Metadata

MetaCheeseDB pairs each shotgun metagenome with cheese-specific and production-aware metadata to enable robust cross-study comparisons. Public sequencing repositories often include technical descriptors (platform, library layout, run accessions) but rarely provide the processing details that shape cheese microbial ecology. For this reason, we manually curated and harmonised a set of analysis-ready metadata fields focused on the cheese environment, with controlled vocabularies to reduce ambiguity and missingness.

Following is a summary table of the 18 harmonised metadata fields:

Field What it describes Allowed values
Part of cheese Which part of cheese was sampled Core; Core AND rind; Rind
Milk source Animal species providing the milk Cow; Goat; Mixed; Sheep; Water buffalo; Yak
Animal feeding Feeding regime of the milking animals Forage; Pasture
Milk processing Whether milk was processed before cheesemaking Pasteurized; Raw
Thermisation Mild heat treatment other than pasteurisation Facoltative; No; Yes
Pasteurization Explicit pasteurisation status Facoltative; No; Yes
Skimming Fat removal Facoltative; No; Partially; Yes
Inoculation of moulds Use of mould inoculation during production None; Yes
Curd cutting Approximate curd cutting size Ladled; Large; Small
Presence of rind Whether the cheese has a rind Facoltative; No; Yes
Backslopping Use of backslopping No; Yes
Starter culture Type of starter strategy NWC; Selected
Technology of production Broad technological class Cooked curd; Pasta filata; Semicooked; Uncooked; Uncooked OR Semicooked
Coagulation method Coagulation, rennet, alternative types Acid; Rennet; Vegetable rennet from Cynara cardunculus; Vegetable rennet from Cynara cardunculus OR Cynara scolimus
Ripening period Ripening timing 1 to 3 months; 3 to 6 months; 6 to 9 months; Min 9 months; Variable
Rheological properties Texture class Hard; Semihard; Soft; Variable; Very hard
Temperature of curd processing Celsius degree Heating regime during curd processing Within 48; 48 to 70; 70 to 90; No heating beyond coagulation; Variable
Country Country of production (as curated) Austria; Benin; Canada; China; Denmark; France; Germany; Greece; Ireland; Italy; Mexico; Netherlands; Nigeria; Norway; Saudi Arabia; Spain; Switzerland; UK; USA

Notes on interpretation

  • “Facoltative” indicates that the feature is allowed/optional within a production disciplinary.
  • Blank fields are to be considered as not available information.
  • Metadata completeness varies across studies. When running comparative analyses, we recommend filtering to records with non-missing values for the fields of interest.

Reuse

You are welcome to reuse the metadata tables for research and benchmarking. If you publish analyses using MetaCheeseDB metadata, please cite the MetaCheeseDB manuscript (when will be available) and the present GitHub repository.

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