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1.
Epigenetics ; 17(12): 1646-1660, 2022 Dec.
Article in English | MEDLINE | ID: covidwho-1752016

ABSTRACT

Immune cell-type composition changes with age, potentially weakening the response to infectious diseases. Profiling epigenetics marks of immune cells can help us understand the relationship with disease severity. We therefore leveraged a targeted DNA methylation method to study the differences in a cohort of pneumonia patients (both COVID-19 positive and negative) and unaffected individuals from peripheral blood.This approach allowed us to predict the pneumonia diagnosis with high accuracy (AUC = 0.92), and the PCR positivity to the SARS-CoV-2 viral genome with moderate, albeit lower, accuracy (AUC = 0.77). We were also able to predict the severity of pneumonia (PORT score) with an R2 = 0.69. By estimating immune cellular frequency from DNA methylation data, patients under the age of 65 positive to the SARS-CoV-2 genome (as revealed by PCR) showed an increase in T cells, and specifically in CD8+ cells, compared to the negative control group. Conversely, we observed a decreased frequency of neutrophils in the positive compared to the negative group. No significant difference was found in patients over the age of 65. The results suggest that this DNA methylation-based approach can be used as a cost-effective and clinically useful biomarker platform for predicting pneumonias and their severity.


Subject(s)
COVID-19 , Pneumonia , Humans , SARS-CoV-2/genetics , COVID-19/genetics , DNA Methylation , Pneumonia/genetics , Biomarkers
2.
JCI Insight ; 6(2)2021 01 25.
Article in English | MEDLINE | ID: covidwho-962339

ABSTRACT

Extrapulmonary manifestations of COVID-19 are associated with a much higher mortality rate than pulmonary manifestations. However, little is known about the pathogenesis of systemic complications of COVID-19. Here, we create a murine model of SARS-CoV-2-induced severe systemic toxicity and multiorgan involvement by expressing the human ACE2 transgene in multiple tissues via viral delivery, followed by systemic administration of SARS-CoV-2. The animals develop a profound phenotype within 7 days with severe weight loss, morbidity, and failure to thrive. We demonstrate that there is metabolic suppression of oxidative phosphorylation and the tricarboxylic acid (TCA) cycle in multiple organs with neutrophilia, lymphopenia, and splenic atrophy, mirroring human COVID-19 phenotypes. Animals had a significantly lower heart rate, and electron microscopy demonstrated myofibrillar disarray and myocardial edema, a common pathogenic cardiac phenotype in human COVID-19. We performed metabolomic profiling of peripheral blood and identified a panel of TCA cycle metabolites that served as biomarkers of depressed oxidative phosphorylation. Finally, we observed that SARS-CoV-2 induces epigenetic changes of DNA methylation, which affects expression of immune response genes and could, in part, contribute to COVID-19 pathogenesis. Our model suggests that SARS-CoV-2-induced metabolic reprogramming and epigenetic changes in internal organs could contribute to systemic toxicity and lethality in COVID-19.


Subject(s)
COVID-19/complications , Epigenesis, Genetic/immunology , Failure to Thrive/etiology , SARS-CoV-2/pathogenicity , Wasting Syndrome/etiology , Angiotensin-Converting Enzyme 2/genetics , Angiotensin-Converting Enzyme 2/metabolism , Animals , Animals, Genetically Modified , COVID-19/metabolism , COVID-19/physiopathology , COVID-19/virology , Citric Acid Cycle/physiology , DNA Methylation/physiology , Disease Models, Animal , Failure to Thrive/physiopathology , Humans , Immunity/genetics , Male , Mice , Oxidative Phosphorylation , Renin-Angiotensin System/physiology , SARS-CoV-2/metabolism , Wasting Syndrome/physiopathology
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