Data-driven analysis of COVID-19 reveals specific severity patterns distinct from the temporal immune response

Author:

Lim JackweeORCID,Puan Kia Joo,Wang Liang Wei,Weng Teng Karen Wei,Loh Chiew Yee,Tan Kim Peng,Carissimo Guillaume,Chan Yi-HaoORCID,Poh Chek Meng,Lee Cheryl Yi-Pin,Fong Siew-Wai,Yeo Nicholas Kim-WahORCID,Chee Rhonda Sin-Ling,Amrun Siti Naqiah,Chang Zi Wei,Tay Matthew Zirui,Torres-Ruesta Anthony,Fernandez Norman Leo,How Wilson,Andiappan Anand K.,Lee WendyORCID,Duan Kaibo,Tan Seow-YenORCID,Yan Gabriel,Kalimuddin Shirin,Lye David Chien,Leo Yee-Sin,Ong Sean W. X.ORCID,Young Barnaby E.,Renia LaurentORCID,Ng Lisa F.P.,Lee Bernett,Rötzschke Olaf

Abstract

AbstractKey immune signatures of SARS-CoV-2 infection may associate with either adverse immune reactions (severity) or simply an ongoing anti-viral response (temporality); how immune signatures contribute to severe manifestations and/or temporal progression of disease and whether longer disease duration correlates with severity remain unknown. Patient blood was comprehensively immunophenotyped via mass cytometry and multiplex cytokine arrays, leading to the identification of 327 basic subsets that were further stratified into more than 5000 immunotypes and correlated with 28 plasma cytokines. Low-density neutrophil abundance was closely correlated with hepatocyte growth factor levels, which in turn correlated with disease severity. Deep analysis also revealed additional players, namely conventional type 2 dendritic cells, natural killer T cells, plasmablasts and CD16+ monocytes, that can influence COVID-19 severity independent of temporal progression. Herein, we provide interactive network analysis and data visualization tools to facilitate data mining and hypothesis generation for elucidating COVID-19 pathogenesis.

Publisher

Cold Spring Harbor Laboratory

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