Transcriptome Analysis of Peripheral Blood Mononuclear Cells Reveals Distinct Immune Response in Asymptomatic and Re-Detectable Positive COVID-19 Patients

The existence of asymptomatic and re-detectable positive coronavirus disease 2019 (COVID-19) patients presents the disease control challenges of COVID-19. Most studies on immune responses in COVID-19 have focused on moderately or severely symptomatic patients; however, little is known about the immu...

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Main Authors: Jiaqi Zhang, Dongzi Lin, Kui Li, Xiangming Ding, Lin Li, Yuntao Liu, Dongdong Liu, Jing Lin, Xiangyun Teng, Yizhe Li, Ming Liu, Jian Shen, Xiaodan Wang, Dan He, Yaling Shi, Dawei Wang, Jianhua Xu
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-07-01
Series:Frontiers in Immunology
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Online Access:https://www.frontiersin.org/articles/10.3389/fimmu.2021.716075/full
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language English
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author Jiaqi Zhang
Jiaqi Zhang
Dongzi Lin
Kui Li
Xiangming Ding
Lin Li
Yuntao Liu
Dongdong Liu
Jing Lin
Xiangyun Teng
Yizhe Li
Ming Liu
Jian Shen
Xiaodan Wang
Dan He
Yaling Shi
Dawei Wang
Jianhua Xu
spellingShingle Jiaqi Zhang
Jiaqi Zhang
Dongzi Lin
Kui Li
Xiangming Ding
Lin Li
Yuntao Liu
Dongdong Liu
Jing Lin
Xiangyun Teng
Yizhe Li
Ming Liu
Jian Shen
Xiaodan Wang
Dan He
Yaling Shi
Dawei Wang
Jianhua Xu
Transcriptome Analysis of Peripheral Blood Mononuclear Cells Reveals Distinct Immune Response in Asymptomatic and Re-Detectable Positive COVID-19 Patients
Frontiers in Immunology
COVID-19
SARS-CoV-2
asymptomatic
re-detectable positive
immune response
author_facet Jiaqi Zhang
Jiaqi Zhang
Dongzi Lin
Kui Li
Xiangming Ding
Lin Li
Yuntao Liu
Dongdong Liu
Jing Lin
Xiangyun Teng
Yizhe Li
Ming Liu
Jian Shen
Xiaodan Wang
Dan He
Yaling Shi
Dawei Wang
Jianhua Xu
author_sort Jiaqi Zhang
title Transcriptome Analysis of Peripheral Blood Mononuclear Cells Reveals Distinct Immune Response in Asymptomatic and Re-Detectable Positive COVID-19 Patients
title_short Transcriptome Analysis of Peripheral Blood Mononuclear Cells Reveals Distinct Immune Response in Asymptomatic and Re-Detectable Positive COVID-19 Patients
title_full Transcriptome Analysis of Peripheral Blood Mononuclear Cells Reveals Distinct Immune Response in Asymptomatic and Re-Detectable Positive COVID-19 Patients
title_fullStr Transcriptome Analysis of Peripheral Blood Mononuclear Cells Reveals Distinct Immune Response in Asymptomatic and Re-Detectable Positive COVID-19 Patients
title_full_unstemmed Transcriptome Analysis of Peripheral Blood Mononuclear Cells Reveals Distinct Immune Response in Asymptomatic and Re-Detectable Positive COVID-19 Patients
title_sort transcriptome analysis of peripheral blood mononuclear cells reveals distinct immune response in asymptomatic and re-detectable positive covid-19 patients
publisher Frontiers Media S.A.
series Frontiers in Immunology
issn 1664-3224
publishDate 2021-07-01
description The existence of asymptomatic and re-detectable positive coronavirus disease 2019 (COVID-19) patients presents the disease control challenges of COVID-19. Most studies on immune responses in COVID-19 have focused on moderately or severely symptomatic patients; however, little is known about the immune response in asymptomatic and re-detectable positive (RP) patients. Here we performed a comprehensive analysis of the transcriptomic profiles of peripheral blood mononuclear cells (PBMCs) from 48 COVID-19 patients which included 8 asymptomatic, 13 symptomatic, 15 recovered and 12 RP patients. The weighted gene co-expression network analysis (WGCNA) identified six co-expression modules, of which the turquoise module was positively correlated with the asymptomatic, symptomatic, and recovered COVID-19 patients. The red module positively correlated with symptomatic patients only and the blue and brown modules positively correlated with the RP patients. The analysis by single sample gene set enrichment analysis (ssGSEA) revealed a lower level of IFN response and complement activation in the asymptomatic patients compared with the symptomatic, indicating a weaker immune response of the PBMCs in the asymptomatic patients. In addition, gene set enrichment analysis (GSEA) analysis showed the enrichment of TNFα/NF-κB and influenza infection in the RP patients compared with the recovered patients, indicating a hyper-inflammatory immune response in the PBMC of RP patients. Thus our findings could extend our understanding of host immune response during the progression of COVID-19 disease and assist clinical management and the immunotherapy development for COVID-19.
topic COVID-19
SARS-CoV-2
asymptomatic
re-detectable positive
immune response
url https://www.frontiersin.org/articles/10.3389/fimmu.2021.716075/full
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spelling doaj-469f5c50a64242159f027ce7398e4dcc2021-07-29T16:57:47ZengFrontiers Media S.A.Frontiers in Immunology1664-32242021-07-011210.3389/fimmu.2021.716075716075Transcriptome Analysis of Peripheral Blood Mononuclear Cells Reveals Distinct Immune Response in Asymptomatic and Re-Detectable Positive COVID-19 PatientsJiaqi Zhang0Jiaqi Zhang1Dongzi Lin2Kui Li3Xiangming Ding4Lin Li5Yuntao Liu6Dongdong Liu7Jing Lin8Xiangyun Teng9Yizhe Li10Ming Liu11Jian Shen12Xiaodan Wang13Dan He14Yaling Shi15Dawei Wang16Jianhua Xu17Department of Laboratory Medicine, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, ChinaDepartment of Laboratory Medicine, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, ChinaDepartment of Laboratory Medicine, The Fourth People’s Hospital of Foshan, Foshan, ChinaDepartment of Translational Medicine Research Institute, Guangzhou Huayin Medical Laboratory Center, Ltd, Guangzhou, ChinaDepartment of Bioinformatics, Guangzhou Geneseed Biotech Co., Ltd, Guangzhou, ChinaDepartment of Laboratory Medicine, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, ChinaEmergency Department, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, ChinaDepartment of Laboratory Medicine, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, ChinaDepartment of Clinical Laboratory, The First People’s Hospital of Foshan, Foshan, ChinaDepartment of Laboratory Medicine, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, ChinaDepartment of Laboratory Medicine, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, ChinaDepartment of Bioinformatics, Guangzhou Geneseed Biotech Co., Ltd, Guangzhou, ChinaDepartment of Bioinformatics, Guangzhou Geneseed Biotech Co., Ltd, Guangzhou, ChinaDepartment of Translational Medicine Research Institute, Guangzhou Huayin Medical Laboratory Center, Ltd, Guangzhou, ChinaDepartment of Translational Medicine Research Institute, Guangzhou Huayin Medical Laboratory Center, Ltd, Guangzhou, ChinaDepartment of Laboratory Medicine, Guangzhou Eighth People’s Hospital, Guangzhou Medical University, Guangzhou, ChinaDepartment of Pulmonary and Critical Care Medicine, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, ChinaDepartment of Laboratory Medicine, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, ChinaThe existence of asymptomatic and re-detectable positive coronavirus disease 2019 (COVID-19) patients presents the disease control challenges of COVID-19. Most studies on immune responses in COVID-19 have focused on moderately or severely symptomatic patients; however, little is known about the immune response in asymptomatic and re-detectable positive (RP) patients. Here we performed a comprehensive analysis of the transcriptomic profiles of peripheral blood mononuclear cells (PBMCs) from 48 COVID-19 patients which included 8 asymptomatic, 13 symptomatic, 15 recovered and 12 RP patients. The weighted gene co-expression network analysis (WGCNA) identified six co-expression modules, of which the turquoise module was positively correlated with the asymptomatic, symptomatic, and recovered COVID-19 patients. The red module positively correlated with symptomatic patients only and the blue and brown modules positively correlated with the RP patients. The analysis by single sample gene set enrichment analysis (ssGSEA) revealed a lower level of IFN response and complement activation in the asymptomatic patients compared with the symptomatic, indicating a weaker immune response of the PBMCs in the asymptomatic patients. In addition, gene set enrichment analysis (GSEA) analysis showed the enrichment of TNFα/NF-κB and influenza infection in the RP patients compared with the recovered patients, indicating a hyper-inflammatory immune response in the PBMC of RP patients. Thus our findings could extend our understanding of host immune response during the progression of COVID-19 disease and assist clinical management and the immunotherapy development for COVID-19.https://www.frontiersin.org/articles/10.3389/fimmu.2021.716075/fullCOVID-19SARS-CoV-2asymptomaticre-detectable positiveimmune response