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(Journal of Nutrition. 2000;130:276S-279S.)
© 2000 The American Society for Nutritional Sciences


Supplement

Dietary Determinants of Energy Intake and Weight Regulation in Healthy Adults1 ,2

Megan A. McCrory3, Paul J. Fuss, Edward Saltzman and Susan B. Roberts

Energy Metabolism Laboratory, Jean Mayer U.S. Department of Agriculture Human Nutrition Research Center on Aging at Tufts University, Boston, MA 02111

3To whom correspondence and reprint requests should be addressed.


    ABSTRACT
 TOP
 ABSTRACT
 INTRODUCTION
 The energy density-palatability...
 Dietary variety and body...
 Restaurant food and body...
 SUMMARY
 REFERENCES
 
Until recently, the percentage of energy from dietary fat has been considered a primary determinant of body fatness. This review covers recent studies from our laboratory that challenge this notion. High and low fat diets matched for energy density, palatability and fiber resulted in similar mean voluntary energy intakes over 9 d; analysis of the individual foods in these diets showed that energy density and palatability were significant determinants of energy intake, independent of fat content. Path analysis further revealed that the influence of energy density on energy intake was in part direct, and in part indirect and mediated by palatability. In another study, dietary variety within food groups was shown to be an important predictor of body fatness, and the direction of the association depended on which food groups provided the variety, i.e., the variety of sweets, snacks, condiments, entrees and carbohydrates consumed was positively associated with body fatness, whereas the variety of vegetables was negatively associated. Last, a study of restaurant food and body fatness showed that the frequency of consumption of restaurant food was positively associated with body fatness, independent of education level, smoking status, alcohol intake and physical activity. Restaurant meals tend to be high in fat and low in fiber, and thus energy dense. Restaurants also typically serve a variety of palatable foods in large portions. The increasing variety of high energy foods available and the increasing proportion of household income spent on foods consumed away from home may help explain the U.S. national rising prevalence of obesity.


KEY WORDS: • dietary composition • energy intake • energy density • palatability • dietary variety


    INTRODUCTION
 TOP
 ABSTRACT
 INTRODUCTION
 The energy density-palatability...
 Dietary variety and body...
 Restaurant food and body...
 SUMMARY
 REFERENCES
 
More than half of the U.S. population is overweight or obese (Flegal et al. 1998Citation ). The specific underlying causes of adult weight gain are poorly understood, but can be traced to a long-term imbalance between energy intake and expenditure. However, factors leading to overeating and thus excess energy intake remain controversial.

Of the many dietary factors that have been implicated, the percentage of energy from dietary fat has received particular attention (Bray and Popkin, 1998Citation , Willett, 1998Citation ). Recently, however, an expert panel concluded that dietary fat may not be the sole dietary determinant of body fatness it has widely been assumed to be (Roberts et al. 1998Citation ), and new research suggests that dietary components other than fat may be key contributors to overeating and adult weight regulation (Ludwig et al. 1999Citation , McCrory et al. 1999aCitation , 1999bCitation and unpublished data, Saltzman et al. 1997Citation ). These dietary components, their relationship to one another and to energy intake are shown in Figure 1Citation . In this review we will describe three recent studies from our laboratory, which, when taken together with previous research, may help to provide new explanations for dietary factors leading to adult overweight and obesity (McCrory et al. 1999aCitation , 1999bCitation and unpublished data). These studies focus on the roles of energy density, palatability and dietary variety as determinants of energy intake and body fatness; dietary fiber and the glycemic index are discussed elsewhere in this symposium (Burton-Freeman 2000Citation , Ludwig 2000Citation ).



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Figure 1. Suggested model depicting dietary determinants of energy intake. Energy density, palatability, portion size and variety within food groups can all influence energy intake directly. Some of the effects of energy density on energy intake are also indirect and mediated by palatability. In addition, energy intake may be influenced by the glycemic index of the previous meal. Food form and level of processing help determine the glycemic index of foods. Macronutrient, fiber and water content also help determine the glycemic index and energy density.

 

    The energy density-palatability interrelationship
 TOP
 ABSTRACT
 INTRODUCTION
 The energy density-palatability...
 Dietary variety and body...
 Restaurant food and body...
 SUMMARY
 REFERENCES
 
In short-term studies, diets that are relatively high in energy density have generally been shown to result in greater energy intakes compared with diets that are lower in energy density (Prentice 1989Citation ). As discussed by Rolls in this symposium (Rolls 2000Citation ), one reason for this could be that humans may consume a constant weight of food (Bell et al. 1998Citation , Kendall et al. 1991Citation , Lissner et al. 1987Citation , Rolls et al. 1998Citation , Stubbs et al. 1995Citation ); thus consumption of foods that contain a greater amount of energy per unit weight may contribute to an overall greater energy intake. Another reason for the higher energy intakes observed in consumption of a diet higher in energy density may be that foods relatively higher in energy density tend to be more palatable than foods lower in energy density (Drewnowski and Greenwood 1983Citation ).

As reviewed by McCrory et al. (unpublished data), numerous studies have shown that palatability, or pleasantness of taste, is positively associated with the energy intake of single foods. However, these studies have the disadvantage that they take place over only a single session, and thus they provide no information on how palatability and energy intake may be related for different foods consumed in a normal diet. In addition, none of these studies have investigated palatability, energy intake, and energy density simultaneously; thus the relative influences of energy density and palatability on energy intake have not been determined previously.

We recently examined relationships among palatability, energy density and energy intake as part of a metabolic unit–based study in which seven monozygotic twin pairs were covertly fed ad libitum either high fat or low fat foods (~40 and 20% of energy) over two 9-d study phases (unpublished data). The primary purpose of this study was to determine whether the effects of fat on energy intake are independent of or mediated by the high energy density of fat (Saltzman et al. 1997Citation ). Diets were matched for energy density, palatability and fiber content, all of which are potentially confounding factors because high fat diets are usually relatively low in fiber and high in palatability and energy density. Mean daily energy intake over the 9 d did not differ significantly between low and high fat phases (10.3 and 10.7 MJ/d, respectively), suggesting that individuals do not consume more energy from diets that are relatively high in fat when confounding dietary factors are held constant.

Although the two diets described above were matched for average energy density, palatability and fiber content, energy density varied among the 22 foods from ~2 to 12 kJ/g, and there was no significant relationship between energy density and dietary fat content either within or between dietary phases. Examination of associations among energy density, palatability and energy intake of the individual foods showed that all three of these factors were highly interrelated, i.e., energy density and palatability were positively associated (r = 0.46), and both energy density and palatability were positively associated with energy intake (r = 0.56 and r = 0.73, respectively). Path analysis was conducted to determine whether the effects of energy density and palatability on energy intake were separable. This analysis showed that the influence of energy density on energy intake was in part direct, and in part indirect and mediated by palatability. In other words, energy intake was higher from foods that were higher in energy density not only because of their relatively high energy content per unit weight, but also because of their greater palatability. As shown in Figure 1Citation , this interrelationship between energy density and palatability is one important determinant of energy intake.

An important finding from this study was that subjects consumed more energy from foods that were higher in energy density regardless of the fat content. This result has implications with regard to weight control and the increasing number of fat-modified food products in the U.S. food market (Gallo 1997Citation ) that are not necessarily lower in energy density than the original, high fat product. Consumers may mistakenly believe that, weight-for-weight, they are consuming less energy from foods that are relatively lower in fat; however, our study showed that this may not be the case if the energy densities of the original and fat-modified foods are similar. This will be particularly true if the fat-modified food also has the same palatability as the original unmodified food because we found that energy intake was greater from foods that were not only more energy dense, but also more palatable.


    Dietary variety and body fatness
 TOP
 ABSTRACT
 INTRODUCTION
 The energy density-palatability...
 Dietary variety and body...
 Restaurant food and body...
 SUMMARY
 REFERENCES
 
Previous studies in laboratory rats, cats and hamsters have shown that energy intake is greater when a variety of foods is provided, compared with provision of only a single food (McCrory et al. 1999bCitation , Sclafani 1989Citation ). Numerous single-meal studies in humans also show this phenomenon (McCrory et al. 1999bCitation , Rolls 1985Citation ). Although two longer-term studies showed that laboratory rats have greater body weight and body fat gains when fed a variety of foods compared with only a single food (Louis-Sylvestre et al. 1984Citation , Rolls et al. 1983Citation ), long-term studies in humans have been lacking until recently.

We examined long-term dietary variety and its potential association with energy intake and body fatness in adult men and women (McCrory et al. 1999bCitation ) by using accurate 6-mo dietary intake reports from a food-frequency questionnaire (Block et al. 1986Citation ) and accurate measurements of body fatness by underwater weighing. We hypothesized that the relationship between dietary variety and body fatness would depend critically on the types of foods being consumed, specifically, that high variety would be associated with fatness when it comes from high energy foods, but with leanness when the variety comes from low energy foods. We also tested the strength of dietary variety within food groups as a predictor of body fatness relative to other putative dietary predictors.

The 10 food groups examined were breakfast foods; lunch and dinner entrees; sweets, snacks and carbohydrates; condiments; fruit; vegetables; energy-containing beverages; dairy products; breakfast food condiments; and beverage condiments. Dietary variety within each food group was calculated as the percentage of different foods consumed, regardless of the frequency of consumption. We found that within each of these food groups, dietary variety was positively associated with energy intake (r = 0.27–0.56). That is, individuals consuming a greater variety of foods within a group consumed more energy from that group, and this occurred within all 10 food groups.

In multiple regression analysis controlled for age and sex, dietary variety from a combined group of sweets, snacks, condiments, entrees and carbohydrates was positively associated with body fatness (partial r = 0.38), and in the same model, dietary variety from the vegetables group was negatively associated with body fatness (partial r = -0.31) (overall R2 = 0.46). In other words, individuals who consumed a high variety of sweets, snacks, condiments, entrees and carbohydrates, coupled with a low variety of vegetables were relatively fat. The opposite was also true, i.e., individuals who consumed a low variety of sweets, snacks, condiments, entrees and carbohydrates and a high variety of vegetables were relatively lean.

To evaluate dietary variety within food groups relative to other putative dietary predictors of body fatness, including the proportion of dietary energy from fat, energy density, fiber, and energy intake per kilogram body weight, we first computed a composite variety variable based on the previous regression analysis, which we termed the "variety ratio." The variety ratio was calculated as the ratio of the variety of vegetables consumed to the variety of sweets, snacks, condiments, entrees and carbohydrates consumed. The only dietary variables that were significantly associated with body fatness (in separate models controlled for age and sex) were the variety ratio and the percentage of energy from dietary fat. However, when these two variables were included in the same model, only the variety ratio remained a significant predictor of body fatness (partial r = -0.27, P = 0.02 for the variety ratio; partial r = 0.13, P = 0.28 for dietary fat). This indicates that not only was the variety ratio a better predictor of body fatness than the other dietary variables examined, but also that the association between the variety ratio and body fatness was independent of dietary fat.

These data, coupled with previous evidence from animal and short-term human studies, suggest that dietary variety may be an important tool in the prevention and treatment of disorders of weight regulation. In situations in which an increase in energy intake is mandated, such as in elderly adults experiencing unexplained weight loss, increasing the variety of high energy foods offered may accomplish the desired result without the necessity of intensive medical interventions. Concerning obesity, diets providing a high variety of vegetables and a low variety of sweets, snacks, condiments, entrees and carbohydrates may promote a long-term reduction in voluntary energy intake and body fatness without the need to resort to a conscious restriction of energy intake, thus preventing and perhaps helping to treat obesity and overweight.

These data may also help to explain the rising prevalence of obesity in the U.S. (Flegal et al. 1998Citation ) because the number of high energy food products introduced into the U.S. food market in the past 30 years that are classified as condiments, candy, snacks and bakery foods parallels the increasing prevalence of obesity and is strikingly out of proportion to the number of new vegetable and fruit products (Gallo 1997Citation ).


    Restaurant food and body fatness
 TOP
 ABSTRACT
 INTRODUCTION
 The energy density-palatability...
 Dietary variety and body...
 Restaurant food and body...
 SUMMARY
 REFERENCES
 
The number of restaurants in the United States is greater than ever before (U.S. Bureau of the Census 1984 and Citation 1994Citation ), and consumers are increasingly relying on them for daily meals and snacks. From 1970 to 1996, the percentage of household food expenditures spent on food away from home increased from 26 to 39% (Putnam and Allshouse 1996Citation ). In addition, a recent national survey indicated that adult Americans consume a substantial proportion of their food away from home. In 1995, 29% of meals and snacks were consumed away from home, accounting for 31% of daily energy intake (Lin and Frazao 1997Citation ). Of the food consumed away from home, 38% of meals and 24% of snacks were from fast-food and other restaurants.

Adults who consume restaurant food more often have diets that are higher in total energy, fat, and saturated fat and lower in fiber than those who consume restaurant food less often (Eck Clemens et al. 1999Citation , Jeffery and French 1998Citation , McCrory et al. 1999aCitation ). Because of this link between restaurant food consumption and poor diet quality, we recently studied whether consumption of restaurant food was associated with body fatness in 73 adult men and women who had participated in studies on diet and body composition in our laboratory (McCrory et al. 1999aCitation ). Subjects were asked about their frequency of consumption of food from seven types of restaurants, i.e., fried chicken, burger, pizza, Chinese, Mexican, fried fish and "other." We found a positive association between the frequency of consuming restaurant food and body fatness (partial r = 0.36, controlled for age and sex). This association remained significant after further controlling for education level, smoking status, alcohol intake and physical activity.

There are a number of reasons why restaurant food consumption may promote excess energy intake. First, restaurant meals tend to be higher in fat and lower in fiber content, thus higher in energy density than meals prepared at home (Lin and Frazao 1997Citation , Lin et al. 1999Citation ). Recent studies have suggested that energy density is a primary determinant of voluntary energy intake (Roberts et al. 1998Citation ); thus, increased energy intake from restaurant meals may be promoted by the high ratio of energy intake to food weight. Second, restaurants usually serve large portions. For example, typical meals from three different popular fast-food restaurants provide in excess of 1000 kcal (Malouf and Colaguiri 1995Citation ). Most investigations of the effect of meal portion size on energy intake have found that having large portion sizes increases energy intake (Booth et al. 1981Citation , Edelman et al. 1986Citation , Nisbett, 1968Citation , Shaw, 1973Citation ), although one study observed no effect (Stunkard et al. 1980Citation ). Third, restaurants typically serve food that is highly palatable. Consumers say that taste is one of the major reasons why they choose particular foods (Glanz et al. 1998Citation ). In addition, as described above, there is a positive association between taste ratings and the intake of foods (unpublished data). Finally, restaurants serve a variety of foods; not only are there a variety of foods offered within and between restaurant types, but restaurants also provide food varieties that differ from those prepared at home. Our recent study suggests that long-term dietary variety may promote increased energy intake, and the relative ratio of the variety of low to high energy dense foods consumed may be an important contributor to body fatness (McCrory et al. 1999bCitation ).


    SUMMARY
 TOP
 ABSTRACT
 INTRODUCTION
 The energy density-palatability...
 Dietary variety and body...
 Restaurant food and body...
 SUMMARY
 REFERENCES
 
Energy density, palatability and dietary variety are important dietary components, and recent studies suggest that these dietary variables may play a more significant role than dietary fat in determining energy intake and body fatness. Further studies are required to investigate the relative influence of these and other dietary variables on weight regulation.


    FOOTNOTES
 
1 Presented at the symposium entitled "Dietary Composition and Obesity: Do We Need to Look Beyond Dietary Fat?" as part of the Experimental Biology 99 meeting held April 17–21 in Washington, DC. This symposium was sponsored by the American Society for Nutritional Sciences and was supported in part by an educational grant from the ILSI Research Foundation. The proceedings of this symposium are published as a supplement to The Journal of Nutrition. Guest editors for this supplement were Susan R. Roberts, Jean Mayer USDA Human Nutrition Research Center on Aging at Tufts University, Boston, MA and Melvin B. Heyman, University of California, San Francisco, CA.

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2 Supported in part by grants AG00209, AG12829, DK09747, DK46124 and DK46200 from the National Institutes of Health.

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 INTRODUCTION
 The energy density-palatability...
 Dietary variety and body...
 Restaurant food and body...
 SUMMARY
 REFERENCES
 

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