Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2017 Oct 30:8:1883.
doi: 10.3389/fpsyg.2017.01883. eCollection 2017.

Facial Shape Analysis Identifies Valid Cues to Aspects of Physiological Health in Caucasian, Asian, and African Populations

Affiliations

Facial Shape Analysis Identifies Valid Cues to Aspects of Physiological Health in Caucasian, Asian, and African Populations

Ian D Stephen et al. Front Psychol. .

Abstract

Facial cues contribute to attractiveness, including shape cues such as symmetry, averageness, and sexual dimorphism. These cues may represent cues to objective aspects of physiological health, thereby conferring an evolutionary advantage to individuals who find them attractive. The link between facial cues and aspects of physiological health is therefore central to evolutionary explanations of attractiveness. Previously, studies linking facial cues to aspects of physiological health have been infrequent, have had mixed results, and have tended to focus on individual facial cues in isolation. Geometric morphometric methodology (GMM) allows a bottom-up approach to identifying shape correlates of aspects of physiological health. Here, we apply GMM to facial shape data, producing models that successfully predict aspects of physiological health in 272 Asian, African, and Caucasian faces - percentage body fat (21.0% of variance explained), body mass index (BMI; 31.9%) and blood pressure (BP; 21.3%). Models successfully predict percentage body fat and blood pressure even when controlling for BMI, suggesting that they are not simply measuring body size. Predicted values of BMI and BP, but not percentage body fat, correlate with health ratings. When asked to manipulate the shape of faces along the physiological health variable axes (as determined by the models), participants reduced predicted BMI, body fat and (marginally) BP, suggesting that facial shape provides a valid cue to aspects of physiological health.

Keywords: evolutionary psychology; face perception; facial appearance; geometric morphometrics; health perception.

PubMed Disclaimer

Figures

FIGURE 1
FIGURE 1
Locations of the 138 delineated landmark points. A composite face is shown for illustrative purposes. Faces used in both modeling and rating parts of the study were real individuals.
FIGURE 2
FIGURE 2
Visualization of linear regression equations: top row is +1 SD and bottom row is -1 SD. Columns correspond (from left to right) to: inverse BMI, normalized percentage fat, blood pressure factor, and health rating.
FIGURE 3
FIGURE 3
Amount of manipulation (in SD of predicted values) based on regression models chosen by participants to enhance healthy appearance. Error bars show standard error of the mean.

References

    1. Adams D. C., Rohlf F. J., Slice D. E. (2004). Geometric morphometrics: ten years of progress following the ‘revolution’. Ital. J. Zool. 71 5–16. 10.1080/11250000409356545 - DOI
    1. Boothroyd L. G., Jones B. C., Burt D. M., DeBruine L. M., Perrett D. I. (2008). Facial correlates of sociosexuality. Evol. Hum. Behav. 29 211–218. 10.1016/j.evolhumbehav.2007.12.009 - DOI
    1. Carpenter C. L., Yan E., Chen S., Hong K., Arechiga A., Kim W. S., et al. (2013). Body fat and body-mass index among a multiethnic sample of college-age men and women. J. Obes. 2013:790654. 10.1155/2013/790654 - DOI - PMC - PubMed
    1. Coetzee V., Barrett L., Greeff J. M., Henzi S. P., Perrett D. I., Wadee A. A. (2007). Common HLA alleles associated with health, but not with facial attractiveness. PLOS ONE 2:e640. 10.1371/journal.pone.0000640 - DOI - PMC - PubMed
    1. Coetzee V., Chen J., Perrett D. I., Stephen I. D. (2010). Deciphering faces: quantifiable visual cues to weight. Perception 39 51–61. 10.1068/p6560 - DOI - PubMed

LinkOut - more resources