Manfeng Wu's research while affiliated with South China University of Technology and other places

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Publications (9)


Electroencephalography Oscillations Can Predict the Cortical Response Following Theta Burst Stimulation
  • Article

February 2024

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15 Reads

Brain Research Bulletin

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Jiayue Xu

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[...]

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Yue Lan
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Overview of the study design
Mendelian randomization associations of cytokine and growth factor levels with stroke and stroke subtypes. “×” indicates that a genetic variant is not related to confounding factors or is not directly involved in the outcome, but could be involved indirectly through the exposure pathway. “√” indicates that a genetic variant is highly correlated with exposure. Dashed pathway, not to be included in MR studies; solid pathway, meaningful relationship. SNP, single-nucleotide polymorphism; AS, any stroke; AIS, any ischemic stroke; LAS, large-artery stroke; CES, cardioembolic stroke; SVS, small-vessel stroke
MR significance for causal effect of cytokines on stroke
MR significance for causal effect of cytokines on ischemic stroke
MR significance for causal effect of cytokines on ischemic stroke (small-vessel stroke)

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Causal Association of Cytokines and Growth Factors with Stroke and Its Subtypes: a Mendelian Randomization Study
  • Article
  • Publisher preview available

November 2023

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4 Reads

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1 Citation

Molecular Neurobiology

Cytokines and growth factors contribute to nerve growth and angiogenesis and are associated with the development of vascular disease. This Mendelian randomization (MR) study was designed to examine the causal relationship between factors associated with stem cell paracrine mechanisms and with stroke and its subtypes. We used pooled statistics on cytokine levels from three studies (INTERIAL, Olink Proseek CVD array, and KORA) encompassing 7795 participants in Europe. Data for stroke and its subtypes were pooled from these European populations (40,585 cases and 406,111 controls) in a multiprogenitor genome-wide association study (GWAS). MR was performed using established analytical methods, including inverse variance weighting (IVW), weighted median (WM), and MR-Egger. Genetically determined high IGF-1 levels were found to associate negatively with risk of stroke, ischemic stroke (large-artery atherosclerosis), and ischemic stroke (cardiogenic embolism). Meanwhile, high IL-13 levels had a positive causal relationship with ischemic stroke (large-artery atherosclerosis). An additional 27 cytokines were found to have a causal association with stroke or its subtypes. However, these results should be interpreted with caution given that the power efficacy was <80%. This MR study supports the concept of a causal relationship of 29 cytokines with stroke or its subtypes. Our genetic analysis provides new insights into stroke prevention and treatment by demonstrating an association of stem cell paracrine-related cytokines with stroke risk.

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The PRISMA flowchart for the selection and inclusion of studies.
(A) Forest plot for the effect of rehabilitation treatment on serum brain-derived neurotrophic factor (BDNF) in stroke patients. (B) Forest plot for the effect of rehabilitation therapy on functional recovery in stroke patients in the serum BDNF study.
Markers associated with significant functional improvement after stroke rehabilitation are shown, while markers that could not be analyzed by the meta-analysis due to insufficient data were placed in Supplementary Table S2.
Summary of meta-analyses.
Assessment of risk of bias for the included studies.
Biomarkers associated with functional improvement after stroke rehabilitation: a systematic review and meta-analysis of randomized controlled trials

September 2023

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45 Reads

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2 Citations

Frontiers in Neurology

Frontiers in Neurology

Objective This study aims to identify blood and cerebrospinal fluid biomarkers that are correlated to the functional improvement of stroke patients after rehabilitation therapy, and provide ideas for the treatment and evaluation of stroke patients. Methods The PubMed, Web of Science, and Embase databases were searched for articles published in the English language, from inception to December 8, 2022. Results A total of 9,810 independent records generated 50 high-quality randomized controlled trials on 119 biomarkers. Among these records, 37 articles were included for the meta-analysis (with a total of 2,567 stroke patients), and 101 peripheral blood and cerebrospinal fluid biomarkers were included for the qualitative analysis. The quantitative analysis results revealed a moderate quality evidence that stroke rehabilitation significantly increased the level of brain-derived neurotrophic factor (BDNF) in serum. Furthermore, the low-quality evidence revealed that stroke rehabilitation significantly increased the concentration of serum noradrenaline (NE), peripheral blood superoxide dismutase (SOD), peripheral blood albumin (ALB), peripheral blood hemoglobin (HB), and peripheral blood catalase (CAT), but significantly decreased the concentration of serum endothelin (ET) and glutamate. In addition, the changes in concentration of these biomarkers were associated with significant improvements in post-stroke function. The serum BNDF suggests that this can be used as a biomarker for non-invasive brain stimulation (NIBS) therapy, and to predict the improvement of stroke patients. Conclusion The concentration of serum BNDF, NE, ET and glutamate, and peripheral blood SOD, ALB, HB and CAT may suggest the function improvement of stroke patients.


The PRISMA flowchart for the selection and inclusion of studies
Forest plot of the effect of NIBS treatment on sensory function recovery in stroke patients
Forest plot of the effect of NIBS treatment on recovery of sensory function in stroke patients within 1-year post-treatment
A Forest plot of the effect of NIBS treatment on sensory function recovery in stroke patients disaggregated by stimulation method compared with controls; B forest plot of the effect of NIBS treatment on sensory function recovery in stroke patients disaggregated by stimulation site compared with controls; C forest plot of the effect of NIBS treatment on sensory function recovery in stroke patients disaggregated by stage of stroke compared with controls;
A Forest plot of the effect of NIBS treatment on sensory function recovery in stroke patients disaggregated by treatment sessions compared with controls; B forest plot of the effect of rTMS treatment on sensory function recovery in stroke patients disaggregated by stimulation frequency compared with controls
Non-invasive brain stimulation effectively improves post-stroke sensory impairment: a systematic review and meta-analysis

July 2023

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45 Reads

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4 Citations

Journal of Neural Transmission

More than half of stroke patients experience sensory dysfunction that affects their quality of life. Previous training modalities are ineffective in improving sensory function. In contrast, non-invasive brain stimulation (NIBS) is a new promising intervention for stroke rehabilitation. The aim of this meta-analysis was to summarize the current effectiveness of NIBS in the treatment of post-stroke sensory dysfunction. Articles published in PubMed, Web of Science, Embase, China National Knowledge Infrastructure (CNKI), Chinese scientific journals full-text database (VIP), and Wanfang database from the inception to March 8, 2023 were searched. There were no restrictions on language. A total of 14 RCTs were included (combined n = 804). Moderate-quality evidence suggested that NIBS significantly improved sensory function after stroke, and significant effects were observed up to 1 year after the intervention. In subgroup analysis, treatment with transcranial direct current stimulation (tDCS) or repetitive transcranial magnetic stimulation (rTMS) was significantly more effective than controls for recovery of sensory function in stroke patients. Stimulation of the primary motor cortex (M1), primary somatosensory cortex (S1) or M1 + S1 stimulation sites significantly improved sensory function. NIBS for sensory dysfunction showed significant therapeutic potential in patients with different stages of stroke. No significant effects were observed in subjects with less than 10 NIBS stimulations. Significant therapeutic effects were observed with either high-frequency or low-frequency rTMS. Graphical abstract


Effects of repetitive transcranial magnetic stimulation on sequelae in patients with chronic stroke: A systematic review and meta-analysis of randomized controlled trials

October 2022

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66 Reads

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6 Citations

Background Stroke is the second leading cause of death worldwide, with a large proportion of survivors suffering from motor dysfunction and neuropsychiatric sequelae. Repetitive transcranial magnetic stimulation (rTMS) is a promising stroke rehabilitation intervention and is effective in improving neurological system function in stroke patients. In the current systemic review and meta-analysis, an overview of the most recent studies regarding the effectiveness of rTMS's potential to help chronic stroke patients recover from sequelae was provided. Methods Relevant randomized controlled trials were retrieved from three online databases (Web of Science, Medline, and Embase). A total of 25 RCTs (N = 535 participants) were included. A meta-analysis was performed using a fixed-effects model or a random-effects model, and effect sizes were reported as weighted mean differences or standardized mean differences. Results Administration of rTMS significantly improved upper limb function, hand function, and muscle tone in stroke patients throughout the chronic phase [≥6 months], but not lower limb mobility and strength. In terms of cognitive function, rTMS has a considerable positive impact on patients' cognitive performance. rTMS also alleviated apathy in stroke patients more than post-stroke depressive symptoms regarding mental functioning. Balance and walking function, as well as functional activities of daily living, of patients were dramatically improved by rTMS. However, the current conclusions should be taken carefully due to the small sample size of the meta-analysis. Conclusions This is the first meta-analysis of rTMS treatment in patients with chronic stroke to inform the selection of the optimal treatment strategy for patients with chronic stroke, which demonstrated that rTMS treatment has the potential to improve the effects of sequelae by improving upper limb function, hand function, and muscle tone. Systematic review registration https://inplasy.com/inplasy-2022-7-0095/, identifier: INPLASY202270095.


PRISMA flow chart on selection and inclusion of studies.
(A) Forest plot of FMA-UE in patients with acute phase stroke disaggregated by baseline impairment level compared with controls. (B) Forest plot of FMA-UE in patients with Subacute phase stroke disaggregated by baseline impairment level compared with controls. (C) Forest plot of FMA-UE in patients with chronic phase stroke disaggregated by baseline impairment level compared with controls.
Effects of repetitive transcranial magnetic stimulation on upper-limb and finger function in stroke patients: A systematic review and meta-analysis of randomized controlled trials

July 2022

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50 Reads

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21 Citations

Frontiers in Neurology

Frontiers in Neurology

Background Repetitive transcranial magnetic stimulation (rTMS) is a promising intervention for stroke rehabilitation. Several studies have demonstrated the effectiveness of rTMS in restoring motor function. This meta-analysis aimed to summarize the current evidence of the effect of rTMS in improving upper limb function and fine motor recovery in stroke patients. Methods Three online databases (Web of Science, PubMed, and Embase) were searched for relevant randomized controlled trials. A total of 45 studies (combined n = 2064) were included. Random effects model was used for meta-analysis and effect size was reported as standardized mean difference (SMD). Results rTMS was effective in improving fine motor function in stroke patients (SMD, 0.38; 95% CI 0.19–0.58; P = 0). On subgroup analyses, for post-stroke functional improvement of the upper extremity, bilateral hemisphere stimulation was more effective than unilateral stimulation during the acute phase of stroke, and a regimen of 20 rTMS sessions produced greater improvement than <20 sessions. In the subacute phase of stroke, affected hemispheric stimulation with a 40-session rTMS regimen was superior to unaffected hemispheric stimulation or bilateral hemispheric stimulation with <40 sessions. Unaffected site stimulation with a 10-session rTMS regimen produced significant improvement in the chronic phase compared to affected side stimulation and bilateral stimulation with >10 rTMS sessions. For the rTMS stimulation method, both TBS and rTMS were found to be significantly more effective in the acute phase of stroke, but TBS was more effective than rTMS. However, rTMS was found to be more effective than TBS stimulation in patients in the subacute and chronic phases of stroke. rTMS significantly improved upper limb and fine function in the short term (0–1-month post-intervention) and medium term (2–5 months), but not for upper limb function in the long term (6 months+). The results should be interpreted with caution due to significant heterogeneity. Conclusions This updated meta-analysis provides robust evidence of the efficacy of rTMS treatment in improving upper extremity and fine function during various phases of stroke. Systematic Review Registration https://inplasy.com/inplasy-2022-5-0121/, identifier: INPLASY202250121.


Features selection using the least absolute shrinkage and selection operator (LASSO) regression model for resting motor threshold (RMT) (A) and active motor threshold (AMT) (B). The horizontal axis plotted value of log λ and the vertical axis plotted mean squared error. The dotted vertical line was plotted at the optimal λ values based on minimum criteria.
Topographic maps and scatter diagrams. Topographic maps showed the power of alpha2 oscillations and beta1 oscillations. The color bar represents the value of power (A,D). Scatter diagrams showed the correlation between electroencephalography (EEG) oscillations and motor threshold (B,C,E,F). There were significant negative correlations between alpha2 and RMT as well as AMT.
Violin diagrams and scatter diagrams. Violin diagrams showed the distribution of nodal efficiency in theta, alpha1, and alpha2 band (A,D,G). Scatter diagrams showed the correlation between nodal efficiency and motor threshold (B,C,E,F,H,I).
Violin diagrams and scatter diagrams. Violin diagrams showed the distribution of clustering coefficient in theta and beta2 band (A,D). Scatter diagrams showed the correlation between clustering coefficient and motor threshold (B,C,E,F).
Violin diagrams and scatter diagrams. Violin diagrams showed the distribution of global efficiency in delta, theta, and alpha2 band (A,D,G). Scatter diagrams showed the correlation between global efficiency and motor threshold (B,C,E,F,H,I). There was significant positive correlation between global efficiency in theta and RMT. And there were significant negative correlations between global efficiency in alpha2 and RMT as well as AMT.
The Corticospinal Excitability Can Be Predicted by Spontaneous Electroencephalography Oscillations

August 2021

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51 Reads

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4 Citations

Frontiers in Neuroscience

Frontiers in Neuroscience

Transcranial magnetic stimulation (TMS) has a wide range of clinical applications, and there is growing interest in neural oscillations and corticospinal excitability determined by TMS. Previous studies have shown that corticospinal excitability is influenced by fluctuations of brain oscillations in the sensorimotor region, but it is unclear whether brain network activity modulates corticospinal excitability. Here, we addressed this question by recording electroencephalography (EEG) and TMS measurements in 32 healthy individuals. The resting motor threshold (RMT) and active motor threshold (AMT) were determined as markers of corticospinal excitability. The least absolute shrinkage and selection operator (LASSO) was used to identify significant EEG metrics and then correlation analysis was performed. The analysis revealed that alpha2 power in the sensorimotor region was inversely correlated with RMT and AMT. Innovatively, graph theory was used to construct a brain network, and the relationship between the brain network and corticospinal excitability was explored. It was found that the global efficiency in the theta band was positively correlated with RMT. Additionally, the global efficiency in the alpha2 band was negatively correlated with RMT and AMT. These findings indicated that corticospinal excitability can be modulated by the power spectrum in sensorimotor regions and the global efficiency of functional networks. EEG network analysis can provide a useful supplement for studying the association between EEG oscillations and corticospinal excitability.


FIGURE 1 | fNIRS 46-channel montage placement. There were 37 channels placed on the prefrontal cortex, and eight channels placed on the right motor cortex.
FIGURE 3 | BCI training system. (A) Illustration of the closed-loop system. This BCI system consists of an EEG amplifier collecting real-time EEG, a PC analyzing EEG signal and providing visual and auditory feedback, and a robot hand providing sensory feedback. (B) The location of EEG electrodes. There were 16 active electrodes placed on the motor and sensory area and a reference electrode placed on the right ear.
FIGURE 7 | Functional connectivity (correlation) change measured at rest in BCI-only session. (A) Correlations between each ROI at baseline. (B) Correlations between each ROI after BCI training. (C) The correlation between right motor cortex and right DLPFC was significantly increased after BCI training. L refers to left. R refers to right. DLPFC refers to dorsal lateral prefrontal cortex. FP refers to frontal polar area.
FIGURE 8 | Functional connectivity change measured during force tracking task in BCI-only session. (A) Coherence between each ROI at baseline. (B) Coherence between each ROI after BCI training. (C) Coherence between right motor cortex and left DLPFC was significantly increased after BCI training. (D) PLV between each ROI at baseline. (E) PLV between each ROI after BCI training. (F) The PLV between right motor cortex and left FP was significantly increased after BCI training. L refers to left. R refers to right. DLPFC refers to dorsal lateral prefrontal cortex. FP refers to frontal polar area.
Influence of iTBS on the Acute Neuroplastic Change After BCI Training

March 2021

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176 Reads

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13 Citations

Frontiers in Cellular Neuroscience

Objective: Brain-computer interface (BCI) training is becoming increasingly popular in neurorehabilitation. However, around one third subjects have difficulties in controlling BCI devices effectively, which limits the application of BCI training. Furthermore, the effectiveness of BCI training is not satisfactory in stroke rehabilitation. Intermittent theta burst stimulation (iTBS) is a powerful neural modulatory approach with strong facilitatory effects. Here, we investigated whether iTBS would improve BCI accuracy and boost the neuroplastic changes induced by BCI training. Methods: Eight right-handed healthy subjects (four males, age: 20–24) participated in this two-session study (BCI-only session and iTBS+BCI session in random order). Neuroplastic changes were measured by functional near-infrared spectroscopy (fNIRS) and single-pulse transcranial magnetic stimulation (TMS). In BCI-only session, fNIRS was measured at baseline and immediately after BCI training. In iTBS+BCI session, BCI training was followed by iTBS delivered on the right primary motor cortex (M1). Single-pulse TMS was measured at baseline and immediately after iTBS. fNIRS was measured at baseline, immediately after iTBS, and immediately after BCI training. Paired-sample t -tests were used to compare amplitudes of motor-evoked potentials, cortical silent period duration, oxygenated hemoglobin (HbO2) concentration and functional connectivity across time points, and BCI accuracy between sessions. Results: No significant difference in BCI accuracy was detected between sessions ( p > 0.05). In BCI-only session, functional connectivity matrices between motor cortex and prefrontal cortex were significantly increased after BCI training ( p 's < 0.05). In iTBS+BCI session, amplitudes of motor-evoked potentials were significantly increased after iTBS ( p 's < 0.05), but no change in HbO2 concentration or functional connectivity was observed throughout the whole session ( p 's > 0.05). Conclusions: To our knowledge, this is the first study that investigated how iTBS targeted on M1 influences BCI accuracy and the acute neuroplastic changes after BCI training. Our results revealed that iTBS targeted on M1 did not influence BCI accuracy or facilitate the neuroplastic changes after BCI training. Therefore, M1 might not be an effective stimulation target of iTBS for the purpose of improving BCI accuracy or facilitate its effectiveness; other brain regions (i.e., prefrontal cortex) are needed to be further investigated as potentially effective stimulation targets.


Short intracortical facilitation associates with motor-inhibitory control

March 2021

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33 Reads

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8 Citations

Behavioural Brain Research

The ability of motor-inhibitory control is important in daily life. Inhibitory control deficits are commonly observed in psychiatric conditions with enhanced impulsivity. The physiological mechanisms underlying the inhibitory control deficits are not well elucidated. We systematically investigated the relationship between resting-state intracortical inhibition or facilitation and inhibitory control (indicated by stop signal reaction time, SSRT) to determine whether reduced intracortical inhibition or increased intracortical facilitation was related to the poorer inhibitory control. Thirty-three healthy subjects (age: 21.46 ± 1.40 years) participated in this study. We used paired-pulse transcranial magnetic stimulation to induce short intracortical inhibition, intracortical facilitation, long intracortical inhibition, and short intracortical facilitation at rest. SSRT was derived from stop signal task. We performed all measurements in two repeat sessions conducted two weeks apart. A negative correlation between short intracortical inhibition and SSRT was only observed in session 1; however, the correlation did not persist after controlling for short intracortical facilitation. Positive correlation between short intracortical facilitation and SSRT was observed in both sessions, indicating that individuals with greater resting-state short intracortical facilitation tend to have less efficient stopping performance. Our results help explain the inconsistency with respect to the relationship between short intracortical inhibition and SSRT in the existing literature. Short intracortical facilitation may be used as a potential physiological biomarker for motor-inhibitory control, which may have clinical implications for disorders associated with inhibitory control deficits.

Citations (7)


... FGF-19, implicated in metabolic regulation and potential implications in oxidative stress management [30], also showed elevated levels, hinting at its role in metabolic dysregulation often observed in CADASIL, a disease with known vascular and metabolic disturbances. Moreover, FGF-19 appeared to be positively associated with ischemic stroke [31], further emphasizing its relevance in cerebrovascular diseases. Conversely, PPY, also known as pancreatic polypeptide Y, serves as a hormone secreted by the pancreas, playing vital roles in appetite regulation and energy metabolism. ...

Reference:

A Search for New Biological Pathways in Cerebral Autosomal Dominant Arteriopathy with Subcortical Infarcts and Leukoencephalopathy by Proteomic Research
Causal Association of Cytokines and Growth Factors with Stroke and Its Subtypes: a Mendelian Randomization Study

Molecular Neurobiology

... For instance, the balance of tDCS studies in PD have shown a positive effect on various aspects of motor performance [9,67], but almost all of these studies also involved simple motor tasks. In addition, numerous studies have found that tDCS is efficacious for motor recovery after stroke [68], especially when combined with other rehabilitation methods [69]. Finally, the preponderance of studies conducted in MS has shown significant effects due to tDCS, with the strongest findings being observed in measurements involving cognitive and physical fatigue [70,71]. ...

Non-invasive brain stimulation effectively improves post-stroke sensory impairment: a systematic review and meta-analysis

Journal of Neural Transmission

... Reports have indicated that dopamine receptor agonists, acetylcholinesterase inhibitors (donepezil), and nootropics may be effective [37]. Rhythmic transcranial magnetic stimulation reduced apathy after stroke in a meta-analysis by Chen et al. [38]. ...

Effects of repetitive transcranial magnetic stimulation on sequelae in patients with chronic stroke: A systematic review and meta-analysis of randomized controlled trials
Frontiers in Neuroscience

Frontiers in Neuroscience

... Of course, our research cannot fully explain that rTMS is the best for treating post-stroke aphasia, because the efficacy evidence of our included studies is challenged by unexplained heterogeneity of many small-sample trials, and we suggest conducting large-scale clinical randomized controlled trials, collecting relevant individual patient data on baseline severity and brain network integrity, and conducting sufficiently powerful subgroup analyses [28]. The meta-analysis by Gengbin Chen and others shows that compared with unilateral stimulation of the affected side and bilateral stimulation of > 10 rTMS sessions, using a 10-session rTMS protocol for unaffected site stimulation produces significant improvement in the chronic phase [41]. This is consistent with the findings of our meta-analysis, which found that unaffected site stimulation with the rTMS protocol is more effective than affected site stimulation. ...

Effects of repetitive transcranial magnetic stimulation on upper-limb and finger function in stroke patients: A systematic review and meta-analysis of randomized controlled trials
Frontiers in Neurology

Frontiers in Neurology

... The EEG data were digitized and amplified at a 2,000 Hz sampling rate with a Geodesic EEG system 400 (Electrical Geodesics, Inc., Eugene, OR, USA). An online bandpass filter (0.1-100 Hz) was applied and the impedance for the whole net was kept below 10 k throughout data collection (Cai et al., 2021). The 12 min EEG recording with eyes closed was exported after data collection for further analysis. ...

The Corticospinal Excitability Can Be Predicted by Spontaneous Electroencephalography Oscillations
Frontiers in Neuroscience

Frontiers in Neuroscience

... Previous studies have reported changes in SICI related to response inhibition, with greater GABAergic activity in M1 related to better inhibitory control suggesting that inhibitory circuits in the motor cortex are involved in stopping (Chowdhury et al. 2018(Chowdhury et al. , 2019aHe et al. 2019;Tran et al. 2020;Ding et al. 2021). However, different from those studies, we found no significant modulation of SICI in either automatic or regulated behaviors. ...

Short intracortical facilitation associates with motor-inhibitory control
  • Citing Article
  • March 2021

Behavioural Brain Research

... Medical applications, particularly in neurorehabilitation [5,6], still remain a predominant use of active brain-computer interfaces (BCIs) as they can improve the quality of life for patients suffering from amputations or paralysis due to neuronal damage, such as stroke [7,8]. Typical interventions range from upper limb rehabilitation [9] to gait enhancement [10], communication support [11], and interactive engagement [12] via the modulation of sensorimotor rhythms to aid motor function restoration and drive neuroplasticity [13]. ...

Influence of iTBS on the Acute Neuroplastic Change After BCI Training

Frontiers in Cellular Neuroscience