Introduction Rheumatoid arthritis (RA) has become a serious threat to human health and quality of life worldwide. Previous studies have demonstrated that genetic factors play a crucial role in the onset and progression of RA. Due to the rapid development of Genome-wide association study (GWAS) technology and large-scale genetic analysis, research on GWAS and RA has received widespread attention in recent years. Therefore, we conducted a comprehensive visualization and bibliometric analysis of publications to identify hotspots and future trends in research on RA and GWAS. Methods Literature on RA and GWAS published between 2002 and 2024 was extracted from the Web of Science Core Collection (WoSCC) database by strategic screening. Collected data were further analyzed by using VOSviewer, CiteSpace and Excel. The collaborations networks of countries, authors, institutions and the co-citation networks of publications were visualized. Moreover, research hotspots and fronts were examined. Results A total of 713 publications with 45,773 citations were identified. The number of publications and citations has a significant surge since 2007. The United States (U.S.) contributed the most publications globally. Okada, Yukinori was the most influential author. The highest productive institutions in this field was the University of Manchester. The analysis of keywords revealed that "mendelian randomization analysis", "association", "innate", "instruments", "bias", "pathogenesis", and "genome-wide association study" are likely to be the frontiers of research in this field. Conclusion This study can be used to predict future research advances in the fields of GWAS in RA and helps to promote academic collaboration among scholars.