Background: Recently, dyslipidemia was observed in the patients with coronavirus disease 2019 (COVID-19). This study aimed to investigate the blood lipid profile in the patients with COVID-19, and explore their predictive value for COVID-19 severity.Methods: 142 consecutive patients with COVID-19 admitted to HwaMei Hospital, University of Chinese Academy of Sciences, from January 23 to April 20, 2020, and 77 age- and gender-matched healthy subjects were included in this retrospective study. The blood lipid profile in the patients with COVID-19 were investigated, and their predictive values for COVID-19 severity were analysed.Results: There were 125 and 17 cases in the non-severe and severe group, respectively. Total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), and apolipoprotein A1 (ApoA1) gradually decreased across healthy controls, non-severe group, and severe group. ApoA1 was recognized as an independent risk factor for COVID-19 severity,and had the highest area under the receiver operator characteristic curve (AUC) among all the single markers (AUC: 0.896, 95% CI: 0.834-0.941). Moreover, the risk model established using ApoA1 and IL-6 enhanced the prediction efficiency (AUC: 0.977, 95% CI: 0.932-0.995). Conclusion: The blood lipid profile in the patients with COVID-19 is quite abnormal from healthy subjects, especially in the severe cases. Serum ApoA1 might serve as a good indictor to reflect the severity of COVID-19.