PAPER
Associations between children’s socioeconomic status and
prefrontal cortical thickness
Gwendolyn M. Lawson, Jeffrey T. Duda, Brian B. Avants, Jue Wu and
Martha J. Farah
Department of Psychology, University of Pennsylvania, USA
Abstract
Childhood socioeconomic status (SES) predicts executive function performance and measures of prefrontal cortical function,
but little is known about its anatomical correlates. Structural MRI and demographic data from a sample of 283 healthy children
from the NIH MRI Studyof Normal Brain Development were used to investigate the relationship between SES and prefrontal
cortical thickness. Specifically, we assessed the association between two principal measures of childhood SES, family income and
parental education, and gray matter thickness in specific subregions of prefrontal cortex and on the asymmetry of these areas.
After correcting for multiple comparisons and controlling for potentially confounding variables, parental education significantly
predicted cortical thickness in the right anterior cingulate gyrus and left superior frontal gyrus. These results suggest that brain
structure in frontal regions may provide a meaningful link between SES and cognitive function among healthy, typically
developing children.
Introduction
Children who grow up in poverty tend to have lower IQs
and academic achievement scores and are less likely to
develop basic reading and mathematics proficiency than
their higher-SES counterparts (Brooks-Gunn & Duncan,
1997; Gottfried, Gottfried, Bathurst, Guerin & Parra-
more, 2003; Sirin, 2005). These outcome measures, while
clinically meaningful, reflect the combined influence of
many specific neurocognitive systems. It is these under-
lying systems that mediate the association between SES
and cognitive performance and provide possible targets
for interventions designed to reduce SES disparities. The
methods of cognitive neuroscience, such as neuropsy-
chological testing and structural brain imaging, can help
to identify specific neurocognitive systems that vary
along socioeconomic gradients.
The goal of the present study is to investigate the
relation between SES and prefrontal cortical thickness in
healthy normal children. We focus on prefrontal cortex
for three reasons. First, this brain region is essential for
executive function, which is associated with academic
success (Blair & Diamond, 2008; Ursache, Blair & Raver,
2011) and intelligence as measured by psychometric tests
(Deary, Penke & Johnson, 2010). Second, the long
developmental trajectory of prefrontal cortex (Casey,
Giedd & Thomas, 2000; Gogtay, Giedd, Lusk, Hayashi,
Greenstein, Vaituzis, Nugent, Herman, Clasen, Toga,
Rapoport & Thompson, 2004), and its sensitivity to
environmental factors including stress (McEwen &
Gianaros, 2011), suggest that differences in the experi-
ences of lower and higher SES children could impact
prefrontal development. Third, and most directly rele-
vant, many studies have found SES differences in
executive function and in prefrontal activity.
In children ranging from infancy to adolescence, SES
has been found to correlate with executive function as
measured by many different tasks (Ardila, Rosselli,
Matute & Guajardo, 2005; Lipina, Martelli, Vuelta &
Colombo, 2005; Lipina, Martelli, Vuelta, Injoque-Ricle
& Colombo, 2004; Mezzacappa, 2004; Sarsour, Sheri-
dan, Jutte, Nuru-Jeter, Hinshaw & Boyce, 2011) and as
measured by latent executive function constructs derived
from multiple executive function tasks (Blair, Granger,
Address for correspondence: Gwendolyn M. Lawson or Martha J. Farah, 3720 Walnut Street, Philadelphia, PA 19104, USA; e-mail: G.M. Lawson
glawson@psych.upenn.edu or M.J. Farah mfarah@psych.upenn.edu
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
© 2013 John Wiley & Sons Ltd
Developmental Science (2013), pp 1–12 DOI: 10.1111/desc.12096
D E S C
1 2 0 9 6
B
Dispatch: 22.6.13 Journal: DESC CE: Wiley
Journal Name Manuscript No. Author Received: No. of pages: 12 PE: Mageswari