A Discriminant Analysis of the Factors Affecting Abnormalities in Chest Computed Tomographies of 608-Group Patients with COVID-19 Pneumonia

Sitthichok Fangmongkol, V. Posai
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Abstract

Objective: To study factor correlation and classification affecting abnormalities in chest computed tomographies (CTs) of 608-group patients with coronavirus disease 2019 (COVID-19) pneumonia. Material and Methods: We retrospectively collected data of 608-group patients with COVID-19 pneumonia from medical records combined with data from chest CTs which were interpreted by a radiologist for CT abnormalities. The findings were analyzed by descriptive statistics, Fisher’s Exact Test and multiple discriminant analysis (MDA) by a stepwise method. Results: The majority of the 161 patients were female (55.9%), with an average age of 62.90 years (S.D. 16.68) and average weight of 63.07 kg (S.D. 16.18), non-smoking and non-alcohol drinking (71.4% and 61.5%, respectively) and with underlying respiratory diseases (28.6%). The important symptoms brought to a doctor were main symptoms including fever, chills, cough, nasal congestion, sore throat, difficult breathing, shortness of breath (74.5%). The average duration from onset of the symptoms to perform chest CTs was 11.18 days (S.D. 5.42). The abnormalities of CTs chest such as characteristics and locations were periphery (54.7%) with ground-glass opacity (44.7%). The CT severity score was level 2 (24.8%) from 5 levels. MDA revealed there were 5 factors affecting the abnormalities in the chest CTs of 608-group patients with COVID-19 pneumonia. CT severity score, peripheral location, body weight, age and location in the lower lungs. These factors accurately predicted abnormalities in chest CTs (60.2%). Conclusion: Abnormalities in chest CTs, and factor correlation and classification that affect abnormalities in chest CTs of 608-group patients with COVID-19 pneumonia will benefit the medical and multidisciplinary team in helping to determine treatment method, accurately prognosing severity and reducing mortality.
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608组新型冠状病毒肺炎患者胸部ct异常影响因素判别分析
目的:研究影响608例2019冠状病毒病(新冠肺炎)肺炎患者胸部计算机断层扫描(CT)异常的因素相关性和分类。材料和方法:我们回顾性收集了608例新冠肺炎肺炎患者的医疗记录数据,并结合放射科医生对CT异常进行解释的胸部CT数据。研究结果采用描述性统计、Fisher精确检验和逐步多元判别分析(MDA)进行分析。结果:161名患者中,大多数为女性(55.9%),平均年龄62.90岁(S.D.16.68),平均体重63.07公斤(S.D.16.18),不吸烟和不饮酒(分别为71.4%和61.5%),有潜在的呼吸道疾病(28.6%),喉咙痛、呼吸困难、呼吸急促(74.5%)。从症状出现到进行胸部CT的平均持续时间为11.18天(S.D.5.42)。CT胸部的异常,如特征和位置为周围(54.7%),磨玻璃样混浊(44.7%)。CT严重程度分为5级中的2级(24.8%)。MDA显示,影响608例新冠肺炎肺炎患者胸部CT异常的因素有5个。CT严重程度评分、外周位置、体重、年龄和下肺位置。这些因素准确预测了胸部CT异常(60.2%)。结论:608例新冠肺炎肺炎患者的胸部CT异常,以及影响胸部CT异常的因素相关性和分类,将有助于医疗和多学科团队确定治疗方法,准确预测严重程度,降低死亡率。
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CiteScore
0.60
自引率
0.00%
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0
审稿时长
14 weeks
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