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Analysis of Dietary Pattern Impact on Weight Status for Personalised Nutrition through On-Line Advice: The Food4Me Spanish Cohort

Department of Nutrition, Food Science and Physiology, Centre for Nutrition Research, University of Navarra, Pamplona 31008, Spain
CIBER Fisiopatología Obesidad y Nutrición (CIBERobn), Instituto de Salud Carlos III, Madrid 28029, Spain
Human Nutrition Research Centre, Institute of Cellular Medicine, Newcastle University, Campus for Ageing and Vitality, Newcastle Upon Tyne NE1 7RU, UK
UCD Institute of Food and Health, University College Dublin, Belfield, Dublin 4, Ireland
Hugh Sinclair Unit of Human Nutrition and Institute for Cardiovascular and Metabolic Research, University of Reading, Reading RG6 6AA, UK
Biochemistry Unit, ZIEL Research Center of Nutrition and Food Sciences, Technische Universität München, Munich 85354, Germany
Department of Human Biology, NUTRIM, School for Nutrition and Translational Research in Metabolism, Maastricht University Medical Centre, Maastricht 6200MD, The Netherlands
National Food & Nutrition Institute (IZZ), Warsaw 02-903, Poland
Department of Nutrition and Dietetics, Harokopio University, Athens 17671, Greece
Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona 31008, Spain
Author to whom correspondence should be addressed.
These authors contributed equally to this work.
Nutrients 2015, 7(11), 9523-9537;
Received: 10 September 2015 / Revised: 23 October 2015 / Accepted: 3 November 2015 / Published: 17 November 2015
(This article belongs to the Special Issue Dietary Pattern and Health)
Obesity prevalence is increasing. The management of this condition requires a detailed analysis of the global risk factors in order to develop personalised advice. This study is aimed to identify current dietary patterns and habits in Spanish population interested in personalised nutrition and investigate associations with weight status. Self-reported dietary and anthropometrical data from the Spanish participants in the Food4Me study, were used in a multidimensional exploratory analysis to define specific dietary profiles. Two opposing factors were obtained according to food groups’ intake: Factor 1 characterised by a more frequent consumption of traditionally considered unhealthy foods; and Factor 2, where the consumption of “Mediterranean diet” foods was prevalent. Factor 1 showed a direct relationship with BMI (β = 0.226; r2 = 0.259; p < 0.001), while the association with Factor 2 was inverse (β = −0.037; r2 = 0.230; p = 0.348). A total of four categories were defined (Prudent, Healthy, Western, and Compensatory) through classification of the sample in higher or lower adherence to each factor and combining the possibilities. Western and Compensatory dietary patterns, which were characterized by high-density foods consumption, showed positive associations with overweight prevalence. Further analysis showed that prevention of overweight must focus on limiting the intake of known deleterious foods rather than exclusively enhance healthy products. View Full-Text
Keywords: dietary pattern; dietary habits; obesity; personalised nutrition dietary pattern; dietary habits; obesity; personalised nutrition
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MDPI and ACS Style

San-Cristobal, R.; Navas-Carretero, S.; Celis-Morales, C.; Brennan, L.; Walsh, M.; Lovegrove, J.A.; Daniel, H.; Saris, W.H.M.; Traczyk, I.; Manios, Y.; Gibney, E.R.; Gibney, M.J.; Mathers, J.C.; Martinez, J.A. Analysis of Dietary Pattern Impact on Weight Status for Personalised Nutrition through On-Line Advice: The Food4Me Spanish Cohort. Nutrients 2015, 7, 9523-9537.

AMA Style

San-Cristobal R, Navas-Carretero S, Celis-Morales C, Brennan L, Walsh M, Lovegrove JA, Daniel H, Saris WHM, Traczyk I, Manios Y, Gibney ER, Gibney MJ, Mathers JC, Martinez JA. Analysis of Dietary Pattern Impact on Weight Status for Personalised Nutrition through On-Line Advice: The Food4Me Spanish Cohort. Nutrients. 2015; 7(11):9523-9537.

Chicago/Turabian Style

San-Cristobal, Rodrigo, Santiago Navas-Carretero, Carlos Celis-Morales, Lorraine Brennan, Marianne Walsh, Julie A. Lovegrove, Hannelore Daniel, Wim H.M. Saris, Iwonna Traczyk, Yannis Manios, Eileen R. Gibney, Michael J. Gibney, John C. Mathers, and J. A. Martinez. 2015. "Analysis of Dietary Pattern Impact on Weight Status for Personalised Nutrition through On-Line Advice: The Food4Me Spanish Cohort" Nutrients 7, no. 11: 9523-9537.

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