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American Journal of Clinical Nutrition, Vol. 69, No. 2, 243-249, February 1999
© 1999 American Society for Clinical Nutrition


Original Research Communications

Reproducibility and validity of dietary patterns assessed with a food-frequency questionnaire1,2,3

Frank B Hu, Eric Rimm, Stephanie A Smith-Warner, Diane Feskanich, Meir J Stampfer, Albert Ascherio, Laura Sampson and Walter C Willett

Background: Recently, the analysis of dietary patterns has emerged as a possible approach to examining diet-disease relations.

Objective: We examined the reproducibility and validity of dietary patterns defined by factor analysis using dietary data collected with a food-frequency questionnaire (FFQ).

Design: We enrolled a subsample of men (n = 127) from the Health Professionals Follow-up Study in a diet-validation study in 1986. A 131-item FFQ was administered twice, 1 y apart, and two 1-wk diet records and blood samples were collected during this 1-y interval.

Results: Using factor analysis, we identified 2 major eating patterns, which were qualitatively similar across the 2 FFQs and the diet records. The first factor, the prudent dietary pattern, was characterized by a high intake of vegetables, fruit, legumes, whole grains, and fish and other seafood, whereas the second factor, the Western pattern, was characterized by a high intake of processed meat, red meat, butter, high-fat dairy products, eggs, and refined grains. The reliability correlations for the factor scores between the 2 FFQs were 0.70 for the prudent pattern and 0.67 for the Western pattern. The correlations (corrected for week-to-week variation in diet records) between the 2 FFQs and diet records ranged from 0.45 to 0.74 for the 2 patterns. In addition, the correlations between the factor scores and nutrient intakes and plasma concentrations of biomarkers were in the expected direction.

Conclusions: These data indicate reasonable reproducibility and validity of the major dietary patterns defined by factor analysis with data from an FFQ.

Key Words: Diet • dietary pattern • factor analysis • biomarker • reproducibility • validity • men • Health Professionals Follow-up Study • food-frequency questionnaire




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Diabetes CareHome page
N. M. McKeown, J. B. Meigs, S. Liu, E. Saltzman, P. W.F. Wilson, and P. F. Jacques
Carbohydrate Nutrition, Insulin Resistance, and the Prevalence of the Metabolic Syndrome in the Framingham Offspring Cohort
Diabetes Care, February 1, 2004; 27(2): 538 - 546.
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Cancer Epidemiol. Biomarkers Prev.Home page
S. Mannisto, S. A. Smith-Warner, D. Spiegelman, D. Albanes, K. Anderson, P. A. van den Brandt, J. R. Cerhan, G. Colditz, D. Feskanich, J. L. Freudenheim, et al.
Dietary Carotenoids and Risk of Lung Cancer in a Pooled Analysis of Seven Cohort Studies
Cancer Epidemiol. Biomarkers Prev., January 1, 2004; 13(1): 40 - 48.
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Cancer Epidemiol. Biomarkers Prev.Home page
M. Tseng, R. A. Breslow, R. F. DeVellis, and R. G. Ziegler
Dietary Patterns and Prostate Cancer Risk in the National Health and Nutrition Examination Survey Epidemiological Follow-up Study Cohort
Cancer Epidemiol. Biomarkers Prev., January 1, 2004; 13(1): 71 - 77.
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J. Nutr.Home page
H. F. Balder, M. Virtanen, H. A. M. Brants, V. Krogh, L. B. Dixon, F. Tan, S. Mannisto, R. Bellocco, P. Pietinen, A. Wolk, et al.
Common and Country-Specific Dietary Patterns in Four European Cohort Studies
J. Nutr., December 1, 2003; 133(12): 4246 - 4251.
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Am. J. Clin. Nutr.Home page
P. Newby, F. B Hu, E. B Rimm, S. A Smith-Warner, D. Feskanich, L. Sampson, and W. C Willett
Reproducibility and validity of the Diet Quality Index Revised as assessed by use of a food-frequency questionnaire
Am. J. Clinical Nutrition, November 1, 2003; 78(5): 941 - 949.
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J. Nutr.Home page
X. Gao, M. Yao, M. A. McCrory, G. Ma, Y. Li, S. B. Roberts, and K. L. Tucker
Dietary Pattern Is Associated with Homocysteine and B Vitamin Status in an Urban Chinese Population
J. Nutr., November 1, 2003; 133(11): 3636 - 3642.
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Am J EpidemiolHome page
M. B. Schulze, K. Hoffmann, A. Kroke, and H. Boeing
Risk of Hypertension among Women in the EPIC-Potsdam Study: Comparison of Relative Risk Estimates for Exploratory and Hypothesis-oriented Dietary Patterns
Am. J. Epidemiol., August 15, 2003; 158(4): 365 - 373.
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Diabetes CareHome page
M. Soinio, M. Laakso, S. Lehto, P. Hakala, and T. Ronnemaa
Dietary Fat Predicts Coronary Heart Disease Events in Subjects With Type 2 Diabetes
Diabetes Care, March 1, 2003; 26(3): 619 - 624.
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ThoraxHome page
T Antova, S Pattenden, B Nikiforov, G S Leonardi, B Boeva, T Fletcher, P Rudnai, H Slachtova, C Tabak, R Zlotkowska, et al.
Nutrition and respiratory health in children in six Central and Eastern European countries
Thorax, March 1, 2003; 58(3): 231 - 236.
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Arch Intern MedHome page
T. Fung, F. B. Hu, C. Fuchs, E. Giovannucci, D. J. Hunter, M. J. Stampfer, G. A. Colditz, and W. C. Willett
Major Dietary Patterns and the Risk of Colorectal Cancer in Women
Arch Intern Med, February 10, 2003; 163(3): 309 - 314.
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Diabetes CareHome page
K. M. Nelson, G. Reiber, and E. J. Boyko
Diet and Exercise Among Adults With Type 2 Diabetes: Findings from the Third National Health and Nutrition Examination Survey (NHANES III)
Diabetes Care, October 1, 2002; 25(10): 1722 - 1728.
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Int J EpidemiolHome page
K. B Michels and A. Wolk
A prospective study of variety of healthy foods and mortality in women
Int. J. Epidemiol., August 1, 2002; 31(4): 847 - 854.
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Am. J. Clin. Nutr.Home page
F X. Pi-Sunyer
Glycemic index and disease
Am. J. Clinical Nutrition, July 1, 2002; 76(1): 290S - 298.
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ANN INTERN MEDHome page
R. M. van Dam, E. B. Rimm, W. C. Willett, M. J. Stampfer, and F. B. Hu
Dietary Patterns and Risk for Type 2 Diabetes Mellitus in U.S. Men
Ann Intern Med, February 5, 2002; 136(3): 201 - 209.
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Am J EpidemiolHome page
E. K. Kabagambe, A. Baylin, D. A. Allan, X. Siles, D. Spiegelman, and H. Campos
Application of the Method of Triads to Evaluate the Performance of Food Frequency Questionnaires and Biomarkers as Indicators of Long-term Dietary Intake
Am. J. Epidemiol., December 15, 2001; 154(12): 1126 - 1135.
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Arch Intern MedHome page
T. T. Fung, W. C. Willett, M. J. Stampfer, J. E. Manson, and F. B. Hu
Dietary Patterns and the Risk of Coronary Heart Disease in Women
Arch Intern Med, August 13, 2001; 161(15): 1857 - 1862.
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Int J EpidemiolHome page
M. Nakamura, G. Whitlock, N. Aoki, T. Nakashima, T. Hoshino, T. Yokoyama, S. Morioka, T. Kawamura, H. Tanaka, T. Hashimoto, et al.
Japanese and Western diet and risk of idiopathic sudden deafness: a case-control study using pooled controls
Int. J. Epidemiol., June 1, 2001; 30(3): 608 - 615.
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Psychiatr. Serv.Home page
A. Tanskanen, J. R. Hibbeln, J. Tuomilehto, A. Uutela, A. Haukkala, H. Viinamaki, J. Lehtonen, and E. Vartiainen
Fish Consumption and Depressive Symptoms in the General Population in Finland
Psychiatr Serv, April 1, 2001; 52(4): 529 - 531.
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JAMAHome page
S. Liu, J. E. Manson, M. J. Stampfer, K. M. Rexrode, F. B. Hu, E. B. Rimm, and W. C. Willett
Whole Grain Consumption and Risk of Ischemic Stroke in Women: A Prospective Study
JAMA, September 27, 2000; 284(12): 1534 - 1540.
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Am. J. Clin. Nutr.Home page
R. L Weinsier and C. L Krumdieck
Dairy foods and bone health: examination of the evidence
Am. J. Clinical Nutrition, September 1, 2000; 72(3): 681 - 689.
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J. Am. Coll. Nutr.Home page
L. R. White, H. Petrovitch, G. W. Ross, K. Masaki, J. Hardman, J. Nelson, D. Davis, and W. Markesbery
Brain Aging and Midlife Tofu Consumption
J. Am. Coll. Nutr., April 1, 2000; 19(2): 242 - 255.
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Am. J. Clin. Nutr.Home page
F. B Hu and W. Willett
Reply to TC Campbell
Am. J. Clinical Nutrition, March 1, 2000; 71(3): 850 - 851.
[Full Text] [PDF]


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Am. J. Clin. Nutr.Home page
M. Tseng
Validation of dietary patterns assessed with a food-frequency questionnaire
Am. J. Clinical Nutrition, September 1, 1999; 70(3): 422 - 422.
[Full Text]


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Am. J. Clin. Nutr.Home page
F. B Hu and W. C Willett
Reply to M Tseng
Am. J. Clinical Nutrition, September 1, 1999; 70(3): 422A - 422.
[Full Text]




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