Oral squamous cell carcinoma (OSCC) is the most common head and neck malignancy worldwide, with a high mortality. The prognosis of OSCC remains unsatisfactory; the dysregulated immune system plays an important role in the pathogenesis of OSCC. Myeloid-derived suppressor cells (MDSCs) have been identified as immune-suppressive cells in multiple tumor types. The aim of this study was to clarify the underlying immunoregulatory mechanism of MDSC in patients with OSCC. Flow cytometry was used to analyze the phenotype of MDSC among peripheral blood mononuclear cells (PBMCs) from patients with OSCC and healthy control subjects. The correlation between MDSC frequency and the disease index of patients with OSCC was evaluated. T cell proliferation experiment was used to evaluate the immunosuppressive function of MDSC. Patients with OSCC exhibited significantly higher levels of PMN-MDSCs than did healthy controls. In the co-culture assay, T cell proliferation and IFN-γ production were abrogated by the addition of PMN-MDSCs in a dose-dependent manner. The levels of reactive oxygen species were higher for PMN-MDSCs derived from patients with OSCC than for those from normal individuals. p-STAT3 levels, a key activator of MDSCs, was higher in OSCC-related PMN-MDSCs than in those from healthy controls. Both of these effects were reversed by NAC (an ROS inhibitor) and JSI-124 (a p-STAT3 inhibitor). Finally, PMN-MDSC levels were positively related to histological differentiation, nodal metastasis, and recurrence. PMN-MDSCs were elevated in OSCC patients, with strong immune-suppressive effects via p-STAT3/reactive oxygen species, providing a new direction for therapeutic strategies. Copyright © 2019 Elsevier Ltd. All rights reserved.