TY - JOUR
T1 - Exploring brain-behavior relationships in the N-back task
AU - Lamichhane, Bidhan
AU - Westbrook, Andrew
AU - Cole, Michael W.
AU - Braver, Todd S.
N1 - Funding Information:
This work was supported by National Institutes of Health grants: R37 MH066078 , R01 AG043461 , and R21 AG058206 to T.S.B, and R01 AG055556 and R01 MH109520 to M.W.C. This work was also supported by grant 2011246 from the USA-Israel Bi-national Science Foundation to T.S.B. and M.W.C. The content of this article is solely the responsibility of the authors and does not necessarily represent the official views of the funding agencies.
Publisher Copyright:
© 2020 The Authors
PY - 2020/5/15
Y1 - 2020/5/15
N2 - Working memory (WM) function has traditionally been investigated in terms of two dimensions: within-individual effects of WM load, and between-individual differences in task performance. In human neuroimaging studies, the N-back task has frequently been used to study both. A reliable finding is that activation in frontoparietal regions exhibits an inverted-U pattern, such that activity tends to decrease at high load levels. Yet it is not known whether such U-shaped patterns are a key individual differences factor that can predict load-related changes in task performance. The current study investigated this question by manipulating load levels across a much wider range than explored previously (N = 1–6), and providing a more comprehensive examination of brain-behavior relationships. In a sample of healthy young adults (n = 57), the analysis focused on a distinct region of left lateral prefrontal cortex (LPFC) identified in prior work to show a unique relationship with task performance and WM function. In this region it was the linear slope of load-related activity, rather than the U-shaped pattern, that was positively associated with individual differences in target accuracy. Comprehensive supplemental analyses revealed the brain-wide selectivity of this pattern. Target accuracy was also independently predicted by the global resting-state connectivity of this LPFC region. These effects were robust, as demonstrated by cross-validation analyses and out-of-sample prediction, and also critically, were primarily driven by the high-load conditions. Together, the results highlight the utility of high-load conditions for investigating individual differences in WM function.
AB - Working memory (WM) function has traditionally been investigated in terms of two dimensions: within-individual effects of WM load, and between-individual differences in task performance. In human neuroimaging studies, the N-back task has frequently been used to study both. A reliable finding is that activation in frontoparietal regions exhibits an inverted-U pattern, such that activity tends to decrease at high load levels. Yet it is not known whether such U-shaped patterns are a key individual differences factor that can predict load-related changes in task performance. The current study investigated this question by manipulating load levels across a much wider range than explored previously (N = 1–6), and providing a more comprehensive examination of brain-behavior relationships. In a sample of healthy young adults (n = 57), the analysis focused on a distinct region of left lateral prefrontal cortex (LPFC) identified in prior work to show a unique relationship with task performance and WM function. In this region it was the linear slope of load-related activity, rather than the U-shaped pattern, that was positively associated with individual differences in target accuracy. Comprehensive supplemental analyses revealed the brain-wide selectivity of this pattern. Target accuracy was also independently predicted by the global resting-state connectivity of this LPFC region. These effects were robust, as demonstrated by cross-validation analyses and out-of-sample prediction, and also critically, were primarily driven by the high-load conditions. Together, the results highlight the utility of high-load conditions for investigating individual differences in WM function.
KW - Default mode network
KW - Dorsolateral prefrontal cortex
KW - Frontal-parietal network
KW - N-back
KW - Salience network
KW - Working memory
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U2 - 10.1016/j.neuroimage.2020.116683
DO - 10.1016/j.neuroimage.2020.116683
M3 - Article
C2 - 32114149
AN - SCOPUS:85080995931
SN - 1053-8119
VL - 212
JO - NeuroImage
JF - NeuroImage
M1 - 116683
ER -