Neural invasion underlies the local spread of gastric cancer and is associated with poor prognosis. This process has been receiving increasing attention in recent years. However, the relationship between neural invasion and the malignant phenotypes of gastric cancer cells, as well as the molecular mechanism involved in this process, remain unclear. In this study, bioinformatics analysis was performed using a dataset obtained from The Cancer Genome Atlas-Stomach Adenocarcinoma. The results revealed that high expression of GDNF family receptor alpha 3 (GFRA3) was associated with a poor prognosis of patients with gastric cancer. GFRA3 is a receptor for artemin (ARTN), a glial cell line-derived neurotrophic factor (GDNF). This association was indicated by short overall/disease-free survival, as well as the presence of high-stage and high-grade disease. Gene set enrichment analysis showed that two cancer-associated pathways, namely KRAS signaling and epithelial-mesenchymal transition (EMT), were activated when GFRA3 was highly expressed in gastric cancer. Further studies confirmed that GFRA3 activated KRAS downstream signaling phosphatidylinositol 3 kinase/protein kinase B (PI3K/AKT) or extracellular signal-regulated kinase (ERK) and induced EMT markers, as well as promoted the migration and invasion of gastric cancer cells. As a ligand of GFRA3, ARTN induced the EMT, migration, and invasion of gastric cancer cells via GFRA3. Notably, the effects of the ARTN-GFRA3 axis were attenuated by treatment with a KRAS inhibitor. The present findings indicated that, during the neural invasion of gastric cancer, ARTN-mediated activation of GFRA3 induces EMT phenotypes, migration, and invasion of gastric cancer cells via KRAS signaling.