Abstract We propose an efficient high-throughput scheme for the discovery of stable crystalline phases. Our approach is based on transmutation known compounds, through substitution atoms in crystal structure with chemically similar ones. The concept similarity defined quantitatively using a measure chemical replaceability, extracted by data-mining experimental databases. In this way we build 18...