Background: Cervical lymph node metastasis is one of the poorest prognostic factors in oral squamous cell carcinoma (OSCC). Activated immune cells and cancer cells generally have metabolic similarities in tumor microenvironment. However, it is unknown whether abnormal glycolysis in T cells could facilitate metastatic lymph nodes in patients with OSCC. Methods: Flow cytometry and immunofluorescence staining were used to analyze the differences in CD4+ PD1+ T cells between metastatic and negative lymph nodes. RT-PCR was performed to detail the expression of immune checkpoints and glycolysis-related enzymes in metastatic and negative lymph nodes. Kruskal-Wallis, Mann-Whitney, or nonparametric paired tests (i.e., the Wilcoxon matched paired test) were used to analyze the non-parametric distribution of the samples. Results: The frequency of CD4+ T cells decreased in the metastatic lymph nodes (p = 0.0019). Immune checkpoints (PD1, PDL1, and CTLA4) of CD4+ T cells were detected in metastatic (LN+) and paired negative lymph nodes (LN-) of OSCC patients. The PD1 expression of LN+ increased markedly compared to that of LN- (p = 0.0205). Similarly, the PD1 of CD4+ T cells in LN+ increased significantly compared to that of LN-. Glycolysis-related enzyme levels in CD4+ T cells from LN+ were dramatically higher than those in LN-. Moreover, PD1 and Hk2 expressions in CD4+ T cells increased in metastatic lymph nodes of OSCC patients with prior surgical treatment compared to those without. Conclusions: These findings suggest that increased PD1 and glycolysis in CD4+ T cells may serve as pivotal regulators of OSCC metastatic lymph nodes, which are closely associated with elevated glycolysis.