BackgroundThe identification of risk factors associated with lymph node metastasis (LNM) in gastric cancer will establish a crucial foundation for the implementation of endoscopic operation and multidisciplinary treatment program. Methods5606 gastric cancer patients with comprehensive clinicopathological data were enrolled through systematic searching and rigorous screening. Of the 5606 patients, 1438 were diagnosed with early gastric cancer (EGC), which would be utilized for further analysis. Subsequently, univariate and multivariate logistic regression analyses were conducted to identified the risk factors. ResultsThe rates of LNM in T1a, T1b, T2, T3, T4a, and T4b stage gastric cancer were 7.0%, 19.4%, 48.4%, 77.1%, 83.8%, and 89.6% respectively. Female [odds ratio (OR)=1.559, P=0.032], lower tumor location (OR=1.773, P=0.023), tumor size >2cm (OR=2.007, P<0.001), mixed (OR=2.371, P=0.001) and undifferentiated histological types (OR=2.952, P<0.001), T1b stage (OR=2.041, P<0.001), presence of ulceration (OR=1.758, P=0.027), and lymphovascular invasion (LVI) (OR=5.722, P<0.001) were identified as independent risk factors for LNM in EGC. A nomogram was constructed using appropriate predictors to preoperatively predict the risk of LNM in EGC cases. ConclusionsThis study identified the clinicopathological factors associated with LNM in EGC and developed a prediction model, thereby facilitating the integration of diverse treatment modalities in managing EGC patients.