Difference in Biomarkers Between COVID-19 Patients and Other Pulmonary Infection Patients

Jingyi Dai1 ,* Yingrong Du1 ,* Jianpeng Gao1 ,* Jun Zhao,2 Lin Wang,3 Ying Huang,1 Jiawei Xia,4 Yu Luo,1 Shenghao Li,4 Edward B McNeil5 1Department of Infectious Diseases, Kunming Third People’s Hospital, Kunming, Yunnan, People’s Republic of China; 2School of Public Health and M...

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Main Authors: Dai J, Du Y, Gao J, Zhao J, Wang L, Huang Y, Xia J, Luo Y, Li S, McNeil EB
Format: Article
Language:English
Published: Dove Medical Press 2020-07-01
Series:Infection and Drug Resistance
Subjects:
Online Access:https://www.dovepress.com/difference-in-biomarkers-between-covid-19-patients-and-other-pulmonary-peer-reviewed-article-IDR
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spelling doaj-fc907b51c6044f05a15574ea774e12f02020-11-25T03:07:39ZengDove Medical PressInfection and Drug Resistance1178-69732020-07-01Volume 132609261555732Difference in Biomarkers Between COVID-19 Patients and Other Pulmonary Infection PatientsDai JDu YGao JZhao JWang LHuang YXia JLuo YLi SMcNeil EBJingyi Dai1 ,* Yingrong Du1 ,* Jianpeng Gao1 ,* Jun Zhao,2 Lin Wang,3 Ying Huang,1 Jiawei Xia,4 Yu Luo,1 Shenghao Li,4 Edward B McNeil5 1Department of Infectious Diseases, Kunming Third People’s Hospital, Kunming, Yunnan, People’s Republic of China; 2School of Public Health and Management, Hubei University of Medicine, Shiyan, Hubei, People’s Republic of China; 3Department of Clinical Laboratory, Kunming Third People’s Hospital, Kunming, Yunnan, People’s Republic of China; 4Department of Critical Care Medicine, Kunming Third People’s Hospital, Kunming, Yunnan, People’s Republic of China; 5Epidemiology Unit, Faculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand*These authors contributed equally to this workCorrespondence: Jun ZhaoSchool of Public Health and Management, Hubei University of Medicine, 30 South Renmin Road, Shiyan, Hubei 442000, People’s Republic of ChinaTel +86-719-8891135Fax +86-719-8875336Email stzhao@163.comBackground: The pandemic due to the novel coronavirus disease 2019 (COVID-19) has resulted in an increasing number of patients need to be tested. We aimed to determine if the use of integrated laboratory data can discriminate COVID-19 patients from other pulmonary infection patients.Methods: This retrospective cohort study was conducted at Kunming Third People’s Hospital in China from January 20 to February 28, 2020. Medical records and laboratory data were extracted and combined for COVID-19 and other pulmonary infection patients on admission. A partial least square discriminant analysis (PLS-DA) model was constructed and calibrated to discriminate COVID-19 from other pulmonary infection patients.Results: COVID-19 patients diagnosed and treated in Kunming were balanced in terms of sex and covered all age groups. Most of them were mild cases; only five were severe cases. The first two dimensions of the PLS-DA model could classify COVID-19 and other pulmonary infection patients with an accuracy of 96.6% (95.1% in the cross-validation model). Basophil count, the proportion of basophils, prothrombin time, prothrombin time activity, and international normalized ratio were the five most discriminant biomarkers.Conclusion: Integration of biomarkers can discriminate COVID-19 patients from other pulmonary infections on admission to hospital and thus may be a supplement to nucleic acid tests.Keywords: COVID-19, biomarker, pneumonia, partial least square discriminant analysishttps://www.dovepress.com/difference-in-biomarkers-between-covid-19-patients-and-other-pulmonary-peer-reviewed-article-IDRcovid-19biomarkerpneumoniapartial least square discriminant analysis
collection DOAJ
language English
format Article
sources DOAJ
author Dai J
Du Y
Gao J
Zhao J
Wang L
Huang Y
Xia J
Luo Y
Li S
McNeil EB
spellingShingle Dai J
Du Y
Gao J
Zhao J
Wang L
Huang Y
Xia J
Luo Y
Li S
McNeil EB
Difference in Biomarkers Between COVID-19 Patients and Other Pulmonary Infection Patients
Infection and Drug Resistance
covid-19
biomarker
pneumonia
partial least square discriminant analysis
author_facet Dai J
Du Y
Gao J
Zhao J
Wang L
Huang Y
Xia J
Luo Y
Li S
McNeil EB
author_sort Dai J
title Difference in Biomarkers Between COVID-19 Patients and Other Pulmonary Infection Patients
title_short Difference in Biomarkers Between COVID-19 Patients and Other Pulmonary Infection Patients
title_full Difference in Biomarkers Between COVID-19 Patients and Other Pulmonary Infection Patients
title_fullStr Difference in Biomarkers Between COVID-19 Patients and Other Pulmonary Infection Patients
title_full_unstemmed Difference in Biomarkers Between COVID-19 Patients and Other Pulmonary Infection Patients
title_sort difference in biomarkers between covid-19 patients and other pulmonary infection patients
publisher Dove Medical Press
series Infection and Drug Resistance
issn 1178-6973
publishDate 2020-07-01
description Jingyi Dai1 ,* Yingrong Du1 ,* Jianpeng Gao1 ,* Jun Zhao,2 Lin Wang,3 Ying Huang,1 Jiawei Xia,4 Yu Luo,1 Shenghao Li,4 Edward B McNeil5 1Department of Infectious Diseases, Kunming Third People’s Hospital, Kunming, Yunnan, People’s Republic of China; 2School of Public Health and Management, Hubei University of Medicine, Shiyan, Hubei, People’s Republic of China; 3Department of Clinical Laboratory, Kunming Third People’s Hospital, Kunming, Yunnan, People’s Republic of China; 4Department of Critical Care Medicine, Kunming Third People’s Hospital, Kunming, Yunnan, People’s Republic of China; 5Epidemiology Unit, Faculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand*These authors contributed equally to this workCorrespondence: Jun ZhaoSchool of Public Health and Management, Hubei University of Medicine, 30 South Renmin Road, Shiyan, Hubei 442000, People’s Republic of ChinaTel +86-719-8891135Fax +86-719-8875336Email stzhao@163.comBackground: The pandemic due to the novel coronavirus disease 2019 (COVID-19) has resulted in an increasing number of patients need to be tested. We aimed to determine if the use of integrated laboratory data can discriminate COVID-19 patients from other pulmonary infection patients.Methods: This retrospective cohort study was conducted at Kunming Third People’s Hospital in China from January 20 to February 28, 2020. Medical records and laboratory data were extracted and combined for COVID-19 and other pulmonary infection patients on admission. A partial least square discriminant analysis (PLS-DA) model was constructed and calibrated to discriminate COVID-19 from other pulmonary infection patients.Results: COVID-19 patients diagnosed and treated in Kunming were balanced in terms of sex and covered all age groups. Most of them were mild cases; only five were severe cases. The first two dimensions of the PLS-DA model could classify COVID-19 and other pulmonary infection patients with an accuracy of 96.6% (95.1% in the cross-validation model). Basophil count, the proportion of basophils, prothrombin time, prothrombin time activity, and international normalized ratio were the five most discriminant biomarkers.Conclusion: Integration of biomarkers can discriminate COVID-19 patients from other pulmonary infections on admission to hospital and thus may be a supplement to nucleic acid tests.Keywords: COVID-19, biomarker, pneumonia, partial least square discriminant analysis
topic covid-19
biomarker
pneumonia
partial least square discriminant analysis
url https://www.dovepress.com/difference-in-biomarkers-between-covid-19-patients-and-other-pulmonary-peer-reviewed-article-IDR
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