Summary
Background
Neurological symptoms such as cognitive decline and depression contribute substantially to post-COVID-19 syndrome, defined as lasting symptoms several weeks after initial SARS-CoV-2 infection. The pathogenesis is still elusive, which hampers appropriate treatment. Neuroinflammatory responses and neurodegenerative processes may occur in absence of overt neuroinvasion.
Methods
Here we determined whether intranasal SARS-CoV-2 infection in male and female syrian golden hamsters results in persistent brain pathology. Brains 3 (symptomatic) or 14 days (viral clearance) post infection versus mock (n = 10 each) were immunohistochemically analyzed for viral protein, neuroinflammatory response and accumulation of tau, hyperphosphorylated tau and alpha-synuclein protein.
Findings
Viral protein in the nasal cavity led to pronounced microglia activation in the olfactory bulb beyond viral clearance. Cortical but not hippocampal neurons accumulated hyperphosphorylated tau and alpha-synuclein, in the absence of overt inflammation and neurodegeneration. Importantly, not all brain regions were affected, which is in line with selective vulnerability.
Interpretation
Thus, despite the absence of virus in brain, neurons develop signatures of proteinopathies that may contribute to progressive neuronal dysfunction. Further in depth analysis of this important mechanism is required.
Funding
Federal Ministry of Health (BMG; ZMV I 1-2520COR501), Federal Ministry of Education and Research (BMBF 01KI1723G), Ministry of Science and Culture of Lower Saxony in Germany (14 - 76103-184 CORONA-15/20), German Research Foundation (DFG; 398066876/GRK 2485/1), Luxemburgish National Research Fund (FNR, Project Reference: 15686728, EU SC1-PHE-CORONAVIRUS-2020 MANCO, no > 101003651).
Keywords: Alpha-synuclein, Tau, Neuroinfection, Neurodegenerative disease, Animal model
Abbreviations: PD, Parkinson's Disease; α-syn, α-synuclein
Research in context.
Evidence before this study
Estimations of post-COVID-19 syndrome prevalence range from 10-85%, depending on disease severity and other factors. Asymptomatic or mild SARS-CoV-2 infections are also frequently associated with long lasting neurological symptoms, such as headache, fatigue, and cognitive disturbance. Imaging studies and biomarker assessments in patients point to ongoing neuroinflammatory and degenerative processes. The underlying mechanisms are largely unknown, which hampers the application of rational disease-modifying therapeutics.
Added value of this study
We performed immunohistochemical studies on brains of the well-established SARS-CoV-2 hamster model and observed increase in markers of neuroinflammation and accumulation of proteins implicated in the pathogenesis of neurodegenerative diseases. Importantly, this observation was at a time point of apparently full recovery from infection and in absence of overt viral protein in brain.
Implications of all the available evidence
Together with findings in post-COVID-19 patients our results implicate that the potential presence of neurodegenerative processes requires urgent attention and further studies to guide appropriate diagnostics and therapeutic intervention.
Alt-text: Unlabelled box
Introduction
Neurological symptoms are common during acute COVID-19 (up to 67% of patients), may persist after elimination of SARS-CoV-2 or even emerge de novo weeks after disease remission.1, 2, 3, 4, 5 Neurologic, neuropsychological and neuropsychiatric symptoms such as cognitive disturbances, sleep disturbances, headache, dizziness, depression, anxiety, gait disorder and general fatigue frequently occur in post-COVID-19 syndrome, a highly debilitating condition developed four or more weeks after SARS-CoV-2 infection.6,7 The pathogenesis of these symptoms is still elusive, and there is currently no effective treatment apart from extensive rehabilitation plans.8 The diversity of symptoms clearly indicates involvement of many brain regions, and cannot be explained by isolated thromboembolic events. It is still debated whether and how SARS-CoV-2 enters the brain. Some studies suggest the olfactory mucosa or local alterations of the blood brain barrier as entry points, but across available studies it appears that such events are localized, specific to receptive cells and do likely not lead to widespread viral replication in the brain, even in severe COVID-19.9, 10, 11, 12 Neuropathological and molecular findings of patients that died with COVID-19 encompass microglia activation, neuronophagia, but also haemorrhagic infarcts among other observations, while levels of detectable virus appeared low.13, 14, 15, 16, 17, 18, 19, 20 The severity of COVID-19 in these patients, driven for example by overt systemic inflammation, may have contributed to brain pathology. Thus, authors recently concluded that further studies are needed to define whether these pathologies, if present in patients who survive COVID-19, might contribute to chronic neurological problems.21 In fact, the development of neurological symptoms as described for several months to years after mild or asymptomatic SARS-CoV-2 infection are unlikely to involve severe encephalitis or overt widespread neurodegeneration. Instead, local blood-brain-barrier leakage due to virus invasion in some perivascular compartments or via the olfactory bulb may be sufficient to initiate a process of dysregulation of cellular homeostasis, local astrogliosis and axonal damage.9,22, 23, 24, 25 Such persistence of neurological symptoms, up to now at least one year in a majority of patients,6,7,26,27 and also including young adults with mild COVID-19,28 points towards tenacity or even progression of these processes. The potential mechanisms that drive disease progression in the brain beyond viral clearance represent a critical knowledge gap towards application of effective therapy. In progressive neurodegenerative diseases, alpha-synuclein and tau are upregulated as part of the neuronal stress response, leading to intracellular accumulation, posttranslational modification/truncation, loss or gain of toxic function, and perpetuating toxicity to the neuron. These processes are hallmarks of synucleinopathies (e.g. Parkinson´s disease) or tauopathies (e.g. Alzheimer´s disease, progressive supranuclear palsy).29, 30, 31, 32 In fact, neurodegenerative disorders display protein pathology in the olfactory bulb, typically associated with deficits in olfactory perception in the very early phase of these diseases.33 Such pathology can spread prion-like across neurons, or even from the gut nervous system to the brain.34, 35, 36 Therefore, even subtle local alterations can present a starting point to more widespread progressive pathology. Here we present evidence that upon intranasal inoculation of SARS-CoV-2 in hamsters, neurodegenerative processes are initiated from microglia activation in the olfactory bulb to accumulation of hyper-phosphorylated tau and alpha-synuclein protein in cortical neurons.
Methods
SARS-CoV-2 infection of hamsters
All animal experiments were performed under BSL-3 conditions as described previously.37 Male and female Syrian Golden Hamsters of ages 8-10 weeks were intranasally infected with 105 plaque forming units (p.f.u.) of SARS-CoV-237 dissolved in 50 µl of PBS under ketamine xylazine anaesthesia (150 mg/kg & 10 mg/kg). Mock infected animals intranasally received 50 µl of PBS. Following infection, the hamsters were clinically evaluated daily and sacrificed on days 3 (high virus titers in periphery and onset of clinical disease) or 14 post infection (animals recovered from infection and no virus is detectable in animals) by injection of a high dose of pentobarbital. Per group 10 animals were used, amounting to 40 animals in total. Groups were treated in parallel to minimize confounding factors. One animal did not survive until day 14 post infection and was hence excluded from this group.
Ethics
All animal experiments were carried out in strict accordance with the guidelines of German animal protection law and were approved by the Behörde für Gesundheit und Verbraucherschutz, State of Hamburg, Germany (N032/2020).
Tissue processing and histological evaluation
Succeeding euthanasia, brains were harvested and placed in 10% formalin for fixation and inactivation of SARS-CoV-2 in the tissue. Noses were cut from the skull and also placed in formalin for inactivation. Following inactivation and fixation, brain tissue was trimmed, embedded in paraffin and FFPE-slides were produced. Noses were incubated in EDTA solution to decalcify bone tissue prior to embedding and sectioning.38,39 Three µm sections were stained with hematoxylin and eosin (HE) for histopathological examination by light microscopy as previously described.38,39
Immunohistochemistry
For immunohistochemical analysis FFPE-sections were treated as previously published (Käufer et al. 2018,40 Becker et al. 202138). Briefly, tissue sections were deparaffinized, rehydrated and then demasked by boiling the slides in citric acid buffer. Afterwards, sections were blocked using a goat serum solution and then incubated with primary antibody solution over night at 4°C (primary antibodies used can be found in supplementary Tab.1). On the following day, sections were incubated in secondary antibody solution (cf. supplementary Table 1) and cover slipped using ProLong™ Gold Antifade Mountant with DAPI (Thermo Fisher). Stained sections were digitized using a Zeiss Axio Observer 7 microscope using either 10x or 20x magnification lenses and a Zeiss Colibri 7 LED light source. The software used for scanning was MBF Stereo Inverstigator 11. Scanned images were further analyzed using the Fiji package of Image J41 Regions that were analyzed are schematically illustrated in Figure 1 a, l, n and Figure 2 a, i: The nasal turbinates, the olfactory bulb, the piriform cortex, the suprahippocampal cortex and the hippocampus, as well as the hilus region of the dentate gyrus. The number of evaluated slides per tissue area varies depending on the availability of the tissue per slide. Also, due to BSL3 conditions, the tissue was not perfused by transcardial perfusion. This results in the presence of residual blood in vessels with blood cells unspecifically stained by fluorescent secondary antibodies, which was indicated in the figures but did not interfere with quantification of assessed marker proteins. All histological analyses were performed in a blinded and randomized fashion and scientists evaluating brain slides were not aware about the status of infection. The following paragraph provides more details for each staining and quantification procedure: 3 a.) For evaluation of virus positivity, nasal tissue and olfactory bulb were stained for the SARS-CoV-2 Spike S2 protein. Semiquantitative scoring was used to classify tissues into four scores: no virus, low virus, medium virus, high virus (Figure 1 a-c). 3 b.) Iba1-positive cells in the nasal tissue: Iba1 was stained to evaluate the degree of myeloid cell infiltration/activation in the nasal turbinate tissue as well as the olfactory bulb. Iba1-positive cells in the nasal tissue were not quantified but are qualitatively displayed to demonstrate the high degree of inflammation following SARS-CoV-2 infection in this tissue. Olfactory bulb Iba1-positive cells, i.e. microglia, were counted in representative ROIs of nasal slides from both 3 and 14 dpi specimen if sections contained the olfactory bulb. 3 c.) Iba1-positive cells were further analyzed at both 3 and 14 days post infection in the piriform cortex, the suprahippocampal cortex and the dorsal hippocampus by counting manually. 3 d.) For hyperphosphorylated Tau (p-Tau), the dorsal hippocampus and suprahippocampal cortex were stained with p-Tau primary antibody (phosphorylated at Ser202 and Thr205) and positive cells were counted. Our observations revealed two populations of p-Tau-positive cells: cells with average staining and cells that were very highly stained (i.e. accumulating high amounts of p-Tau protein). We recounted cells by dividing the cell population into two based on intensity threshold. This threshold was set by measuring representative cells of both populations. Cells with intensity above 350 arbitrary intensity units were classified highly-positive for p-Tau. 3 e.) NeuN-positive cells were co-labeled for Tau to evaluate density of neurons that accumulate tau protein. Densities of these cells are high and appeared homogenous in the examined brain regions, therefore randomly placed rectangular ROIs were analyzed for cell counts. NeuN-positive cells and Tau-positive cells were quantified at the same session and the ratio between double-positive and NeuN-positive cells was calculated. 3 f.) Cells positive for alpha-synuclein (a-syn) were counted as described for tau protein.
Statistics
A priori sample size determination and power analysis was performed with primary outcome measure number of immune-reactive neurons in cortex. Animals were assigned systematically to treatment groups. All quantifications and analyses were done by investigators blinded to treatment conditions. A priori normality testing (Shapiro-Wilk) was followed by Student's t-tests and Mann Whitney U-tests to compare immunoreactivity in mock versus SARS-CoV-2 infected hamsters. Results from both tests were reported for transparency in figure legends, together with single animal representations. Frequencies were compared with fisher exact test. The significance level was set at p < 0.05 for all analyses. Grubbs test was used to determine outliers (p < 0.05). All statistics were calculated using GraphPad Prism (GraphPad Software, Inc., San Diego, CA, USA, 2003) and SigmaPlot 12.0 (Systat Software, Inc., San Jose, CA).
Role of funders
The funders did not have any role in study design, data collection, data analyses, interpretation or writing of the report.
Results
Persisting microgliosis in the olfactory bulb upon SARS-CoV-2 infection
COVID-19 can be induced in hamsters because virus can enter cells via the human-homolog angiotensin-converting enzyme 2 (ACE2).42 In the past year, the hamster model of SARS-CoV-2 infection has been extensively used to study pathology in various organ systems and to develop novel treatments and vaccines.38,43, 44, 45, 46 This model is currently regarded as close to the human disease process. However, the impact of SARS-CoV-2 infection on the central nervous system is still poorly understood. In order to study effects of SARS-CoV-2 infection in the brain of hamsters we started screening the brains and noses of infected hamsters for the presence of SARS-CoV-2 antigen at an early time point post infection (3 days post infection [dpi]). At 3 dpi hamsters present with weight loss, ragged fur, reduced activity and increased rate of breathing.43, 44, 45,46 In addition, hamsters show a decreased sense of smell supporting decreased function of the olfactory system.47, 48, 49 Histopathological evaluation of the nasal cavity showed large accumulation of mucopurulent exudate in the nasal lumen (n = 9 animals) as well as necrosis (n = 9 animals) and severe infiltration of the olfactory and respiratory mucosa by heterophils and histiocytes (n = 10 animals). While the nasal turbinates of infected hamsters contained massive amounts of viral protein-positive cells (Figure 1 a-c), neither the olfactory bulb, nor the cerebral tissue of infected hamsters contained viral protein (immunohistochemistry data and staining not shown). In another batch of animals, we were able to isolate viral particles from brain homogenate on day 3 post infection. By day 6 post infection, no viral particles could be identified by plaque assay (data not shown, animals were infected in the same manner as this group of animals). In order to ensure that the persisting presence of viral protein in the nasal mucosa (Figure 1 b-c) and brain tissue did not impact brain tissue homogeny, we quantified microglia, the resident immune cells of the brain, at 3 dpi in virus versus mock-infected hamsters (Figure 1 d-g, l, m). Although the tissue of the cerebrum, cerebellum and brainstem did not show overt histopathological signs of inflammation, we could observe an increased number of microglial cells (i.e. microgliosis) in the olfactory bulb, the brain region directly adherent to the olfactory tract (i.e. Iba1-positive cells, 34.7 % increase, p = 0.0229 unpaired t-test; Figure 1 d). Strikingly, microgliosis in the olfactory bulb persisted beyond viral clearance from the nasal cavity at 14 dpi (85 % increase, p = 0.0009 unpaired t-test, Figure 1 h), when the nasal mucosa itself showed no (n = 1 animal) or only few to moderate numbers of infiltrating immune cells (n = 9 animals). This points towards an ongoing and potentially progressive neuroinflammatory process in animals that have apparently recovered from the clinical disease. As microglial densities did not differ in the piriform cortex (Figure 1 e+i), the hippocampus (Figure 1 f+j) and the suprahippocampal cortex at 3 or 14 dpi (Figure 1 g+k, n, o)(all p > 0.05 unpaired t-test, Figure 1), this microgliosis appears to be a local proximity-guided response to the intranasal infection and inflammation, which is observable by the massive infiltration of Iba1-positive myeloid cells into the nasal turbinates (Figure 1 c, qualitative analysis).
Hyper-phosphorylated-tau and alpha-synuclein protein accumulate in cortical neurons beyond viral clearance
Given that brain regions are interconnected, such overt and persisting local neuroinflammation may still result in distinct pathogenic processes in distant but vulnerable neurons.33,36,50 To further investigate the long term effects of SARS-CoV-2 infection, we therefore analyzed hippocampus and suprahippocampal cortex from animals at recovery post infection (14 dpi) for markers of neurodegenerative processes versus mock controls. Specifically, based on previous experience in slowly progressing neurodegenerative diseases,29, 30, 31, 32 we hypothesized that neuronal homeostasis may be altered observable in accumulation of pathogenic proteins and their potentially more toxic post-translational modifications. To test this hypothesis we quantified total tau protein and hyper-phosphorylated tau as well as total alpha-synuclein in neurons (Figure 2). We found a significant increase in the number of cortical neurons with high burden of hyper-phosphorylated tau (Figure 2 a, b, f, n median 0.3314 vs 1.779, p = 0.0015 Mann-Whitney U-test) and an increased alpha-synuclein burden (Figure 2 d, o median 1.690 vs. 7.738 cells/mm2, p = 0,0279 one-sided t-test), pointing towards early pathogenic processes also found in proteinopathies. Numbers of highly p-Tau-positive cells are able to reliably differentiate between infected and mock animal (Figure 2 g, AUC 0.91, p = 0.0025). In addition, the fraction of total Tau-positive to NeuN-positive cells in the cortex increased in SARS-CoV-2 infected hamsters at 14 dpi (Figure 2 h, median 0.7869 vs. 0.8969, p = 0.03 Mann-Whitney U-test), further substantiating an upregulation of tau protein in neurons (Figure 2 p). These responses to SARS-CoV-2 infection did not yet lead to overt neurodegeneration, as quantified by counting NeuN-positive cells in the cortex (p > 0.05, t-test, Figure 2 e). Interestingly, the increase in hyper-phosphorylated tau or alpha-synuclein was not present in the dorsal hippocampus (cf. Figure 2 i, j, l), suggesting a regional specific vulnerability characteristic also to neurodegenerative diseases. Furthermore, we could observe a reduction of total Tau-positive cells in the hilar region of the dentate gyrus (Figure 2 k). Together with a trend to a reduction of NeuN-positive cells in this region (p > 0.05, t-test, Figure 2 m), this may indicate neuronal loss in specific subpopulations that requires further investigation. The lack of overt neurodegeneration is in line with absence of astrogliosis, quantified by analyzing astroglial cells and processes in cortex and hippocampus via area covered by staining and qualitative assessment of cell morphology by an experienced researcher (p >0.05, t-test, glial fibrillay acidic protein, GFAP-positive, data and staining not shown). Interestingly we observed subtle changes of GFAP-positive processes in the fimbrae hippocampi (white matter part of the dorsal hippocampus, p = 0.09, t-test, data and staining not shown), an observation which could be in line with communication of pathology along fiber tracts and previously suggested alterations of the blood brain barrier, thus requiring further attention.
Discussion
In summary our results suggest localized microgliosis in the olfactory bulb in the absence of observable neuroinvasion in SARS-CoV-2 infected hamsters, and accumulation of hyper-phosphorylated tau and alpha-synuclein in cortical neurons. Latter observation is probably of significance to long lasting neurological symptoms in post-COVID-19 syndrome.
While virus can be identified in the CNS of infected hamsters 3 days post infection, only small amounts of virus are transiently present in the brain. As other groups could not identify viral proteins in the tissue,49 our observations underline that, if any, only small amounts of SARS-CoV-2 enters the brain in the early phase of infection. Release of factors from local immune-cells or infected mucosa cells may provide a potential mechanism of communication between infected/inflamed nasal tissue and brain.51, 52, 53, 54, 55 Similar observations of host response to combat viral entry were made for other viruses that enter via the olfactory system.56, 57, 58 Therefore, it is important to compare our observations with other respiratory virus infections, such as influenza to enable identification of SARS-CoV-2 specific effects. These studies are underway in the influenza ferret model.
While this immune-response may build a local barrier of activated immune-cells in the brain to combat a potential arriving infection, its long term consequences on brain tissue could be harmful. Interestingly, a similar increase in tau pathology was recently demonstrated in 3D human brain organoids upon SARS-CoV-2 infection,59 where infection led to a long-term mislocation of tau protein and an increase of phospho-tau accumulation in neuronal cells. In line with previous observations25,47 we did not yet observe overt neurodegeneration at this time point after infection. In ongoing experiments we already confirmed persistence and further spreading of neuroinflammatory processes several weeks after infection, while further studies will characterize corresponding neuropathology and potential effects on cognitive function.
In autopsies of human COVID-19 patients the most common neurological findings were brain edema, cerebral infarcts and intracranial hemorrhages. In several cases histological evaluation revealed lymphocytic encephalitis and meningitis; many patients showed microglial activation and neuronophagy, such as intravascular microthrombi and hypoxic-ischemic injury. Fewer studies also describe neuronal cell loss, axon degeneration and alterations of blood vessels.13, 14, 15, 16, 17, 18, 19, 20,60,61 Interestingly, such autopsies also revealed that the microglial responses occurred regionally heterogeneous.21 We argue that for most cases of post-COVID-19 syndrome one would not expect overt pathology in brain, mainly because additional contributing factors such as severe hypoxia, stroke, and overt systemic immune response are only expected for most severe cases. Additionally, we do not argue that COVID-19 results in acute and overt neurodegeneration, because there is no rapid increase in the number of patients with Parkinson´s or Alzheimer´s disease. However, these diseases have a long prodromal period and a risk phase where viral infections may act as triggers of pathological processes.
Further very recent studies corroborate our arguments. Analyses of brain lysates from COVID-19 patients revealed increased markers of inflammation and oxidative stress as well as activation of pathways causing tau hyper-phosphorylation typically associated with Alzheimer´s disease, in the absence of virus in the brain62 Patients with neurological impairment due to COVID-19 showed significantly elevated plasma levels of t-tau, p-tau181, and other biomarkers relevant to Alzheimer´s disease, correlating with the severity of COVID-19 and age63 Increased levels of such blood neuronal markers at admission are associated with death due to COVID-19, with tau being the strongest predictor of mortality.64 Patients with neurological symptoms persisting 1 to 3 months post COVID-19 infection showed increase of proteins related to neurodegenerative diseases (amyloid beta, neurofilament light chain, total tau, and p-tau181) in neuronal-enriched extracellular vesicle (nEV) pointing towards ongoing neurodegenerative processes.65 Importantly, in a longitudinal imagining study comparing before and after infection, SARS-CoV-2 infection resulted in greater loss of gray matter compared to controls, especially in the orbitofrontal cortex and parahippocampal gyrus, increased markers of tissue damage in regions associated with taste and smell, and a greater reduction in overall brain size, even in mild to moderate cases. Patients post SARS-CoV-2 infection showed overall poorer performance in cognitive tests compared to the control group.66
In Parkinson´s disease, alpha-synuclein pathology is thought to start in the olfactory bulb, the peripheral nervous system and the brain stem, thereby contributing to the diversity of motor and non-motor symptoms including cognitive, sleep, gastrointestinal and olfaction dysfunction as well as anxiety and depression in the prodromal phase.67 Only specific neuronal subtypes, such as nigral dopaminergic neurons, degenerate overtly.68,69 The overlap with post-COVID-19 symptoms is notable, and a significant subset of patients with Parkinson´s disease presents with worsening of symptoms after remission of COVID-19.70 Here we present evidence for a link between SARS-CoV-2 infection and the increase of molecular markers that also accumulate in neurodegenerative diseases. Whether this point towards initiation of neurodegenerative processes requires further studies on underlying pathogenic mechanisms, which rely on animal models, especially mouse models that give better access to genetic tools than the hamster. SARS-CoV-2 infected humanized ACE-2 (hACE2) mice show neuroinvasion and neuropathology,42 which can be of advantage for proof of concept whether SARS-CoV-2 infection perpetuates proteinopathy. Alternatively, recent B1.351 and P1 variants may efficiently infect mice,[preprint study]71 and mouse-adapted viral strains have been developed72,73. Such viral strains could be used in in-depth characterized alpha-synuclein74,75 or tau P301S76,77 transgenic mice exposed to SARS-CoV-2 as ‘second hit’ strategy to unmask additive, synergistic or potentiating effects on pathology and neuronal function in a relatively short time period, as previously done with toxins/gene combinations.77 Importantly, alpha-synuclein and tau represent key targets for disease-modifying therapy, such as reduction of expression, aggregation or spreading with antisense oligonucleotides, small molecules or specific antibodies, or the increase of protein degradation.79, 80, 81, 82, 83 Given the increasing number of post-COVID-19 cases with symptoms resistant to treatment such studies are urgently required.
Contributors
Conceptualization: CK, FR; Funding acquisition: FR, GG, WB; Supervision: FR, GG; Investigation: CK, CSS, ASH, ID; Animal experiments, necropsy, tissue processing and histological evaluation: SS, SB, TS, KB, GB, AB, WB, NM, BS; Statistical Analysis and visualization: CK, FR; Resources: GG, WB, AB; Manuscript preparation: CK, FR; AB, GB; Writing-Reviewing and editing: GG, WB, GB, AB, TS. CK, CSS and FR directly accessed and verified the underlying data reported in the manuscript. All authors read and approved the final version of the manuscript.
Data Sharing Statement
Data supporting the figures of this manuscript are available from the corresponding author upon reasonable request.
Declaration of interests
The authors declare that they have no conflict of interest.
Acknowledgements
We thank Carolin Schütz and Julia Baskas for excellent technical assistance. Intramural funding was used for this study. The study was supported by a rapid response grant from the Federal Ministry of Health (BMG; ZMV I 1-2520COR501) to G.G. This study was supported by a BMBF (Federal Ministry of Education and Research) project entitled RAPID (Risk assessment in re-pandemic respiratory infectious diseases), 01KI1723G and by the Ministry of Science and Culture of Lower Saxony in Germany (14 - 76103-184 CORONA-15/20, and the EU SC1-PHE-CORONAVIRUS-2020 MANCO, no > 101003651). This study was in part supported by the Deutsche Forschungsgemeinschaft (DFG; German Research Foundation) -398066876/GRK 2485/1. TS was supported by the Luxemburgish National Research Fund (FNR, Project Reference: 15686728).
Footnotes
Supplementary material associated with this article can be found in the online version at doi:10.1016/j.ebiom.2022.103999.
Appendix. Supplementary materials
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