Immunological Biomarkers of Fatal COVID-19: A Study of 868 Patients

被引:18
作者
Martin-Sanchez, Esperanza [1 ,2 ,3 ,4 ]
Garces, Juan Jose [1 ,2 ,3 ,4 ]
Maia, Catarina [1 ,2 ,3 ,4 ]
Inoges, Susana [4 ,5 ,6 ]
Lopez-Diaz de Cerio, Ascension [4 ,5 ,6 ]
Carmona-Torre, Francisco [7 ,8 ,9 ]
Marin-Oto, Marta [10 ]
Alegre, Felix [7 ]
Molano, Elvira [11 ]
Fernandez-Alonso, Mirian [9 ]
Perez, Cristina [2 ,3 ,4 ]
Botta, Cirino [13 ]
Zabaleta, Aintzane [1 ,2 ,3 ,4 ]
Alcaide, Ana Belen [10 ]
Landecho, Manuel F. [7 ]
Rua, Marta [12 ]
Perez-Warnisher, Teresa [14 ]
Blanco, Laura [3 ,4 ]
Sarvide, Sarai [2 ,3 ,4 ]
Vilas-Zornoza, Amaia [2 ,3 ,4 ]
Alignani, Diego [1 ,2 ,3 ,4 ]
Moreno, Cristina [3 ,4 ]
Pineda, Inigo [7 ]
Sogbe, Miguel [7 ]
Argemi, Josepmaria [7 ]
Paiva, Bruno [1 ,2 ,3 ,4 ]
Yuste, Jose Ramon [7 ,8 ,9 ]
机构
[1] Clin Univ Navarra, Hematol Dept, Pamplona, Spain
[2] Ctr Invest Med Aplicada CIMA, Hematooncol Dept, Pamplona, Spain
[3] Inst Invest Sanit Navarra IdiSN, Hematooncol Dept, Pamplona, Spain
[4] Ctr Invest Biomed Red, Pamplona, Spain
[5] Clin Univ Navarra, Immunol & Immunotherapy Dept, Pamplona, Spain
[6] Clin Univ Navarra, Hematol Serv & Cell Therapy Area, Pamplona, Spain
[7] Clin Univ Navarra, Internal Med Dept, Pamplona, Spain
[8] Clin Univ Navarra, Div Infect Dis, Pamplona, Spain
[9] Inst Invest Sanit Navarra IdiSN, Immune & Infect Inflammatory Dis Res, Pamplona, Spain
[10] Clin Univ Navarra, Neumol Dept, Pamplona, Spain
[11] Clin Univ Navarra, Internal Med Dept, Madrid, Spain
[12] Clin Univ Navarra, Microbiol Dept, Pamplona, Spain
[13] Hosp Annunziata, Hematol Dept, Cosenza, Italy
[14] Clin Univ Navarra, Neumol Dept, Madrid, Spain
基金
欧洲研究理事会;
关键词
COVID-19; SARS-CoV-2; flow cytometry; lymphopenia; outcome; survival; biomarkers; RNA-SEQ; CELL; IMMUNITY; MILD;
D O I
10.3389/fimmu.2021.659018
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Information on the immunopathobiology of coronavirus disease 2019 (COVID-19) is rapidly increasing; however, there remains a need to identify immune features predictive of fatal outcome. This large-scale study characterized immune responses to severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) infection using multidimensional flow cytometry, with the aim of identifying high-risk immune biomarkers. Holistic and unbiased analyses of 17 immune cell-types were conducted on 1,075 peripheral blood samples obtained from 868 COVID-19 patients and on samples from 24 patients presenting with non-SARS-CoV-2 infections and 36 healthy donors. Immune profiles of COVID-19 patients were significantly different from those of age-matched healthy donors but generally similar to those of patients with non-SARS-CoV-2 infections. Unsupervised clustering analysis revealed three immunotypes during SARS-CoV-2 infection; immunotype 1 (14% of patients) was characterized by significantly lower percentages of all immune cell-types except neutrophils and circulating plasma cells, and was significantly associated with severe disease. Reduced B-cell percentage was most strongly associated with risk of death. On multivariate analysis incorporating age and comorbidities, B-cell and non-classical monocyte percentages were independent prognostic factors for survival in training (n=513) and validation (n=355) cohorts. Therefore, reduced percentages of B-cells and non-classical monocytes are high-risk immune biomarkers for risk-stratification of COVID-19 patients.
引用
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页数:13
相关论文
共 54 条
[1]   Aging immunity may exacerbate COVID-19 [J].
Akbar, Arne N. ;
Gilroy, Derek W. .
SCIENCE, 2020, 369 (6501) :256-257
[2]   HTSeq-a Python']Python framework to work with high-throughput sequencing data [J].
Anders, Simon ;
Pyl, Paul Theodor ;
Huber, Wolfgang .
BIOINFORMATICS, 2015, 31 (02) :166-169
[3]   Systems biological assessment of immunity to mild versus severe COVID-19 infection in humans [J].
Arunachalam, Prabhu S. ;
Wimmers, Florian ;
Mok, Chris Ka Pun ;
Perera, Ranawaka A. P. M. ;
Scott, Madeleine ;
Hagan, Thomas ;
Sigal, Natalia ;
Feng, Yupeng ;
Bristow, Laurel ;
Tsang, Owen Tak-Yin ;
Wagh, Dhananjay ;
Coller, John ;
Pellegrini, Kathryn L. ;
Kazmin, Dmitri ;
Alaaeddine, Ghina ;
Leung, Wai Shing ;
Chan, Jacky Man Chun ;
Chik, Thomas Shiu Hong ;
Choi, Chris Yau Chung ;
Huerta, Christopher ;
McCullough, Michele Paine ;
Lv, Huibin ;
Anderson, Evan ;
Edupuganti, Srilatha ;
Upadhyay, Amit A. ;
Bosinger, Steve E. ;
Maecker, Holden Terry ;
Khatri, Purvesh ;
Rouphael, Nadine ;
Peiris, Malik ;
Pulendran, Bali .
SCIENCE, 2020, 369 (6508) :1210-+
[4]   Deciphering the state of immune silence in fatal COVID-19 patients [J].
Bost, Pierre ;
De Sanctis, Francesco ;
Cane, Stefania ;
Ugel, Stefano ;
Donadello, Katia ;
Castellucci, Monica ;
Eyal, David ;
Fiore, Alessandra ;
Anselmi, Cristina ;
Barouni, Roza Maria ;
Trovato, Rosalinda ;
Caligola, Simone ;
Lamolinara, Alessia ;
Iezzi, Manuela ;
Facciotti, Federica ;
Mazzariol, Annarita ;
Gibellini, Davide ;
De Nardo, Pasquale ;
Tacconelli, Evelina ;
Gottin, Leonardo ;
Polati, Enrico ;
Schwikowski, Benno ;
Amit, Ido ;
Bronte, Vincenzo .
NATURE COMMUNICATIONS, 2021, 12 (01)
[5]   Potent Neutralizing Antibodies against SARS-CoV-2 Identified by High-Throughput Single-Cell Sequencing of Convalescent Patients' B Cells [J].
Cao, Yunlong ;
Su, Bin ;
Guo, Xianghua ;
Sun, Wenjie ;
Deng, Yongqiang ;
Bao, Linlin ;
Zhu, Qinyu ;
Zhang, Xu ;
Zheng, Yinghui ;
Geng, Chenyang ;
Chai, Xiaoran ;
He, Runsheng ;
Li, Xiaofeng ;
Lv, Qi ;
Zhu, Hua ;
Deng, Wei ;
Xu, Yanfeng ;
Wang, Yanjun ;
Qiao, Luxin ;
Tan, Yafang ;
Song, Liyang ;
Wang, Guopeng ;
Du, Xiaoxia ;
Gao, Ning ;
Liu, Jiangning ;
Xiao, Junyu ;
Su, Xiao-dong ;
Du, Zongmin ;
Feng, Yingmei ;
Qin, Chuan ;
Qin, Chengfeng ;
Jin, Ronghua ;
Xie, X. Sunney .
CELL, 2020, 182 (01) :73-+
[6]   Clinical and immunological features of severe and moderate coronavirus disease 2019 [J].
Chen, Guang ;
Wu, Di ;
Guo, Wei ;
Cao, Yong ;
Huang, Da ;
Wang, Hongwu ;
Wang, Tao ;
Zhang, Xiaoyun ;
Chen, Huilong ;
Yu, Haijing ;
Zhang, Xiaoping ;
Zhang, Minxia ;
Wu, Shiji ;
Song, Jianxin ;
Chen, Tao ;
Han, Meifang ;
Li, Shusheng ;
Luo, Xiaoping ;
Zhao, Jianping ;
Ning, Qin .
JOURNAL OF CLINICAL INVESTIGATION, 2020, 130 (05) :2620-2629
[7]   COVID-19 severity correlates with airway epithelium-immune cell interactions identified by single-cell analysis [J].
Chua, Robert Lorenz ;
Lukassen, Soeren ;
Trump, Saskia ;
Hennig, Bianca P. ;
Wendisch, Daniel ;
Pott, Fabian ;
Debnath, Olivia ;
Thuermann, Loreen ;
Kurth, Florian ;
Voelker, Maria Theresa ;
Kazmierski, Julia ;
Timmermann, Bernd ;
Twardziok, Sven ;
Schneider, Stefan ;
Machleidt, Felix ;
Mueller-Redetzky, Holger ;
Maier, Melanie ;
Krannich, Alexander ;
Schmidt, Sein ;
Balzer, Felix ;
Liebig, Johannes ;
Loske, Jennifer ;
Suttorp, Norbert ;
Eils, Juergen ;
Ishaque, Naveed ;
Liebert, Uwe Gerd ;
von Kalle, Christof ;
Hocke, Andreas ;
Witzenrath, Martin ;
Goffinet, Christine ;
Drosten, Christian ;
Laudi, Sven ;
Lehmann, Irina ;
Conrad, Christian ;
Sander, Leif-Erik ;
Eils, Roland .
NATURE BIOTECHNOLOGY, 2020, 38 (08) :970-+
[8]   Comprehensive transcriptomic analysis of COVID-19 blood, lung, and airway [J].
Daamen, Andrea R. ;
Bachali, Prathyusha ;
Owen, Katherine A. ;
Kingsmore, Kathryn M. ;
Hubbard, Erika L. ;
Labonte, Adam C. ;
Robl, Robert ;
Shrotri, Sneha ;
Grammer, Amrie C. ;
Lipsky, Peter E. .
SCIENTIFIC REPORTS, 2021, 11 (01)
[9]   Reduction and Functional Exhaustion of T Cells in Patients With Coronavirus Disease 2019 (COVID-19) [J].
Diao, Bo ;
Wang, Chenhui ;
Tan, Yingjun ;
Chen, Xiewan ;
Liu, Ying ;
Ning, Lifen ;
Chen, Li ;
Li, Min ;
Liu, Yueping ;
Wang, Gang ;
Yuan, Zilin ;
Feng, Zeqing ;
Zhang, Yi ;
Wu, Yuzhang ;
Chen, Yongwen .
FRONTIERS IN IMMUNOLOGY, 2020, 11
[10]   STAR: ultrafast universal RNA-seq aligner [J].
Dobin, Alexander ;
Davis, Carrie A. ;
Schlesinger, Felix ;
Drenkow, Jorg ;
Zaleski, Chris ;
Jha, Sonali ;
Batut, Philippe ;
Chaisson, Mark ;
Gingeras, Thomas R. .
BIOINFORMATICS, 2013, 29 (01) :15-21