Host-Viral Infection Maps Reveal Signatures of Severe COVID-19 Patients

被引:389
作者
Bost, Pierre [1 ,2 ,3 ,4 ,5 ]
Giladi, Amir [1 ]
Liu, Yang [6 ]
Bendjelal, Yanis [2 ,3 ,4 ]
Xu, Gang [6 ]
David, Eyal [1 ]
Blecher-Gonen, Ronnie [1 ]
Cohen, Merav [1 ]
Medaglia, Chiara [1 ]
Li, Hanjie [1 ]
Deczkowska, Aleksandra [1 ]
Zhang, Shuye [7 ,8 ]
Schwikowski, Benno [2 ,3 ,4 ]
Zhang, Zheng [6 ]
Amit, Ido [1 ]
机构
[1] Weizmann Inst Sci, Dept Immunol, Rehovot, Israel
[2] Inst Pasteur, Dept Computat Biol, Syst Biol Grp, F-75015 Paris, France
[3] Inst Pasteur, USR 3756, F-75015 Paris, France
[4] CNRS, F-75015 Paris, France
[5] Sorbonne Univ, Complexite Vivant, F-75005 Paris, France
[6] Southern Univ Sci & Technol, Shenzhen Peoples Hosp 3, Natl Clin Res Ctr Infect Dis, Sch Med,Inst Hepatol, Shenzhen 518112, Guangdong, Peoples R China
[7] Fudan Univ, Shanghai Publ Hlth Clin Ctr, Shanghai 201508, Peoples R China
[8] Fudan Univ, Inst Biomed Sci, Shanghai 201508, Peoples R China
基金
以色列科学基金会; 中国国家自然科学基金; 欧洲研究理事会;
关键词
SINGLE-CELL ANALYSIS; RNA-SEQ; IMMUNE-RESPONSES; EXPRESSION; VIRUS; RECONSTRUCTION;
D O I
10.1016/j.cell.2020.05.006
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
Viruses are a constant threat to global health as highlighted by the current COVID-19 pandemic. Currently, lack of data underlying how the human host interacts with viruses, including the SARS-CoV-2 virus, limits effective therapeutic intervention. We introduce Viral-Track, a computational method that globally scans unmapped single-cell RNA sequencing (scRNA-seq) data for the presence of viral RNA, enabling transcriptional cell sorting of infected versus bystander cells. We demonstrate the sensitivity and specificity of Viral-Track to systematically detect viruses from multiple models of infection, including hepatitis B virus, in an unsupervised manner Applying Viral-Track to bronchoalveloar-lavage samples from severe and mild COVID-19 patients reveals a dramatic impact of the virus on the immune system of severe patients compared to mild cases. Viral-Track detects an unexpected co-infection of the human metapneumovirus, present mainly in monocytes perturbed in type-I interferon (IFN)-signaling. Viral-Track provides a robust technology for dissecting the mechanisms of viral-infection and pathology.
引用
收藏
页码:1475 / +
页数:26
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