Graph based MRI brain scan classification and correlation discovery

机译：基于图的MRI脑扫描分类和相关发现

获取原文

页面导航

摘要
著录项
相似文献
相关主题

摘要

The shape of the human brain is correlated with many life events and psychological conditions. In this paper, we use a graph-based approach to represent the shape of the brain, including the shape of the ventricular system and shape relative to the skull. This graph representation is applied to classification of individuals based on level of cognitive impairment due to Alzheimer's Disease, level of education, and gender. The portions of the graph which are important to each distinction are found and visualized as an overlay on structural magnetic resonance images (MRI). We find that whole-brain analysis in this manner allows automatic classification of images based on gender if the whole brain is included, but not strictly based on the ventricular system. Alzheimer's Disease is found to strongly affect ventricle shape. Education is found to correlate with the shape of the medial longitudinal fissure and the Sylvian fissure, which may be due to increases in overall brain mass due to education. Gender is predicted primarily by information in the MRI regarding facial structure and head shape. Finally, age is found to be easier to classify than any of the above distinctions. The classifier is found to have 90.9% accuracy differentiating scans of individuals 40 and younger from those of individuals 60 or older.

机译：人脑的形状与许多生命事件和心理条件相关。在本文中，我们使用基于图形的方法来表示大脑的形状，包括室内系统的形状和相对于颅骨的形状。该图表表示应用于基于阿尔茨海默病，教育水平和性别的认知障碍水平的个人分类。在结构磁共振图像（MRI）上，找到并可视化对每个区别重要的图表的部分。我们发现以这种方式的全脑分析允许基于整个大脑的性别自动分类图像，但是如果包括整个大脑，但不严格基于心室系统。发现阿尔茨海默病强烈影响心室形状。发现教育与中介纵向裂缝和西尔维亚裂缝的形状相关，这可能是由于教育引起的整体脑质量增加。主要通过关于面部结构和头部形状的MRI中的信息来预测性别。最后，发现年龄比以上任何一个更容易分类。发现分类器具有90.9％的准确度，将个人40和年轻人的扫描与60或以上的人的扫描区分开来。

著录项

来源
《IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology》|2012年||共8页
会议地点
作者
Long S. Seth; Holder Lawrence B.;
展开▼
作者单位

展开▼
会议组织
原文格式 PDF
正文语种
中图分类 TP18-53;
关键词

相似文献

外文文献
中文文献
专利

1. Blind source separation of functional MRI scans of the human brain based on canonical correlation analysis [J] . Wu Xingjie, Zeng Ling-Li, Shen Hui, Neurocomputing . 2017,第deca20期

机译：基于规范相关分析的人脑功能MRI扫描盲源分离
2. SVM classification of brain images from MRI scans using morphological transformation and GLCM texture features [J] . R. Usha, K. Perumal International journal of computational systems engineering . 2019,第1期

机译：使用形态转换和GLCM纹理特征从MRI扫描中对脑图像进行SVM分类
3. SVM classification of brain images from MRI scans using morphological transformation and GLCM texture features [J] . R. Usha, K. Perumal International journal of computational systems engineering . 2019,第1期

机译：使用形态转化和GLCM纹理特征，MRI扫描的脑图像SVM分类
4. Graph based MRI brain scan classification and correlation discovery [C] . Long S. Seth, Holder Lawrence B. Computational Intelligence in Bioinformatics and Computational Biology (CIBCB), 2012 IEEE Symposium on . 2012

机译：基于图的MRI脑扫描分类和相关发现
5. Novel Image-Derived Component Discovery Method for Graph-Based Functional Connectivity Features from Resting-State Brain Networks [D] . Moradi, Mahdi. 2020

机译：休息状态大脑网络的基于图形功能连接功能的新型图像派生组件发现方法
6. An Automated and Intelligent Medical Decision Support System for Brain MRI Scans Classification [O] . Muhammad Faisal Siddiqui, Ahmed Wasif Reza, Jeevan Kanesan -1

机译：用于脑部MRI扫描分类的自动化智能医疗决策支持系统
7. Poster Session 1The imaging examination and quality assessmentP185Why did the normal values of the left and right atrial volumes increase in the recent chamber quantification guidelines update?P186Atrial electromechanical delay, Left Atrial mechanical functions and longitudinal left ventricular strain in pre-diabetic patientsP187A web-based platform for e-training in echocardiographyP188Righ atrial size as a marker of success in electrical cardioversion in patients with persistent atrial fibrillationP189Echocardiographic assessment of left atrial dimensions and function in a healthy populationP190Impact of carotid artery revascularization on the cognitive and functional outcome and cerebral flow on TCD and brain MRI in patients with symptomatic carotid artery stenosis: a preliminary reportP191Aortic elasticity is impaired in hypereosinophilic syndromeP192Disturbed intracardiac flow transit prognosticates early decompensation in dilated cardiomyopathyP193Ultrasound guided treatment in acute heart failureP194Determinants of impaired global longitudinal function in middle-aged subjects free of cardiovascular diseaseP195Left ventricular remodeling in asymptomatic heart failure: classification and prognostic evaluationP196Restricted displacement of lateral right ventricular wall: a physiopathological explanation of geometrical and functional cardiac changes after cardiac surgeryP197A novel method to image intracardiac flow stagnation for the risk stratification for thrombosisP198Magnetic resonance imaging of anomalous origin of the left coronary artery from the pulmonary artery in children older than 4 monthsP199Coronary flow reserve is improved by LDL apheresis in patients with familial hypercholesterolemia and chronic ischemic heart diseaseP200 High velocities in the proximal part of the coronary arteries during routine echocardiography can predict nearest prognosisP201Recovery potential of the right ventricular function in the setting of a first STEMI treated by primary PCI: an echocardiographic studyP202Severe aortic stenosis patients with preserved ejection fraction according to flow and gradient classification: prevalence and outcomesP203Is basal left ventricular ejection time able to predict the severity of aortic stenosis in patients with depressed ejection fraction?P204Acceleration time in aortic stenosis: a new echocardiographic diagnostic parameterP205Application of novel Doppler indices of stenosis severity in the assessment of rheumatic mitral stenosis beyond conventional valve area and transvalvular gradientsP206Comparison of conventional echo score in patients with symptomatic rheumatic mitral stenosis: transesophageal echocardiography versus transthoracic echocardiographyP207Speckle-tracking echocardiography in evaluation early left ventricular systolic dysfunction in asymptomatic aortic regurgitation patients with good left ventricular ejection fractionP208Expansible aortic ring annuloplasty: mid-term results of aortic valve repairP209Papillary muscle dysfunction: insights into mitral valve prolapse using speckle tracking imaging [O] . K. Kebed, TAMER Moustafa, R. Conte, 2016

机译：海报课程1，成像检查和质量评估P185为什么左右心房量的正常值增加了近期的腔室量化指南更新？P186地机电延迟，左心房机械功能和纵向左心室菌株在糖尿病患者P187A基于Web的平台中的纵向左心室菌株对于Echocastography7188Righ的心房培训，作为持续性心房纤维纤维症患者的电气心源的成功标记，其对左心房尺寸的持续性尺寸和功能在颈动脉血管内的健康人口血管血管内的功能术语中的认知和功能结果和脑血流量患有症状颈动脉狭窄患者的MRI：初步报告P1191aoric弹性在过稳态综合症中受损，患者综合症192disturbed肠道流动分线预测促进了扩张心肌病的早期失代偿可爱的心脏衰竭，194.在中老年对象中的全球纵向功能受损的19545术中无症状心脏衰竭，无症状心力衰竭的血管疾病：分类和预后评价P1196命令左右心室壁的移位：心脏外科P197A新方法后几何功能心脏变化的物理病理学解释图像内血栓血栓血栓血液中动脉血栓动脉血栓动脉血栓动脉血栓动脉的风险分层的图像流动滞销通过家族高胆固醇血症和慢性缺血性心脏病患者的LDL洗手组改善了4个月P199Coronary流量储备的肺动脉。常规超声心动图中冠状动脉的近端部分可以预测右心室功能的最接近的预后PP201潜在潜力在由PRIMA处理的第一个Stemi的设置中RY PCI：超声心动图STOPYP202SEVERE主动脉狭窄患者根据流量和梯度分类，患有射血分数：患病率和脱水203起基础左心室喷射时间能够预测抑制射血分数患者主动脉狭窄的严重程度？P204Acceleration时间在主动脉狭窄中：a新的超声心动图诊断参数PaplationP205新型多普勒依据的狭窄程度依据在常规阀面积中的常规阀面积和Transvalulare agentsp206与常规回声评分中的令人满意的脑筋膜狭窄患者：经细胞激素超声心动图与rstansophorace超声心动图207截止到超声心动图评价早期左心室无症状主动脉射出术患者的收缩功能障碍患者良好的左心室喷射术术术228亮型主动脉环瓣膜成形术：主动脉瓣修理的中期结果9papillary肌肉功能障碍：使用散斑跟踪成像渗透二尖瓣脱垂
8. Investigation of the Correlation Between Neurocognitive Function with Advanced Magnetic Resonance Imaging (MRI), Electroencephalography (EEG) in Patients with Traumatic Brain Injury Exposure: Neurocognitive function and advanced MRI and EEG. [R] . A. Ptito B. Cheung J. Chen N. Gosselin S. Huntgeburth 2011

机译：神经认知功能与先进磁共振成像（mRI），脑电图（EEG）在创伤性脑损伤患者中的相关性研究：神经认知功能和先进的mRI和脑电图。

Graph based MRI brain scan classification and correlation discovery

摘要

著录项

相似文献

相关主题

期刊订阅