Comparative analysis of the baseline variables between patients with and without infection revealed that patients in the infection group were more likely to have high serum LDH, KL-6, CRP and hypoalbuminemia, lymphopenia, hypocapnia, and high ILD score, especially in the upper lung fields (Table 4 and Additional file 4). Here, MUC1 is linked to lymphopenia.