In summary, according to our findings, the involvement of DSP, TERT, and THSD4 during the acute phase of COVID-19 is related to the inflammatory process, cell migration, cytokines release, and the adaptive and innate immune responses. This evidence concerns the gene THSD4 and COVID-19.