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A Machine-Generated View of the Role of Blood Glucose Levels in the Severity of COVID-19
- Source :
- Frontiers in Public Health, Frontiers in Public Health, Vol 9 (2021)
- Publication Year :
- 2021
- Publisher :
- Frontiers Media S.A., 2021.
-
Abstract
- SARS-CoV-2 started spreading toward the end of 2019 causing COVID-19, a disease that reached pandemic proportions among the human population within months. The reasons for the spectrum of differences in the severity of the disease across the population, and in particular why the disease affects more severely the aging population and those with specific preconditions are unclear. We developed machine learning models to mine 240,000 scientific articles openly accessible in the CORD-19 database, and constructed knowledge graphs to synthesize the extracted information and navigate the collective knowledge in an attempt to search for a potential common underlying reason for disease severity. The machine-driven framework we developed repeatedly pointed to elevated blood glucose as a key facilitator in the progression of COVID-19. Indeed, when we systematically retraced the steps of the SARS-CoV-2 infection, we found evidence linking elevated glucose to each major step of the life-cycle of the virus, progression of the disease, and presentation of symptoms. Specifically, elevations of glucose provide ideal conditions for the virus to evade and weaken the first level of the immune defense system in the lungs, gain access to deep alveolar cells, bind to the ACE2 receptor and enter the pulmonary cells, accelerate replication of the virus within cells increasing cell death and inducing an pulmonary inflammatory response, which overwhelms an already weakened innate immune system to trigger an avalanche of systemic infections, inflammation and cell damage, a cytokine storm and thrombotic events. We tested the feasibility of the hypothesis by manually reviewing the literature referenced by the machine-generated synthesis, reconstructing atomistically the virus at the surface of the pulmonary airways, and performing quantitative computational modeling of the effects of glucose levels on the infection process. We conclude that elevation in glucose levels can facilitate the progression of the disease through multiple mechanisms and can explain much of the differences in disease severity seen across the population. The study provides diagnostic considerations, new areas of research and potential treatments, and cautions on treatment strategies and critical care conditions that induce elevations in blood glucose levels.<br />Graphical Abstract Most of the patients at risk of severe COVID-19, present with high blood glucose levels or dysregulated glycemia. Subsequent increased concentrations of glucose in the ASL and intracellularly, provide ideal conditions for SARS-CoV-2 to evade the innate defence of the lungs and replicate in the pulmonary cells. High blood glucose also facilitates the hyper-inflammation observed in the cytokine storm. The subsequent high viral load (1) correlates with SARS-CoV-2 specific inactivation of ACE2 and increased concentration of AngII, that aggravates the dysregulation of the glycemic control in a vicious circle of viral infection (2). Finally, the combination of high blood glucose and overproduction of AngII (3) leads to the phenomenon involved in the complications observed in severe cases such as multi-organ failures and thrombotic events.
- Subjects :
- 0301 basic medicine
Blood Glucose
obesity
sars coronavirus
medicine.medical_treatment
body-mass index
carbohydrates
Disease
influenza-virus
0302 clinical medicine
Hypothesis and Theory
surfactant protein-d
glucose
education.field_of_study
diabetes
glycolysis
Cytokine release syndrome
ketogenic diet
Perspective
Public Health
medicine.symptom
Public aspects of medicine
RA1-1270
Cytokine Release Syndrome
advanced glycation endproducts
glycosylation
Population
Inflammation
Virus
end-products
03 medical and health sciences
intensive insulin therapy
medicine
Humans
education
Life Style
Aged
Innate immune system
dendritic cell subsets
business.industry
SARS-CoV-2
Public Health, Environmental and Occupational Health
COVID-19
medicine.disease
Syndemic
030104 developmental biology
host-defense
Immunology
hyperglycemia
orchestrate innate immunity
business
Cytokine storm
metabolism
030217 neurology & neurosurgery
Ketogenic diet
Subjects
Details
- Language :
- English
- ISSN :
- 22962565
- Volume :
- 9
- Database :
- OpenAIRE
- Journal :
- Frontiers in Public Health
- Accession number :
- edsair.doi.dedup.....56b11e9d11dfcf6bad2dbd6d60585ce2