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. 2022 Oct 12;12:444. doi: 10.1038/s41398-022-02207-2

Table 5.

Details of EEG studies of candidate monitoring/response biomarkers.

Authors, year Country N ADHD N Control Age % Male % White Design Candidate biomarker(s) Key findings
Aggensteiner et al. [115] Germany 103 (77 at follow-up) 0 M = 8.7, SD = 0.9 85% Not reported 3-month slow cortical potential-NF vs. semi-active control (electromyogram biofeedback) RCT Cue P3 and contingent negative variation during cued go/no-go task Attentional (cue P3) and preparatory (contingent negative variation) brain activity and performance non-specifically reduced after treatment. Contingent negative variation in the slow cortical potential-NF group increased with clinical improvement.
Aldemir et al. [116] Turkey 20 (all medication free) 20 M = 9, SD = 3 Not reported Not reported 3-month MPH vs. ATX Power across frequency bands during rest Similar effects of MPH and ATX on EEG power across frequency bands in the ADHD group, especially at frontal and temporal regions.
Barry et al. [99] Australia 50 (all medication naïve) 50 M = 10.2, SD = 1.5 64% Not reported Single dose ATX Beta power during rest ATX increased absolute and relative beta power and produced topographic changes in other bands in the ADHD group.
Bresnahan et al. [102] Australia 50 (DEX responders) 50 M = 31, SD = 9 50% Not reported 4-week DEX, open label Delta and theta power during rest Significant reduction in absolute delta, absolute and relative theta, and total power in the ADHD group to levels similar to controls.
Chiarenza et al. [44] Italy 61 (all medication free for >5 times half-lives) Not reported (reference database) M = 10.4, SD = 2.9 85% Not reported 12-month ATX, open label Absolute power across frequency bands during rest Treatment-related reductions of absolute power in all frequencies over frontal, central and temporal regions in responders, becoming similar to controls. Non-significant changes in non-responders.
Clarke et al. [104] Not reported (probably Australia) 50 (all medication naïve or medication free for >5 times half-lives) 40 Range = 8–13 100% Not reported 6-month MPH or DEX, open label Theta and beta power, TBR during rest MPH/DEX increased beta power and reduced theta power and TBR in ADHD group, to levels similar to controls.
Clarke et al. [105] Not reported (probably Australia) 20 (all inattentive type, medication naïve or medication free for >5 times half-lives) 10 Range = 8–13 100% Not reported 6-month MPH or DEX, open label Theta, alpha, beta power, theta/alpha ratio during rest MPH/DEX increased alpha and beta power and reduced theta power and theta/alpha ratio in inattentive ADHD group, to levels similar to controls.
Groom et al. [96] UK 28 (all combined type, MPH responders) 28 M = 12.5, SD = 1.8 96% Not reported Single dose MPH N2 and P3 amplitudes during go/no-go task MPH increased N2 and P3 amplitudes in the ADHD group.
Groom et al. [98] UK 28 (all combined type, MPH responders) 28 M = 12.5, SD = 1.8 96% Not reported Single dose MPH ERN and Pe during go/no-go task MPH increased ERN and Pe amplitudes in the ADHD group.
Hermens et al. [107] Australia 34 (16 medication naïve, 18 MPH free for >2 weeks) 34 M = 13.8, SD = 1.6 82% Not reported 4-week MPH, open label Theta power, P3 during oddball task MPH reduced theta power and increased P3 amplitude in the ADHD group, to levels similar to controls.
Isiten et al. [106] Turkey 43 (all drug naïve) 0 M = 11.9, SD = 2.3 77% Not reported 1.5-year MPH, open label Beta power during rest MPH decreased TBR and increased beta power; no effect on theta power.
Janssen et al. [103] Netherlands 112 (all medication free for >1 month) 0 M = 9.6, SD = 1.6 75% Not reported 10-week MPH vs. NF vs. physical activity RCT Theta power during rest and stop signal task MPH reduced theta power during rest and task more than physical activity. NF reduced theta power during rest more than physical activity. Greater NF-related theta reductions correlated with symptom improvement.
Janssen et al., 2016b [110] Netherlands 112 (all medication free for >1 month) 0 M = 9.6, SD = 1.6 75% Not reported 10-week MPH vs, NF vs. physical activity RCT P3 amplitude during stop signal task MPH increased P3 amplitude more than NF and physical activity. Stimulant-related P3 effects were localized in the thalamus and striatum.
Kratz et al. [117] Germany 23 (all medication naïve) 0 M = 9.0, SD = 1.1 79% Not reported 8-week MPH vs. ATX, cross-over Contingent negative variation amplitude during attention network test MPH but not ATX increased contingent negative variation amplitudes.
Loo et al. [91] USA 10 (all MPH free for 48 hours) 0 M = 10.5, SD = 1.3 80% Not reported Single dose MPH vs. placebo, cross-over Power across frequency bands during rest and CPT MPH reduced theta and alpha power and increased beta power in responders, with opposite effects in non-responders.
Loo et al. 2004 [92] USA 36 0 M = 10.2, SD = 1.3 72% Not reported Single dose MPH vs. placebo, cross-over Power across frequency bands during rest and CPT MPH increased beta power in responders, with opposite effects in non-responders.
Loo et al. [109] USA 207 (all medication naïve or medication free for >5 times half-lives) 0 M = 10.1, SD = 2.1 68% 83% 8-week MPH, GUAN, MPH + GUAN, RCT Power across frequency bands during rest GUAN decreased global alpha power, MPH and MPH + GUAN increased centro-parietal beta power, and MPH + GUAN decreased theta power. Medication-related changes in theta power correlated with behavioral and cognitive improvements.
Lubar et al. [93] USA 23 (all MPH free for 48 hours) Not reported (reference database) Range = 9–11 100% Not reported Single dose MPH vs. placebo, cross-over Coherence, phase and asymmetry during rest MPH ameliorated atypical EEG coherence, phase and asymmetry patterns in the ADHD group, to levels similar to the reference group.
Luo et al. [56] China 121 0 M = 8.94, range 7.1–12.3 83% Not reported 3-month remote computerized cognitive, NF, and combined training, RCT Alpha power during rest All 3 treatments increased relative alpha power. Pre-training inattention scores corelated negatively with change in relative alpha.
McGough et al. [114] USA 62 (medication free for >1 month) 0 M = 10.4, SD = 1.4 65% 65% 4-week active vs. sham TNS, RCT Power in delta, theta, beta, gamma frequency bands during rest TNS increased right-frontal (delta, theta, beta, and gamma) and mid-frontal (gamma) power.
Michelini et al. [118] USA 207 (all medication naïve or medication free for >5 times half-lives) 0 M = 10.1, SD = 2.1 68% 83% 8-week MPH, GUAN, MPH + GUAN, RCT Event-related mid-occipital power during a Sternberg spatial working memory task with encoding, maintenance and retrieval phases MPH + GUAN decreased midoccipital theta, alpha and beta across task phases, with significantly greater changes than monotherapies. MPH increased midoccipital theta during retrieval. GUAN produced trend-level reductions in midoccipital alpha during maintenance and retrieval. Treatment-related changes in midoccipital power correlated with ADHD improvements.
Skirrow et al. [108] UK 41 (all medication free for >1 month [stimulants]) or 6 months [other medication]) 48 M = 28.5, SD = 9.5 100% Not reported 3.5-month MPH, open label Theta power during rest, CPT and sustained attention to response task MPH normalized in the ADHD group the increase in theta power between rest and task conditions displayed by controls.
Song et al. [94] South Korea 24 0 M = 8.6, SD = 1.4 100% Not reported Single dose MPH Power across frequency bands and TBR during CPT MPH increased alpha and beta power, decreased theta and delta power, and increased TBR during CPT. No effects during rest.
Verbaten et al. [97] Netherlands 12 0 M = 11.2, SD = 2.1 83% Not reported Single dose MPH vs. placebo, RCT P3 and N2 amplitudes during CPT MPH increased parietal P3 and frontal N2 amplitudes to targets and non-targets.

ADHD attention deficit hyperactivity disorder, ATX atomoxetine, CPT continuous performance test, EEG electroencephalography, DEX dexamphetamine, ERP event relate potential, GUAN guanfacine, MPH methylphenidate, iAPF individual alpha peak frequency; M mean age, NF neurofeedback, RCT randomized controlled trial; SD standard deviation, TBR theta/beta ratio, TNS trigeminal nerve stimulation.