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Coronavirus disease 2019 (COVID-19) is an infection characterized by the dysregulation of systemic cytokine levels. The measurement of serum levels of inflammatory cyto-/chemokines has been suggested as a tool in the management of COVID-19. The aim of this study is to highlight the significance of measured levels of interleukin (IL)-1α, IL-1β, IL-6, IL-8, IL-10, IL-12(p70), IL-27, interferon (IFN)γ, interferon gamma-induced protein (IP)-10, monocyte chemoattractant protein (MCP)-1, and tumor necrosis factor (TNF)-α in serum samples from infected and recovered subjects, possibly predictive of severity and/or duration of the disease. Serum samples from healthy (HD), positive at hospital admittance (T0), and recovered subjects (T1, 31–60, or 70–200 days post-negativization) were collected and tested through a bead-based cytometric assay and confirmed through ELISA. IL-10 levels were increased in the T0 group compared to both HD and T1. IL-27 significantly decreased in the 31–60 group. IL-1β significantly increased in the 70–200 day group. TNF-α significantly decreased in T0 compared to HD and in the 31–60 group versus HD. IP-10 significantly increased in T0 compared to HD. These results suggest that IP-10 could represent an early marker of clinical worsening, whereas IL-10 might be indicative of the possible onset of post-COVID-19 long syndrome.