| Literature DB >> 35928012 |
Rui Zhao1, Zhao-Yang He1, Chen Cheng2, Qian-Qian Tian2,3, Ya-Peng Cui2,3, Meng-Ying Chang1, Fu-Min Wang1, Yao Kong1, Hui Deng2,3,4, Xue-Juan Yang2,3,4, Jin-Bo Sun2,3,4.
Abstract
A previous study found that combining transcranial direct current stimulation (tDCS) and transcutaneous auricular vagus nerve stimulation (taVNS) could evoke significantly larger activation on a range of cortical and subcortical brain regions than the numerical summation of tDCS and taVNS effects. In this study, two within-subject experiments were employed to investigate its effects on working memory (WM). In experiment 1, the WM modulatory effects of tDCS over the left dorsolateral prefrontal cortex (DLPFC), taVNS, and simultaneous joint simulation of tDCS over the left DLPFC and taVNS (SJS-L) were compared among 60 healthy subjects. They received these three interventions between the baseline test and post-test in a random manner three times. In spatial 3-back task, there was a significant interaction between time and stimulations in the accuracy rate of matching trials (mACC, p=0.018). MACCs were significantly improved by SJS (p = 0.001) and taVNS (p = 0.045), but not by tDCS (p = 0.495). Moreover, 41 subjects in the SJS group showed improvement, which was significantly larger than that in the taVNS group (29 subjects) and tDCS group (26 subjects). To further investigate the generalization effects of SJS, 72 students were recruited in experiment 2. They received tDCS over the right DLPFC, taVNS, simultaneous joint simulation of tDCS over the right DLPFC and taVNS (SJS-R), and sham stimulation in a random manner four times. No significant results were found, but there was a tendency similar to experiment 1 in the spatial 3-back task. In conclusion, combining tDCS and taVNS might be a potential non-invasive neuromodulation technique which is worthy of study in future.Entities:
Keywords: simultaneous joint stimulation; spatial n-back; tDCS; taVNS; working memory
Year: 2022 PMID: 35928012 PMCID: PMC9344917 DOI: 10.3389/fnins.2022.947236
Source DB: PubMed Journal: Front Neurosci ISSN: 1662-453X Impact factor: 5.152
Figure 1Design of experiments 1 and 2.
Means, standard deviations, and two-way ANOVA results of WM tasks in experiment 1.
|
|
|
| |||||
|---|---|---|---|---|---|---|---|
|
|
|
|
|
|
| ||
|
|
|
|
|
|
|
|
|
| Pre-test | SJS | 662.8 ± 150.4 | 0.816 ± 0.154 | 0.945 ± 0.074 | 572.2 ± 110 | 0.865 ± 0.137 | 0.959 ± 0.081 |
| tDCS | 650.5 ± 154.1 | 0.822 ± 0.143 | 0.95 ± 0.056 | 561.4 ± 116.2 | 0.875 ± 0.107 | 0.971 ± 0.032 | |
| taVNS | 649 ± 154.3 | 0.825 ± 0.954 | 0.156 ± 0.049 | 557.4 ± 122.8 | 0.859 ± 0.158 | 0.967 ± 0.05 | |
| Post-test | SJS | 626.2 ± 142.7 | 0.877 ± 0.103 | 0.961 ± 0.064 | 550.1 ± 110.3 | 0.884 ± 0.109 | 0.968 ± 0.052 |
| tDCS | 617 ± 143.1 | 0.836 ± 0.126 | 0.961 ± 0.048 | 537.7 ± 110.3 | 0.874 ± 0.11 | 0.973 ± 0.032 | |
| taVNS | 598.8 ± 137.2 | 0.856 ± 0.126 | 0.961 ± 0.052 | 530.9 ± 114.5 | 0.881 ± 0.132 | 0.971 ± 0.033 | |
| Permutaion-based RM ANOVA test | |||||||
| Time | |||||||
| Stimulation | |||||||
| Time × Stimulation | |||||||
Corrected p-value smaller than 0.05.
Corrected p-value smaller than 0.001.
All p-values were corrected by Bonferroni correction. SJS is the simultaneous joint simulation of tDCS over the left DLPFC and taVNS; SD means standard deviation; RM ANOVA means repeated measures analysis of variance. The bold results are significant results.
Post-hoc of significant time–stimulation interactions.
|
|
|
|
| |||
|---|---|---|---|---|---|---|
|
|
|
|
| |||
| Spatial 3-back | Post-test | SJS | 0.061 | 0.081 |
| |
| tDCS | 0.013 | 0.069 | 0.429 | |||
| taVNS | 0.032 | 0.096 |
| |||
| Group vs. Group | SJS | 0.048 | 0.094 |
| ||
| SJS | 0.029 | 0.105 | 0.120 | |||
| tDCS | 0.018 | 0.105 | 0.633 | |||
All p-values were corrected by Bonferroni correction. mACC is the accuracy rate in matching trials; SJS is the simultaneous joint simulation of tDCS over the left DLPFC and taVNS; SD means standard deviation. The bold results are significant results.
Figure 2Rain cloud plots of accuracy rate in matching trials (mACC) of the spatial 3-back task in experiment 1. Clouds and box plots represent the distribution of Δ-scores between the post-test and pre-test in taVNS, tDCS, SJS-L (simultaneous joint simulation of tDCS and taVNS), and tDCS+taVNS (the numerical summation effects of tDCS and taVNS) groups. Plots represent the Δ-score of each participant in the four conditions. Dotted lines separate positive change data with negative change data, and the number and proportion of subjects with improvements are presented in the clouds. The significant difference between tDCS and SJS-L groups and the improvement proportion difference between SJS-L and taVNS and tDCS+taVNS are presented in the figure.
Means, standard deviations, and two-way ANOVA results of WM tasks in experiment 2.
|
|
|
| |||||
|---|---|---|---|---|---|---|---|
|
|
|
|
|
|
| ||
|
|
|
|
|
|
|
|
|
| Pre-test | SJS | 480.4 ± 92.0 | 0.911 ± 0.064 | 0.974 ± 0.023 | 604 ± 153.9 | 0.778 ± 0.142 | 0.941 ± 0.067 |
| tDCS | 474.1 ± 79.9 | 0.892 ± 0.095 | 0.981 ± 0.019 | 594.2 ± 170.2 | 0.787 ± 0.147 | 0.971 ± 0.945 | |
| taVNS | 485.8 ± 87.4 | 0.904 ± 0.083 | 0.978 ± 0.023 | 606.1 ± 161.3 | 0.781 ± 0.151 | 0.938 ± 0.07 | |
| Sham | 467.8 ± 86.5 | 0.892 ± 0.094 | 0.977 ± 0.023 | 583.3 ± 156 | 0.805 ± 0.119 | 0.955 ± 0.063 | |
| Post-test | SJS | 463.6 ± 86.5 | 0.889 ± 0.083 | 0.983 ± 0.016 | 579 ± 147.4 | 0.818 ± 0.133 | 0.949 ± 0.058 |
| tDCS | 455.3 ± 66.6 | 0.892 ± 0.083 | 0.983 ± 0.016 | 572.7 ± 149.7 | 0.798 ± 0.132 | 0.952 ± 0.052 | |
| taVNS | 469.6 ± 88.6 | 0.072 ± 0.903 | 0.965 ± 0.087 | 588.9 ± 153.4 | 0.814 ± 0.951 | 0.13 ± 0.07 | |
| Sham | 452.7 ± 82.4 | 0.883 ± 0.112 | 0.981 ± 0.025 | 562.5 ± 149.4 | 0.813 ± 0.123 | 0.952 ± 0.06 | |
| Permutaion-based RM ANOVA test | |||||||
| Time | |||||||
| Stimulation | |||||||
| Time × Stimulation | |||||||
Corrected p-value smaller than 0.05.
Corrected p-value smaller than 0.001.
All p-values were corrected by Bonferroni correction. SJS is the simultaneous joint simulation of tDCS over the left DLPFC and taVNS; SD means standard deviation; RM ANOVA means repeated measures analysis of variance. The bold results are significant results.
Figure 3Rain cloud plots of accuracy rate in matching trials (mACC) of the spatial 3-back task in experiment 2. Clouds and box plots represent the distribution of Δ-scores between the post-test and pre-test in taVNS, tDCS, SJS-R (simultaneous joint simulation of tDCS and taVNS), and tDCS+taVNS (the numerical summation effects of tDCS and taVNS) groups. Plots represent the Δ-score of each participant in the four conditions. Dotted lines separate positive change data with negative change data, and the number and proportion of subjects with improvements are presented in the clouds. The significant difference between tDCS and SJS-R groups and the improvement proportion difference between SJS-R and taVNS and tDCS+taVNS are presented in the figure.