Using exploratory factor analysis of FFQ data to identify dietary patterns among Yup'ik people

Abstract Objective An FFQ developed by the Center for Alaska Native Health Research for studies in Yup'ik people includes market foods and subsistence foods such as moose, seal, waterfowl and salmon that may be related to disease risk. Because the FFQ contains >100 food items, we sought to c...

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Published in:Public Health Nutrition
Main Authors: Ryman, Tove K, Austin, Melissa A, Hopkins, Scarlett, Philip, Jacques, O'Brien, Diane, Thummel, Kenneth, Boyer, Bert B
Format: Article in Journal/Newspaper
Language:English
Published: Cambridge University Press (CUP) 2013
Subjects:
Online Access:http://dx.doi.org/10.1017/s1368980012005411
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S1368980012005411
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spelling crcambridgeupr:10.1017/s1368980012005411 2024-10-13T14:11:20+00:00 Using exploratory factor analysis of FFQ data to identify dietary patterns among Yup'ik people Ryman, Tove K Austin, Melissa A Hopkins, Scarlett Philip, Jacques O'Brien, Diane Thummel, Kenneth Boyer, Bert B 2013 http://dx.doi.org/10.1017/s1368980012005411 https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S1368980012005411 en eng Cambridge University Press (CUP) https://www.cambridge.org/core/terms Public Health Nutrition volume 17, issue 3, page 510-518 ISSN 1368-9800 1475-2727 journal-article 2013 crcambridgeupr https://doi.org/10.1017/s1368980012005411 2024-09-18T04:04:08Z Abstract Objective An FFQ developed by the Center for Alaska Native Health Research for studies in Yup'ik people includes market foods and subsistence foods such as moose, seal, waterfowl and salmon that may be related to disease risk. Because the FFQ contains >100 food items, we sought to characterize dietary patterns more simply for use in ongoing pharmacogenomics studies. Design Exploratory factor analysis was used to derive a small number of ‘factors’ that explain a substantial amount of the variation in the Yup'ik diet. We estimated factor scores and measured associations with demographic characteristics and biomarkers. Setting South-west Alaska, USA. Subjects Yup'ik people ( n 358) aged ≥18 years. Results We identified three factors that each accounted for ≥10 % of the common variance: the first characterized by ‘processed foods’ (e.g. salty snacks, sweetened cereals); the second by ‘fruits and vegetables’ (e.g. fresh citrus, potato salad); and the third by ‘subsistence foods’ (seal or walrus soup, non-oily fish). Participants from coastal communities had higher values for the ‘subsistence’ factor, whereas participants from inland communities had higher values for the ‘fruits and vegetables’ factor. A biomarker of marine intake, δ 15 N, was correlated with the ‘subsistence’ factor, whereas a biomarker of corn- and sugarcane-based market food intake, δ 13 C, was correlated with ‘processed foods’. Conclusions The exploratory factor analysis identified three factors that appeared to reflect dietary patterns among Yup'ik based on associations with participant characteristics and biomarkers. These factors will be useful for chronic disease studies in this population. Article in Journal/Newspaper Yup'ik Alaska walrus* Cambridge University Press Public Health Nutrition 17 3 510 518
institution Open Polar
collection Cambridge University Press
op_collection_id crcambridgeupr
language English
description Abstract Objective An FFQ developed by the Center for Alaska Native Health Research for studies in Yup'ik people includes market foods and subsistence foods such as moose, seal, waterfowl and salmon that may be related to disease risk. Because the FFQ contains >100 food items, we sought to characterize dietary patterns more simply for use in ongoing pharmacogenomics studies. Design Exploratory factor analysis was used to derive a small number of ‘factors’ that explain a substantial amount of the variation in the Yup'ik diet. We estimated factor scores and measured associations with demographic characteristics and biomarkers. Setting South-west Alaska, USA. Subjects Yup'ik people ( n 358) aged ≥18 years. Results We identified three factors that each accounted for ≥10 % of the common variance: the first characterized by ‘processed foods’ (e.g. salty snacks, sweetened cereals); the second by ‘fruits and vegetables’ (e.g. fresh citrus, potato salad); and the third by ‘subsistence foods’ (seal or walrus soup, non-oily fish). Participants from coastal communities had higher values for the ‘subsistence’ factor, whereas participants from inland communities had higher values for the ‘fruits and vegetables’ factor. A biomarker of marine intake, δ 15 N, was correlated with the ‘subsistence’ factor, whereas a biomarker of corn- and sugarcane-based market food intake, δ 13 C, was correlated with ‘processed foods’. Conclusions The exploratory factor analysis identified three factors that appeared to reflect dietary patterns among Yup'ik based on associations with participant characteristics and biomarkers. These factors will be useful for chronic disease studies in this population.
format Article in Journal/Newspaper
author Ryman, Tove K
Austin, Melissa A
Hopkins, Scarlett
Philip, Jacques
O'Brien, Diane
Thummel, Kenneth
Boyer, Bert B
spellingShingle Ryman, Tove K
Austin, Melissa A
Hopkins, Scarlett
Philip, Jacques
O'Brien, Diane
Thummel, Kenneth
Boyer, Bert B
Using exploratory factor analysis of FFQ data to identify dietary patterns among Yup'ik people
author_facet Ryman, Tove K
Austin, Melissa A
Hopkins, Scarlett
Philip, Jacques
O'Brien, Diane
Thummel, Kenneth
Boyer, Bert B
author_sort Ryman, Tove K
title Using exploratory factor analysis of FFQ data to identify dietary patterns among Yup'ik people
title_short Using exploratory factor analysis of FFQ data to identify dietary patterns among Yup'ik people
title_full Using exploratory factor analysis of FFQ data to identify dietary patterns among Yup'ik people
title_fullStr Using exploratory factor analysis of FFQ data to identify dietary patterns among Yup'ik people
title_full_unstemmed Using exploratory factor analysis of FFQ data to identify dietary patterns among Yup'ik people
title_sort using exploratory factor analysis of ffq data to identify dietary patterns among yup'ik people
publisher Cambridge University Press (CUP)
publishDate 2013
url http://dx.doi.org/10.1017/s1368980012005411
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S1368980012005411
genre Yup'ik
Alaska
walrus*
genre_facet Yup'ik
Alaska
walrus*
op_source Public Health Nutrition
volume 17, issue 3, page 510-518
ISSN 1368-9800 1475-2727
op_rights https://www.cambridge.org/core/terms
op_doi https://doi.org/10.1017/s1368980012005411
container_title Public Health Nutrition
container_volume 17
container_issue 3
container_start_page 510
op_container_end_page 518
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