Commentary: Questionnaire and behavioral task measures of impulsivity are differentially associated with body mass index: a comprehensive meta-analysis

In a recent article, Emery and Levine (in press) report on a meta-analysis examining the relationship between impulsivity measures and body mass index (BMI). They found that impulsivity relates positively, but weakly, to BMI and that behavioral measures of impulsivity produced larger effects than questionnaire measures. Impulsivity domains that assessed disinhibited behaviors, attentional deficits, impulsive decision-making, and cognitive inflexibility produced significant, but small effect sizes. Effect sizes for impulsivity domains related to extraversion/positive emotionality, neuroticism/negative emotionality, and inhibition were not significant. Therefore, these meta-analytic results provide strong support for and are in line with prior observations about the very small correlation between impulsivity and BMI and about the relevance of differentiating between specific impulsivity domains when examining relationships with BMI (Mobbs et al., 2010; Lawyer et al., 2015; Meule and Blechert, 2016; VanderBroek-Stice et al., 2017). This commentary intends to highlight two additional aspects that seem relevant when examining the relationship between impulsivity and BMI. Specifically, it is argued that there are (1) indirect effects of impulsivity on BMI through eating behavior (mediation) and (2) interaction effects between different impulsivity domains or between impulsivity and eating-related constructs on BMI (moderation). Both of these effects cannot be observed by testing single correlations between impulsivity measures and BMI. In addition, both effects can be found even when impulsivity and BMI appear to be uncorrelated at first glance.

Indirect effects refer to a possible causal chain that describes how (i.e., through which mechanism) an antecedent variable (X) is linked to a consequent variable (Y) through an intermediary variable (i.e., mediator, M). The general association between X and Y without considering M is called the total effect. The presence of a total effect (e.g., a significant correlation coefficient between X and Y), however, is not relevant to establishing mediation. That is, it is indeed possible to establish an indirect effect despite no total effect (Zhao et al., 2010; Hayes, 2013; Hayes and Rockwood, in press). For example, it could be that two or more indirect paths carry the effect from X through Y that operate in opposite directions and, thus, can cancel each other out and produce a non-significant total effect (MacKinnon et al., 2000; Hayes, 2009). When a person has an impulsive personality, body fat does not magically increase simply because of that. Instead, impulsivity most likely translates into higher BMI through higher calorie intake (Figure 1A). This is indeed what has been found in recent (yet cross-sectional) studies: there was no total effect of impulsivity on BMI, but an indirect effect of impulsivity on BMI through variables that are associated with increased food consumption (e.g., more frequent and intense food cravings or higher addiction-like eating behavior; Murphy et al., 2014; Meule and Blechert, 2017; VanderBroek-Stice et al., 2017). Future studies may identify additional indirect effects of impulsivity on BMI that may be of opposite direction. For example, impulsivity-associated constructs such as extraversion and sensation seeking have been found to correlate with higher physical activity (Rhodes and Smith, 2006; Leasure and Neighbors, 2014; Wilson and Dishman, 2015; Artese et al., 2017). Thus, physical activity could be a potential mechanism that may link higher impulsivity with lower BMI and, thus, may explain non-significant total effects of impulsivity on BMI.

Figure 1

Interaction effects refer to the question about when (i.e., under which circumstances) or for whom an antecedent variable is linked to a consequent variable, contingent on a moderating variable. For example, BMI (or calorie intake) may be particularly high when a person scores high on more than one impulsivity domain (Figure 1B). Furthermore, having an impulsive personality may only lead to weight gain when combined with a strong preference for high-calorie foods (Figure 1B). This has indeed be found in recent studies: one impulsivity domain (attentional impulsivity as measured with the Barratt Impulsiveness Scale) was particularly associated with higher calorie intake, disinhibited eating behaviors, or body fat when individuals also had higher scores on another impulsivity domain (motor impulsivity as measured with the Barratt Impulsiveness Scale), but not when individuals had lower scores on this domain (Kakoschke et al., 2015; Meule and Platte, 2015; Meule et al., 2017). Higher impulsivity predicted higher unhealthy food consumption in the laboratory, but only when participants also demonstrated high food reward sensitivity or implicit preference for high-calorie foods (Friese and Hofmann, 2009; Hofmann et al., 2009; Appelhans et al., 2011). In two longitudinal studies, higher impulsivity prospectively predicted weight gain, but only in participants who showed a high preference or attentional bias for high-calorie foods (Nederkoorn et al., 2010; Meule and Platte, 2016).

In conclusion, the meta-analytic findings by Emery and Levine (in press) demonstrate that the total effect of impulsivity on BMI is very small and that the size of this total effect differs depending on the specific impulsivity domain that is investigated. Because of its small effect size, the relationship between impulsivity and BMI is likely to be non-significant in underpowered studies and researchers will conclude that impulsivity and BMI were unrelated in their respective investigation. As has been highlighted in this commentary, however, there are likely indirect effects of impulsivity on BMI through eating behavior-related variables (Figure 1A) and interaction effects between different impulsivity domains or between impulsivity and eating behavior-related variables (Figure 1B), even when there is no directly observable, significant correlation between the respective impulsivity measure and BMI. Such mediation and moderation effects can also be integrated into one moderated mediation model (Figure 1C; e.g., Meule et al., 2016). Therefore, researchers are encouraged to conduct such analyses, particularly when a correlation between impulsivity and BMI is absent or small. Ideally, testing for such effects will become a default analysis strategy, which will ultimately contribute to generating a comprehensive model of how and when or for whom an impulsive personality poses a risk for becoming overweight or obese.

Statements

Summary

Keywords

impulsivity, body mass index, mediation, moderation, moderated mediation

Citation

Meule A (2017) Commentary: Questionnaire and behavioral task measures of impulsivity are differentially associated with body mass index: a comprehensive meta-analysis. Front. Psychol. 8:1222. doi: 10.3389/fpsyg.2017.01222

Received

17 May 2017

Accepted

04 July 2017

Published

21 July 2017

Volume

8 - 2017

Edited by

Caroline Braet, Ghent University, Belgium

Reviewed by

Eva Kemps, Flinders University, Australia; Anne Roefs, Maastricht University, Netherlands; Katrijn Houben, Maastricht University, Netherlands

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Copyright

© 2017 Meule.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Adrian Meule adrian.meule@sbg.ac.at

This article was submitted to Eating Behavior, a section of the journal Frontiers in Psychology

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