Betaine, known as trimethylglycine, a metabolite of choline, was involved in methylation as a methyl donor and possessed anti-inflammatory properties in many diseases.[50] Our study suggests that betaine played a mediating effect in the protective effect of PD-L1 against COVID-19 with a mediating percentage of 15.92%. Here, CD274 is linked to COVID-19.