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, Heather A. Young2
, Barbara H. Braffett2
, Samuel J. Simmens3
, Eunice Hong Lim Lee1
, Cynthia L. Ogden2
1Department of Healthcare Policy Research, Korea Institute for Health and Social Affairs, Sejong, Korea
2Department of Epidemiology, Milken Institute School of Public Health, The George Washington University, Washington, DC, USA
3Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Washington, DC, USA
© 2025, Korean Society of Epidemiology
This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Conflict of interest
The authors have no conflicts of interest to declare for this study.
Funding
This work was supported by a National Research Foundation of Korea (NRF) grant funded by the Korean government (Ministry of Science and ICT) (RS-2023-00274240).
Acknowledgements
The funders had no role in study design, data collection and analysis, decision to publish or preparation of the manuscript.
Author contributions
Conceptualization: Jung S. Data curation: Jung S. Formal analysis: Jung S. Funding acquisition: Jung S. Methodology: Jung S. Project administration: Jung S, Young HA, Braffett BH, Simmens SJ, Lee EHL, Ogden CL. Visualization: Jung S. Writing – original draft: Jung S. Writing – review & editing: Jung S, Young HA, Braffett BH, Simmens SJ, Lee EHL, Ogden CL.
| Characteristics |
No. of participants (weighted %)1 |
|||||
|---|---|---|---|---|---|---|
| 2007-2008 (n=3,996) | 2009-2010 (n=4,887) | 2011-2012 (n=4,120) | 2013-2014 (n=4,408) | 2015-2016 (n=4,212) | 2017-2018 (n=3,920) | |
| Age (yr) | ||||||
| 20-39 | 1,230 (36.1) | 1,581 (35.6) | 1,466 (35.6) | 1,470 (34.7) | 1,374 (34.7) | 1,143 (35.1) |
| 40-59 | 1,278 (39.4) | 1,687 (39.6) | 1,380 (38.6) | 1,531 (37.5) | 1,437 (37.5) | 1,266 (35.2) |
| ≥60 | 1,488 (24.6) | 1,619 (24.8) | 1,274 (25.8) | 1,407 (27.7) | 1,401 (27.8) | 1,511 (29.7) |
| Sex | ||||||
| Male | 1,988 (47.3) | 2,414 (48.9) | 2,079 (49.6) | 2,140 (49.6) | 2,075 (49.0) | 1,944 (49.1) |
| Female | 2,008 (52.7) | 2,473 (51.1) | 2,041 (50.4) | 2,268 (50.4) | 2,137 (51.0) | 1,976 (50.9) |
| Race/Hispanic origin | ||||||
| Hispanic | 1,084 (12.7) | 1,304 (12.5) | 797 (13.8) | 944 (14.2) | 1,277 (14.4) | 843 (14.9) |
| Non-Hispanic White | 2,006 (72.5) | 2,503 (71.3) | 1,660 (68.2) | 2,024 (67.0) | 1,505 (66.4) | 1,498 (64.2) |
| Non-Hispanic Black | 763 (10.0) | 831 (10.5) | 1,036 (10.7) | 854 (10.7) | 854 (10.1) | 867 (10.4) |
| Other2 | 143 (4.7) | 249 (5.8) | 627 (7.4) | 586 (8.1) | 576 (9.1) | 712 (10.5) |
| Education level | ||||||
| Less than high school graduate | 1,211 (19.6) | 1,338 (18.0) | 889 (15.0) | 863 (14.3) | 922 (12.8) | 700 (10.1) |
| High school graduate or GED | 961 (25.1) | 1,115 (22.4) | 862 (19.8) | 1,000 (22.3) | 947 (21.4) | 963 (28.9) |
| Some college or above | 1,824 (55.4) | 2,434 (59.6) | 2,369 (65.2) | 2,545 (63.4) | 2,343 (65.8) | 2,257 (61.0) |
| Household size | ||||||
| Single-person household | 582 (14.1) | 710 (14.3) | 607 (13.4) | 633 (14.2) | 614 (14.2) | 582 (12.9) |
| Multi-person household | 3,414 (85.9) | 4,177 (85.7) | 3,513 (86.6) | 3,775 (85.8) | 3,598 (85.8) | 3,338 (87.1) |
NHANES, National Health and Nutrition Examination Survey; GED, general equivalency diploma.
1 Sample sizes are unweighted and all other estimates are weighted (dietary Day 1 weights).
2 “Other” includes race/Hispanic origin other than non-Hispanic White, non-Hispanic Black, and Hispanic, including multiracial.
| Variables | 2007-2008 (n=3,996) | 2009-2010 (n=4,887) | 2011-2012 (n=4,120) | 2013-2014 (n=4,408) | 2015-2016 (n=4,212) | 2017-2018 (n=3,920) |
p-value for trend1 |
|
|---|---|---|---|---|---|---|---|---|
| Linear | Quadratic | |||||||
| Unadjusted model | ||||||||
| Total SDI-US score | 13.0 (12.9, 13.2) | 13.3 (13.1, 13.4) | 13.1 (12.9, 13.2) | 13.0 (12.9, 13.2) | 13.2 (13.0, 13.4) | 13.3 (13.1, 13.5) | 0.20 | 0.39 |
| Sub-index scores | ||||||||
| Nutritional | 2.9 (2.8, 3.1) | 3.2 (3.1, 3.2) | 3.1 (3.0, 3.2) | 3.1 (3.0, 3.1) | 3.0 (2.9, 3.1) | 3.0 (2.9, 3.1) | 0.80 | 0.02 |
| Environmental | 2.9 (2.7, 3.0) | 2.8 (2.7, 2.8) | 2.8 (2.7, 2.8) | 2.8 (2.7, 2.8) | 3.1 (3.1, 3.2) | 3.2 (3.2, 3.3) | <0.001 | <0.001 |
| Economic | 3.3 (3.2, 3.4) | 3.3 (3.2, 3.4) | 3.2 (3.0, 3.3) | 3.1 (3.1, 3.2) | 3.1 (3.0, 3.3) | 3.1 (3.1, 3.2) | 0.01 | 0.32 |
| Sociocultural | 3.9 (3.9, 4.0) | 4.0 (3.9, 4.0) | 4.0 (3.9, 4.0) | 4.0 (4.0, 4.1) | 3.9 (3.8, 4.0) | 3.9 (3.8, 4.0) | 0.12 | 0.01 |
| Multivariable-adjusted model2 | ||||||||
| Total SDI-US score | 13.1 (12.9, 13.3) | 13.3 (13.2, 13.4) | 13.0 (12.9, 13.2) | 13.0 (12.9, 13.1) | 13.1 (13.0, 13.3) | 13.2 (13.1, 13.4) | 0.92 | 0.13 |
| Sub-index scores | ||||||||
| Nutritional | 3.0 (2.8, 3.1) | 3.2 (3.1, 3.2) | 3.1 (3.0, 3.2) | 3.1 (3.0, 3.1) | 3.0 (2.9, 3.1) | 3.1 (2.9, 3.1) | 0.20 | 0.04 |
| Environmental | 2.8 (2.7, 3.0) | 2.8 (2.7, 2.8) | 2.8 (2.7, 2.8) | 2.8 (2.7, 2.8) | 3.1 (3.1, 3.2) | 3.2 (3.2, 3.3) | <0.001 | <0.001 |
| Economic | 3.3 (3.2, 3.4) | 3.3 (3.2, 3.4) | 3.1 (3.0, 3.2) | 3.1 (3.1, 3.2) | 3.1 (3.0, 3.2) | 3.1 (3.1, 3.2) | <0.001 | 0.10 |
| Sociocultural | 3.9 (3.9, 4.0) | 4.0 (4.0, 4.1) | 4.0 (4.0, 4.0) | 4.0 (4.0, 4.1) | 3.9 (3.8, 4.0) | 3.9 (3.8, 4.0) | 0.02 | 0.01 |
Values are presented as weighted mean (95% confidence interval); Using the linear regression model.
NHANES, National Health and Nutrition Examination Survey; SDI-US, sustainable diet index for United States.
1 Estimated with the survey cycles modeled as an orthogonal polynomial.
2 Adjusted for age (categorical: 20-39, 40-59, or ≥60 years), sex (dichotomous: male or female), race/Hispanic origin (categorical: total Hispanic, non-Hispanic White, non-Hispanic Black, or other), education level (categorical: less than high school graduate, high school graduate or equivalent, some college or above), and household size (continuous) and weighted (dietary Day 1 sample weights) in the linear regression model.
| Multivariable-adjusted model1 | 2007-2008 (n=3,996) | 2009-2010 (n=4,887) | 2011-2012 (n=4,120) | 2013-2014 (n=4,408) | 2015-2016 (n=4,212) | 2017-2018 (n=3,920) |
p-value for trend2 |
|
|---|---|---|---|---|---|---|---|---|
| Linear | Quadratic | |||||||
| Nutritional | ||||||||
| NRF9.3 index | 17.6±0.9 | 19.7±0.5 | 18.4±0.7 | 18.1±0.6 | 17.3±0.4 | 17.2±0.8 | 0.12 | 0.19 |
| Mean nutrient adequacy ratio | 69.9±0.7 | 71.9±0.2 | 71.8±0.4 | 70.9±0.3 | 70.5±0.4 | 70.3±0.4 | 0.49 | 0.01 |
| Environmental | ||||||||
| Fresh water use (L) | 378±12 | 397±9 | 410±7 | 422±9 | 357±11 | 328±9 | <0.001 | <0.001 |
| Stress-weighted water use (L) | 13,158±442 | 13,812±251 | 13,976±247 | 14,111±271 | 11,934±313 | 11,068±347 | <0.001 | <0.001 |
| Acidifying emissions (g SO2eq) | 25.0±0.7 | 26.1±0.5 | 25.6±0.7 | 25.5±0.4 | 20.0±0.6 | 19.0±0.4 | <0.001 | <0.001 |
| Eutrophying emissions (g PO43-eq) | 19.7±0.7 | 20.4±0.4 | 19.4±0.6 | 20.0±0.6 | 15.9±0.6 | 15.0±0.5 | <0.001 | <0.001 |
| GHGE (kg CO2eq) | 4.4±0.2 | 4.6±0.1 | 4.5±0.2 | 4.3±0.1 | 3.8±0.2 | 3.7±0.1 | <0.001 | 0.03 |
| Land use (m2) | 10.2±0.5 | 10.7±0.4 | 10.4±0.5 | 9.4±0.3 | 9.2±0.5 | 8.9±0.4 | 0.003 | 0.40 |
| Economic | ||||||||
| Share of budget to food (%) | 21.4±1.1 | 22.8±0.8 | 26.7±1.8 | 24.5±1.0 | 28.5±1.4 | 26.4±0.8 | <0.001 | 0.12 |
| Socio-cultural | ||||||||
| Frequency of meals from a fast-food or pizza place (times during the last 7 day) | 1.7±0.1 | 1.5±0.04 | 1.7±0.1 | 1.7±0.1 | 1.7±0.1 | 1.7±0.1 | 0.15 | 0.20 |
| Frequency of ready-to-eat products (times during the last 30 day) | 1.9±0.1 | 1.5±0.1 | 1.7±0.1 | 2.2±0.2 | 2.2±0.1 | 2.2±0.2 | 0.001 | 0.30 |
| Frequency of frozen meals and pizza (times during the last 30 day) | 2.6±0.2 | 2.7±0.2 | 2.9±0.2 | 2.9±0.3 | 2.6±0.1 | 2.2±0.1 | 0.14 | 0.02 |
Values are presented as weighted mean±standard error; Using the linear regression model.
NHANES, National Health and Nutrition Examination Survey; NRF9.3, Nutrient Rich Foods 9.3; GHGE, greenhouse gas emissions.
1 Adjusted for age (categorical: 20-39, 40-59, or ≥ 60 years), sex (dichotomous: male or female), race/Hispanic origin (categorical: total Hispanic, non-Hispanic White, non-Hispanic Black, or other), education level (categorical: less than high school graduate, high school graduate or equivalent, some college or above), and household size (continuous) and weighted (dietary Day 1 sample weights) in the linear regression model.
2 Estimated with the survey cycles modeled as an orthogonal polynomial.
| Characteristics | No. of participants (weighted %) |
|||||
|---|---|---|---|---|---|---|
| 2007-2008 (n=3,996) | 2009-2010 (n=4,887) | 2011-2012 (n=4,120) | 2013-2014 (n=4,408) | 2015-2016 (n=4,212) | 2017-2018 (n=3,920) | |
| Age (yr) | ||||||
| 20-39 | 1,230 (36.1) | 1,581 (35.6) | 1,466 (35.6) | 1,470 (34.7) | 1,374 (34.7) | 1,143 (35.1) |
| 40-59 | 1,278 (39.4) | 1,687 (39.6) | 1,380 (38.6) | 1,531 (37.5) | 1,437 (37.5) | 1,266 (35.2) |
| ≥60 | 1,488 (24.6) | 1,619 (24.8) | 1,274 (25.8) | 1,407 (27.7) | 1,401 (27.8) | 1,511 (29.7) |
| Sex | ||||||
| Male | 1,988 (47.3) | 2,414 (48.9) | 2,079 (49.6) | 2,140 (49.6) | 2,075 (49.0) | 1,944 (49.1) |
| Female | 2,008 (52.7) | 2,473 (51.1) | 2,041 (50.4) | 2,268 (50.4) | 2,137 (51.0) | 1,976 (50.9) |
| Race/Hispanic origin | ||||||
| Hispanic | 1,084 (12.7) | 1,304 (12.5) | 797 (13.8) | 944 (14.2) | 1,277 (14.4) | 843 (14.9) |
| Non-Hispanic White | 2,006 (72.5) | 2,503 (71.3) | 1,660 (68.2) | 2,024 (67.0) | 1,505 (66.4) | 1,498 (64.2) |
| Non-Hispanic Black | 763 (10.0) | 831 (10.5) | 1,036 (10.7) | 854 (10.7) | 854 (10.1) | 867 (10.4) |
| Other |
143 (4.7) | 249 (5.8) | 627 (7.4) | 586 (8.1) | 576 (9.1) | 712 (10.5) |
| Education level | ||||||
| Less than high school graduate | 1,211 (19.6) | 1,338 (18.0) | 889 (15.0) | 863 (14.3) | 922 (12.8) | 700 (10.1) |
| High school graduate or GED | 961 (25.1) | 1,115 (22.4) | 862 (19.8) | 1,000 (22.3) | 947 (21.4) | 963 (28.9) |
| Some college or above | 1,824 (55.4) | 2,434 (59.6) | 2,369 (65.2) | 2,545 (63.4) | 2,343 (65.8) | 2,257 (61.0) |
| Household size | ||||||
| Single-person household | 582 (14.1) | 710 (14.3) | 607 (13.4) | 633 (14.2) | 614 (14.2) | 582 (12.9) |
| Multi-person household | 3,414 (85.9) | 4,177 (85.7) | 3,513 (86.6) | 3,775 (85.8) | 3,598 (85.8) | 3,338 (87.1) |
| Variables | 2007-2008 (n=3,996) | 2009-2010 (n=4,887) | 2011-2012 (n=4,120) | 2013-2014 (n=4,408) | 2015-2016 (n=4,212) | 2017-2018 (n=3,920) | p-value for trend |
|
|---|---|---|---|---|---|---|---|---|
| Linear | Quadratic | |||||||
| Unadjusted model | ||||||||
| Total SDI-US score | 13.0 (12.9, 13.2) | 13.3 (13.1, 13.4) | 13.1 (12.9, 13.2) | 13.0 (12.9, 13.2) | 13.2 (13.0, 13.4) | 13.3 (13.1, 13.5) | 0.20 | 0.39 |
| Sub-index scores | ||||||||
| Nutritional | 2.9 (2.8, 3.1) | 3.2 (3.1, 3.2) | 3.1 (3.0, 3.2) | 3.1 (3.0, 3.1) | 3.0 (2.9, 3.1) | 3.0 (2.9, 3.1) | 0.80 | 0.02 |
| Environmental | 2.9 (2.7, 3.0) | 2.8 (2.7, 2.8) | 2.8 (2.7, 2.8) | 2.8 (2.7, 2.8) | 3.1 (3.1, 3.2) | 3.2 (3.2, 3.3) | <0.001 | <0.001 |
| Economic | 3.3 (3.2, 3.4) | 3.3 (3.2, 3.4) | 3.2 (3.0, 3.3) | 3.1 (3.1, 3.2) | 3.1 (3.0, 3.3) | 3.1 (3.1, 3.2) | 0.01 | 0.32 |
| Sociocultural | 3.9 (3.9, 4.0) | 4.0 (3.9, 4.0) | 4.0 (3.9, 4.0) | 4.0 (4.0, 4.1) | 3.9 (3.8, 4.0) | 3.9 (3.8, 4.0) | 0.12 | 0.01 |
| Multivariable-adjusted model |
||||||||
| Total SDI-US score | 13.1 (12.9, 13.3) | 13.3 (13.2, 13.4) | 13.0 (12.9, 13.2) | 13.0 (12.9, 13.1) | 13.1 (13.0, 13.3) | 13.2 (13.1, 13.4) | 0.92 | 0.13 |
| Sub-index scores | ||||||||
| Nutritional | 3.0 (2.8, 3.1) | 3.2 (3.1, 3.2) | 3.1 (3.0, 3.2) | 3.1 (3.0, 3.1) | 3.0 (2.9, 3.1) | 3.1 (2.9, 3.1) | 0.20 | 0.04 |
| Environmental | 2.8 (2.7, 3.0) | 2.8 (2.7, 2.8) | 2.8 (2.7, 2.8) | 2.8 (2.7, 2.8) | 3.1 (3.1, 3.2) | 3.2 (3.2, 3.3) | <0.001 | <0.001 |
| Economic | 3.3 (3.2, 3.4) | 3.3 (3.2, 3.4) | 3.1 (3.0, 3.2) | 3.1 (3.1, 3.2) | 3.1 (3.0, 3.2) | 3.1 (3.1, 3.2) | <0.001 | 0.10 |
| Sociocultural | 3.9 (3.9, 4.0) | 4.0 (4.0, 4.1) | 4.0 (4.0, 4.0) | 4.0 (4.0, 4.1) | 3.9 (3.8, 4.0) | 3.9 (3.8, 4.0) | 0.02 | 0.01 |
| Multivariable-adjusted model |
2007-2008 (n=3,996) | 2009-2010 (n=4,887) | 2011-2012 (n=4,120) | 2013-2014 (n=4,408) | 2015-2016 (n=4,212) | 2017-2018 (n=3,920) | p-value for trend |
|
|---|---|---|---|---|---|---|---|---|
| Linear | Quadratic | |||||||
| Nutritional | ||||||||
| NRF9.3 index | 17.6±0.9 | 19.7±0.5 | 18.4±0.7 | 18.1±0.6 | 17.3±0.4 | 17.2±0.8 | 0.12 | 0.19 |
| Mean nutrient adequacy ratio | 69.9±0.7 | 71.9±0.2 | 71.8±0.4 | 70.9±0.3 | 70.5±0.4 | 70.3±0.4 | 0.49 | 0.01 |
| Environmental | ||||||||
| Fresh water use (L) | 378±12 | 397±9 | 410±7 | 422±9 | 357±11 | 328±9 | <0.001 | <0.001 |
| Stress-weighted water use (L) | 13,158±442 | 13,812±251 | 13,976±247 | 14,111±271 | 11,934±313 | 11,068±347 | <0.001 | <0.001 |
| Acidifying emissions (g SO2eq) | 25.0±0.7 | 26.1±0.5 | 25.6±0.7 | 25.5±0.4 | 20.0±0.6 | 19.0±0.4 | <0.001 | <0.001 |
| Eutrophying emissions (g PO43-eq) | 19.7±0.7 | 20.4±0.4 | 19.4±0.6 | 20.0±0.6 | 15.9±0.6 | 15.0±0.5 | <0.001 | <0.001 |
| GHGE (kg CO2eq) | 4.4±0.2 | 4.6±0.1 | 4.5±0.2 | 4.3±0.1 | 3.8±0.2 | 3.7±0.1 | <0.001 | 0.03 |
| Land use (m2) | 10.2±0.5 | 10.7±0.4 | 10.4±0.5 | 9.4±0.3 | 9.2±0.5 | 8.9±0.4 | 0.003 | 0.40 |
| Economic | ||||||||
| Share of budget to food (%) | 21.4±1.1 | 22.8±0.8 | 26.7±1.8 | 24.5±1.0 | 28.5±1.4 | 26.4±0.8 | <0.001 | 0.12 |
| Socio-cultural | ||||||||
| Frequency of meals from a fast-food or pizza place (times during the last 7 day) | 1.7±0.1 | 1.5±0.04 | 1.7±0.1 | 1.7±0.1 | 1.7±0.1 | 1.7±0.1 | 0.15 | 0.20 |
| Frequency of ready-to-eat products (times during the last 30 day) | 1.9±0.1 | 1.5±0.1 | 1.7±0.1 | 2.2±0.2 | 2.2±0.1 | 2.2±0.2 | 0.001 | 0.30 |
| Frequency of frozen meals and pizza (times during the last 30 day) | 2.6±0.2 | 2.7±0.2 | 2.9±0.2 | 2.9±0.3 | 2.6±0.1 | 2.2±0.1 | 0.14 | 0.02 |
NHANES, National Health and Nutrition Examination Survey; GED, general equivalency diploma. Sample sizes are unweighted and all other estimates are weighted (dietary Day 1 weights). “Other” includes race/Hispanic origin other than non-Hispanic White, non-Hispanic Black, and Hispanic, including multiracial.
Values are presented as weighted mean (95% confidence interval); Using the linear regression model. NHANES, National Health and Nutrition Examination Survey; SDI-US, sustainable diet index for United States. Estimated with the survey cycles modeled as an orthogonal polynomial. Adjusted for age (categorical: 20-39, 40-59, or ≥60 years), sex (dichotomous: male or female), race/Hispanic origin (categorical: total Hispanic, non-Hispanic White, non-Hispanic Black, or other), education level (categorical: less than high school graduate, high school graduate or equivalent, some college or above), and household size (continuous) and weighted (dietary Day 1 sample weights) in the linear regression model.
Values are presented as weighted mean±standard error; Using the linear regression model. NHANES, National Health and Nutrition Examination Survey; NRF9.3, Nutrient Rich Foods 9.3; GHGE, greenhouse gas emissions. Adjusted for age (categorical: 20-39, 40-59, or ≥ 60 years), sex (dichotomous: male or female), race/Hispanic origin (categorical: total Hispanic, non-Hispanic White, non-Hispanic Black, or other), education level (categorical: less than high school graduate, high school graduate or equivalent, some college or above), and household size (continuous) and weighted (dietary Day 1 sample weights) in the linear regression model. Estimated with the survey cycles modeled as an orthogonal polynomial.