RT Journal Article SR Electronic T1 Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19 JF bioRxiv FD Cold Spring Harbor Laboratory SP 2021.02.09.430269 DO 10.1101/2021.02.09.430269 A1 Dorien Feyaerts A1 Julien Hédou A1 Joshua Gillard A1 Han Chen A1 Eileen S. Tsai A1 Laura S. Peterson A1 Kazuo Ando A1 Monali Manohar A1 Evan Do A1 Gopal K.R. Dhondalay A1 Jessica Fitzpatrick A1 Maja Artandi A1 Iris Chang A1 Theo T. Snow A1 R. Sharon Chinthrajah A1 Christopher M. Warren A1 Rich Wittman A1 Justin G. Meyerowitz A1 Edward A. Ganio A1 Ina A. Stelzer A1 Xiaoyuan Han A1 Franck Verdonk A1 Dyani K. Gaudillière A1 Nilanjan Mukherjee A1 Amy S. Tsai A1 Kristen K. Rumer A1 Sizun Jiang A1 Sergio Iván Valdés Ferrer A1 J. Daniel Kelly A1 David Furman A1 Nima Aghaeepour A1 Martin S. Angst A1 Scott D. Boyd A1 Benjamin A. Pinsky A1 Garry P. Nolan A1 Kari C. Nadeau A1 Brice Gaudillière A1 David R. McIlwain YR 2021 UL http://biorxiv.org/content/early/2021/02/12/2021.02.09.430269.abstract AB The biological determinants of the wide spectrum of COVID-19 clinical manifestations are not fully understood. Here, over 1400 plasma proteins and 2600 single-cell immune features comprising cell phenotype, basal signaling activity, and signaling responses to inflammatory ligands were assessed in peripheral blood from patients with mild, moderate, and severe COVID-19, at the time of diagnosis. Using an integrated computational approach to analyze the combined plasma and single-cell proteomic data, we identified and independently validated a multivariate model classifying COVID-19 severity (multi-class AUCtraining = 0.799, p-value = 4.2e-6; multi-class AUCvalidation = 0.773, p-value = 7.7e-6). Features of this high-dimensional model recapitulated recent COVID-19 related observations of immune perturbations, and revealed novel biological signatures of severity, including the mobilization of elements of the renin-angiotensin system and primary hemostasis, as well as dysregulation of JAK/STAT, MAPK/mTOR, and NF-κB immune signaling networks. These results provide a set of early determinants of COVID-19 severity that may point to therapeutic targets for the prevention of COVID-19 progression.Summary Feyaerts et al. demonstrate that an integrated analysis of plasma and single-cell proteomics differentiates COVID-19 severity and reveals severity-specific biological signatures associated with the dysregulation of the JAK/STAT, MAPK/mTOR, and NF-κB immune signaling networks and the mobilization of the renin-angiotensin and hemostasis systems.Competing Interest StatementThe authors have declared no competing interest.