TYK2 and COVID-19: Subsequently, using the transcriptome-wide Mendelian randomization (MR) method to investigate the causal relationship between potentially modifiable risk factors and health outcomes, they found that the high expression of encoding tyrosine kinase 2 (TYK2) was significantly related to critical COVID-19.