Population

Population name Fallerini
Genome GRCh38
Consortium GEN-COVID Multicenter Study
Super population EUR
Population description A subset of male COVID-19 patients was selected from the Italian GEN-COVID cohort of 1,178 SARS-CoV-2-infected participants (Daga et al., 2021). Cases were selected according to the following inclusion criteria: i. male gender; ii. young age (<60 years); iii endotracheal intubation or CPAP/biPAP ventilation. As controls, participants were selected using the sole criterion of being oligo-asymptomatic not requiring hospitalization. Cases and controls represented the extreme phenotypic presentation
Population origin Italy
Case population size 79
Control population size 77
Comorbidities not specified
Mean / median age <60 years
Sex Male only
Severity Severe
Sample source TBD
Method A nested case control study was performed on a subset of male participants with extreme COVID-19 phenotypes. A LASSO logistic regression analysis assessing only rare variants were considered in a boolean representation which discovered the TLR7 gene as important. By selecting for young males, rare (MAF < 1%) TLR7 missense variants predicted to impact on protein function (CADD scores) were discovered and in none of the SARS-CoV2 infected oligo-asymptomatic male participants. In order to functio
Bioinformatics The principal components analysis (PCA) was applied prior to the LASSO logistic regression in order to remove samples that were clear outliers. A 10-fold cross-validation method was applied in order to test the performances of the LASSO logistic regression. To determine the significance of the association between TLR7 variants and COVID severity, the Fisher’s Exact Test was used. p Values < 0.05 were considered statistically significant.
Imputation details NA
Limitations Not specified