| Literature DB >> 30978259 |
Mohammad Ali Salehinejad1,2, Miles Wischnewski3, Vahid Nejati4,5, Carmelo M Vicario2,6, Michael A Nitsche2,7.
Abstract
Transcranial direct current stimulation (tDCS) is a promising method for altering cortical excitability with clinical implications in neuropsychiatric diseases. Its application in neurodevelopmental disorders especially attention-deficit hyperactivity disorder (ADHD), is in early stage and promising but its effectiveness has not been systematically examined yet. We conducted a meta-analysis on the effectiveness of tDCS on the most studied neuropsychological symptoms of ADHD, which is the first reported meta-analysis of tDCS studies on ADHD. Data from 10 randomized controlled studies (including 11 separate experiments) targeting inhibitory control, and/or working memory (WM) in ADHD were included. Results show that overall tDCS significantly improved inhibitory control. Sub-analyses further show that dorsolateral prefrontal cortex (dlPFC) (but not right inferior frontal gyrus) tDCS and anodal (but not cathodal) tDCS significantly improved inhibitory control with a small effect size. Anodal dlPFC-tDCS had the largest significant effect on inhibitory control with a small-to-medium effect size. Additionally, a significant improving effect of tDCS on inhibitory control accuracy (but not response time) and WM speed (but not accuracy) were found. Overall, this meta-analysis supports a beneficial effect of tDCS on inhibitory control and WM in ADHD with a small-to-medium effect size. TDCS seems to be a promising method for improving neuropsychological and cognitive deficits in ADHD. However, there might be a dissociation between neuropsychological deficits and clinical symptoms of ADHD and therefore, the significance of this meta-analysis for clinical purposes is limited. Future studies should systematically evaluate the role of inter-individual factors (i.e., ADHD subtype, types of the deficit) and stimulation parameters (i.e., site, polarity, intensity, duration, repetition rate) on tDCS efficacy in ADHD population and examine whether benefits are long-term.Entities:
Mesh:
Year: 2019 PMID: 30978259 PMCID: PMC6461252 DOI: 10.1371/journal.pone.0215095
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1(A) Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) flow diagram of selection of studies, (B) Bias assessment in individual studies. tDCS = Transcranial Direct Current Stimulation; ADHD = attention-deficit hyperactivity disorder; IC = Inhibitory Control; WM = Working Memory.
Characteristic of studies included in meta-analysis for the effecs of tDCS on inhibitory control.
| # | Authors | N | Mean age | tDCS montage (target/reference) | Intensity | Duration | Polarity | On-/off-line | Control | Task | Outcome | Hedges’ g |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Allenby et al (2018) | 37 | 37.17 (range 18–56) | F3/Fp2 (25 cm2 both) | 2 mA | 3 days x 20 min | Anodal | Offline | Baseline + sham | CPT | False positive errors | 0.42 |
| True positive errors | -0.06 | |||||||||||
| Response time | -0.11 | |||||||||||
| F3/Fp2 (25 cm2 both) | 2 mA | 3 days x 20 min | Anodal | Offline | Baseline + sham | SST | Reaction time | -0.18 | ||||
| 2 | Bandeira et al (2016) | 9 | 11.1 ± 2.8 | F3/Fp2 (35 cm2 both) | 2 mA | 5 days x 30 min | Anodal | Offline | Baseline | NEPSY II | Total errors | 0.12 |
| Completion time | 0.54 | |||||||||||
| 3 | Breitling et al (2016) | 21 | 14.33 (range 13–17) | F8/mastoid (35 cm2 both) | 1 mA | 20 min | Anodal | Online | Sham | Flanker task | Omission errors | -0.11 |
| Comission errors | 0.46 | |||||||||||
| Reaction time | -0.14 | |||||||||||
| Reaction time variability | 0.13 | |||||||||||
| F8/mastoid (35 cm2 both) | 1 mA | 20 min | Cathodal | Online | Sham | Flanker task | Omission errors | -0.60 | ||||
| Comission errors | 0.17 | |||||||||||
| Reaction time | 0.13 | |||||||||||
| Reaction time variability | -0.02 | |||||||||||
| 4 | Cosmo et al (2015) | 30 | 31.8 ± 11.6 | F3/F4 (35 cm2 both) | 1 mA | 20 min | Anodal | Offline | Sham | Go/No-go task (letters) | Correct responses | -0.39 |
| Omission errors | 1.17 | |||||||||||
| Comission errors | -0.15 | |||||||||||
| Go/No-go task (fruits) | Correct responses | 1.09 | ||||||||||
| Omission errors | 0.44 | |||||||||||
| Comission errors | 0.24 | |||||||||||
| 5 | Munz et al (2015) | 14 | 12.3 ± 1.4 | F3+F4/both mastoids (0.5 cm2 all) | 0–0.25 mA (oscillatory) | 5 x 5 min | Anodal | Offline | Sham | Go/No-go task | Reaction time | 0.88 |
| Reaction time variability | 0.83 | |||||||||||
| 6 | Nejati et al (2017) experiment 1 | 15 | 10 ± 2.2 | F3/F4 (25 cm2 both) | 1 mA | 15 min | Anodal | Offline | Sham | Go/No-go task | Go accuracy | 0.14 |
| No-go accuracy | 0.56 | |||||||||||
| Reaction time | -0.41 | |||||||||||
| Stroop task | Accuracy | 1.11 | ||||||||||
| Reaction time | 0.98 | |||||||||||
| 7 | Nejati et al (2017) experiment 2 | 10 | 9 ± 1.8 | F3/Fp2 (25 cm2 both) | 1 mA | 15 min | Anodal | Offline | Sham | Go/No-go task | Go accuracy | 0.41 |
| No-go accuracy | 0.57 | |||||||||||
| Reaction time | -0.20 | |||||||||||
| F3/Fp2 (25 cm2 both) | 1 mA | 15 min | Cathodal | Offline | Sham | Go/No-go task | Go Accuracy | 0.41 | ||||
| No-go accuracy | 1.04 | |||||||||||
| Reaction time | -0.20 | |||||||||||
| 8 | Soltaninejad et al (2015) | 20 | Range 15–17 | F3/Fp2 (35 cm2 both) | 1.5 mA | 8 min | Anodal | Offline | Sham | Go/No-go task | Go accuracy | -0.05 |
| No-go accuracy | 0.03 | |||||||||||
| Reaction time | 0.23 | |||||||||||
| Stroop task | Accuracy | 0.57 | ||||||||||
| Reaction time | 0.23 | |||||||||||
| F3/Fp2 (35 cm2 both) | 1.5 mA | 8 min | Cathodal | Offline | Sham | Go/No-go task | Go accuracy | -0.54 | ||||
| No-go accuracy | 0.73 | |||||||||||
| Reaction time | -0.02 | |||||||||||
| Stroop task | Accuracy | 0.33 | ||||||||||
| Reaction time | 0.11 | |||||||||||
| Reaction time | 0.02 | |||||||||||
| 9 | Sotnikova et al (2017) | 13 | 14.33 ± 1.3 | F3 (13 cm2)/ Cz (35 cm2) | 1 mA | 30 min | Anodal | Online | Sham | Go/No-go | accuracy (hits+correct rejections/total number of stimuli) | -1.03 |
| Reaction time | 0.16 | |||||||||||
| Reaction time variability | -0.14 |
tDCS = transcranial direct current stimulation; F3 = left dlPFC; F4 = right dlPFC; F8 = inferior frontal gyrus; Fp1 = left supraorbital area; Fp2 = right supraorbital area; online = task performance during tDCS; offline = task performance after tDCS; CPT = Conners Continuous Performance Task; SST = Stop Signal Task (SST).
Characteristic of studies included in the meta-analysis for the effects of tDCS on working memory.
| # | Authors | N | Mean age | tDCS montage (target/reference) | Intensity | Duration | Polarity | On-/off-line | Control | Task | Outcome | Hedges’ g |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Bandeira et al (2016) | 9 | 11.1 ± 2.8 | F3/Fp2 (35 cm2 both) | 2 mA | 5 days x 30 min | Anodal | Offline | Baseline | Digit span forward | Amount | -0.87 |
| Digit span backward | Amount | -0.40 | ||||||||||
| Corsi cube forward | Amount | -0.45 | ||||||||||
| Corsi cube backward | Amount | 0.08 | ||||||||||
| 2 | Nejati et al (2017) experiment 1 | 15 | 10 ± 2.2 | F3/F4 (25 cm2 both) | 1 mA | 15 min | Anodal | Offline | Sham | 1-back task | Accuracy | 0.15 |
| Reaction time | 1.70 | |||||||||||
| 3 | Nejati et al (2017) experiment 2 | 10 | 9 ± 1.8 | F3/Fp2 (25 cm2 both) | 1 mA | 15 min | Anodal | Offline | Sham | 1-back task | Accuracy | 1.14 |
| Reaction time | 0.82 | |||||||||||
| F3/Fp2 (25 cm2 both) | 1 mA | 15 min | Cathodal | Offline | Sham | 1-back task | Accuracy | 0.53 | ||||
| Reaction time | 0.52 | |||||||||||
| 4 | Prehn-Kristensen et al (2014) | 12 | 12.1 (range 10–14) | F3+F4/both mastoids (0.5 cm2 all) | 0–0.25 mA (oscillatory) | 5 x 5 min | Anodal | Offline | Baseline + sham | Digit span | Amount | -0.61 |
| 5 | Soff et al (2017) | 15 | 14.2 ± 1.2 | F3 (3.14 cm2)/Cz (12.5 cm2) | 1 mA | 5 days x 20 min | Anodal | Offline | Baseline + sham | QB (1-back) task | QB score (errors and reaction time) | 0.50 |
| 6 | Sotnikova et al (2017) | 13 | 14.33 ± 1.3 | F3 (13 cm2)/ Cz (35 cm2) | 1 mA | 30 min | Anodal | Online | Sham | 1-back task | Accuracy | -0.99 |
| Reaction time | -0.05 | |||||||||||
| Reaction time variability | 0.18 | |||||||||||
| 2-back task | Accuracy | -1.14 | ||||||||||
| Reaction time | 0.65 | |||||||||||
| Reaction time variability | 1.06 |
tDCS = transcranial direct current stimulation; F3 = left dlPFC; F4 = right dlPFC; Fp2 = right supraorbital area; online = task performance during tDCS; offline = task performance after tDCS; QbTest = Quantified Behavior Test.
Fig 2Meta-analysis and forest plot results including Hedges’ g and 95% confidence interval and Cumulative effect size of tDCS on inhibitory control (top) and working memory (down).
Meta-analysis results for the effects of tDCS on inhibitory control in ADHD patients.
| Cumulative effect size | Normality | Heterogeneity | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Analysis | N | Ē | 95% CI | Z | p-v0alue | Fail-safe number | KS test | p-value | Qtotal | p-value |
| Polarity-independent | ||||||||||
| All studies | 46 | 221 | 0.088 | LB 0.200 | 45.21 | 0.463 | ||||
| dlPFC only | 38 | 97 | 0.077 | LB 0.200 | 36.87 | 0.475 | ||||
| rIFG only | 8 | 0.005 | -0.261–0.271 | 0.037 | 0.9705 | 0 | 0.195 | LB 0.200 | 6.411 | 0.493 |
| Polarity-dependent | ||||||||||
| Anodal tDCS | 34 | 171 | 0.095 | LB 0.200 | 33.05 | 0.465 | ||||
| dlPFC only | 30 | 56 | 0.085 | LB 0.200 | 28.98 | 0.466 | ||||
| rIFG only | 4 | 0.084 | -0.422–0.589 | 0.325 | 0.7452 | 0 | 1 | 2.25 | 0.523 | |
| Cathodal tDCS | 12 | 0.089 | -0.189–0.367 | 0.628 | 0.5300 | 0 | 0.133 | LB 0.200 | 11.27 | 0.421 |
| dlPFC only | 8 | 0.194 | -0.212–0.600 | 0.937 | 0.3488 | 0 | 0.114 | LB 0.200 | 7.06 | 0.423 |
| rIFG only | 4 | -0.075 | -0.635–0.486 | -0.263 | 0.7926 | 0 | 1 | 3.01 | 0.390 | |
| Speed vs Accuracy | ||||||||||
| Accuracy | 27 | 36 | 0.096 | LB 0.200 | 26.30 | 0.447 | ||||
| Speed | 19 | 0.093 | -0.075–0.261 | 1.085 | 0.2779 | 0 | 18.08 | 0.451 | ||
tDCS = Transcranial Direct Current Stimulation; dlPFC = dorsolateral prefrontal cortex; LB = lower bound; rIFG = right inferior frontal gyrus; Ē = cumulative effect size; CI = Confidence interval; KS = Kolmogorov-Smirnov’s test of normality; Qtotal = total heterogeneity represented by Cohen’s Q; Significant results are highlighted in bold. dlPFC refers to either left dlPFC or bilateral dlPFC (for detailed information refer to Tables 1 and 2 under tDCS montage column). 1KS test could not be performed because of too small sample size
Meta-analysis results for the effects of tDCS on working memory in ADHD patients.
| Cumulative effect size | Normality | Heterogeneity | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Analysis | N | Ē | 95% CI | Z | p-value | Fail-safe number | KS test | p-value | Qtotal | p-value |
| Polarity independent | ||||||||||
| All studies | 18 | 0.160 | -0.227–0.547 | 0.811 | 0.4176 | 0 | 0.111 | > 0.200 | 17.36 | 0.430 |
| Polarity-dependent | ||||||||||
| Anodal tDCS | 16 | 0.116 | -0.317–0.549 | 0.525 | 0.5996 | 0 | 0.107 | > 0.200 | 15.46 | 0.419 |
| Speed vs Accuracy | ||||||||||
| Accuracy | 11 | -0.187 | -0.668–0.295 | -0.762 | 0.4461 | 0 | 0.163 | > 0.200 | 10.09 | 0.433 |
| Speed | 7 | 17 | 0.130 | > 0.200 | 5.88 | 0.437 | ||||
tDCS = Transcranial Direct Current Stimulation; Ē = cumulative effect size; CI = Confidence interval; KS = Kolmogorov-Smirnov’s test of normality; Qtotal = total heterogeneity represented by Cohen’s Q; Significant results are highlighted in bold
Characteristics of the stimulation site and polarity in the studies investigated tDCS effects on inhibitory control and working memory.
| Inhibitory control | ||||
|---|---|---|---|---|
| # | Authors | Stimulation target (site) | polarity | Performance improvement |
| 1 | Breitling et al (2016) | right IFG—left mastoid | Anodal | No |
| 2 | Soltaninejad et al (2015) | Left dlPFC—right supraorbital area (OFC) | Anodal | No |
| Left dlPFC—right supraorbital area (OFC) | Cathodal | Yes | ||
| 3 | Allenby et al (2018) | Left dlPFC—right supraorbital area (OFC) | Anodal | Yes |
| 4 | Bandeira et al (2016) | Left dlPFC—right supraorbital area (OFC) | Anodal | Yes |
| 5 | Nejati et al (2017) Exp 2 | Left dlPFC—right supraorbital area (OFC) | Anodal | No |
| Left dlPFC—right supraorbital area (OFC) | Cathodal | Yes | ||
| 6 | Nejati et al (2017) Exp 1 | Left dlPFC—right dlPFC | Anodal | No |
| 7 | Cosmo et al (2015) | Left dlPFC—right dlPFC | Anodal | No |
| 8 | Sotnikova et al (2017) | Left dlPFC—vertex | Anodal | Yes |
| 9 | Munz et al (2015) | Left dlPFC–mastoid | Anodal | Yes (only RT) |
| right dlPFC—mastoid | Anodal | Yes (only RT) | ||
| 1 | Soff et al. (2017) | Left dlPFC—vertex | Anodal | Yes (both accuracy and RT) |
| 2 | Sotnikova et al (2017) | Left dlPFC—vertex | Anodal | Yes (both accuracy and RT) |
| 3 | Nejati et al (2017) Exp 1 | Left dlPFC—right dlPFC | Anodal | Yes (only RT) |
| 4 | Nejati et al (2017) Exp 2 | Left dlPFC—right supraorbital area (OFC) | Anodal | Yes (both accuracy and RT) |
| Left dlPFC—right supraorbital area (OFC) | Cathodal | No | ||
| 5 | Bandeira et al (2016) | Left dlPFC—right supraorbital area (OFC) | Anodal | No |
| 6 | Prehn-Kristensen et al (2014) | Left dlPFC / right dlPFC–mastoid | Anodal | Yes |
tDCS = transcranial direct current stimulation; dlPFC = dorsolateral prefrontal cortex; IFG = inferior frontal gyrus; OFC = orbitofrontal cortex.