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Risk factors for disease progression in hospitalized patients with COVID-19: a retrospective cohort study
Wei Hou1, Wei Zhang1, Ronghua Jin1
1Beijing YouAn Hospital, Capital Medical University, Beijing, China.
Insights
Older age, elevated C-reactive protein (CRP), and lower lymphocyte counts are key risk factors for COVID-19 progression. Identifying these markers aids early detection of worsening coronavirus disease 2019 (COVID-19) cases.
Area of Science:
- Infectious Diseases
- Clinical Medicine
- Biomarkers
Background:
- Coronavirus disease 2019 (COVID-19) poses significant public health challenges.
- Understanding risk factors for disease aggravation is crucial for patient management.
- Clinical outcomes and progression pathways in COVID-19 patients require further investigation.
Purpose of the Study:
- To identify risk factors associated with disease progression in COVID-19 patients.
- To analyze clinical outcomes in relation to identified risk factors.
- To develop early indicators for identifying patients at risk of severe COVID-19.
Main Methods:
- Retrospective study design analyzing COVID-19 patient data.
- Classification of patients into disease progression and improvement groups.
- Multivariable logistic regression and Receiver Operating Characteristic (ROC) curve analysis to determine risk factors.
Main Results:
- 101 patients analyzed; 17 showed disease progression, 6 required ICU transfer, and 5 died.
- Older age (OR=0.104), elevated C-reactive protein (CRP) (OR=0.093), and lower lymphocyte count (OR=3.397) were significant risk factors for progression.
- ROC analysis demonstrated high predictive values for age (AUC=0.873), CRP (AUC=0.911), and lymphocyte count (AUC=0.817).
Conclusions:
- Older age, increased CRP levels, and decreased lymphocyte counts are significant predictors of COVID-19 progression.
- These factors can aid in the early identification of patients likely to experience worsening COVID-19.
- Findings support proactive monitoring and intervention for high-risk COVID-19 patients.
Abstract:
Background: To investigate the risk factors related to aggravation and clinical outcomes in coronavirus disease 2019 (COVID-19) patients.Methods: We performed a retrospective study on the risk factors for disease progression of cases with COVID-19. Based on the clinical types, the patients were divided into a progression group and an improvement group. Multivariable logistic regression and ROC curve analysis were performed to explore the risk factors for disease progression.Results: A total of 101 patients were included in this study; diseases progression occurred in 17 patients, 84 patients improved, 6 were transferred to intensive care unit (ICU), and 5 died. The mean time to obtain negative nucleic acid results was 12.5 ± 5.0 days. Multivariate logistic analysis indicated that age (OR, 0.104; p = .002), C-reactive protein (CRP) (OR, 0.093; p < .001) and lymphocyte count (OR, 3.397; p = .022) were risk factors for disease progression. ROC curve analysis revealed that the AUC of age, CRP and lymphocyte count for disease progression were 0.873, 0.911 and 0.817, respectively.Conclusions: Older age increased CRP and decreased lymphocyte count resulted in potential risk factors for COVID-19 progression. This may be helpful in identifying patients whose condition worsens at an early stage.
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