1
|
Hu M, Cheng HJ, Ji F, Chong JSX, Lu Z, Huang W, Ang KK, Phua KS, Chuang KH, Jiang X, Chew E, Guan C, Zhou JH. Brain Functional Changes in Stroke Following Rehabilitation Using Brain-Computer Interface-Assisted Motor Imagery With and Without tDCS: A Pilot Study. Front Hum Neurosci 2021; 15:692304. [PMID: 34335210 PMCID: PMC8322606 DOI: 10.3389/fnhum.2021.692304] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 06/24/2021] [Indexed: 11/13/2022] Open
Abstract
Brain-computer interface-assisted motor imagery (MI-BCI) or transcranial direct current stimulation (tDCS) has been proven effective in post-stroke motor function enhancement, yet whether the combination of MI-BCI and tDCS may further benefit the rehabilitation of motor functions remains unknown. This study investigated brain functional activity and connectivity changes after a 2 week MI-BCI and tDCS combined intervention in 19 chronic subcortical stroke patients. Patients were randomized into MI-BCI with tDCS group and MI-BCI only group who underwent 10 sessions of 20 min real or sham tDCS followed by 1 h MI-BCI training with robotic feedback. We derived amplitude of low-frequency fluctuation (ALFF), regional homogeneity (ReHo), and functional connectivity (FC) from resting-state functional magnetic resonance imaging (fMRI) data pre- and post-intervention. At baseline, stroke patients had lower ALFF in the ipsilesional somatomotor network (SMN), lower ReHo in the contralesional insula, and higher ALFF/Reho in the bilateral posterior default mode network (DMN) compared to age-matched healthy controls. After the intervention, the MI-BCI only group showed increased ALFF in contralesional SMN and decreased ALFF/Reho in the posterior DMN. In contrast, no post-intervention changes were detected in the MI-BCI + tDCS group. Furthermore, higher increases in ALFF/ReHo/FC measures were related to better motor function recovery (measured by the Fugl-Meyer Assessment scores) in the MI-BCI group while the opposite association was detected in the MI-BCI + tDCS group. Taken together, our findings suggest that brain functional re-normalization and network-specific compensation were found in the MI-BCI only group but not in the MI-BCI + tDCS group although both groups gained significant motor function improvement post-intervention with no group difference. MI-BCI and tDCS may exert differential or even opposing impact on brain functional reorganization during post-stroke motor rehabilitation; therefore, the integration of the two strategies requires further refinement to improve efficacy and effectiveness.
Collapse
Affiliation(s)
- Mengjiao Hu
- NTU Institute for Health Technologies, Interdisciplinary Graduate Programme, Nanyang Technological University, Singapore, Singapore.,Center for Sleep and Cognition, Center for Translational MR Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Hsiao-Ju Cheng
- Center for Sleep and Cognition, Center for Translational MR Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore, Singapore
| | - Fang Ji
- Center for Sleep and Cognition, Center for Translational MR Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Joanna Su Xian Chong
- Center for Sleep and Cognition, Center for Translational MR Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Zhongkang Lu
- Institute for Infocomm Research, Agency for Science Technology and Research, Singapore, Singapore
| | - Weimin Huang
- Institute for Infocomm Research, Agency for Science Technology and Research, Singapore, Singapore
| | - Kai Keng Ang
- Institute for Infocomm Research, Agency for Science Technology and Research, Singapore, Singapore.,School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore
| | - Kok Soon Phua
- Institute for Infocomm Research, Agency for Science Technology and Research, Singapore, Singapore
| | - Kai-Hsiang Chuang
- Singapore Bioimaging Consortium, Agency for Science Technology and Research, Singapore, Singapore.,Queensland Brain Institute and Centre for Advanced Imaging, The University of Queensland, Brisbane, QLD, Australia
| | - Xudong Jiang
- School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore, Singapore
| | - Effie Chew
- Division of Neurology, University Medicine Cluster, National University Health System, Singapore, Singapore
| | - Cuntai Guan
- School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore
| | - Juan Helen Zhou
- Center for Sleep and Cognition, Center for Translational MR Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore.,Integrative Sciences and Engineering Programme (ISEP), National University of Singapore, Singapore, Singapore
| |
Collapse
|
2
|
Sun W, Wu X, Zhang T, Lin F, Sun H, Li J. Narrowband Resting-State fNIRS Functional Connectivity in Autism Spectrum Disorder. Front Hum Neurosci 2021; 15:643410. [PMID: 34211379 PMCID: PMC8239150 DOI: 10.3389/fnhum.2021.643410] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 05/12/2021] [Indexed: 12/12/2022] Open
Abstract
Hemispheric asymmetry in the power spectrum of low-frequency spontaneous hemodynamic fluctuations has been previously observed in autism spectrum disorder (ASD). This observation may imply a specific narrow-frequency band in which individuals with ASD could show more significant alteration in resting-state functional connectivity (RSFC). To test this assumption, we evaluated narrowband RSFC at several frequencies for functional near-infrared spectroscopy signals recorded from the bilateral temporal lobes on 25 children with ASD and 22 typically developing (TD) children. In several narrow-frequency bands, we observed altered interhemispheric RSFC in ASD. However, in the band of 0.01–0.02 Hz, more mirrored channel pairs (or cortical sites) showed significantly weaker RSFC in the ASD group. Receiver operating characteristic analysis further demonstrated that RSFC in the narrowband of 0.01–0.02 Hz might have better differentiation ability between the ASD and TD groups. This may indicate that the narrowband RSFC could serve as a characteristic for the prediction of ASD.
Collapse
Affiliation(s)
- Weiting Sun
- South China Academy of Advanced Optoelectronics, South China Normal University, Guangzhou, China
| | - Xiaoyin Wu
- South China Academy of Advanced Optoelectronics, South China Normal University, Guangzhou, China
| | - Tingzhen Zhang
- South China Academy of Advanced Optoelectronics, South China Normal University, Guangzhou, China
| | - Fang Lin
- South China Academy of Advanced Optoelectronics, South China Normal University, Guangzhou, China
| | - Huiwen Sun
- South China Academy of Advanced Optoelectronics, South China Normal University, Guangzhou, China
| | - Jun Li
- South China Academy of Advanced Optoelectronics, South China Normal University, Guangzhou, China.,Key Lab for Behavioral Economic Science & Technology, South China Normal University, Guangzhou, China
| |
Collapse
|
3
|
Zou D, Wen F, Zeng H, Mai H, Yuan X, Wang L, Li Y, Liu L, Liu S, Liu G. Improving brain function of pediatric acute lymphoblastic leukemia patients after induction chemotherapy, a pilot self-contrast study by fractional amplitude of low-frequency fluctuation. J Clin Neurosci 2019; 66:149-155. [PMID: 31104963 DOI: 10.1016/j.jocn.2019.04.033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Revised: 04/12/2019] [Accepted: 04/28/2019] [Indexed: 10/26/2022]
Abstract
Our previous study revealed altered resting-stated brain function in children with acute lymphoblastic leukemia (ALL) on new-onset stage. To investigate the effects after induction chemotherapy, a pilot self-contrast study was conducted to compare the difference in resting-stated brain function between pre- and post-induction chemotherapy of ALL. Fractional amplitude of low-frequency fluctuation (fALFF) was employed for fMRI data analysis. Clinical and resting state functional magnetic resonance imaging (RS-fMRI) data of 14 new-onset pediatric ALL patients were collected before and after 3 months of induction chemotherapy. Fourteen age- and gender-matched healthy controls (HCs) were recruited for comparison. Before induction chemotherapy, fALFF values of ALL patients decreased globally, especially in the default mode network (DMN), left frontal lobe, left occipital lobe, and bilateral postcentral gyri as compared to HCs. After induction chemotherapy, fALFF values of ALL patients decreased significantly in the bilateral cuneus, left lingual and calcarine gyri, and left mid frontal gyrus. Paired-sample t-tests and self-contrast analysis showed fALFF increased in the left precuneus, bilateral cuneus, left occipital lobe, bilateral frontal gyri, and bilateral temporal lobes, whereas fALFF in the bilateral precuneus decreased in the ALL patients after induction, which suggests potential side-effects of the treatment. The alteration of fALFF values suggested that resting brain function was impaired before induction chemotherapy and mostly recovered after treatment. This study suggested that fALFF is a reliable and feasible tool in detecting spontaneous brain activity to monitor early neurocognitive impairments in pediatric ALL to better understand the underlying neurobiological mechanisms of chemotherapy on the brain.
Collapse
Affiliation(s)
- Dongfang Zou
- Department of Pediatrics, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong, China; Department of Neurology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China
| | - Feiqiu Wen
- Department of Hematology and Oncology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China.
| | - Hongwu Zeng
- Department of Radiology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China.
| | - Huirong Mai
- Department of Hematology and Oncology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China
| | - Xiuli Yuan
- Department of Hematology and Oncology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China
| | - Lihong Wang
- Department of Hematology and Oncology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China
| | - Yue Li
- Department of Hematology and Oncology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China
| | - Liwei Liu
- Department of Hematology and Oncology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China
| | - Sixi Liu
- Department of Hematology and Oncology, Shenzhen Children's Hospital, Shenzhen, Guangdong, China
| | - Guosheng Liu
- Department of Pediatrics, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong, China
| |
Collapse
|
4
|
Cheng H, Yu J, Xu L, Li J. Power spectrum of spontaneous cerebral homodynamic oscillation shows a distinct pattern in autism spectrum disorder. BIOMEDICAL OPTICS EXPRESS 2019; 10:1383-1392. [PMID: 30891353 PMCID: PMC6420268 DOI: 10.1364/boe.10.001383] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2018] [Revised: 01/10/2019] [Accepted: 02/11/2019] [Indexed: 05/09/2023]
Abstract
Spontaneous hemodynamic fluctuations recorded by functional near-infrared spectroscopy (fNIRS) from bilateral temporal lobes were analyzed on 25 children with autism spectrum disorder (ASD) and 22 typically developing (TD) children. By frequency domain analysis, a new characteristic was uncovered that the power spectrum of low frequency cerebral hemodynamic oscillation showed a distinct pattern in ASD. More specifically, at the frequency of 0.0200 Hz, the power of oxygenated hemoglobin was larger for TD than ASD, whereas in the band of 0.0267-0.0333 Hz, the power of deoxygenated hemoglobin was larger for ASD than TD. Using these new features and those identified previously together as feature variables for the support vector machine (SVM) classifier, accurate classification between ASD and TD was achieved with a sensitivity of 90.2%, specificity of 95.1% and accuracy of 92.7%.
Collapse
Affiliation(s)
- Huiyi Cheng
- Guangdong Provincial Key Laboratory of Optical Information Materials and Technology, National Center for International Research on Green Optoelectronics, MOE International Laboratory for Optical Information Technologies, South China Academy of Advanced Optoelectronics, South China Normal University, Guangzhou 510006, China
| | - Jie Yu
- School of Computer Engineering & Science, Shanghai University, Shanghai, 200072, China
| | - Lingyu Xu
- School of Computer Engineering & Science, Shanghai University, Shanghai, 200072, China
| | - Jun Li
- Guangdong Provincial Key Laboratory of Optical Information Materials and Technology, National Center for International Research on Green Optoelectronics, MOE International Laboratory for Optical Information Technologies, South China Academy of Advanced Optoelectronics, South China Normal University, Guangzhou 510006, China
- Key Lab for Behavioral Economic Science & Technology, South China Normal University, Guangzhou 510006, China
| |
Collapse
|
5
|
Wen T, Zhang X, Liang S, Li Z, Xing X, Liu W, Tao J. Electroacupuncture Ameliorates Cognitive Impairment and Spontaneous Low-Frequency Brain Activity in Rats with Ischemic Stroke. J Stroke Cerebrovasc Dis 2018; 27:2596-2605. [PMID: 30220306 DOI: 10.1016/j.jstrokecerebrovasdis.2018.05.021] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Revised: 05/07/2018] [Accepted: 05/19/2018] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND To evaluate whether electroacupuncture (EA) at Baihui (DU20) and Shenting (DU24) acupoints could improve cognitive function and enhance spontaneous low-frequency brain activity in rats with ischemic stroke. METHODS Total 36 rats were randomly divided into 3 groups-the sham surgery (Sham) group, the middle cerebral artery occlusion induced cognitive deficit (MICD) group, and the MICD with EA (MICD + EA) treatment group. The rats in MICD + EA group received EA treatment at DU20 and DU24 acupoints for 14 consecutive days after the surgery. The Morris water maze test was performed to assess the spatial learning and memory ability of the rats. Magnetic resonance imaging (MRI) was used to investigate the infarction volume and spontaneous low-frequency brain activity of each group. RESULTS After EA for 14 days, the learning and memory ability of the MICD rats was improved, and the brain infarction volume was reduced. Furthermore, basing on the fMRI amplitude of low-frequency fluctuation (ALFF) analysis, the decreased ALFF of the MICD rats was found in auditory cortex, cingulate gyrus, lateral nucleus group of dorsal thalamus, hippocampus, motor cortex, prelimbic cortex, retrosplenial cortex, and sensory cortex compared with the rats in sham group. However, these suppressive regions were notably attenuated after EA treatment. CONCLUSIONS Our results suggested that EA at DU20 and DU24 acupoints could ameliorate cognitive impairment in rats with ischemic stroke, and the protective effect of EA may attribute to reactivating the cognition-related brain regions, such as hippocampus, retrosplenial cortex, cingulate gyrus, prelimbic cortex, and sensory cortex.
Collapse
Affiliation(s)
- Tao Wen
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China; Rehabilitation Department, Hubei Province Hospital of Traditional Chinese Medicine, Wuhan, China; Hubei Province Academy of Traditional Chinese Medicine, Wuhan, China
| | - Xiufeng Zhang
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China; Rehabilitation Department, Taizhou Hospital of Traditional Chinese Medicine, Taizhou, China
| | - Shengxiang Liang
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China; College of Physical Science and Technology, Zhengzhou University, Zhengzhou, China
| | - Zuanfang Li
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fujian, China
| | - Xuemei Xing
- Rehabilitation Department, Taizhou Hospital of Traditional Chinese Medicine, Taizhou, China
| | - Weilin Liu
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China
| | - Jing Tao
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China.
| |
Collapse
|
6
|
Vij SG, Nomi JS, Dajani DR, Uddin LQ. Evolution of spatial and temporal features of functional brain networks across the lifespan. Neuroimage 2018; 173:498-508. [PMID: 29518568 PMCID: PMC6613816 DOI: 10.1016/j.neuroimage.2018.02.066] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Revised: 02/27/2018] [Accepted: 02/28/2018] [Indexed: 01/15/2023] Open
Abstract
Development and aging are associated with functional changes in the brain across the lifespan. These changes manifest in a variety of spatial and temporal features of resting state functional MRI (rs-fMRI) but have seldom been explored exhaustively. We present a comprehensive study assessing age-related changes in spatial and temporal features of blind-source separated components identified by independent vector analysis (IVA) in a cross-sectional lifespan sample (ages 6-85 years). We show that while large-scale network configurations remain consistent throughout the lifespan, changes persist in both local and global organization of these networks. We show that the spatial extent of the majority of functional networks exhibits linear decreases and both positive and negative quadratic trajectories across the lifespan. Network connectivity revealed nuanced patterns of linear and quadratic relationships with age, primarily in higher order cognitive networks. We also show divergent age-related patterns across the frequency spectrum in lower and higher frequencies. Taken together, these results point to the presence of sophisticated patterns of age-related changes that have previously not been considered collectively. We suggest that established patterns of lifespan changes in rs-fMRI features may be driven by changes in the spectral composition of BOLD signals.
Collapse
Affiliation(s)
- Shruti G Vij
- Department of Psychology, University of Miami, Coral Gables, FL 33124 USA.
| | - Jason S Nomi
- Department of Psychology, University of Miami, Coral Gables, FL 33124 USA
| | - Dina R Dajani
- Department of Psychology, University of Miami, Coral Gables, FL 33124 USA
| | - Lucina Q Uddin
- Department of Psychology, University of Miami, Coral Gables, FL 33124 USA; Neuroscience Program, University of Miami Miller School of Medicine, Miami, FL 33136, USA.
| |
Collapse
|