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SARS-CoV-2 infection in children is generally milder than in adults, yet a proportion of cases result in hyperinflammatory conditions often including myocarditis. To better understand these cases, we applied a multi-parametric approach to the study of blood cells of 56 children hospitalized with suspicion of SARS-CoV-2 infection. The most severe forms of MIS-C (multisystem inflammatory syndrome in children related to SARS-CoV-2), that resulted in myocarditis, were characterized by elevated levels of pro-angiogenesis cytokines and several chemokines. Single-cell transcriptomic analyses identified a unique monocyte/dendritic cell gene signature that correlated with the occurrence of severe myocarditis, characterized by sustained NF-κ B activity, TNF-α signaling, associated with decreased gene expression of NF-κ B inhibitors. We also found a weak response to type-I and type-II interferons, hyperinflammation and response to oxidative stress related to increased HIF-1α and VEGF signaling. These results provide potential for a better understanding of disease pathophysiology. Funding: The study was supported by the Institut National de la Sante et de la Recherche Medicale (INSERM), by the “URGENCE COVID-19” fundraising campaign of Institut Pasteur, by the Atip-Avenir, Emergence ville de Paris program and fond de dotation Janssen Horizon and by government grants managed by the Agence National de la Recherche as part of the “Investment for the Future” program (Institut Hospitalo-Universitaire Imagine, grant ANR-10-IAHU-01, Recherche Hospitalo-Universitaire, grant ANR-18-RHUS-0010, Laboratoire d’Excellence ‘‘Milieu Interieur”, grant ANR-10-LABX-69-01), the Centre de Reference Deficits Immunitaires Hereditaires (CEREDIH), the Agence National de la Recherche (ANR-flash Covid19 “AIROCovid” to FRL and “CoVarImm” to DD and JDS), and by the FASTFoundation (French Friends of Sheba Tel Hashomer Hospital). The LabTech Single-Cell@Imagine is supported by the Paris Region and the “Investissements d’avenir” program through the 2019 ATF funding – Sesame Filieres PIA (Grant N°3877871).CdC is the recipient of a CIFRE-PhD (Sanofi). L.B. was a recipient of an Imagine institute PhD international program supported by the Fondation Bettencourt Schueller. L.B. was also supported by the EUR G.E.N.E. (reference #ANR-17-EURE-0013) and is part of the Universite de Paris IdEx #ANR-18-IDEX-0001 funded by the French Government through its“Investments for the Future” program. S.M. was a recipient of an INSERM and Institut Imagine post-doctorat program supported by the Fondation pour la Recherche Medicale (FRMN°SPF20170938825). NS was a recipient of the Pasteur-Roux-Cantarini Fellowship. VGP obtained an Imagine international PhD fellowship program supported by the Fondation Bettencourt Schueller. BPP is the recipient of an ANRS post-doctoral fellowship. Conflict of Interest: DD, FRL, JT and MMM are listed as inventors on a patent application related to this technology (European Patent Application no. EP21305197, entitled “Methods of predicting multisystem inflammatory syndrome (MIS-C) with severe myocarditis in subjects suffering from a SARS-CoV-2 infection”). Ethical Approval: The study was approved by the Ethics Committee (Comite de Protection des Personnes Ouest IV, n° DC-2017-2987).