The third subquery (see Code Example 4, part 2) retrieved the protein names and corresponding identifiers from Ensembl, which were connected to the metabolic reactions via the relationship "Catalysis". Ensembl identifiers were used since this database provides unique mappings for proteins and genes within the WikiPathways RDF. The results of the three queries were stored in TSV format.