More importantly, single-cell sequencing revealed that COVID-19 patients with renal failure exhibited lower metabolic activity in lung epithelial and B cells, with reduced ligand–receptor interactions, especially CD226 and ICAM, suggesting a compromised immune response. Here, CD226 is linked to kidney failure.