Related Experiment Video
Updated: Nov 12, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
Clinical Characteristics and Factors Associated with Poor Outcomes in Hospitalized Patients with Novel Coronavirus
S A Boytsov1, N V Pogosova1, F N Paleev1
1National Medical Research Center of Cardiology, Moscow.
Insights
This study identified key factors predicting severe COVID-19 outcomes in hospitalized patients. Elevated liver enzymes, severe lung changes on CT scans, and acute myocardial infarction significantly increased mortality risk.
Area of Science:
- Internal Medicine
- Infectious Diseases
- Cardiology
Background:
- COVID-19 presents a wide spectrum of clinical manifestations and outcomes.
- Identifying predictors of unfavorable outcomes is crucial for patient management.
- Comorbidities like hypertension, diabetes, and obesity are common in severe COVID-19 cases.
Purpose of the Study:
- To evaluate the clinical characteristics of hospitalized COVID-19 patients.
- To identify factors associated with unfavorable outcomes, including in-hospital mortality.
Main Methods:
- Retrospective analysis of 402 patients admitted to a COVID Center.
- Collection of clinical, demographic, laboratory, and instrumental data.
- Application of univariate and multivariate logistic regression for factor analysis.
Main Results:
- Common symptoms included cough, weakness, shortness of breath, and fever.
- Significant predictors of in-hospital death were elevated liver enzymes (AST/ALT), CT-4 lung changes, and myocardial infarction/unstable angina.
- Other risk factors included older age, low oxygen saturation, impaired kidney function, type 2 diabetes, and oncological diseases.
Conclusions:
- This study identified critical factors associated with poor prognosis in COVID-19 patients.
- Early identification of high-risk patients enables proactive diagnostic and therapeutic interventions.
- Findings support tailored management strategies to improve outcomes for severe COVID-19 cases.
Abstract:
Aim To evaluate the clinical picture and factors associated with unfavorable outcomes in admitted patients with COVID-19.Material and methods This study included all patients admitted to the COVID Center of the National Research Center of Cardiology of the Russian Ministry of Health Care from May 1 through May 31, 2020. Clinical demographic, laboratory, and instrumental indexes and associated factors were studied with one-way and multivariate logistic regression analysis.Results This study included 402 patients aged 18 to 95 years (mean age, 62.9±14.6 years); 43.0 % of them were older than 65 years. COVID-19 was frequently associated with chronic comorbidities, including arterial hypertension (74.4 %), obesity (41.6 %), history of ischemic heart disease (12.9 %), atrial fibrillation (18.9 %), type 2 diabetes mellitus (DM) (13.0 %), and oncological diseases (9.2 %). 13.0 % of patients were smokers; less than 10% had chronic lung diseases. 3.9% of patients had a combination of COVID-19 and acute coronary pathology, including acute myocardial infarction (MI) in 3.2 % (13) and unstable angina in 0.7 % (3). The most frequent clinical manifestation of COVID-19 were four symptoms: cough (81.1 %), weakness (80.3 %), shortness of breath (71.6 %), and fever (62.7 %). 46.5% of patients had shortage of breath and chest pain/compression, 40.3% had headache, 31.1% had myalgia, 28.8% had anosmia, and 25.5% had ageusia. Arterial oxygen saturation was <93.0 % in 55.7 % of cases. According to laboratory blood tests the patients had anemia (58.2 %), lymphopenia (34.8 %), neutropenia (19.2 %), thrombocytopenia (11.9 %), and increased levels of high-sensitivity C-reactive protein (hsCRP, 87.3 %), interleukin-6 (89.3 %), ferritin (62.1 %), and D-dimer (49.2 %). 56.2% of patients required various regimens of oxygen support. 83 (20.6%) patients were admitted to intensive care and resuscitation units; invasive artificial ventilation was performed only for 34 (8.5 %) patients. In-hospital mortality was 7.7 % (31 / 402). One-way regression analysis identified major factors associated with death during the stay in the hospital: age >55 years, NEWS scale score >4.0, oxygen saturation <92.0 %, blood glucose >5.4 mmol/l, hs-CRP >25.7 mg/l, and creatinine clearance <72.0 ml/min. Furthermore, the risk increased with increasing degree of changes in each factor. According to results of the multivariate regression analysis, three most significant predictors of the hard endpoint, all-cause death during the stay in the hospital, were more than 5-fold increases in aspartate aminotransferase and/or alanine aminotransferase compared to normal levels (relative risk (RR) 16.8 at 95 % confidence interval (CI) 5.0-56.3, р<0.001), pronounced changes in the lungs consistent with a CT-4 picture as shown by computed tomography (CT) (RR 13.4; 95 % CI 3.9-45.5, р<0.001), and MI/unstable angina during the stay in the hospital (RR 11.3; 95 % CI 1.4-90.6, р=0.023). The probability of death was also considerably increased by chronic obstructive pulmonary disease, impaired kidney function (creatinine clearance estimated by Cockcroft-Gault <60.0 ml/min), type 2 DM, oncological diseases, and dementia.Conclusion This study established factors associated with unfavorable outcomes in admitted patients with COVID-19. This will allow identifying in advance patients with a high risk of complications that require increased attention to take more active diagnostic and therapeutic measures at prehospital and hospital stages.
Related Concept Videos
Pneumonia III: Complications and Assessment
COPD: Pathogenesis and Clinical Features
The primary cause for the onset of COPD is cigarette smoking and exposure to air pollution. These hazardous factors initiate a chain reaction within the lungs, resulting in chronic inflammation, damage to the airways, and a...
Factors Affecting the Risk of Infection
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...
Pneumonia I: Introduction
Risk Factors
Various factors influence the likelihood of developing pneumonia. Age plays a crucial role, with infants, children under two, and individuals over 65 at increased risk due to their...
Pneumonia IV: Management
Bacterial Pneumonia Treatment
For bacterial pneumonia, antibiotics serve as the cornerstone of therapy. Initial treatment often begins with empirical antibiotics, tailored to the anticipated causative organism and adjusted based on culture results. Key antibiotic choices include:
Pneumonia II: Pathophysiology

