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Xu W. Harnessing the uninjured hemisphere for treatment of the stroke or brain-injured patient - evolution of the contralateral C7 transfer. J Hand Surg Eur Vol 2025; 50:796-806. [PMID: 39917853 DOI: 10.1177/17531934251314640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/27/2025]
Abstract
This article presents a comprehensive review of contralateral C7 (cC7) transfer surgery, tracing its evolution from treating brachial plexus injuries to its transfer to ipsilateral C7 transfer surgery in treating upper motor neurone injuries. The cC7 was initially postulated to restore function by replacing injured nerves at the peripheral level, but dynamic cortical reorganization has since been demonstrated post-surgery, which potentially allows harnessing of the cC7 procedure to expand the span of control of the uninjured hemisphere in conditions like hemiplegic stroke. By integrating principles of nerve regeneration and brain plasticity through phased rehabilitation programmes, published clinical results have demonstrated significant improvements in upper limb function, confirming the procedure's safety and efficacy, with donor site morbidity that is typically mild and transient. The cC7 procedure may play a major role in the future of restoring upper limb function in patients who have suffered upper motor neurone lesions.
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Affiliation(s)
- Wendong Xu
- Department of Hand Surgery, Jing'an District Central Hospital, Branch of Huashan Hospital, the National Clinical Research Center for Aging and Medicine, Fudan University, Shanghai, China
- Institute of Brain Science, State Key Laboratory of Medical Neurobiology and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China
- National Clinical Key Specialty for Limb Function Reconstruction, Shanghai, China
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Jiang S, Yan Z, Wang X, Tang C, Wang X, Zhang H. Neuroendoscopy-Assisted Modified Anterior Approach for Contralateral Cervical 7 Nerve Transfer: A Cadaveric Study. J Craniofac Surg 2025:00001665-990000000-02744. [PMID: 40388667 DOI: 10.1097/scs.0000000000011412] [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: 03/07/2025] [Accepted: 03/20/2025] [Indexed: 05/21/2025] Open
Abstract
BACKGROUND This study aims to investigate a safer and more minimally invasive method for transferring the contralateral C7 nerve in the treatment of central spastic paralysis of the upper limb, while also providing anatomic data to support this approach. METHODS Eight anatomic specimens from the head and neck were utilized: 4 dry specimens were used to measure anatomic data, whereas the other 4 fresh specimens were used to simulate the transposition of the contralateral C7 nerve for observing bilateral nerve anastomosis. Relevant anatomic landmarks and their surrounding relationships were examined using a neuroendoscope, and anatomic data were subsequently measured and analyzed. RESULTS The modified anterior vertebral approach, assisted by a neuroendoscope, can expose both the affected and contralateral C7 nerve roots, vertebral arteries, and the middle trunk of the brachial plexus on the contralateral side. It can also facilitate the completion of bilateral C7 nerve transfer within the affected side's longus colli muscle tunnel, with tension-free suturing achieved without the need for nerve bridging. Measurement results from dry specimens: The angle between the C7 nerve and the spine was 63.6±3.8 degrees, the horizontal distance from the vertebral artery to the midline of the spine was 2.44±0.54 cm, and the horizontal distance from the C7 horizontal vertebral artery to the midline of the spine, as measured by imaging, was 2.46±0.14 cm. The difference between the 2 measurements was not statistically significant (P>0.05). The measured nerve displacement in fresh specimens was 4.62±0.37 cm, and the length of the C7 nerve was 7.87±0.55 cm. CONCLUSION The experiments confirmed that the neuroendoscopy-assisted modified anterior vertebral approach is a simple, effective, and safe method for contralateral C7 nerve transfer. This approach involves a short nerve transfer distance and does not necessitate nerve transplantation. It may serve as a safe and effective surgical method for treating central upper limb spastic paralysis. The anatomic parameters obtained in this study will aid in the implementation of this procedure.
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Affiliation(s)
- Sen Jiang
- The Yangzhou School of Clinical Medicine of Dalian Medical University
| | - Zhengcun Yan
- Northern Jiangsu People'Hospital
- Department of Neurosurgery, Northern Jiangsu People'Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Xiaodong Wang
- Northern Jiangsu People'Hospital
- Department of Neurosurgery, Northern Jiangsu People'Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Can Tang
- Northern Jiangsu People'Hospital
- Department of Neurosurgery, Northern Jiangsu People'Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Xingdong Wang
- Northern Jiangsu People'Hospital
- Department of Neurosurgery, Northern Jiangsu People'Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Hengzhu Zhang
- The Yangzhou School of Clinical Medicine of Dalian Medical University
- Northern Jiangsu People'Hospital
- Department of Neurosurgery, Northern Jiangsu People'Hospital Affiliated to Yangzhou University, Yangzhou, China
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Yan Z, Luo W, Liu H, Wang X, Wei M, Wang X, Wang Y, Gu J, Zhang H. Anatomical Study of Cross-Transfer of the Contralateral C7 Nerve Through the Posterior Epidural Pathway of the Cervical Spine for the Treatment of Spastic Paralysis of the Upper Limbs. World Neurosurg 2024; 181:e29-e34. [PMID: 36894004 DOI: 10.1016/j.wneu.2023.02.100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 02/18/2023] [Accepted: 02/20/2023] [Indexed: 03/09/2023]
Abstract
BACKGROUND This study explored the safety and feasibility of surgical treatment of spastic paralysis of the central upper extremity by contralateral cervical 7 nerve transfer via the posterior epidural pathway of the cervical spine. METHODS Five fresh head and neck anatomical specimens were employed to simulate contralateral cervical 7 nerve transfer through the posterior epidural pathway of the cervical spine. The relevant anatomical landmarks and surrounding anatomical relationships were observed under a microscope, and the relevant anatomical data were measured and analysed. RESULTS The posterior cervical incision revealed the cervical 6 and 7 laminae, and lateral exploration revealed the cervical 7 nerve. The length of the cervical 7 nerve outside the intervertebral foramen was measured to be 6.4 ± 0.5 cm. The cervical 6 and cervical 7 laminae were opened with a milling cutter. The cervical 7 nerve was extracted from the inner mouth of the intervertebral foramen, and its length was 7.8 ± 0.3 cm. The shortest distance of the cervical 7 nerve transfer via the posterior epidural pathway of the cervical spine was 3.3 ± 0.3 cm. CONCLUSIONS Cross-transfer surgery of the contralateral cervical 7 nerve via the posterior epidural pathway of the cervical spine can effectively avoid the risk of nerve and blood vessel damage in anterior cervical nerve 7 transfer surgery; the nerve transfer distance is short, and nerve transplantation is not required. This approach may become a safe and effective procedure for the treatment of central upper limb spastic paralysis.
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Affiliation(s)
- Zhengcun Yan
- Department of Neurosurgery, Medical College of Yangzhou University, Yangzhou, China
| | - Wenmiao Luo
- Department of Neurosurgery, Medical College of Yangzhou University, Yangzhou, China
| | - Hongjun Liu
- Department of Hand Surgery, Medical College of Yangzhou University, Yangzhou, China
| | - Xiaodong Wang
- Department of Neurosurgery, Medical College of Yangzhou University, Yangzhou, China
| | - Min Wei
- Department of Neurosurgery, Medical College of Yangzhou University, Yangzhou, China
| | - Xingdong Wang
- Department of Neurosurgery, Medical College of Yangzhou University, Yangzhou, China
| | - Yongxiang Wang
- Department of Spinal Surgery, Medical College of Yangzhou University, Yangzhou, China
| | - Jiaxiang Gu
- Department of Hand Surgery, Medical College of Yangzhou University, Yangzhou, China
| | - Hengzhu Zhang
- Department of Neurosurgery, Medical College of Yangzhou University, Yangzhou, China.
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Huo BB, Zheng MX, Hua XY, Wu JJ, Xing XX, Ma J, Fang M, Xu JG. Effect of aging on the cerebral metabolic mechanism of electroacupuncture treatment in rats with traumatic brain injury. Front Neurosci 2023; 17:1081515. [PMID: 37113153 PMCID: PMC10128857 DOI: 10.3389/fnins.2023.1081515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 03/20/2023] [Indexed: 04/29/2023] Open
Abstract
Objective Aging has great influence on the clinical treatment effect of cerebrovascular diseases, and evidence suggests that the effect may be associated with age-related brain plasticity. Electroacupuncture is an effective alternative treatment for traumatic brain injury (TBI). In the present study, we aimed to explore the effect of aging on the cerebral metabolic mechanism of electroacupuncture to provide new evidence for developing age-specific rehabilitation strategies. Methods Both aged (18 months) and young (8 weeks) rats with TBI were analyzed. Thirty-two aged rats were randomly divided into four groups: aged model, aged electroacupuncture, aged sham electroacupuncture, and aged control group. Similarly, 32 young rats were also divided into four groups: young model, young electroacupuncture, young sham electroacupuncture, and young control group. Electroacupuncture was applied to "Bai hui" (GV20) and "Qu chi" (LI11) for 8 weeks. CatWalk gait analysis was then performed at 3 days pre- and post-TBI, and at 1, 2, 4, and 8 weeks after intervention to observe motor function recovery. Positron emission computed tomography (PET/CT) was performed at 3 days pre- and post-TBI, and at 2, 4, and 8 weeks after intervention to detect cerebral metabolism. Results Gait analysis showed that electroacupuncture improved the forepaw mean intensity in aged rats after 8 weeks of intervention, but after 4 weeks of intervention in young rats. PET/CT revealed increased metabolism in the left (the injured ipsilateral hemisphere) sensorimotor brain areas of aged rats during the electroacupuncture intervention, and increased metabolism in the right (contralateral to injury hemisphere) sensorimotor brain areas of young rats. Results This study demonstrated that aged rats required a longer electroacupuncture intervention duration to improve motor function than that of young rats. The influence of aging on the cerebral metabolism of electroacupuncture treatment was mainly focused on a particular hemisphere.
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Affiliation(s)
- Bei-Bei Huo
- School of Rehabilitation Science, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Mou-Xiong Zheng
- Engineering Research Center of Traditional Chinese Medicine Intelligent Rehabilitation, Ministry of Education, Shanghai, China
- Department of Traumatology and Orthopedics, Yueyang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Xu-Yun Hua
- Engineering Research Center of Traditional Chinese Medicine Intelligent Rehabilitation, Ministry of Education, Shanghai, China
- Department of Traumatology and Orthopedics, Yueyang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jia-Jia Wu
- Department of Rehabilitation Medicine, Yueyang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Xiang-Xin Xing
- Department of Rehabilitation Medicine, Yueyang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jie Ma
- Department of Rehabilitation Medicine, Yueyang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Min Fang
- Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jian-Guang Xu
- School of Rehabilitation Science, Shanghai University of Traditional Chinese Medicine, Shanghai, China
- Engineering Research Center of Traditional Chinese Medicine Intelligent Rehabilitation, Ministry of Education, Shanghai, China
- *Correspondence: Jian-Guang Xu,
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Restoring After Central Nervous System Injuries: Neural Mechanisms and Translational Applications of Motor Recovery. Neurosci Bull 2022; 38:1569-1587. [DOI: 10.1007/s12264-022-00959-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 06/29/2022] [Indexed: 11/06/2022] Open
Abstract
AbstractCentral nervous system (CNS) injuries, including stroke, traumatic brain injury, and spinal cord injury, are leading causes of long-term disability. It is estimated that more than half of the survivors of severe unilateral injury are unable to use the denervated limb. Previous studies have focused on neuroprotective interventions in the affected hemisphere to limit brain lesions and neurorepair measures to promote recovery. However, the ability to increase plasticity in the injured brain is restricted and difficult to improve. Therefore, over several decades, researchers have been prompted to enhance the compensation by the unaffected hemisphere. Animal experiments have revealed that regrowth of ipsilateral descending fibers from the unaffected hemisphere to denervated motor neurons plays a significant role in the restoration of motor function. In addition, several clinical treatments have been designed to restore ipsilateral motor control, including brain stimulation, nerve transfer surgery, and brain–computer interface systems. Here, we comprehensively review the neural mechanisms as well as translational applications of ipsilateral motor control upon rehabilitation after CNS injuries.
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Xie H, Li X, Huang W, Yin J, Luo C, Li Z, Dou Z. Effects of robot-assisted task-oriented upper limb motor training on neuroplasticity in stroke patients with different degrees of motor dysfunction: A neuroimaging motor evaluation index. Front Neurosci 2022; 16:957972. [PMID: 36188465 PMCID: PMC9523102 DOI: 10.3389/fnins.2022.957972] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 08/30/2022] [Indexed: 11/13/2022] Open
Abstract
IntroductionAlthough robot-assisted task-oriented upper limb (UL) motor training had been shown to be effective for UL functional rehabilitation after stroke, it did not improve UL motor function more than conventional therapy. Due to the lack of evaluation of neurological indicators, it was difficult to confirm the robot treatment parameters and clinical efficacy in a timely manner. This study aimed to explore the changes in neuroplasticity induced by robot-assisted task-oriented UL motor training in different degrees of dysfunction patients and extract neurological evaluation indicators to provide the robot with additional parameter information.Materials and methodsA total of 33 adult patients with hemiplegic motor impairment after stroke were recruited as participants in this study, and a manual muscle test divided patients into muscle strength 0–1 level (severe group, n = 10), 2–3 level (moderate group, n = 14), and 4 or above level (mild group, n = 9). Tissue concentration of oxyhemoglobin and deoxyhemoglobin oscillations in the bilateral prefrontal cortex, dorsolateral prefrontal cortex (DLPFC), superior frontal cortex (SFC), premotor cortex, primary motor cortex (M1), primary somatosensory cortex (S1), and occipital cortex were measured by functional near-infrared spectroscopy (fNIRS) in resting and motor training state. The phase information of a 0.01 −0.08 Hz signal was identified by the wavelet transform method. The wavelet amplitude, lateralization index, and wavelet phase coherence (WPCO) were calculated to describe the frequency-specific cortical changes.ResultsCompared with the resting state, significant increased cortical activation was observed in ipsilesional SFC in the mild group and bilateral SFC in the moderate group during UL motor training. Patients in the mild group demonstrated significantly decreased lateralization of activation in motor training than resting state. Moreover, the WPCO value of motor training between contralesional DLPFC and ipsilesional SFC, bilateral SFC, contralesional, S1, and ipsilesional M1 showed a significant decrease compared with the resting state in the mild group.ConclusionRobot-assisted task-oriented UL motor training could modify the neuroplasticity of SFC and contribute to control movements and continuous learning motor regularity for patients. fNIRS could provide a variety of real-time sensitive neural evaluation indicators for the robot, which was beneficial to formulating more reasonable and effective personalized prescriptions during motor training.
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Affiliation(s)
- Hui Xie
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- Beijing Key Laboratory of Rehabilitation Technical Aids for Old-Age Disability, National Research Center for Rehabilitation Technical Aids, Beijing, China
- Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, School of Biological Science and Medical Engineering, Beihang University, Beijing, China
| | - Xin Li
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Wenhao Huang
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Jiahui Yin
- Beijing Key Laboratory of Rehabilitation Technical Aids for Old-Age Disability, National Research Center for Rehabilitation Technical Aids, Beijing, China
| | - Cailing Luo
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Zengyong Li
- Beijing Key Laboratory of Rehabilitation Technical Aids for Old-Age Disability, National Research Center for Rehabilitation Technical Aids, Beijing, China
- *Correspondence: Zengyong Li
| | - Zulin Dou
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- Zulin Dou
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Bai Y, Han S, Guan JY, Lin J, Zhao MG, Liang GB. Contralateral C7 nerve transfer in the treatment of upper-extremity paralysis: a review of anatomical basis, surgical approaches, and neurobiological mechanisms. Rev Neurosci 2022; 33:491-514. [PMID: 34979068 DOI: 10.1515/revneuro-2021-0122] [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: 09/09/2021] [Accepted: 11/27/2021] [Indexed: 11/15/2022]
Abstract
The previous three decades have witnessed a prosperity of contralateral C7 nerve (CC7) transfer in the treatment of upper-extremity paralysis induced by both brachial plexus avulsion injury and central hemiplegia. From the initial subcutaneous route to the pre-spinal route and the newly-established post-spinal route, this surgical operation underwent a series of innovations and refinements, with the aim of shortening the regeneration distance and even achieving direct neurorrhaphy. Apart from surgical efforts for better peripheral nerve regeneration, brain involvement in functional improvements after CC7 transfer also stimulated scientific interest. This review summarizes recent advances of CC7 transfer in the treatment of upper-extremity paralysis of both peripheral and central causes, which covers the neuroanatomical basis, the evolution of surgical approach, and central mechanisms. In addition, motor cortex stimulation is discussed as a viable rehabilitation treatment in boosting functional recovery after CC7 transfer. This knowledge will be beneficial towards improving clinical effects of CC7 transfer.
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Affiliation(s)
- Yang Bai
- Department of Neurosurgery, General Hospital of Northern Theater Command, No. 83 Wenhua Road, Shenhe District, Shenyang 110015, China
| | - Song Han
- Department of Neurosurgery, General Hospital of Northern Theater Command, No. 83 Wenhua Road, Shenhe District, Shenyang 110015, China
| | - Jing-Yu Guan
- Department of Neurosurgery, General Hospital of Northern Theater Command, No. 83 Wenhua Road, Shenhe District, Shenyang 110015, China
| | - Jun Lin
- Department of Neurosurgery, General Hospital of Northern Theater Command, No. 83 Wenhua Road, Shenhe District, Shenyang 110015, China
| | - Ming-Guang Zhao
- Department of Neurosurgery, General Hospital of Northern Theater Command, No. 83 Wenhua Road, Shenhe District, Shenyang 110015, China
| | - Guo-Biao Liang
- Department of Neurosurgery, General Hospital of Northern Theater Command, No. 83 Wenhua Road, Shenhe District, Shenyang 110015, China
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Contralateral Lumbar to Sacral Nerve Rerouting for Hemiplegic Patients After Stroke: A Clinical Pilot Study. World Neurosurg 2019; 121:12-18. [DOI: 10.1016/j.wneu.2018.09.118] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Revised: 09/13/2018] [Accepted: 09/15/2018] [Indexed: 11/18/2022]
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Xie K, Fox GE, Liu J, Lyu C, Lee JC, Kuang H, Jacobs S, Li M, Liu T, Song S, Tsien JZ. Brain Computation Is Organized via Power-of-Two-Based Permutation Logic. Front Syst Neurosci 2016; 10:95. [PMID: 27895562 PMCID: PMC5108790 DOI: 10.3389/fnsys.2016.00095] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Accepted: 11/07/2016] [Indexed: 11/17/2022] Open
Abstract
There is considerable scientific interest in understanding how cell assemblies—the long-presumed computational motif—are organized so that the brain can generate intelligent cognition and flexible behavior. The Theory of Connectivity proposes that the origin of intelligence is rooted in a power-of-two-based permutation logic (N = 2i–1), producing specific-to-general cell-assembly architecture capable of generating specific perceptions and memories, as well as generalized knowledge and flexible actions. We show that this power-of-two-based permutation logic is widely used in cortical and subcortical circuits across animal species and is conserved for the processing of a variety of cognitive modalities including appetitive, emotional and social information. However, modulatory neurons, such as dopaminergic (DA) neurons, use a simpler logic despite their distinct subtypes. Interestingly, this specific-to-general permutation logic remained largely intact although NMDA receptors—the synaptic switch for learning and memory—were deleted throughout adulthood, suggesting that the logic is developmentally pre-configured. Moreover, this computational logic is implemented in the cortex via combining a random-connectivity strategy in superficial layers 2/3 with nonrandom organizations in deep layers 5/6. This randomness of layers 2/3 cliques—which preferentially encode specific and low-combinatorial features and project inter-cortically—is ideal for maximizing cross-modality novel pattern-extraction, pattern-discrimination and pattern-categorization using sparse code, consequently explaining why it requires hippocampal offline-consolidation. In contrast, the nonrandomness in layers 5/6—which consists of few specific cliques but a higher portion of more general cliques projecting mostly to subcortical systems—is ideal for feedback-control of motivation, emotion, consciousness and behaviors. These observations suggest that the brain’s basic computational algorithm is indeed organized by the power-of-two-based permutation logic. This simple mathematical logic can account for brain computation across the entire evolutionary spectrum, ranging from the simplest neural networks to the most complex.
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Affiliation(s)
- Kun Xie
- Brain and Behavior Discovery Institute and Department of Neurology, Medical College of Georgia, Augusta UniversityAugusta, GA, USA; The Brain Decoding Center, Banna Biomedical Research Institute, Yunnan Academy of Science and TechnologyYunnan, China
| | - Grace E Fox
- Brain and Behavior Discovery Institute and Department of Neurology, Medical College of Georgia, Augusta University Augusta, GA, USA
| | - Jun Liu
- Brain and Behavior Discovery Institute and Department of Neurology, Medical College of Georgia, Augusta UniversityAugusta, GA, USA; The Brain Decoding Center, Banna Biomedical Research Institute, Yunnan Academy of Science and TechnologyYunnan, China
| | - Cheng Lyu
- Department of Computer Science and Brain Imaging Center, University of GeorgiaAthens, GA, USA; School of Automation, Northwestern Polytechnical UniversityXi'an, China
| | - Jason C Lee
- Brain and Behavior Discovery Institute and Department of Neurology, Medical College of Georgia, Augusta University Augusta, GA, USA
| | - Hui Kuang
- Brain and Behavior Discovery Institute and Department of Neurology, Medical College of Georgia, Augusta University Augusta, GA, USA
| | - Stephanie Jacobs
- Brain and Behavior Discovery Institute and Department of Neurology, Medical College of Georgia, Augusta University Augusta, GA, USA
| | - Meng Li
- Brain and Behavior Discovery Institute and Department of Neurology, Medical College of Georgia, Augusta UniversityAugusta, GA, USA; The Brain Decoding Center, Banna Biomedical Research Institute, Yunnan Academy of Science and TechnologyYunnan, China
| | - Tianming Liu
- Department of Computer Science and Brain Imaging Center, University of Georgia Athens, GA, USA
| | - Sen Song
- McGovern Institute for Brain Research and Center for Brain-Inspired Computing Research, Tsinghua University Beijing, China
| | - Joe Z Tsien
- Brain and Behavior Discovery Institute and Department of Neurology, Medical College of Georgia, Augusta UniversityAugusta, GA, USA; The Brain Decoding Center, Banna Biomedical Research Institute, Yunnan Academy of Science and TechnologyYunnan, China
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