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Published 23 June 2009, doi:10.1136/bmj.b2337
Cite this as: BMJ 2009;338:b2337
Antonia Trichopoulou, professor1, Christina Bamia, lecturer1, Dimitrios Trichopoulos, professor2
1 Department of Hygiene, Epidemiology and Medical Statistics, University of Athens, Medical School, 115 27 Athens, Greece, 2 Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115, USA
Correspondence to: D Trichopoulos dtrichop{at}hsph.harvard.edu
Design Prospective cohort study.
Setting Greek segment of the European Prospective Investigation into Cancer and nutrition (EPIC).
Participants 23 349 men and women, not previously diagnosed with cancer, coronary heart disease, or diabetes, with documented survival status until June 2008 and complete information on nutritional variables and important covariates at enrolment.
Main outcome measure All cause mortality.
Results After a mean follow-up of 8.5 years, 652 deaths from any cause had occurred among 12 694 participants with Mediterranean diet scores 0-4 and 423 among 10 655 participants with scores of 5 or more. Controlling for potential confounders, higher adherence to a Mediterranean diet was associated with a statistically significant reduction in total mortality (adjusted mortality ratio per two unit increase in score 0.864, 95% confidence interval 0.802 to 0.932). The contributions of the individual components of the Mediterranean diet to this association were moderate ethanol consumption 23.5%, low consumption of meat and meat products 16.6%, high vegetable consumption 16.2%, high fruit and nut consumption 11.2%, high monounsaturated to saturated lipid ratio 10.6%, and high legume consumption 9.7%. The contributions of high cereal consumption and low dairy consumption were minimal, whereas high fish and seafood consumption was associated with a non-significant increase in mortality ratio.
Conclusion The dominant components of the Mediterranean diet score as a predictor of lower mortality are moderate consumption of ethanol, low consumption of meat and meat products, and high consumption of vegetables, fruits and nuts, olive oil, and legumes. Minimal contributions were found for cereals and dairy products, possibly because they are heterogeneous categories of foods with differential health effects, and for fish and seafood, the intake of which is low in this population.
We have evaluated the contribution of the nine widely accepted components of the Mediterranean diet (high intake of vegetables, fruits and nuts, legumes, fish and seafood, and cereals; low intake of meat and meat products and dairy products; high ratio of monounsaturated to saturated lipids; and moderate intake of ethanol) in the inverse association of this diet with all cause mortality in a population based cohort in Greece.
In Greece, 28 572 apparently healthy men and women aged 20-86 years were recruited from the general population throughout the country between 1994 and 1997. Trained interviewers administered dietary and lifestyle questionnaires to participants at enrolment, and trained health professionals made somatometric measurements.
Data on diet
Dietary intakes during the year preceding enrolment were assessed with the use of a validated food frequency questionnaire that includes approximately 150 foods and beverages commonly consumed in Greece.13 Standard portion sizes were used for the estimation of consumed quantities, and nutrient and ethanol intakes were calculated by using a food composition database modified to accommodate the particularities of the Greek diet.14 For each participant, grams per day of intake of various food groups and nutrients, as well as total energy intake, were calculated.
For this analysis, we focused on nine nutritional variables: vegetables, legumes, fruits and nuts, dairy products, cereals, meat and meat products, fish and seafood, monounsaturated to saturated lipid ratio, and ethanol.
Mediterranean diet score
We assessed the conformity to the traditional Mediterranean diet with a 10 unit scale.7 The scale relies on nine dietary components that capture the essence of the traditional Mediterranean diet. Vegetables, legumes, fruits and nuts, fish and seafood, and cereals are presumed to be beneficial for health, whereas meat and meat products and dairy products are presumed not to be beneficial. A higher ratio of monounsaturates to saturates is considered to be beneficial and reflects the high olive oil consumption that characterises the traditional Mediterranean diet. Ethanol is used as a measure of the consumption of alcoholic beverages, which in the Mediterranean countries are mostly consumed during meals and mainly in the form of wine.
We assigned values of 0 or 1 to each of the above indicated components (except for ethanol intake), using the sex specific medians in the studied population as cut-offs. We assigned a value of 0 to people whose consumption was below the median values of components with a presumably beneficial effect and a value of 1 to people with consumption equal to or above the median. In contrast, we assigned a value of 1 to people with below the median consumption of components without a beneficial effect and a value of 0 to those whose consumption of these components was above the corresponding median. For ethanol, we gave value of 1 to men who consumed quantities from 10 g (or one unit) a day to less than 50 g (or six units) a day and a value of 0 otherwise; the corresponding cut-offs for women were 5 g (or half a unit) a day and 25 g (or three units) a day (in the United Kingdom, a unit of alcohol is defined as 10 ml, or approximately 8 g, of ethanol). Thus, the total Mediterranean diet score can take values from 0 (minimal conformity to the traditional Mediterranean diet) to 9 (maximal conformity to the traditional Mediterranean diet).
Lifestyle, anthropometric, dietary, and medical history data
A section of the lifestyle questionnaire recorded the frequency and duration of participation in occupational and leisure time physical activities. We assigned a multiple of resting metabolic rate (metabolic equivalent of task or MET value) to each of these activities. We then multiplied time spent on each activity by the MET value of the activity and summed the resulting MET-hour products to produce an index of daily physical activity, expressing the amount of energy per kilogram of body weight expended during an average day.15
Information on smoking status was collected through a smoking history questionnaire. We categorised participants as never, current, and former smokers as of the date of enrolment. For current smokers, we recorded the average number of cigarettes smoked each day.16 Standardised procedures were used to make anthropometric measurements.17 We derived body mass index as the ratio of weight in kilograms divided by the square of the height in metres and calculated the waist to hip ratio. Participants were also asked whether they had ever had a medically documented diagnosis of certain diseases—specifically, cancer, diabetes mellitus, myocardial infarction, and angina pectoris.
Study participants and follow-up
Greek EPIC participants were actively followed up by teams led by trained physicians until June 2008. Of the initial 28 572 participants, 1073 (4%) did not respond or were not traced during follow-up and were excluded from further analysis. Of the remaining 27 499 participants, 3554 reported at enrolment that they had had a previous diagnosis of coronary heart disease (n=1371), cancer (611), or diabetes mellitus (1921). For an additional 596 participants, information was missing for one or more of the sociodemographic, dietary, medical, somatometric, or lifestyle variables used in this investigation. Thus, the final sample used for the analyses reported in this paper consisted of 23 349 participants who had not previously been diagnosed as having cancer, coronary heart disease, or diabetes mellitus; for whom vital status at follow-up had been ascertained; and for whom all the required information was available.
The mean length of follow-up for the 23 349 study participants was 8.5 years. The range was 10 days (a participant who died soon after enrolment) to 14.2 years.
Statistical analysis
We used Stata statistical software for all analyses. We set statistical significance at two sided P<0.05. We present descriptive sociodemographic data by simple tabulations and dietary variables as medians and interquartile ranges.
We used proportional hazards (Cox) regression models to analyse survival data. In these models, the time variable was the interval between the date of enrolment and the date of last follow-up or date of death, whichever occurred first. Participants who were alive as of the date of last follow-up or were lost to follow-up were considered censored as of the date of last contact.
With the Cox regression models, we estimated the association ("effect") of a two unit increase in the Mediterranean diet score with all cause mortality. We also evaluated the relative importance of each of the components of the scale as follows. Firstly, we included all nine components, considered as dichotomous (using the sex specific medians as cut-offs), simultaneously in a Cox regression. Subsequently, we evaluated the influence of each of the dietary components on the mortality ratio associated with the Mediterranean diet score by subtracting alternately one component at a time from the original score (thus reducing the 10 point score to nine point scores) and estimating the nine mortality ratios associated with a two unit increment in the score minus vegetables, score minus pulses, score minus fruits and nuts, score minus cereals, score minus fish and seafood, score minus lipid ratio, score minus meat and meat products, score minus dairy products, and score minus ethanol. To preserve comparability, we multiplied the logarithm of the estimated nine mortality ratios by 9/10 before exponentiating them.
In another analysis, we successively removed from the Mediterranean diet score each of the components in descending order of importance (as assessed from the model in which all nine components were simultaneously included) to evaluate the impact on the mortality ratio of the sequential removal of the component factors. Because successive removal of components reduces the range of the score, and to preserve comparability, we multiplied each of the successively derived log coefficients by 9/10, 8/10, 7/10, and so on before exponentiating them.
Lastly, we evaluated the association with mortality of the joint action of each two by two combination of the individual components of the Mediterranean diet score and examined whether the joint action of any combination of two components was at least additive. As the Mediterranean score includes nine dietary components, we assessed 36 (9x(9–1)/2) two by two combinations. In these combinations, we dichotomised each dietary component as indicated in the construction of the Mediterranean diet score.
In all analyses, we controlled for sex, age at enrolment (<45, 45-54, 55-64, 65 years; categorically), education (none/elementary school degree, secondary school or technical school degree, university degree or higher; categorically), smoking status (never, former, and, current at enrolment with cigarettes per day, 1-10, 11-20, 21-30, 31-40, 41; ordered), MET-hours (fifths; ordered), total energy intake (fifths; ordered), waist to hip ratio (sex specific fifths; ordered), and body mass index (sex specific fifths; ordered). Whenever we excluded one or more factors from the Mediterranean diet score, we still adjusted for these factors in the statistical analyses to control for possible confounding. Moreover, when we evaluated the two by two combinations, we controlled for the rest of the components of the original score. We checked the proportionality assumption with the log-log plots.
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The contribution of the nine components to the Mediterranean diet score was approximately additive in the sense that the addition of the excesses or the deficits in the mortality ratios in table 3 divided by the number of components (nine) would equal –0.07 and would approximately correspond to the mortality ratio of the Mediterranean diet score per one unit increment. Nevertheless, the contribution to the association of adherence to the Mediterranean diet score with lower mortality was larger for moderate (rather than excessive or minimal) consumption of ethanol (24%), followed by low consumption of meat and meat products (17%) and high consumption of vegetables (16%); high consumption of fruits and nuts, high monounsaturated to saturated lipid ratio, and high consumption of legumes each contributed about 10-11%. The contributions of high consumption of cereals and low consumption of dairy products were minimal at about 5%. In these data, high consumption of fish and seafood was associated with a non-significant increase in mortality ratio after adjustment for the other components of the Mediterranean diet score, energy intake, and several other potential confounders (table 3). The inverse association of the Mediterranean diet score with mortality ceased to exist after successive removal of the components referring to ethanol, meat and meat products, vegetables, fruits and nuts, lipid ratio, and legumes—in other words, in these data the components referring to dairy products, cereals, and fish and seafood were largely inconsequential (table 5).
This conclusion needs to be qualified, however. Recollection of habitual intake of alcoholic beverages is probably better than that of habitual intake of the foods contributing to the eight other components, and the corresponding non-differential misclassification (and thus attenuation of a true association) is likely to be less evident for alcohol than for the other components. Moreover, solid evidence exists for a U-shaped association of alcohol with total mortality,22 dictating the use of two cut-off points and, thus, allowing extraction of more informative results about the health effects of this component. Cereals, as generally reported, are a mix of the wholegrain cereals (which are presumed to be beneficial) and other varieties, and milk and dairy products are also a mix of low fat and full fat products (which are presumed to have differential effects on health). Lastly, consumption of fish and seafood by the participants in this study was generally quite low. Nevertheless, super-additive or clearly additive effects with respect to mortality of two by two combinations of the nine components of the Mediterranean diet score refer mostly to ethanol, meat and meat products, and the lipid ratio; to a lesser extend to vegetables, fruits, and legumes; and only exceptionally to cereals and dairy products.
Advantages of Mediterranean diet score
Certain questions need to be considered in view of these results. Why do Mediterranean diet scores tend to generate fairly consistent results with respect to health benefits, whereas studies focusing on the component foods or food groups are often contradictory? Why do Mediterranean diet scores in Mediterranean countries seem to be more strongly inversely related to adverse health outcomes than Mediterranean-like scores in non-Mediterranean countries? With respect to the first question, chance, non-differential misclassification, and residual confounding may have more important consequences when a single food is evaluated rather than a multi-component, unidimensional score, for several reasons.7 23 Thus, chance is more likely to disruptively operate on a single food group rather than simultaneously on several components on a score. Moreover, in analysis focusing on individual components, effects are examined against the background of average risk associated with other nutritional components, whereas a dietary score can account for extremes of cumulative exposures in the absence of other major nutritional effects. With respect to the second question, the Mediterranean diet scores in Mediterranean countries assess the impact of large quantities of fruits and nuts, vegetables, legumes, and olive oil, which are consumed by many people in Mediterranean countries (in fact, the high consumption of olive oil facilitates the high consumption of vegetables and legumes) but by relatively few people in non-Mediterranean countries (the medians used as cut-offs are generally study specific). Also, in Mediterranean countries ethanol is mostly consumed in the form of wine and during meals, and reports now suggest that even white wines contain antioxidant compounds and that wine may modulate the health effects of other nutritional compounds in the stomach.24 25 26 27
Strengths and limitations of study
Advantages of this study are its prospective nature, its reliance on a population based sample in a typical Mediterranean country, and the use of a validated dietary questionnaire administered by an interviewer. A limitation is that diet was assessed many years before the occurrence of the outcome, allowing for unavoidable intervening changes in dietary habits. This is a likely reason for the apparently weaker association between Mediterranean diet score and mortality in these data in comparison with an earlier analysis in the same cohort,7 although other methodological reasons could also be invoked.28 Power constraints did not allow us to look for multiple disease specific associations, but, in any case, assessing what is a beneficial diet overall rather than a diet focusing on a specific disease (or group of diseases) is an obvious priority. We were unable to evaluate in a meaningful way multiplicative interactions, again because of power constraints. Moreover, when the mortality ratio varies by at most around 1.5, the excess risk from an additive or multiplicative joint action of two factors is fairly similar (additive effect 2.0, multiplicative effect 2.25). Thus, the results of our study do not refute the possibility of synergistic effects among foods and nutrients in the Mediterranean diet.
Conclusions
An analysis of this type cannot provide universally applicable results, because diet varies across populations and also between sections of the same population. Nevertheless, our results indicate that the Mediterranean diet score that has been widely used is an effective predictor of mortality because it integrates associations with mortality of many individual components in a single unidimensional score. The analysis also indicates that the dominant components of the Mediterranean diet score as a predictor of lower mortality are moderate consumption of ethanol (mostly in the form of wine during meals, as is traditional in the Mediterranean countries), low consumption of meat and meat products, and high consumption of vegetables, fruits and nuts, olive oil, and legumes. In contrast, high consumption of fish and seafood and cereals overall, as well as low consumption of dairy products overall, as components of the traditional Mediterranean diet contribute little to the ability of the Mediterranean diet score to predict mortality, at least in this Mediterranean population.
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Cite this as: BMJ 2009;338:b2337
Funding: This study was supported by the Europe against Cancer Program of the European Commission, the Greek Ministries of Health and Education, and a grant to the Hellenic Health Foundation by the Stavros Niarchos Foundation. The study sponsors did not have any role in the study design; the collection, analysis, and interpretation of data; the writing of the report; or the decision to submit the paper for publication. Researchers were independent from funders.
Competing interests: None declared.
Ethical approval: All volunteers signed informed consent forms, and the study protocol was approved by ethics committees at the International Agency for Research on Cancer (Lyon, France) and the University of Athens, Medical School.
© Trichopoulou et al 2009
This is an open-access article distributed under the terms of the Creative Commons Attribution Non-commercial License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
http://creativecommons.org/licenses/by-nc/2.0/
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