These findings collectively emphasize that CCR5, CYSLTR1, and KLRG1 are intricately involved in regulating immune responses, cellular metabolism, and protein turnover, providing a mechanistic basis for their diagnostic relevance in severe COVID-19. Here, CCR5 is linked to COVID-19.