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Ultra-processed food categorization according to the NOVA classification

Researchers from the University Medical Center Groningen developed the Ultra-processed food (UPF) categorization for adults according to the NOVA classification using the Food Frequency Questionnaire Sum scores from the heart of the FFQ flower (1A Questionnaire 2). (sections: Nutrition and secondary & linked variables).

The UPF food categorization can be requested in the Lifelines catalogue or by mail (data@lifelines.nl). When this data has been used in your research, you will have to include a reference to the the following paper:

Background information

From the paper of Duan et al. (2022)
Research on UPF has been facilitated by the development of the NOVA classification. The NOVA classification is a frequently used method to categorize food and drinks based on the nature, extent, and purpose of food processing. The NOVA classification comprises four categories, ranging from un-processed/minimally processed food to UPF. According to the NOVA classification, UPF is mostly formulated from food substances and industrial ingredients that undergo a series of chemical and physical manufacturing processes. The resulting food products are often pre-packed, contain little or no intact (un-processed) food, and are considered microbiologically safe, convenient, and palatable.

Calculation of UPF categorization

Using the NOVA classification, the 110 food items from the FFQ heart were categorized in four proposed categories:

  1. Unprocessed or minimally processed food: for example fresh vegetables or fruits and unprocessed meat
  2. Processed culinary ingredient: for example butter or oil for cooking, sugar, and salt
  3. Processed food: for example canned vegetables or fish and fruits in syrup
  4. Ultra-processed food: for example processed meat, soft drinks

Per category three types of variables have been created:

  • Classification variable: which adds up the intake of all food items that belong to the specific category
  • Intake (nova) weight ratio variable: which indicates the weight proportion (% grams) of a specific category in the total diet of a day
  • Intake (nova) energy ratio variable: which which indicates the energy ratio (grams/1000kcal) of a specific category in the total diet of a day

Remarks from the UMCG researchers

  1. The current categorization doesn't specifically handle the Betrouwbaarheid of energy intake (provided in the Food Frequency Questionnaire Sum scores). This could be a decision for other researchers using the UPF classification data.
  2. According to the NOVA classification, some alcohol products should also be characterized as ultra-processed food. However, we did not do this because alcohol may have separate health effects. Therefore, we analyze alcohol intake always as a separate covariate. This is also practiced by other papers from other cohorts.


Variables

Questions English Questions Dutch Code Variable Assessment Age
food intake (gram per day) / NOVA classification 1: unprocessed or minimally processed food voedselinname (gram per dag) / NOVA classificatie 1: onbewerkte of minimaal bewerkte voeding nova_foodintake_adu_c_1 nova1 1A 18+
food intake (gram per day) / NOVA classification 2: processed culinary ingredient voedselinname (gram per dag) / NOVA classificatie 2: bewerkt culinair ingrediënt nova_foodintake_adu_c_2 nova2 1A 18+
food intake (gram per day) / NOVA classification 3: processed food voedselinname (gram per dag) / NOVA classificatie 3: bewerkt voedsel nova_foodintake_adu_c_3 nova3 1A 18+
food intake (gram per day) / NOVA classification 4: ultra-processed food voedselinname (gram per dag) / NOVA classificatie 4: ultabewerkt voedsel nova_foodintake_adu_c_4 nova4 1A 18+
% of the total food intake in gram per day / NOVA classification 1: unprocessed or minimally processed food % van de totale voedselinname in gram per dag / NOVA classificatie 1: onbewerkte of minimaal bewerkte voeding nova_weightratio_adu_c_1 nova1prt 1A 18+
% of the total food intake in gram per day / NOVA classification 2: processed culinary ingredient % van de totale voedselinname in gram per dag / NOVA classificatie 2: bewerkt culinair ingrediënt nova_weightratio_adu_c_2 nova2prt 1A 18+
% of the total food intake in gram per day / NOVA classification 3: processed food % van de totale voedselinname in gram per dag / NOVA classificatie 3: bewerkt voedsel nova_weightratio_adu_c_3 nova3prt 1A 18+
% of the total food intake in gram per day / NOVA classification 4: ultra-processed food % van de totale voedselinname in gram per dag / NOVA classificatie 4: ultabewerkt voedsel nova_weightratio_adu_c_4 nova4prt 1A 18+
gram per 1000kcal of the total food intake per day / NOVA classification 1: unprocessed or minimally processed food gram per 1000kcal of de totale voedsellinname per dag / NOVA classificatie 1: onbewerkte of minimaal bewerkte voeding nova_energyratio_adu_c_1 nova1kcal 1A 18+
gram per 1000kcal of the total food intake per day / NOVA classification 2: processed culinary ingredient gram per 1000kcal of de totale voedsellinname per dag / NOVA classificatie 2: bewerkt culinair ingrediënt nova_energyratio_adu_c_2 nova2kcal 1A 18+
gram per 1000kcal of the total food intake per day / NOVA classification 3: processed food gram per 1000kcal of de totale voedsellinname per dag / NOVA classificatie 3: bewerkt voedsel nova_energyratio_adu_c_3 nova3kcal 1A 18+
gram per 1000kcal of the total food intake per day / NOVA classification 4: ultra-processed food gram per 1000kcal of de totale voedsellinname per dag / NOVA classificatie 4: ultabewerkt voedsel nova_energyratio_adu_c_4 nova4kcal 1A 18+
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upf_categorization.1667469741.txt.gz · Last modified: 2022/11/03 11:02 by laura