The distinct patterns of severe immunosuppression in multiple organs suggest that TIM-3 and PD-1-mediated immunosuppression is a hallmark of severe COVID-19, and that the extent of immunosuppression correlates with male sex and advanced age. Here, HAVCR2 is linked to COVID-19.