Daisuke Sawamura1,2, Ryusuke Suzuki3, Keita Ogawa4, Shinya Sakai2, Xinnan Li1, Hiroyuki Hamaguchi1, and Khin Khin Tha5,6
1Department of Biomarker Imaging Science, Graduate School of Biomedical Science and Engineering, Hokkaido University, Sapporo, Japan, 2Department of Functioning and Disability, Faculty of Health Sciences, Hokkaido University, Sapporo, Japan, 3Departments of Medical Physics, Hokkaido University Hospital, Sapporo, Japan, 4Department of Rehabilitation, Hokkaido University Hospital, Sapporo, Japan, 5Department of Diagnostic and Interventional Radiology, Hokkaido University, Sapporo, Japan, 6Global Station for Quantum Medical Science and Engineering, Hokkaido University, Sapporo, Japan
Synopsis
Little is known about how neurocognition is modulated upon combined computerized
cognitive training (CCT). We developed
a combined CCT program designed to improve several cognitive functions
simultaneously, and evaluated its effect on neurocognitive performance and
functional connectivity (FC) of the brain. The results suggest that the CCT improves not only the targeted
functions but also the other aspects of neurocognition via augmentation of
transfer effect. The LPFC and fronto-parieto-occipital networks are thought to
play role.
INTRODUCTION
Previous studies have shown that computerized
cognitive training (CCT) targeted at a specific cognitive function such as
attention can also improve other cognitive functions such as general
intelligence, via near and far-transfer effects. Of the CCT programs, combined
CCT is designed to improve several cognitive functions simultaneously. However,
only a few studies1,2 have reported about the effectiveness of
combined CCT, and it is not known whether the transfer effect is augmented. We
developed a combined CCT program designed to improve working memory and
attention training (CCTwm+at), and evaluated its effect on neurocognitive
performance and functional connectivity (FC) of the brain.METHODS
This
prospective study was approved by a local ethical committee, and written
informed consent was obtained from all participants. Altogether 29 healthy
subjects were included in this study. Each participant was assigned to either
the training group or the control group. The training group included 21
subjects (mean age = 27.7 ± 6.0 years, 9 women) and the control group 8 age,
gender, and education level-matched subjects (mean age = 31.5 ± 9.5 years, 4
women).
All
participants underwent a set of neuropsychological tests and resting state
functional MRI (rsfMRI) (TR/TE = 3000/30 ms, voxel size = 3.75 × 3.75 ×
3.75mm3, 140 dynamic sessions) twice within a six-week period (Figure 1). The neuropsychological tests
consisted of 13 tasks designed to reflect task-specific (2 tests),
near-transfer (6 tests), and far-transfer (5 tests) effects of the assigned
tasks. The rsfMRI data were used to identify the brain voxels which are
functionally connected to the salience, dorsal attention, fronto-parietal and
default mode networks and the strength of connection in between in terms of
functional connectivity (FC). The training group additionally underwent an
hour-long CCTwm+at, which included dual n-back task (DBT) and attention network
task (ANT) (Figure 2), five days a
week for four weeks, during the period.
The effectiveness of the
CCTwm+at was evaluated by comparing the neuropsychological performance as
evaluated by the aforementioned neuropsychological tests and FC between the two
groups, by using two-way mixed-design ANOVA. The effect size (Cohen’s d) was calculated
to identify the magnitude of difference in neuropsychological performance between
the trained and control groups and before and after CCT in the training group. The
change in neuropsychological performance and that in FC upon CCT were tested
for correlation, by using Pearson’s product-moment correlation analyses.
RESULTS
Neuropsychological
performance improved significantly after CCTwm+at in the training group, which
was evident in 11 of 13 tasks evaluated (Figure
3). The effect sizes for the performance of neuropsychological tests which
evaluated the transfer effect were 0.36 -1.55 and 0.00 - 0.12 in the trained
group and the control group, respectively. Those for the training group before
and after CCT were 0.08 - 0.41 and 0.43 - 1.70, respectively.
FC between
the right lateral prefrontal cortex (LPFC) and the left LPFC or the right
lingual gyrus also increased after CCT (FWE corrected P<0.05) (Figure 4).
The
changes in percent correctness of Paced Auditory Serial Addition Task (PASAT) 1.0
and 2.0 s showed significant moderate to strong positive correlation with the
change in FC between the right (r=0.595, corrected P=0.04) and left LPFC (r=0.672,
corrected P=0.01) (Figure 5).DISCUSSION
Improved
neuropsychological performance, not only in the assigned tasks but also those
tasks which involve the transfer effect, implies that the combined CCT also
improves neurocognition via near and far-transfer effects. The observation of
larger effect sizes for tests which evaluate the transfer effect, compared to
those achieved by CCT targeted at a specific cognitive function (0.3-0.7 and
0.3-0.5 for single working memory training3 and single attention
training4, respectively), is thought to imply augmentation of the
transfer effect with combined CCT.
Increased
FC in the designated brain areas is thought to suggest the role of particular brain
networks in modulating cognition. Our observations are in good alignment with
previous reports5,6. Neural connections between the bilateral LPFC
have been linked to working memory. Neural connections between the LPFC and
lingual gyrus form the fronto-parieto-occipital network, which is known to play
an important role in top-down drive of attention and short-term memory
maintenance6.
The
correlation between the changes in percent correctness of PASAT and the FC
changes between the right and left LPFC may suggest that the far-transfer
effect of CCTwm+at occurs through modification of FC between these
areas. FC between bilateral LPFC has been reported as reflective of cognitive
functions such as attention and working memory5,7.CONCLUSIONS
The effect of combined CCT on neurocognitive
performance and FC of the brain was evaluated. Combined CCT improves not only
the targeted functions but also the other aspects of neurocognition via
augmentation of transfer effect. The LPFC and fronto-parieto-occipital networks
are thought to involve in modulation of neurocognition associated with combined
CCT.Acknowledgements
This study was supported by the Grant-in-Aid for scientific research by the Japan Society for Promotion of Science (Grant Number JP19K11317).
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