Predictive factors for disease progression in hospitalized patients with coronavirus disease 2019 in Wuhan, China
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Updated: Dec 22, 2025

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Published on: November 10, 2023
Insights
Male gender, comorbidity, lymphopenia, and elevated C-reactive protein (CRP) are independent risk factors for poor prognosis in hospitalized COVID-19 patients. Early identification of high-risk individuals can be facilitated by these findings.
Area of Science:
- Infectious Diseases
- Internal Medicine
- Critical Care Medicine
Background:
- Limited understanding of predictive factors for COVID-19 patient outcomes.
- Previous studies focused on clinical characteristics of hospitalized COVID-19 patients.
Purpose of the Study:
- To identify predictive factors for poor outcomes in hospitalized COVID-19 patients.
- To aid in the early identification of high-risk COVID-19 cases.
Main Methods:
- Single-center, retrospective study of 111 hospitalized COVID-19 patients.
- Analysis of clinical, laboratory, and treatment data.
- Comparison of data between discharged and deteriorated patient groups.
Main Results:
- Deteriorated patients had lower lymphocyte counts and higher levels of pulmonary lobe involvement, C-reactive protein (CRP), IL-6, and IL-10 compared to discharged patients.
- Independent risk factors for poor prognosis included male gender, comorbidity, lymphopenia, and elevated CRP.
- Multivariate logistic regression identified these factors with significant odds ratios.
Conclusions:
- Male gender, comorbidity, lymphopenia, and elevated CRP are significant independent risk factors for poor prognosis in COVID-19.
- These findings can assist in the early identification of high-risk COVID-19 patients.
- Facilitates timely intervention and resource allocation for critically ill patients.
Background:
A few studies have revealed the clinical characteristics of hospitalized patients with COVID-19. However, predictive factors for the outcomes remain unclear.
Objective:
Attempted to determine the predictive factors for the poor outcomes of patients with COVID-19.
Study Design:
This is a single-center, retrospective study. Clinical, laboratory, and treatment data were collected and analyzed from 111 hospitalized patients with laboratory-confirmed COVID-19 in Union Hospital. The gathered data of discharged and deteriorated patients were compared.
Results:
Among these 111 patients, 93 patients were discharged and 18 patients were deteriorated. The lymphocyte count (0.56 G/L [0.47-0.63] vs 1.30 G/L [0.95-1.65]) was lower in the deteriorated group than those in the discharged group. The numbers of pulmonary lobe involved (5.00 [5.00-5.00] vs 4.00 [2.00-5.00]), serum C-reactive protein (CRP, 79.52 mg/L [61.25-102.98] vs 7.93 mg/L [3.14-22.50]), IL-6 (35.72 pg/mL [9.24-85.19] vs 5.09 pg/mL [3.16-9.72]), and IL-10 (5.35 pg/mL [4.48-7.84] vs 3.97 pg/mL [3.34-4.79]) concentrations in deteriorated patients were elevated compared with discharged patients. Multivariate logistic regression analysis showed that male gender (OR, 24.8 [1.8-342.1]), comorbidity (OR, 52.6 [3.6-776.4]), lymphopenia (OR, 17.3 [1.1-261.8]), and elevated CRP (OR, 96.5 [4.6-2017.6]) were the independent risk factors for the poor prognosis in COVID-19 patients.
Conclusions:
This finding would facilitate the early identification of high-risk COVID-19 patients.
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