An Index of Diet and Eating Patterns Is a Valid Measure of Diet Quality in an Australian Population1,
Open accessAbstract
Diet indices represent an integrated approach to assessing eating patterns and behaviors. The aim of this study was to develop a comprehensive food-based dietary index to reflect adherence to healthy eating recommendations, evaluate the construct validity of the index using nutrient intakes, and evaluate this index in relation to sociodemographic factors, health behaviors, risk factors, and self-assessed health status. Data were analyzed from adult participants of the Australian National Nutrition Survey who completed a 108-item FFQ and a food habits questionnaire (n = 8220). The dietary guideline index (DGI) consisted of 15 items reflecting the dietary guidelines, including dietary indicators of vegetables and legumes, fruit, total cereals, meat and alternatives, total dairy, beverages, sodium, saturated fat, alcoholic beverages, and added sugars. Diet quality was incorporated using indicators relating to whole-grain cereals, lean meat, reduced/low fat dairy, and dietary variety. We investigated associations between the DGI score, sociodemographic factors, health behaviors, chronic disease risk factors, and nutrient intakes. We found associations between the DGI scores and sex, age, income, area-level socioeconomic disadvantage, smoking, physical activity, waist:hip ratio, systolic blood pressure (males only), and self-assessed health status (females only) (all P < 0.05). Higher DGI scores were associated with lower intakes of energy, total fat, and saturated fat and higher intakes of fiber, beta-carotene, vitamin C, folate, calcium, and iron (P < 0.05). This food-based dietary index is able to discriminate across a variety of sociodemographic factors, health behaviors, and self-assessed health and reflects intakes of key nutrients.
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Both depressive and anxiety disorders contribute to weight gain.
“both depressive and anxiety disorders were found to contribute to weight gain (McNaughton et al., 2008; Strine et al., 2008; Kivimaki et al., 2009)”
From The Mediating Role of Psychological Inflexibility in the Relationship Between Anxiety, Depression, and Emotional Eating in Adult Individuals With Obesity (2022) · cites this paper as McNaughton et al., 2008
The Discussion (page unavailable) addresses diet quality, BMI and self-reported health, but does not discuss depressive or anxiety disorders as contributors to weight gain. A search of our copy for depressive and anxiety disorders and related mental-health terms found no passage supporting that claim. (LLM, conf=0.75)
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Kennedy, E., Ohls, J. C., Carlson, S. J., & Fleming, K. E. (1995) · Journal of the American Dietetic Association · doi:10.1016/s0002-8223(95)00300-2 · Cited by 1,626 · see citing works
Development, validation and utilisation of food-frequency questionnaires – a review
Cade, J., Thompson, R., Burley, V., & Warm, D. (2002) · Public Health Nutrition · doi:10.1079/phn2001318 · Cited by 1,423 · see citing works
Empirically derived eating patterns using factor or cluster analysis: a review
Newby, P. K., & Tucker, K. L. (2004) · Nutrition Reviews · doi:10.1111/j.1753-4887.2004.tb00040.x · Cited by 1,248 · see citing works
Conway, J. M., Ingwersen, L. A., Vinyard, B. T., & Moshfegh, A. J. (2003) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/77.5.1171 · Cited by 818 · see citing works
Nutrient reference values for Australia and New Zealand: Including recommended dietary intakes
Capra, S. M. (2006) · Cited by 801 · see citing works
A critical review of predefined diet quality scores
Waijers, P. M. C. M., Feskens, E. J. M., & Ocké, M. C. (2007) · British Journal Of Nutrition · doi:10.1017/s0007114507250421 · Cited by 675 · see citing works
Indexes of Overall Diet Quality
KANT, A. K. (1996) · Journal of the American Dietetic Association · doi:10.1016/s0002-8223(96)00217-9 · Cited by 650 · see citing works
Are dietary patterns useful for understanding the role of diet in chronic disease?
Jacques, P. F., & Tucker, K. L. (2001) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/73.1.1 · Cited by 584 · see citing works
A Prospective Study of Diet Quality and Mortality in Women
Kant, A. K. (2000) · JAMA · doi:10.1001/jama.283.16.2109 · Cited by 571 · see citing works
Clustering of Lifestyle Risk Factors in a General Adult Population
Schuit, A. J., van Loon, A. J. M., Tijhuis, M., & Ocké, M. C. (2002) · Preventive Medicine · doi:10.1006/pmed.2002.1064 · Cited by 537 · see citing works
Diet quality index: Capturing a multidimensional behavior
Patterson, R. E., Haines, P. S., & Popkin, B. M. (1994) · Journal of the American Dietetic Association · doi:10.1016/0002-8223(94)92042-7 · Cited by 488 · see citing works
Ireland, P. D., Jolley, D., Giles, G. G., O’Dea, K., Powles, J. W., Rutishauser, I. H. E., Wahlqvist, M. L., & Williams, J. W. (1994) · PubMed · Cited by 445 · see citing works
A new proposed guidance system for beverage consumption in the United States
Popkin, B. M., Armstrong, L. E., Bray, G. M., Caballero, B., Frei, B., & Willett, W. C. (2006) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn.83.3.529 · Cited by 431 · see citing works
Adherence to the Dietary Guidelines for Americans and risk of major chronic disease in men
McCullough, M. L., Feskanich, D., Rimm, E. B., Giovannucci, E. L., Ascherio, A., Variyam, J. N., Spiegelman, D., Stampfer, M. J., & Willett, W. C. (2000) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/72.5.1223 · Cited by 403 · see citing works
The Diet Quality Index Revised
Haines, P. S., Siega‐Riz, A. M., & Popkin, B. M. (1999) · Journal of the American Dietetic Association · doi:10.1016/s0002-8223(99)00168-6 · Cited by 400 · see citing works
Bach-Faig, A., Serra‐Majem, L., Carrasco, J. L., Román, B., Ngo, J., Bertomeu, I., & Obrador, B. (2006) · Public Health Nutrition · doi:10.1079/phn2005936 · Cited by 390 · see citing works
Australian Alcohol Guidelines: Health Risks and Benefits
(2001) · PsycEXTRA Dataset · doi:10.1037/e508732012-001 · Cited by 375 · see citing works
White, P. L. (1973) · JAMA · doi:10.1001/jama.1973.03220110050015 · Cited by 337 · see citing works
Drewnowski, A., Henderson, S. A., DRISCOLL, A., & Rolls, B. J. (1997) · Journal of the American Dietetic Association · doi:10.1016/s0002-8223(97)00070-9 · Cited by 316 · see citing works
Behavioural determinants of obesity
Rennie, K. L., Johnson, L., & Jebb, S. A. (2005) · Best Practice & Research Clinical Endocrinology & Metabolism · doi:10.1016/j.beem.2005.04.003 · Cited by 315 · see citing works
Food intake patterns and body mass index in observational studies
Togo, P., Osler, M., Sørensen, T., & Heitmann, B. L. (2001) · International Journal of Obesity · doi:10.1038/sj.ijo.0801819 · Cited by 304 · see citing works
Ball, K., Crawford, D. A., & Mishra, G. D. (2006) · Public Health Nutrition · doi:10.1079/phn2005897 · Cited by 294 · see citing works
Self-citationSurvey Methods in Community Medicine
(1980) · Postgraduate Medical Journal · doi:10.1136/pgmj.56.661.813-a · Cited by 289 · see citing works
Schulze, M. B., & Hoffmann, K. (2006) · British Journal Of Nutrition · doi:10.1079/bjn20061731 · Cited by 277 · see citing works
Can dietary patterns help us detect diet–disease associations?
Michels, K. B., & Schulze, M. B. (2005) · Nutrition Research Reviews · doi:10.1079/nrr2005107 · Cited by 272 · see citing works
Evaluating adherence to recommended diets in adults: the Alternate Healthy Eating Index
McCullough, M. L., & Willett, W. C. (2006) · Public Health Nutrition · doi:10.1079/phn2005938 · Cited by 267 · see citing works
The Australian Guide to Healthy Eating
Roberts, D. C. K. (1998) · Nutrition Bulletin · doi:10.1111/j.1467-3010.1998.tb01121.x · Cited by 261 · see citing works
Adherence to the Dietary Guidelines for Americans and risk of major chronic disease in women
McCullough, M. L., Feskanich, D., Stampfer, M. J., ROSNER, B. A., Hu, F. B., Hunter, D. J., Variyam, J. N., Colditz, G. A., & Willett, W. C. (2000) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/72.5.1214 · Cited by 249 · see citing works
Toft, U., Kristoffersen, L., Lau, C. J., Borch‐Johnsen, K., & Jørgensen, T. (2006) · European Journal of Clinical Nutrition · doi:10.1038/sj.ejcn.1602503 · Cited by 202 · see citing works
Preparation and use of food-based dietary guidelines : report of a Joint FAO/WHO Consultation
Fao, J., & Preparation, W. C. O. (1998) · World Health Organization eBooks · Cited by 178 · see citing works
Socioeconomic differences in dietary patterns among middle-aged men and women
Martikainen, P., Brunner, E. J., & Marmot, M. G. (2003) · Social Science & Medicine · doi:10.1016/s0277-9536(02)00137-5 · Cited by 168 · see citing works
Australian guide to healthy eating
Curriculum, K. (2006) · Cited by 161 · see citing works
Is dietary intake able to explain differences in body fatness in children and adolescents?
Rodrı́guez, G., & Moreno, L. A. (2006) · Nutrition Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2005.08.005 · Cited by 158 · see citing works
The 2005 Dietary Guidelines for Americans Adherence Index: Development and Application,
Fogli-Cawley, J. J., Dwyer, J. T., Saltzman, E. J., McCullough, M. L., Troy, L. M., & Jacques, P. F. (2006) · Journal of Nutrition · doi:10.1093/jn/136.11.2908 · Cited by 142 · see citing works
An evaluation of the Dietary Guidelines for Americans in relation to cancer occurrence
Harnack, L., Nicodemus, K. K., Jacobs, D. R., et al. (2002) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/76.4.889 · Cited by 131 · see citing works
Whichelow, M. J., & Prevost, A. T. (1996) · British Journal Of Nutrition · doi:10.1079/bjn19960006 · Cited by 118 · see citing works
Seymour, J. D. (2003) · American Journal of Epidemiology · doi:10.1093/aje/kwg077 · Cited by 112 · see citing works
Milligan, R. A. K., Burke, V., Beilin, L. J., Dunbar, D. L., Spencer, M. J., Balde, E., & Gracey, M. P. (1998) · Australian and New Zealand Journal of Public Health · doi:10.1111/j.1467-842x.1998.tb01419.x · Cited by 103 · see citing works
Diet quality is directly associated with quality of life in breast cancer survivors
Wayne, S. J., Baumgartner, K. B., Baumgartner, R., Bernstein, L., Bowen, D. J., & Ballard-Barbash, R. R. (2006) · Breast Cancer Research and Treatment · doi:10.1007/s10549-005-9018-6 · Cited by 100 · see citing works
Survey Methods in Community Medicine
Maylahn, C. (2000) · Annals of Internal Medicine · doi:10.7326/0003-4819-132-10-200005160-00035 · Cited by 99 · see citing works
How well do Australian women comply with dietary guidelines?
Ball, K., Mishra, G. D., Thane, C. W., & Hodge, A. M. (2004) · Public Health Nutrition · doi:10.1079/phn2003538 · Cited by 92 · see citing works
Self-citationEvaluation of short dietary questions from the 1995 National Nutrition Survey
Rutishauser, I. H. E. (2004) · Cited by 90 · see citing works
Coyne, T., Ibiebele, T. I., McNaughton, S. A., Rutishauser, I. H. E., O’Dea, K., Hodge, A. M., McClintock, C., Findlay, M. G., & Lee, A. (2005) · Public Health Nutrition · doi:10.1079/phn2004688 · Cited by 88 · see citing works
Self-citationShatenstein, B., Nadon, S., Godin, C., & Ferland, G. (2005) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2005.05.008 · Cited by 80 · see citing works
The Comprehensive Approach to Diet: A Critical Review
Gerber, M. (2001) · Journal of Nutrition · doi:10.1093/jn/131.11.3051s · Cited by 78 · see citing works
McNaughton, S. A., Mishra, G. D., Paul, A. A., et al. (2005) · Journal of Nutrition · doi:10.1093/jn/135.7.1782 · Cited by 77 · see citing works
Self-citationDemographics, not beverage consumption, is associated with diet quality
Forshee, R. A., & Storey, M. L. (2006) · International Journal of Food Sciences and Nutrition · doi:10.1080/09637480600991240 · Cited by 68 · see citing works
Osler, M., Heitmann, B. L., Høidrup, S., et al. (2001) · Journal of Epidemiology & Community Health · doi:10.1136/jech.55.6.399 · Cited by 62 · see citing works
A Healthy Diet Indicator: Quantifying Compliance with the Dietary Guidelines Using the BRFSS
Rafferty, A. P., Anderson, J. V., McGee, H. B., et al. (2002) · Preventive Medicine · doi:10.1006/pmed.2002.1056 · Cited by 60 · see citing works
Food-based dietary guidelines: some assumptions tested for the Netherlands
Löwik, M. R. H., Hulshof, K. F. A. M., & Brussaard, J. H. (1999) · British Journal Of Nutrition · doi:10.1017/s0007114599001002 · Cited by 56 · see citing works
Socio-demographic inequalities in the diets of mid-aged Australian women
Mishra, G. D., Ball, K. N., Patterson, A. J., et al. (2004) · European Journal of Clinical Nutrition · doi:10.1038/sj.ejcn.1602057 · Cited by 46 · see citing works
Self-citationMishra, G., Prynne, C., Paul, A., et al. (2004) · Public Health Nutrition · doi:10.1079/phn2004610 · Cited by 33 · see citing works
Self-citationComparison of Short Questions with Weighed Dietary Records
Riley, I. R. M. (2004) · Cited by 27 · see citing works
Examining Energy Density: Comments on Diet Quality, Dietary Advice, and the Cost of Healthful Eating
Newby, P. K. (2006) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2006.06.022 · Cited by 27 · see citing works
MASSARI, M. (2004) · Preventive Medicine · doi:10.1016/j.ypmed.2004.03.015 · Cited by 15 · see citing works
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Smith, K. J., Gall, S. L., McNaughton, S. A., Blizzard, L., Dwyer, T., & Venn, A. J. (2010) · The American Journal of Clinical Nutrition · doi:10.3945/ajcn.2010.30101 · Cited by 387 · see citing works
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- Authors
- McNaughton, S. A., Ball, K., Crawford, D., & Mishra, G. D.
- Affiliations
- Deakin University (AU)
- The Royal Free Hospital (GB)
- Corresponding author
- McNaughton, Sarah A.
- Venue
- The Journal of Nutrition
- Publisher
- Elsevier BV
- Published
- 2008-01
- Volume
- 138
- Issue
- 1
- Pages
- 86-93
- ISSN
- 0022-3166 (ISSN-L)
- OpenAlex
- W2100295769
- Cited by
- 319
- References
- 55
- Citations by year
- 2026: 10 · 2025: 9 · 2024: 17 · 2023: 11 · 2022: 17 · 2021: 18 · 2020: 22 · 2019: 26 · 2018: 18 · 2017: 26 · 2016: 26 · 2015: 28 · 2014: 22 · 2013: 21 · 2012: 10
- FWCI
- 12.53
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Journal of Nutrition (publishedVersion)
- PubMed (publishedVersion)
- Deakin Research Online (Deakin University) (submittedVersion)
- Funders
- National Heart Foundation of Australia
- Medical Research Council
- National Health and Medical Research Council
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Nutritional Studies and Diet
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Consumer Attitudes and Food Labeling
- Life Sciences › Agricultural and Biological Sciences › Food Science › Nutrition, Health, and Society Studies
- Keywords
- dietary index, diet quality, dietary guidelines, construct validity, nutrient intake, dietary habits, sociodemographic factors, health behavior, chronic disease risk factors, self-rated health, food frequency questionnaire, dietary diversity
- MeSH terms
- Adolescent, Adult, Aged, Australia, Diet, Dietary Carbohydrates, Dietary Fats, Dietary Proteins, Feeding Behavior, Female, Food, Humans, Male, Middle Aged, Nutrition Surveys, Surveys and Questionnaires, Socioeconomic Factors, Nutrition Assessment
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