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Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
Multidimensional Evaluation of All-Cause Mortality Risk and Survival Analysis for Hospitalized Patients with COVID-19
Jingwen Li1, Hu Luo2,3, Gang Deng4,5
1Department of Infectious Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
Insights
Older male patients with comorbidities faced higher COVID-19 mortality. Treatments like antivirals and antibiotics may prolong survival in severe cases, with respiratory failure being a leading cause of death.
Area of Science:
- Infectious Diseases
- Pulmonology
- Critical Care Medicine
Background:
- Coronavirus disease 2019 (COVID-19) has caused significant global mortality.
- The number of COVID-19 deaths in 2021 surpassed that of 2020.
- Understanding clinical characteristics and risk factors is crucial for reducing COVID-19 mortality.
Purpose of the Study:
- Compare clinical characteristics between deceased and recovered COVID-19 patients.
- Identify risk factors associated with COVID-19 mortality.
- Evaluate the impact of various treatments on survival time in fatal cases.
Main Methods:
- Retrospective study of 2719 COVID-19 patients (109 deceased, 2610 recovered).
- Analysis of clinical data, laboratory indices, treatments, and lung lesion volumes (assessed by deep learning).
- Investigation into the effect of medications on survival in fatal COVID-19 cases.
Main Results:
- Deceased patients were older, predominantly male, and had higher rates of comorbidities, nausea, and dyspnea.
- Leukocytosis and lymphocytopenia were observed in deceased patients, alongside elevated levels of various biochemical markers.
- Common complications in deceased patients included respiratory failure, septic shock, and acute respiratory distress syndrome (ARDS).
Conclusions:
- Fatal COVID-19 outcomes are strongly associated with common comorbidities.
- Respiratory failure and multiple organ dysfunction syndrome are primary causes of death.
- Treatments including antivirals, antibiotics, traditional Chinese medicines, and glucocorticoids may improve survival in critically ill COVID-19 patients.
Abstract:
Background: Coronavirus disease 2019 (COVID-19) has caused over 3.8 million deaths globally. Up to date, the number of death in 2021 is more than that in 2020 globally. Here, we aimed to compare clinical characteristics of deceased patients and recovered patients, and analyze the risk factors of death to help reduce mortality of COVID-19. Methods: In this retrospective study, a total of 2719 COVID-19 patients were enrolled, including 109 deceased patients and 2610 recovered patients. Medical records of all patients were collected between February 4, 2020, and April 7, 2020. Clinical characteristics, laboratory indices, treatments, and deep-learning system- assessed lung lesion volumes were analyzed. The effect of different medications on survival time of fatal cases was also investigated. Results: The deceased patients were older (73 years versus 60 years) and had a male predominance. Nausea (10.1% versus 4.1%) and dyspnea (54.1% versus 39.2%) were more common in deceased patients. The proportion of patients with comorbidities in deceased patients was significantly higher than those in recovered patients. The median times from hospital admission to outcome in deceased patients and recovered patients were 9 days and 13 days, respectively. Patients with severe or critical COVID-19 were more frequent in deceased group. Leukocytosis (11.35×109/L versus 5.60×109/L) and lymphocytopenia (0.52×109/L versus 1.58×109/L) were shown in patients who died. The level of prothrombin time, activated partial prothrombin time, D-dimer, aspartate aminotransferase, alanine aminotransferase, urea, creatinine, creatine kinase, glucose, brain natriuretic peptide, and inflammatory indicators were significantly higher in deceased patients than in recovered patients. The volumes of ground-glass, consolidation, total lesions and total lung in all patients were quantified. Complications were more common in deceased patients than in recovered patients; respiratory failure (57.8%), septic shock (36.7%), and acute respiratory distress syndrome (26.6%) were the most common complications in patients who died. Many treatments were more frequent in deceased patients, such as antibiotic therapy (88.1% versus 53.7%), glucocorticoid treatment (70.6% versus 11.0%), intravenous immunoglobin treatment (36.6% versus 4.9%), invasive mechanical ventilation (62.3% versus 3.8%). Antivirals, antibiotics, traditional Chinese medicines and glucocorticoid treatment may significantly increase the survival time of fatal cases. Quantitative computed tomography imaging results were correlated with biochemical markers. Conclusions: Most patients with fatal outcomes were more likely to have common comorbidities. The leading causes of death were respiratory failure and multiple organ dysfunction syndrome. Acute respiratory distress syndrome, respiratory failure and septic shock were the most common serious complications. Antivirals, antibiotics, traditional Chinese medicines, and glucocorticoid treatment may prolong the survival time of deceased patients with COVID-19.
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