Rare cancers are defined by low incidence rates, and may lack evidence that supports uniform standards of care and relevant clinical guidelines. Rare cancers may represent up to 24% of all cancers, yet remain understudied and underappreciated in terms of their clinical and ultimately societal impact. The PLOS Rare Cancer Collection brings together a broad range of research endeavors that are being undertaken in rare cancers research ranging from basic biological evaluations to therapeutic drug development. This Overview presents a brief background to the Collection and highlights the contributions of included articles.