Background: There are thousands of research articles in the field of neuroblastoma that have been published over the past few decades. However, the heterogeneity and variable quality of scholarly data may challenge scientists or clinicians to survey all published articles. However, holistic measuring and analyzing of neuroblastoma related literature by sophisticated mathematical methods can provide a unique opportunity to gain deep insights into the global research performance and collaborative architectonical structure within the neuroblastoma scientific community. In this scientometric study, we aim to determine the extent of the scientific output related to neuroblastoma research, focusing on the time period between 1980 and 2018. Methods: We apply novel scientometric tools, including Bibliometrix R package, biblioshiny, VOSviewer, and CiteSpace IV for comprehensive science mapping analysis of extensive bibliographic metadata which was retrieved from the Web of ScienceTM Core Collection database. Results: We demonstrate the enormous proliferation of neuroblastoma research during last the 38 years, including 12,435 documents published in 1,828 academic journals by 36,908 authors from 86 different countries. We determine the proportion of highly cited and never cited papers, “occasional” and “core” authors and journals. We identify the six most important clusters of authors and their interactions. Further, we show 10 (11.6%) of 86 countries were responsible for the three quarters of NB-related research output. Conclusions: These findings are crucial for researchers, clinicians, journal editors, and consortiums working in neuroblastoma area to understand the strengths and potential gaps in neuroblastoma research and to plan future investments in data collection and science policy. This first scientometric study of global neuroblastoma research performance provides valuable insight into the scientific landscape, co-authorship network architecture, international collaboration, and interaction within the neuroblastoma community.