Abstract Objectives Esophageal squamous cell carcinoma (ESCA) is a challenging disease characterized by a high mortality rate. Understanding the prognostic relationship between G protein-coupled receptors (GPR) and ESCA is critical for improving patient outcomes, yet this connection remains to be fully explored. Methods In this study, we examined the roles of GPR genes and the tumor microenvironment (TME) in ESCA development and progression. Cox regression and Kaplan–Meier analysis demonstrated the predictive value of these genes. Our analysis of TME cell-cell communication revealed extensive interactions, particularly involving neutrophils. We also assessed the combined predictive value of GPR genes, TME score, and tumor mutation burden (TMB) for patient prognosis in ESCA, ultimately constructing a GPR-TME-TMB classifier for prognosis prediction. Results We identified significant differences in GPR gene expression between normal and tumor tissues, with four genes (GPER1, GPR82, FFAR2, and HCAR3) correlating with patient prognosis. Single-cell RNA sequencing analysis revealed 10 major cell types in the TME, with GPR gene expression highly enriched in neutrophils. Our findings indicate that the GPR-TME-TMB classifier is strongly associated with patient prognoses. Additionally, our results align with previous studies on the roles of GPR genes and the TME in ESCA. Conclusions Our results suggest that GPR-related genes play a role in ESCA progression and are strongly associated with TME in ESCA. We constructed a GPR-TME classifier for ESCA to provide new directions for the treatment and prognosis of ESCA patients.
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