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Brain Tumor Detection and Segmentation Using RCNN 被引量:1
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作者 Maham Khan Syed Adnan Shah +3 位作者 Tenvir Ali Quratulain Aymen Khan Gyu Sang Choi 《Computers, Materials & Continua》 SCIE EI 2022年第6期5005-5020,共16页
Brain tumors are considered as most fatal cancers.To reduce the risk of death,early identification of the disease is required.One of the best available methods to evaluate brain tumors is Magnetic resonance Images(MRI... Brain tumors are considered as most fatal cancers.To reduce the risk of death,early identification of the disease is required.One of the best available methods to evaluate brain tumors is Magnetic resonance Images(MRI).Brain tumor detection and segmentation are tough as brain tumors may vary in size,shape,and location.That makes manual detection of brain tumors by exploring MRI a tedious job for radiologists and doctors’.So an automated brain tumor detection and segmentation is required.This work suggests a Region-based Convolution Neural Network(RCNN)approach for automated brain tumor identification and segmentation using MR images,which helps solve the difficulties of brain tumor identification efficiently and accurately.Our methodology is based on the accurate and efficient selection of tumorous areas.That reduces computational complexity and time.We have validated the designed experimental setup on a standard dataset,BraTS 2020.We used binary evaluation matrices based on Dice Similarity Coefficient(DSC)and Mean Average Precision(mAP).The segmentation results are compared with state-of-the-art methodologies to demonstrate the effectiveness of the proposed method.The suggested approach attained an averageDSC of 0.92 andmAP 0.92 for 10 patients,while on the whole dataset,the scores are DSC 0.89 and mAP 0.90.The following results clearly show the performance efficiency of the proposed methodology. 展开更多
关键词 brain tumor MRI PREPROCESSING image segmentation brain tumor localization MEDICAL ML RCNN BraTS 2020 LGG HGG
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Research on resting spontaneous brain activity and functional connectivity of acupuncture at uterine acupoints 被引量:1
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作者 YUAN Hang YU Xiaohua +4 位作者 LI Xiang QIN Sijun LIANG Guixiang BAI Tianyu WEI Benzheng 《Digital Chinese Medicine》 2022年第1期59-67,共9页
Objective The resting-state functional magnetic resonance imaging(rs-f MRI)method was used to observe brain activity and its functional connection upon electroacupuncture stimulation at bilateral uterine acupoints(EX-... Objective The resting-state functional magnetic resonance imaging(rs-f MRI)method was used to observe brain activity and its functional connection upon electroacupuncture stimulation at bilateral uterine acupoints(EX-CA1),as well as to investigate the mechanism of acupuncture in the treatment of gynecological diseases.Methods Twenty-two healthy female subjects were stimulated by electroacupuncture at bilateral uterine acupoints;rs-f MRI data of the brain were acquired and standardized.Degree centrality(DC),amplitude of low-frequency fluctuation(ALFF),and regional homogeneity(ReHo)were used to analyze local spontaneous brain activity via acupuncture.An independent component analysis was used to evaluate the functional connectivity of the resting brain networks after acupuncture.Results Analytical results showed that the neural activity intensity of the precuneus lobe,orbitofrontal cortex,lingual gyrus,amygdala,and posterior central gyrus decreased after acupuncture(voxel P<0.001,cluster P<0.05).Functional connectivity analysis revealed weakened auditory and right frontal-parietal networks(voxel P<0.001,cluster P<0.05),enhanced visual network(voxel P<0.001,cluster P<0.05),and synergistic auditory network and hypothalamic-pituitary system.Conclusion Significant differences in neural activity and functional connectivity in specific brain regions were observed after acupuncture intervention at uterine acupoints;the hypothalamic-pituitary system also showed various active states in different brain regions.It is speculated that the effective mechanism of acupuncture at uterine acupoints is related to the regulation of reproductive hormones,emotional changes,and somatic sensations.Therefore,the methods used in this study could clarify the neural mechanism of uterine-point acupuncture in the treatment of gynecological diseases and may serve as a reference for other studies pertaining to acupuncture. 展开更多
关键词 Uterine acupoints ACUPUNCTURE Functional magnetic resonance imaging Local spontaneous brain activity analysis Resting state Functional connectivity
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Expression of transforming growth factor-β in local bony callus in traumatic brain injury combined with extremity fracture in rats
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作者 张胜利 《外科研究与新技术》 2011年第2期115-115,共1页
Objective To investigate gene expression of transforming growth factor-β(TGF-β)in local bony callus in tracumatic brain in jury combined with extremity long bone fracture in rats.Methods Eighty male SD rats were ran... Objective To investigate gene expression of transforming growth factor-β(TGF-β)in local bony callus in tracumatic brain in jury combined with extremity long bone fracture in rats.Methods Eighty male SD rats were randomized into 2 even 展开更多
关键词 in local bony callus in traumatic brain injury combined with extremity fracture in rats Expression of transforming growth factor
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The use of localized proteomics to identify the drivers of Alzheimer's disease pathogenesis 被引量:2
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作者 Eleanor Drummond Thomas Wisniewski 《Neural Regeneration Research》 SCIE CAS CSCD 2017年第6期912-913,共2页
Alzheimer’s disease(AD)is broadly defined by dementia and the presence of specific neuropathological features in the brain(amyloid plaques,neurofibrillary tangles(NFTs)and congophilic amyloid angiopathy).Howeve... Alzheimer’s disease(AD)is broadly defined by dementia and the presence of specific neuropathological features in the brain(amyloid plaques,neurofibrillary tangles(NFTs)and congophilic amyloid angiopathy).However,the rate of disease progression,type of cognitive impairment,and extent of neuropathology vary widely in patients with AD(Murray et al.,2011). 展开更多
关键词 amyloid pathogenesis proteomics localized impairment plaques Murray targeted progression brains
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Electrophysiology as a tool to unravel the origin of pancreatic pain
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作者 Dina Lelic Sφren Schou Olesen +3 位作者 Carina Graversen Christina Brock Massimiliano Valeriani Asbjφrn Mohr Drewes 《World Journal of Gastrointestinal Pathophysiology》 CAS 2014年第1期33-39,共7页
Intense abdominal pain is the most common symptom in chronic pancreatitis, but the underlying mechanisms are not completely understood and pain management remains a significant clinical challenge.The focus of pain ori... Intense abdominal pain is the most common symptom in chronic pancreatitis, but the underlying mechanisms are not completely understood and pain management remains a significant clinical challenge.The focus of pain origin in chronic pancreatitis traditionally has been on the pancreatic gland, assuming pain to originate in the pancreas or its surrounding organs. However, research in the last decade points to abnormal central nervous system pain processing.For this reason, electroencephalography has been receiving increasing attention. In contrast to imaging methods such as functional magnetic resonance and positron emission tomography, electroencephalogram has excellent temporal resolution making it possible to investigate central processing of pain on a millisecond time scale. Moreover, continuously advancing methodology made it possible to explore brain sources responsible for generation of evoked potentialsand hence to study brain reorganization due to pain in chronic pancreatitis. The aim of this review is to give an overview of the current methods and findings in electroencephalography as a tool to unravel the origin of pancreatic pain. 展开更多
关键词 Chronic pancreatitis ELECTROPHYSIOLOGY Evoked potentials brain source localization Electroencephalography frequency analysis Visceral pain Chronic pain Pancreatic pain
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Dynamic alterations of amplitude of low-frequency fluctuations in patients with chronic neck pain
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作者 Jiabao Zhang Tao Xu +6 位作者 Linjia Wang Dan Chen Lisha Gong Huafu Chen Jiali Yu Ling Zhao Qing Gao 《Psychoradiology》 2021年第3期110-117,共8页
Background:The pathogenesis of neck pain in the brain,which is the fourth most common cause of disability,remains unclear.Furthermore,little is known about the characteristics of dynamic local functional brain activit... Background:The pathogenesis of neck pain in the brain,which is the fourth most common cause of disability,remains unclear.Furthermore,little is known about the characteristics of dynamic local functional brain activity in cervical pain.Objective:The present study aimed to investigate the changes of local brain activity caused by chronic neck pain and the factors leading to neck pain.Methods:Using the amplitude of low-frequency fluctuations(ALFF)method combined with sliding window approach,we compared local brain activity that was measured by the functional magnetic resonance imaging(fMRI)of 107 patients with chronic neck pain(CNP)with that of 57 healthy control participants.Five pathogenic factors were selected for correlation analysis.Results:The group comparison results of dynamic amplitude of low-frequency fluctuation(dALFF)variability showed that patients with CNP exhibited decreased dALFF variability in the left inferior temporal gyrus,the middle temporal gyrus,the angular gyrus,the inferior parietal marginal angular gyrus,and the middle occipital gyrus.The abnormal dALFF variability of the left inferior temporal gyrus was negatively correlated with the average daily working hours of patients with neck pain.Conclusions:The findings indicated that the brain regions of patients with CNP responsible for audition,vision,memory,and emotion were subjected to temporal variability of abnormal regional brain activity.Moreover,the dALFF variability in the left inferior temporal gyrus might be a risk factor for neck pain.This study revealed the brain dysfunction of patients with CNP from the perspective of dynamic local brain activity,and highlighted the important role of dALFF variability in understanding the neural mechanism of CNP. 展开更多
关键词 chronic neck pain resting-state functional magnetic resonance imaging local brain activity dynamic amplitude of low-frequency fluctuations dynamic variability
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