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Zheng Liu,1 Qian Wang,1 Hui Wang,1 Jing Li,1 Ying Yuan,2 Guo-zhen Yi1 1Department of Respiratory Medicine, the Petroleum Clinical Medical College of Hebei Medical University, Langfang, People’s Republic of China; 2Department of Respiratory Medicine, the Langfang Third Hospital, Langfang, People’s Republic of ChinaCorrespondence: Zheng Liu, Department of Respiratory Medicine, the Petroleum Clinical Medical, College of Hebei Medical University, No. 51 of Xinkai Road, Guangyang District, Langfang, Hebei, 065000, People’s Republic of China, Tel +863162077814, Email zhengl06drsun@163.comBackground: To look at the differences and similarities in albumin and lipid metabolism in non-severe COVID-19 infection, non-severe community-acquired pneumonia, and severe community pneumonia with underlying diseases, as well as the relationship between albumin and lipid metabolism and inflammatory mediators.Methods: This retrospective analysis comprised 253 individuals with bacterial pneumonia and COVID-19 infection (1 May 2021– 1 May 2022). Routine blood examination, blood lipid levels, albumin level, C-reactive protein (CRP) levels, coagulation function, cardiac enzymes, liver function, renal function, immunological function, and bacterial culture were also collected. Correlation analysis was performed using Spearman’s test for lipid parameter and Inflammatory factors in the blood. Furthermore, the multiple linear regression (MLR) analysis was employed to analyze the multicollinearity in lipidomics data. The statistical analysis was performed using SPSS statistic version 19.0.Results: There were 63 (24.90%) non-severe community-acquired pneumonia patients (NSCAP), 48 (18.97%) severe community-acquired pneumonia patients (SCAP), 112 (44.27%) non-severe COVID-19 infection patients (NSCOV), and 30 (11.86%) healthy volunteers (HV). In all, 45.59% (116/253) of the patients had underlying diseases. Patients with community-acquired pneumonia had lower albumin and cholesterol levels than those with non-severe COVID-19 infection and healthy controls (t = − 3.81, − 2.09, P = 0.00, 0.04). Albumin, triglyceride, cholesterol, and LDL-C levels in peripheral blood were considerably lower in the SCAP group than in the NSCAP group. Albumin, cholesterol, HDL-C, LDL-C, and aop-A were all inversely connected with CRP in the SCAP with underlying illness group, but cholesterol level was favorably correlated with lymphocyte count (R = 0.36, P = 0.01). Hypoproteinemia, hypotriglyceridemia, and an elevated neutrophil-to-lymphocyte count ratio are all risk factors for severe community-acquired pneumonia.Conclusion: Hypoalbuminemia and abnormal lipid metabolism are important indicators of bacterial infection, especially severe bacterial pneumonia.Keywords: bacterial pneumonia, COVID-19, hypoproteinemia, lipids