S. Wacholder et al., CAN ENERGY ADJUSTMENT SEPARATE THE EFFECTS OF ENERGY FROM THOSE OF SPECIFIC MACRONUTRIENTS, American journal of epidemiology, 140(9), 1994, pp. 848-855
Energy adjustment is used in nutritional epidemiology in an attempt to
separate specific effects of macronutrients (carbohydrate, fat, and p
rotein) from one another and from the generic effect of the total quan
tity of energy consumed. However, models in which the risk of disease
is allowed to depend simultaneously on daily total energy consumption
and separate components of energy that sum to the total are not identi
fiable: the specific effects of individual macronutrients and the gene
ric effect of energy cannot be disentangled by multivariate analysis.
The standard, residual, and partition methods exclude one or more macr
onutrients from consideration, thereby allowing estimation, but the pa
rameters that are estimated no longer represent specific macronutrient
or generic energy effects. Therefore, an interpretation of a regressi
on coefficient from these methods as a specific effect of a macronutri
ent or as the generic effect of energy requires additional, almost alw
ays questionable, assumptions. For example, a conclusion based on data
alone that there is a specific fat effect upon the development of bre
ast cancer but no specific effects of other macronutrients and no gene
ric energy effect is not possible. Notwithstanding these serious probl
ems, some useful etiologic inference still can be made.