysregulation is central.”
    • Also stated in: § Introduction · hedged
      “The syndrome of cognitive symptoms that COVID survivors frequently experience closely resembles the syndrome of cancer-therapy-related cognitive impairment (CRCI; Wefel et al., 2015), commonly known as “chemo fog.” Neuroinflammation is central to the pathophysiology of CRCI (for review, see Gibson and Monje [2021]), raising the possibility of shared pathophysiological mechanisms.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Wefel et al., 2015

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    • cites Gibson and Monje [2021]

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    Premisecitation

    COVID-associated cognitive impairment ('COVID fog') is characterized by impaired attention, concentration, speed of information processing, memory, and executive function.

    “Colloquially known as “COVID fog,” this syndrome of COVID-associated cognitive impairment is characterized by impaired attention, concentration, speed of information processing, memory, and executive function (Becker et al., 2021; Nasserie et al., 2021).”
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    Premisecitation

    Neuroinflammation is central to the pathophysiology of cancer-therapy-related cognitive impairment (CRCI).

    “Neuroinflammation is central to the pathophysiology of CRCI (for review, see Gibson and Monje [2021]), raising the possibility of shared pathophysiological mechanisms.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gibson and Monje [2021]

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    Premisecitation

    Elevated circulating cytokine/chemokine levels, particularly CCL11, can limit neurogenesis and contribute to cognitive impairment.

    “Elevated circulating cytokine/chemokine levels, particularly CCL11, can also limit neurogenesis and contribute to cognitive impairment (Villeda et al., 2011).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Villeda et al., 2011 source

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    Premisecitation

    A distinct subpopulation of microglia that reside in white matter are selectively activated by systemic insults such as exposure to the chemotherapy drug methotrexate.

    “A distinct subpopulation of microglia that reside in white matter (Hammond et al., 2019) are selectively activated by systemic insults such as exposure to the chemotherapy drug methotrexate (Gibson et al., 2019).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Hammond et al., 2019 source

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    • cites Gibson et al., 2019 source

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    Premisecitation

    Persistent cognitive impairment affects approximately one in four COVID survivors.

    “Neurological symptoms are emerging as relatively common sequelae, with persistent cognitive impairment affecting approximately one in four COVID survivors (Nasserie et al., 2021).”
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    • cites Nasserie et al., 2021 source

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    Premisecitation

    Microglia induce neurotoxic astrocyte reactivity through cytokine signaling.

    “In addition to these direct effects of inflammatory mediators on cellular plasticity in the brain, microglia also induce neurotoxic astrocyte reactivity through cytokine signaling (Liddelow et al., 2017).”
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    • cites Liddelow et al., 2017 source

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    Premisecitation

    The mouse model of mild SARS-CoV-2 infection used is limited to the respiratory system and clears within 1 week.

    “To test the effects of mild COVID, we used a mouse model of mild SARS-CoV-2 infection limited to the respiratory system that clears within 1 week (Israelow et al., 2020; Song et al., 2021).”
    Quote in the paperSubstantial claim0 of 2 sources checked
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    Premisecitation

    Anti-inflammatory strategies correct multicellular dysregulation and rescue cognition in disease states such as those occurring after exposure to neurotoxic cancer therapies and in aging.

    “This complex cellular dysregulation is thought to contribute importantly to cognitive impairment, and anti-inflammatory strategies correct this multicellular dysregulation and rescue cognition in disease states such as those occurring after exposure to neurotoxic cancer therapies (Geraghty et al., 2019; Gibson et al., 2019; Monje et al., 2003) and in aging (Villeda et al., 2011).”
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    • cites Monje et al., 2003 source

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    Study design and conductnone given

    The challenges of working with a biosafety level-3 mouse model limited the feasibility of further behavioral assessments.

    “Mice exhibit no weight loss (Figure 1B) or observable sickness behavior; the challenges of working with a biosafety level-3 mouse model limited the feasibility of further behavioral assessments.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Even mild COVID could result in a detrimental neuroinflammatory response, including reactivity of white matter microglia.

    “While severe COVID can cause multi-organ disease and numerous potential mechanisms affecting the nervous system (Lee et al., 2021; Nath and Smith, 2021; Remsik et al., 2021; Chen et al., 2021), even mild COVID could result in a detrimental neuroinflammatory response, including reactivity of these exquisitely sensitive white matter microglia.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    This sub-state of reactive astrocytes are poor supporters of synaptic connections, adding to network dysfunction.

    “Additionally, this sub-state of reactive astrocytes are poor supporters of synaptic connections—further adding to network dysfunction (Liddelow et al., 2017).”
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    Premisecitation

    Certain states of reactive astrocytes induce oligodendrocyte and neuronal cell death.

    “Astrocytes can assume a range of reactive states (Hasel et al., 2021; Sadick et al., 2022) that can induce further pathophysiology, with certain states of reactive astrocytes inducing oligodendrocyte and neuronal cell death (Liddelow et al., 2017; Guttenplan et al., 2021).”
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    Interpretationreasoning

    Persistent loss of myelin in subcortical projections after mild respiratory COVID would be predicted to impair neural circuit function and axon health.

    “Such persistent loss of myelin in subcortical projections would be predicted to impair neural circuit function and axon health”
    Quote in the paperNot a substantial claim
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    Interpretationown data

    H1N1 influenza elicited a partially overlapping but distinct CSF cytokine/chemokine profile and a more restricted pattern of persistent cellular changes compared with SARS-CoV-2.

    “By comparison, H1N1 influenza elicited a partially overlapping but also distinct CSF cytokine/chemokine profile and more restricted pattern of persistent cellular changes.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The H1N1 influenza mouse model recapitulates mild respiratory influenza in humans.
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    The persistent loss of myelin in subcortical projections adds to the numerous deleterious neurobiological consequences of SARS-CoV-2 infection.

    “adding to the numerous deleterious neurobiological consequences of SARS-CoV-2 infection.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The H1N1 strain of influenza causes acute elevation in CNS cytokines, hippocampal microglial reactivity, and impaired performance in cognitive behavioral tests.

    “The H1N1 strain of influenza, which is not neuroinvasive in mouse models, causes acute elevation in CNS cytokines, hippocampal microglial reactivity, and impaired performance in cognitive behavioral tests (Hosseini et al., 2018; Jurgens et al., 2012).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Hosseini et al., 2018 source

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    • Rests on an assumption: The H1N1 strain of influenza is not neuroinvasive in mouse models.
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    Premisecitation

    Other viral syndromes such as influenza can cause microglial reactivity, elevated CNS cytokine levels, and impair cognitive function, even in the absence of neuroinvasion.

    “Other viral syndromes such as influenza can cause microglial reactivity, elevated CNS cytokine levels, and impair cognitive function, even in the absence of neuroinvasion (Hosseini et al., 2018; Jurgens et al., 2012).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
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    • cites Jurgens et al., 2012 source

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    • Rests on an assumption: Other respiratory viral infections such as influenza are associated with cognitive and other neurological sequelae.
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    Interpretationown data

    The differences in neuroinflammatory profiles observed here in mouse models of SARS-CoV-2 and H1N1 influenza respiratory infection underscore the principle that immune challenges induce diverse immunological responses.

    “The differences in neuroinflammatory profiles observed here in mouse models of SARS-CoV-2 and H1N1 influenza respiratory infection underscore this principle.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Various immune challenges induce diverse immunological responses that differentially involve particular subsets of immune cells and induce disease-specific cytokine and chemokine profiles systemically and in the CNS.
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    Interpretationown data

    In comparison to SARS-CoV-2, mild respiratory infection with H1N1 influenza results in similar hippocampal pathology but without the lasting effects on subcortical white matter integrity seen after respiratory COVID.

    “In comparison to SARS-CoV-2, mild respiratory infection with H1N1 influenza results in similar hippocampal pathology, but without the lasting effects on subcortical white matter integrity seen after respiratory COVID.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The H1N1 influenza mouse model recapitulates mild respiratory influenza in humans.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    People recovering from critical illness in general experience high rates of long-term cognitive impairment, and persistent cognitive impairment is an important component of post-intensive care syndrome (PICS).

    “People recovering from critical illness in general experience high rates of long-term cognitive impairment, and persistent cognitive impairment is an important component of post-intensive care syndrome (PICS; Pandharipande et al., 2013).”
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    Premisecitation

    Systemic exposure of rats to low levels of bacterial liposaccharide (LPS) sufficient to cause mild-moderate sickness behavior but not sepsis causes microglial reactivity and impairment in hippocampal neurogenesis.

    “Systemic exposure of rats to low levels of bacterial liposaccharide (LPS)—sufficient to cause mild-moderate sickness behavior but not sepsis—similarly causes microglial reactivity and impairment in hippocampal neurogenesis (Monje et al., 2003).”
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    Interpretationown data

    The persistence of hippocampal microglial/macrophage reactivity at 7 weeks after influenza is consistent with persistently elevated CSF CCL11 levels, which specifically increase reactivity of hippocampal microglia/macrophages.

    “a finding that is consistent with the persistently elevated CSF CCL11 levels (Figure 7F), which we demonstrate above specifically increases reactivity of hippocampal microglia/macrophages (Figures 5F and 5G).”
    Quote in the paperSubstantial claim
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    Interpretationreasoning

    The particularly immunogenic nature of SARS-CoV-2, the persistence of the neuroinflammatory changes observed here, and the magnitude of the population infected during this pandemic contribute to the emerging crisis of lasting cognitive impairment associated with COVID.

    “The particularly immunogenic nature of SARS-CoV-2 (Lucas et al., 2020) and the persistence of the neuroinflammatory changes observed here, together with the magnitude of the population infected during this pandemic, contribute to the emerging crisis of lasting cognitive impairment associated with COVID.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lucas et al., 2020 source

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    • Rests on an assumption: The magnitude of the population infected during the COVID-19 pandemic is large.
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    Interpretationnone given

    The study examined neurobiological consequences of respiratory system infection in adulthood with the original strain of SARS-CoV-2 in the absence of vaccination.

    “Here, we studied the neurobiological consequences of respiratory system infection in adulthood with the original strain of SARS-CoV-2 in the absence of vaccination.”
    Quote in the paperSubstantial claim
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    Interpretationown data

    Elevated levels of CCL11 found in mice after respiratory infection with either SARS-CoV-2 or H1N1 influenza, and in humans with cognitive symptoms after COVID, can cause deficient hippocampal neurogenesis and induce microglial reactivity specifically in the hippocampus.

    “Elevated levels of CCL11 found in mice after respiratory infection with either SARS-CoV-2 or H1N1 influenza, and in humans with cognitive symptoms after COVID, can cause deficient hippocampal neurogenesis as shown here and previously (Villeda et al., 2011), and induces microglial reactivity specifically in the hippocampus.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Villeda et al., 2011 source

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    • Rests on an assumption: The mouse model of mild respiratory SARS-CoV-2 infection recapitulates key features of mild respiratory COVID in humans.
    • Rests on an assumption: The human long-COVID blood samples are representative of cognitive symptoms after COVID.
  • May combine two claims.

    Interpretationown data

    The findings here illustrate numerous pathophysiological similarities between COVID fog and chemo fog, including depletion of myelinating oligodendrocytes and myelin loss.

    “Consistent with the clinical similarities in the “COVID fog” and “chemo fog” syndromes of cognitive impairment, the findings here illustrate numerous pathophysiological similarities including depletion of myelinating oligodendrocytes and myelin loss.”
    Quote in the paperSubstantial claim
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    Premisecitation

    The neurological sequelae of SARS-CoV-2 infection are proving to be both common and debilitating.

    “It is thus not surprising that the neurological sequelae of SARS-CoV-2 infection are proving to be both common and debilitating (Nasserie et al., 2021; Mazza et al., 2021; Qureshi et al., 2022; Becker et al., 2021; Tabacof et al., 2022).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
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    Interpretationreasoning

    The inflammation-induced multicellular dysregulation described here may be potentially reversible with therapeutic interventions, while severe complications such as stroke can cause irreversible brain damage.

    “While the inflammation-induced multicellular dysregulation described here may be potentially reversible with therapeutic interventions as discussed below, these more severe possible complications of COVID such as stroke can cause irreversible damage to the brain.”
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    Premisecitation

    In severe COVID, astrocytes in the human cerebral cortex exhibit a transcriptional program consistent with neurotoxic reactivity.

    “In the context of severe COVID, astrocytes in the human cerebral cortex exhibit a transcriptional program consistent with neurotoxic reactivity (Yang et al., 2021).”
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    • cites Yang et al., 2021 source

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    Premisecitation

    These additional neuropathological consequences of severe COVID include microvascular thrombi, neuron loss, cortical inflammation, and even direct brain infection in some cases.

    “These include microvascular thrombi, neuron loss, cortical inflammation, and even direct brain infection in some cases (Lee et al., 2021; Remsik et al., 2021; Song et al., 2021; Yang et al., 2021).”
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      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    This region/circuit-specific effect of CCL11 highlights the potential of varying cytokine/chemokine profiles to exert disease-specific effects on the nervous system and for different infections to cause differing prevalence of certain cognitive or neuropsychiatric symptoms.

    “This region/circuit-specific effect of CCL11 highlights the potential of varying cytokine/chemokine profiles to exert disease-specific effects on the nervous system and for different infections to therefore cause differing prevalence of certain cognitive or neuropsychiatric symptoms.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Systemic inflammation-induced neuroinflammation, consequent glial dysregulation and impairment of neural function is a principle that extends beyond COVID.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Myelin modulates the speed of neural impulse conduction, provides metabolic support to axons, and exhibits adaptive plasticity.

    “Myelin modulates the speed of neural impulse conduction (Smith and Koles, 1970; Waxman, 1980), provides metabolic support to axons (Fünfschilling et al., 2012), and exhibits adaptive plasticity (Gibson et al., 2014);”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Smith and Koles, 1970

      Not checked in the free run.

    • cites Waxman, 1980 source

      Not checked in the free run.

    • cites Fünfschilling et al., 2012 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Emerging data indicate that the risk of cognitive impairment may be decreased in breakthrough infections of fully vaccinated individuals.

    “Emerging data indicate that the risk of cognitive impairment may be decreased in breakthrough infections of fully vaccinated individuals (Antonelli et al., 2022).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Antonelli et al., 2022 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationcitation

    The microglial reactivity present after mild respiratory SARS-CoV-2 infection may also induce neurotoxic astrocyte reactivity and aberrant microglial pruning of synapses.

    “As occurs after cancer therapies and in other disease states, the microglial reactivity present after mild respiratory SARS-CoV-2 infection may also induce neurotoxic astrocyte reactivity (Liddelow et al., 2017; Gibson et al., 2019; Guttenplan et al., 2021), as well as aberrant microglial pruning of synapses (Hinkle et al., 2019; Hosseini et al., 2018; Vasek et al., 2016).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Liddelow et al., 2017 source

      Not checked in the free run.

    • cites Gibson et al., 2019 source

      Not checked in the free run.

    • cites Guttenplan et al., 2021 source

      Not checked in the free run.

    • Rests on an assumption: The mouse model of mild respiratory SARS-CoV-2 infection recapitulates key features of mild respiratory COVID in humans.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Methotrexate directly stimulates reactivity of microglia.

    “While methotrexate directly stimulates reactivity of microglia (Gibson et al., 2019),”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Gibson et al., 2019 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    Such insights from diseases such as CRCI may elucidate therapeutic strategies to restore healthy cognitive function following COVID.

    “Such insights from diseases such as CRCI may elucidate therapeutic strategies to restore healthy cognitive function following COVID.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    All procedures used in this study complied with federal guidelines and the institutional policies of the Yale School of Medicine Animal Care and Use Committee.

    “All procedures used in this study complied with federal guidelines and the institutional policies of the Yale School of Medicine Animal Care and Use Committee.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    For all quantifications, experimenters were blinded to sample identity and condition.

    “For all quantifications, experimenters were blinded to sample identity and condition.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Human lung histology was assessed on standard clinical H&E images by board-certified pathologists.

    “Human lung histology was assessed on standard clinical H&E images by board-certified pathologists.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Axons in the cingulum of the corpus callosum were analyzed for g-ratios and myelinated axon density by experimenters blinded to experimental conditions and genotypes.

    “Axons in the cingulum of the corpus callosum were analyzed for g-ratios calculated by dividing the shortest axonal diameter by the total diameter (diameter of axon/diameter of axon plus myelin sheath), as well as for myelinated axon density (total number of myelinated axons in each frame) by experimenters who were blinded to experimental conditions and genotypes.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Human blood samples from subjects with long-COVID were collected with informed consent as part of an IRB-approved protocol at Mount Sinai School of Medicine.

    “Human blood samples from subjects with long-COVID were collected with informed consent as part of an IRB-approved protocol at Mount Sinai School of Medicine.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    For the CCL11 study, all procedures complied with Institutional Animal Care and Use Committee protocol at Stanford.

    “For the CCL11 study, 8-week-old CD1 male and female mice were purchased from Charles River and housed at Stanford University; all procedures complied with Institutional Animal Care and Use Committee protocol at Stanford.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    Human brain tissue samples were prepared and analyzed as previously described.

    “Human brain tissue samples were prepared and analyzed as previously described (Lee et al., 2021).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lee et al., 2021 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    CD45 and CD11b analysis was used as a quality control prior to sorting.

    “CD45 and CD11b analysis was used as a quality control prior to sorting.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    In every experiment, n equals at least 3 mice per group.

    “In every experiment, “n” equals at least 3 mice per group; the exact “n” for each experiment is defined in the figure legends.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    All cell counting was performed by experimenters blinded to experimental conditions.

    “All cell counting was performed by experimenters blinded to experimental conditions”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationown data

    The expression of microglia-specific markers in non-microglial clusters is driven by a small number of outlier microglia which clustered with these non-microglial cell types.

    “this is driven by a small number of outlier microglia which clustered with these non-microglial cell types.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    These few cells were excluded from downstream analysis as outliers.

    “these few cells were excluded from downstream analysis as outliers.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    A blinded pulmonary pathologist reviewed the slides and identified immune cell infiltration and other related pathologies.

    “A blinded pulmonary pathologist reviewed the slides and identified immune cell infiltration and other related pathologies.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Patient plasma was collected with informed consent and IRB approval.

    “Patient plasma was collected with informed consent and IRB approval as previously described (Lucas et al., 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Lucas et al., 2020 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Shapiro-Wilk test was used to determine normality for all datasets; all datasets were parametric.

    “Shapiro-Wilk test was used to determine normality for all datasets; all datasets were parametric.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    A minimum of 300 axons were scored per group.

    “A minimum of 300 axons were scored per group.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationcitation

    The oligodendrocyte loss observed here could be caused by reactive astrocyte toxic lipids, which are known to cause oligodendrocyte cell death.

    “The oligodendrocyte loss observed here could be caused reactive astrocyte toxic lipids, which is known to cause oligodendrocyte cell death (Liddelow et al., 2017; Guttenplan et al., 2021).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Liddelow et al., 2017 source

      Not checked in the free run.

    • cites Guttenplan et al., 2021 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Microglial depletion strategies can restore similar multicellular deficits and rescue impaired cognitive performance in mouse models of CRCI.

    “For example, microglial depletion strategies can restore similar multicellular deficits and rescue impaired cognitive performance in mouse models of CRCI (Acharya et al., 2016; Gibson et al., 2019),”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Acharya et al., 2016 source

      Not checked in the free run.

    • cites Gibson et al., 2019 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Perfusion buffer, dissection buffer and digestion buffer were freshly prepared as previously described.

    “Perfusion buffer, dissection buffer and digestion buffer were freshly prepared as previously described (Marsh et al., 2022).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Marsh et al., 2022 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    All samples were measured at the time of the first thaw.

    “All samples were measured at the time of the first thaw.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    All blood samples were processed on the day of collection.

    “All blood samples were processed on the day of collection.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The cell type labels are valid.

    “demonstrating the validity of the cell type labels.”
    Quote in the paperSubstantial claim
73 of 73
  • The paper relies on this without support.

    Circulating CCL11 levels in humans reflect CNS CCL11 levels or neuroinflammatory processes relevant to cognitive symptoms.

    “To further explore the relevance of elevated CCL11 levels to cognitive sequelae of COVID infection in humans, we next examined circulating CCL11 cytokine levels in the plasma of people suffering from long COVID with and without cognitive symptoms.”
    “We found elevated CCL11 levels in the plasma of people with long COVID exhibiting cognitive deficits, or “brain fog” (n = 48 subjects, 16 male/32 female, mean age 46.1 ± 14.6 years) compared with those with long COVID lacking cognitive symptoms (n = 15 subjects, 4 male/11 female, mean age 46.7 ± 14.1 years; Figure 5 A).”
  • The paper relies on this without support.

    The mouse model of mild respiratory SARS-CoV-2 infection recapitulates key features of mild respiratory COVID in humans.

    “Mice were infected intratracheally with AAV-hACE2 as previously described (Song et al., 2021).”
  • The paper relies on this without support.

    The H1N1 influenza mouse model recapitulates mild respiratory influenza in humans.

    “We examined a mouse model of respiratory H1N1 influenza, which causes only minimal sickness behavior with mild (<10%) weight loss”
  • The paper relies on this without support.

    The methotrexate chemotherapy mouse model is comparable to COVID-related cognitive impairment.

    “Comparison to methotrexate chemotherapy-related cognitive impairment model”
  • The paper relies on this without support.

    Various immune challenges induce diverse immunological responses that differentially involve particular subsets of immune cells and induce disease-specific cytokine and chemokine profiles systemically and in the CNS.

    “Various immune challenges induce diverse immunological responses that differentially involve particular subsets of immune cells and induce disease-specific cytokine and chemokine profiles systemically and in the CNS.”
  • The paper relies on this without support.

    Systemic inflammation-induced neuroinflammation, consequent glial dysregulation and impairment of neural function is a principle that extends beyond COVID.

    “Systemic inflammation-induced neuroinflammation, consequent glial dysregulation and impairment of neural function is a principle that extends beyond COVID.”
  • The paper relies on this without support.

    The magnitude of the population infected during the COVID-19 pandemic is large.

    “together with the magnitude of the population infected during this pandemic, contribute to the emerging crisis of lasting cognitive impairment associated with COVID.”
  • The paper relies on this without support.

    The H1N1 strain of influenza is not neuroinvasive in mouse models.

    “The H1N1 strain of influenza, which is not neuroinvasive in mouse models, causes acute elevation in CNS cytokines”
  • The paper relies on this without support.

    Other respiratory viral infections such as influenza are associated with cognitive and other neurological sequelae.

    “Other respiratory viral infections such as influenza are also associated with cognitive and other neurological sequelae.”
  • The paper relies on this without support.

    The human long-COVID blood samples are representative of cognitive symptoms after COVID.

    “Human blood samples from subjects with long-COVID were collected with informed consent as part of an IRB-approved protocol at Mount Sinai School of Medicine.”
10 of 10

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Human CCL11 specimens called both plasma and serum

    Minor

    The human long-COVID comparison and sample-processing Methods identify the specimens as plasma, but the regression result calls the measured levels serum CCL11.

  • Different tests stated for GO-term enrichment

    Minor

    The Figure S4 legend says GO-term enrichment used an over-representation permutation test, while the statistical Methods say it used a hypergeometric test.

2 of 2

Cites

Flagged first, then by citations

1 of the 69 references couldn’t be matched to a known paper.

Cited by

Sorted by citations

Authors
Fernández-Castañeda, A., Lu, P., Geraghty, A. C., Song, E., Lee, M.-H., Wood, J., O’Dea, M. R., Dutton, S., Shamardani, K., Nwangwu, K., Mancusi, R., Yalçın, B., Taylor, K. R., Acosta-Alvarez, L., Malacon, K., Keough, M. B., Ni, L., Woo, P. J., Contreras-Esquivel, D., Toland, A. M. S., Gehlhausen, J. R., Klein, J., Takahashi, T., Silva, J., Israelow, B., Lucas, C., Mao, T., Peña-Hernández, M. A., Tabachnikova, A., Homer, R. J., Tabacof, L., Tosto-Mancuso, J., Breyman, E., Kontorovich, A., McCarthy, D., Quezado, M., Vogel, H., Hefti, M. M., Perl, D. P., Liddelow, S., Folkerth, R., Putrino, D., Nath, A., Iwasaki, A., & Monje, M.
Affiliations
  • Stanford Medicine (US)
  • Yale University (US)
  • National Institute of Neurological Disorders and Stroke (US)
  • Icahn School of Medicine at Mount Sinai (US)
  • New York University (US)
  • National Institutes of Health (US)
  • University of Iowa (US)
  • Uniformed Services University of the Health Sciences (US)
  • NYU Langone Health (US)
  • Office of Chief Medical Examiner (US)
  • Howard Hughes Medical Institute (US)
Corresponding author
  • Iwasaki, Akiko
  • Monje, Michelle
Venue
Cell
Publisher
Elsevier BV
Published
2022-07
Volume
185
Issue
14
Pages
2452-2468.e16
ISSN
0092-8674 (ISSN-L)
OpenAlex
W4282556362
Cited by
521
References
69
Citations by year
2026: 69 · 2025: 104 · 2024: 143 · 2023: 158 · 2022: 46 · 2020: 1
FWCI
59.37
Type
journal article
Language
en
Open access
Locations
  • Cell (publishedVersion, cc-by)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
  • Minerva Access (University of Melbourne) (submittedVersion, cc-by)
Funders
NIH
Topics
  • Health Sciences › Medicine › Neurology › Long-Term Effects of COVID-19
  • Life Sciences › Neuroscience › Neurology › Neuroinflammation and Neurodegeneration Mechanisms
  • Life Sciences › Neuroscience › Developmental Neuroscience › Neurogenesis and neuroplasticity mechanisms
Keywords
post-COVID neurological symptoms, COVID-19 pandemic, microglial activation, white matter, hippocampal neurogenesis, oligodendrocyte loss, demyelination, eotaxin, CSF cytokines, influenza, neuroinflammation
MeSH terms
COVID-19, SARS-CoV-2, Animals, Humans, Influenza, Human, Myelin Sheath, Neoplasms, Microglia, Mice

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.

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