|
|
||||||||
Original Research Communications |
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
This article has been cited by other articles:
![]() |
C. Heidemann, M. B. Schulze, O. H. Franco, R. M. van Dam, C. S. Mantzoros, and F. B. Hu Dietary Patterns and Risk of Mortality From Cardiovascular Disease, Cancer, and All Causes in a Prospective Cohort of Women Circulation, July 15, 2008; 118(3): 230 - 237. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. L Slattery Defining dietary consumption: is the sum greater than its parts? Am. J. Clinical Nutrition, July 1, 2008; 88(1): 14 - 15. [Full Text] [PDF] |
||||
![]() |
A. Flood, T. Rastogi, E. Wirfalt, P. N Mitrou, J. Reedy, A. F Subar, V. Kipnis, T. Mouw, A. R Hollenbeck, M. Leitzmann, et al. Dietary patterns as identified by factor analysis and colorectal cancer among middle-aged Americans Am. J. Clinical Nutrition, July 1, 2008; 88(1): 176 - 184. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. Oken, J. S. Radesky, R. O. Wright, D. C. Bellinger, C. J. Amarasiriwardena, K. P. Kleinman, H. Hu, and M. W. Gillman Maternal Fish Intake during Pregnancy, Blood Mercury Levels, and Child Cognition at Age 3 Years in a US Cohort Am. J. Epidemiol., May 15, 2008; 167(10): 1171 - 1181. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. T Williams Effects of diet, physical activity and performance, and body weight on incident gout in ostensibly healthy, vigorously active men Am. J. Clinical Nutrition, May 1, 2008; 87(5): 1480 - 1487. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. K. Choi and E. S. Ford Haemoglobin A1c, fasting glucose, serum C-peptide and insulin resistance in relation to serum uric acid levels--the Third National Health and Nutrition Examination Survey Rheumatology, May 1, 2008; 47(5): 713 - 717. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. L. Lutsey, L. M. Steffen, and J. Stevens Dietary Intake and the Development of the Metabolic Syndrome: The Atherosclerosis Risk in Communities Study Circulation, February 12, 2008; 117(6): 754 - 761. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Esmaillzadeh and L. Azadbakht Major Dietary Patterns in Relation to General Obesity and Central Adiposity among Iranian Women J. Nutr., February 1, 2008; 138(2): 358 - 363. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. T. Campbell, M. Sloan, and N. Kreiger Dietary Patterns and Risk of Incident Gastric Adenocarcinoma Am. J. Epidemiol., February 1, 2008; 167(3): 295 - 304. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. E. Peterson, J. R. Hebert, T. G. Hurley, K. Resnicow, F. E. Thompson, G. W. Greene, A. R. Shaikh, A. L. Yaroch, G. C. Williams, J. Salkeld, et al. Accuracy and Precision of Two Short Screeners to Assess Change in Fruit and Vegetable Consumption among Diverse Populations Participating in Health Promotion Intervention Trials J. Nutr., January 1, 2008; 138(1): 218S - 225S. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. R. Hebert, T. G. Hurley, K. E. Peterson, K. Resnicow, F. E. Thompson, A. L. Yaroch, M. Ehlers, D. Midthune, G. C. Williams, G. W. Greene, et al. Social Desirability Trait Influences on Self-Reported Dietary Measures among Diverse Participants in a Multicenter Multiple Risk Factor Trial J. Nutr., January 1, 2008; 138(1): 226S - 234S. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Gao, H. Chen, T. T Fung, G. Logroscino, M. A Schwarzschild, F. B Hu, and A. Ascherio Prospective study of dietary pattern and risk of Parkinson disease Am. J. Clinical Nutrition, November 1, 2007; 86(5): 1486 - 1494. [Abstract] [Full Text] [PDF] |
||||
![]() |
B. Guida, R. Trio, R. Laccetti, A. Nastasi, E. Salvi, N. R. Perrino, C. Caputo, E. Rotaia, S. Federico, and M. Sabbatini Role of dietary intervention on metabolic abnormalities and nutritional status after renal transplantation Nephrol. Dial. Transplant., November 1, 2007; 22(11): 3304 - 3310. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Yoshida, N. M. McKeown, G. Rogers, J. B. Meigs, E. Saltzman, R. D'Agostino, and P. F. Jacques Surrogate Markers of Insulin Resistance Are Associated with Consumption of Sugar-Sweetened Drinks and Fruit Juice in Middle and Older-Aged Adults J. Nutr., September 1, 2007; 137(9): 2121 - 2127. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. A. Meyerhardt, D. Niedzwiecki, D. Hollis, L. B. Saltz, F. B. Hu, R. J. Mayer, H. Nelson, R. Whittom, A. Hantel, J. Thomas, et al. Association of Dietary Patterns With Cancer Recurrence and Survival in Patients With Stage III Colon Cancer JAMA, August 15, 2007; 298(7): 754 - 764. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. Varraso, T. T Fung, R G. Barr, F. B Hu, W. Willett, and C. A Camargo Jr Prospective study of dietary patterns and chronic obstructive pulmonary disease among US women Am. J. Clinical Nutrition, August 1, 2007; 86(2): 488 - 495. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Vujkovic, M. C. Ocke, P. J. van der Spek, N. Yazdanpanah, E. A. Steegers, and R. P. Steegers-Theunissen Maternal Western Dietary Patterns and the Risk of Developing a Cleft Lip With or Without a Cleft Palate Obstet. Gynecol., August 1, 2007; 110(2): 378 - 384. [Abstract] [Full Text] [PDF] |
||||
![]() |
X. Cui, Q. Dai, M. Tseng, X.-O. Shu, Y.-T. Gao, and W. Zheng Dietary Patterns and Breast Cancer Risk in the Shanghai Breast Cancer Study Cancer Epidemiol. Biomarkers Prev., July 1, 2007; 16(7): 1443 - 1448. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. T. Fung, M. McCullough, R. M. van Dam, and F. B. Hu A Prospective Study of Overall Diet Quality and Risk of Type 2 Diabetes in Women Diabetes Care, July 1, 2007; 30(7): 1753 - 1757. [Abstract] [Full Text] [PDF] |
||||
![]() |
B. J. Okoko, P. G. Burney, R. B. Newson, J. F. Potts, and S. O. Shaheen Childhood asthma and fruit consumption Eur. Respir. J., June 1, 2007; 29(6): 1161 - 1168. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. I Ibiebele, J. C van der Pols, M. C. Hughes, G. C Marks, G. M Williams, and A. C Green Dietary pattern in association with squamous cell carcinoma of the skin: a prospective study Am. J. Clinical Nutrition, May 1, 2007; 85(5): 1401 - 1408. [Abstract] [Full Text] [PDF] |
||||
![]() |
L. D. Ritchie, P. Spector, M. J. Stevens, M. M. Schmidt, G. B. Schreiber, R. H. Striegel-Moore, M.-C. Wang, and P. B. Crawford Dietary Patterns in Adolescence Are Related to Adiposity in Young Adulthood in Black and White Females J. Nutr., February 1, 2007; 137(2): 399 - 406. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. K. Newby, C. Weismayer, A. Akesson, K. L. Tucker, and A. Wolk Longitudinal Changes in Food Patterns Predict Changes in Weight and Body Mass Index and the Effects Are Greatest in Obese Women J. Nutr., October 1, 2006; 136(10): 2580 - 2587. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. A Nettleton, L. M Steffen, E. J Mayer-Davis, N. S Jenny, R. Jiang, D. M Herrington, and D. R Jacobs Jr Dietary patterns are associated with biochemical markers of inflammation and endothelial activation in the Multi-Ethnic Study of Atherosclerosis (MESA) Am. J. Clinical Nutrition, June 1, 2006; 83(6): 1369 - 1379. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. Weismayer, J. G. Anderson, and A. Wolk Changes in the Stability of Dietary Patterns in a Study of Middle-Aged Swedish Women J. Nutr., June 1, 2006; 136(6): 1582 - 1587. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Okubo, S. Sasaki, H. Horiguchi, E. Oguma, K. Miyamoto, Y. Hosoi, M.-k. Kim, and F. Kayama Dietary patterns associated with bone mineral density in premenopausal Japanese farmwomen Am. J. Clinical Nutrition, May 1, 2006; 83(5): 1185 - 1192. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. K. Newby, C. Weismayer, A. Akesson, K. L. Tucker, and A. Wolk Long-Term Stability of Food Patterns Identified by Use of Factor Analysis among Swedish Women J. Nutr., March 1, 2006; 136(3): 626 - 633. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. Bes-Rastrollo, A. Sanchez-Villegas, E. Gomez-Gracia, J A. Martinez, R. M Pajares, and M. A Martinez-Gonzalez Predictors of weight gain in a Mediterranean cohort: the Seguimiento Universidad de Navarra Study 1 Am. J. Clinical Nutrition, February 1, 2006; 83(2): 362 - 370. [Abstract] [Full Text] [PDF] |
||||
![]() |
L. M. Butler, W.-P. Koh, H.-P. Lee, M. Tseng, M. C. Yu, and S. J. London Prospective Study of Dietary Patterns and Persistent Cough with Phlegm among Chinese Singaporeans Am. J. Respir. Crit. Care Med., February 1, 2006; 173(3): 264 - 270. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. Wu, F. B. Hu, W. C. Willett, and E. Giovannucci Dietary Patterns and Risk of Prostate Cancer in U.S. Men Cancer Epidemiol. Biomarkers Prev., January 1, 2006; 15(1): 167 - 171. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. M Velie, C. Schairer, A. Flood, J.-P. He, R. Khattree, and A. Schatzkin Empirically derived dietary patterns and risk of postmenopausal breast cancer in a large prospective cohort study Am. J. Clinical Nutrition, December 1, 2005; 82(6): 1308 - 1319. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. B Schulze, K. Hoffmann, J. E Manson, W. C Willett, J. B Meigs, C. Weikert, C. Heidemann, G. A Colditz, and F. B Hu Dietary pattern, inflammation, and incidence of type 2 diabetes in women Am. J. Clinical Nutrition, September 1, 2005; 82(3): 675 - 684. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. K. Choi, W. C. Willett, M. J. Stampfer, E. Rimm, and F. B. Hu Dairy Consumption and Risk of Type 2 Diabetes Mellitus in Men: A Prospective Study Arch Intern Med, May 9, 2005; 165(9): 997 - 1003. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. A. Murtaugh, K.-n. Ma, B. J. Caan, C. Sweeney, R. Wolff, W. S. Samowitz, J. D. Potter, and M. L. Slattery Interactions of Peroxisome Proliferator-Activated Receptor {gamma} and Diet in Etiology of Colorectal Cancer Cancer Epidemiol. Biomarkers Prev., May 1, 2005; 14(5): 1224 - 1229. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. S. Michaud, H. G. Skinner, K. Wu, F. Hu, E. Giovannucci, W. C. Willett, G. A. Colditz, and C. S. Fuchs Dietary Patterns and Pancreatic Cancer Risk in Men and Women J Natl Cancer Inst, April 6, 2005; 97(7): 518 - 524. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. J. Yang, J. M. Kerver, and W. O. Song Dietary Patterns of Korean Americans Described by Factor Analysis J. Am. Coll. Nutr., April 1, 2005; 24(2): 115 - 121. [Abstract] [Full Text] [PDF] |
||||
![]() |
S.-Y. Park, S. P. Murphy, L. R. Wilkens, J. F. Yamamoto, S. Sharma, J. H. Hankin, B. E. Henderson, and L. N. Kolonel Dietary Patterns Using the Food Guide Pyramid Groups Are Associated with Sociodemographic and Lifestyle Factors: The Multiethnic Cohort Study J. Nutr., April 1, 2005; 135(4): 843 - 849. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. F. Balder, R. A. Goldbohm, and P. A. van den Brandt Dietary Patterns Associated with Male Lung Cancer Risk in the Netherlands Cohort Study Cancer Epidemiol. Biomarkers Prev., February 1, 2005; 14(2): 483 - 490. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. Montonen, P. Knekt, T. Harkanen, R. Jarvinen, M. Heliovaara, A. Aromaa, and A. Reunanen Dietary Patterns and the Incidence of Type 2 Diabetes Am. J. Epidemiol., February 1, 2005; 161(3): 219 - 227. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. Haugen, M. Hanson, T. Kiserud, S. Crozier, H. Inskip, and K. M. Godfrey Fetal Liver-Sparing Cardiovascular Adaptations Linked to Mother's Slimness and Diet Circ. Res., January 7, 2005; 96(1): 12 - 14. [Abstract] [Full Text] [PDF] |
||||
![]() |
A. Esmaillzadeh, P. Mirmiran, and F. Azizi Whole-grain intake and the prevalence of hypertriglyceridemic waist phenotype in Tehranian adults Am. J. Clinical Nutrition, January 1, 2005; 81(1): 55 - 63. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. M. Eng, I. Kawachi, G. Fitzmaurice, and E. B Rimm Effects of marital transitions on changes in dietary and other health behaviours in US male health professionals J. Epidemiol. Community Health, January 1, 2005; 59(1): 56 - 62. [Abstract] [Full Text] [PDF] |
||||
![]() |
T. T. Fung, M. Schulze, J. E. Manson, W. C. Willett, and F. B. Hu Dietary Patterns, Meat Intake, and the Risk of Type 2 Diabetes in Women Arch Intern Med, November 8, 2004; 164(20): 2235 - 2240. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. Koh-Banerjee, M. Franz, L. Sampson, S. Liu, D. R Jacobs Jr, D. Spiegelman, W. Willett, and E. Rimm Changes in whole-grain, bran, and cereal fiber consumption in relation to 8-y weight gain among men Am. J. Clinical Nutrition, November 1, 2004; 80(5): 1237 - 1245. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. Lopez-Garcia, M. B Schulze, T. T Fung, J. B Meigs, N. Rifai, J. E Manson, and F. B Hu Major dietary patterns are related to plasma concentrations of markers of inflammation and endothelial dysfunction Am. J. Clinical Nutrition, October 1, 2004; 80(4): 1029 - 1035. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. Newby, D. Muller, and K. L Tucker Associations of empirically derived eating patterns with plasma lipid biomarkers: a comparison of factor and cluster analysis methods Am. J. Clinical Nutrition, September 1, 2004; 80(3): 759 - 767. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. B. Schulze, J. E. Manson, D. S. Ludwig, G. A. Colditz, M. J. Stampfer, W. C. Willett, and F. B. Hu Sugar-Sweetened Beverages, Weight Gain, and Incidence of Type 2 Diabetes in Young and Middle-Aged Women JAMA, August 25, 2004; 292(8): 927 - 934. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. Newby, D. Muller, J. Hallfrisch, R. Andres, and K. L Tucker Food patterns measured by factor analysis and anthropometric changes in adults Am. J. Clinical Nutrition, August 1, 2004; 80(2): 504 - 513. [Abstract] [Full Text] [PDF] |
||||
![]() |
B. R. Khani, W. Ye, P. Terry, and A. Wolk Reproducibility and Validity of Major Dietary Patterns among Swedish Women Assessed with a Food-Frequency Questionnaire J. Nutr., June 1, 2004; 134(6): 1541 - 1545. [Abstract] [Full Text] [PDF] |
||||
![]() |
K. Hoffmann, M. B. Schulze, A. Schienkiewitz, U. Nothlings, and H. Boeing Application of a New Statistical Method to Derive Dietary Patterns in Nutritional Epidemiology Am. J. Epidemiol., May 15, 2004; 159(10): 935 - 944. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. C. Ho, Y.-M. Chen, J. L. F. Woo, and S. S. H. Lam High Habitual Calcium Intake Attenuates Bone Loss in Early Postmenopausal Chinese Women: An 18-Month Follow-Up Study J. Clin. Endocrinol. Metab., May 1, 2004; 89(5): 2166 - 2170. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. |