ReDU metadata is organized in a single table for all available datasets and it relies on controlled vocabulary. NMDR's mwTAB format uses a key-value data structure for each individual study, and MTBLS leverages the ISA framework with multiple tables (for the sample, assay, and metabolite level) for each deposited study, comprising a combination of controlled ontologies and free text.