Scientific advance relies on transparency, rigour and reproducibility. At PLOS ONE we have always supported the publication of rigorous research, in all its forms, positive or negative, as showcased in our earlier Missing Pieces Collection. In this 10th Anniversary Collection, A Decade of Missing Pieces Senior Editor Alejandra Clark revisits this important theme and highlights a decade of null and negative results, replication studies and studies refuting previously published work.