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Effect assessment of Parkinson disease on default mode network of the brain with ICA and SCA methods in Resting State FMRI data 静息状态FMRI数据中ICA和SCA方法评估帕金森病对大脑默认模式网络的影响
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752056
M. Ghasemi, A. Mahloojifar, M. Zarei
Parkinson's disease (PD) is a progressive neurological disorder characterized by tremor, rigidity, and slowness of movements. Determining changes of spontaneous activity and connectivity of the brain is a critical step towards treatment of PD patients. Resting State functional Magnetic Resonance Imaging (RS-fMRI) is a non-invasive method that we use in this work to investigate changes of default mode network of the brain in PD. To this end, we apply two methods, Seed Correlation Analysis (SCA) and probabilistic independent Component Analysis (PICA). The results of advanced statistical group analysis on SCA values show that there is negative significant correlation between motor cortex and cerebellum in healthy, while this connection in PD is positive and not significant. This result implies the disturbance of equilibrium function of the brain in resting. Moreover, in both groups, there is significant positive correlation between areas located in basal ganglia. The results show that in healthy, there is not significant correlation between motor areas and basal ganglia, while in PD there are significant negative correlations between motor cortex and cerebellum with areas located in basal ganglia. The comparison of five ICs extracted by PICA showed lower DMN activation in basal ganglia. Finally, The result of our study show that the functional correlations between ROIs are more affected in PD than pattern maps of activity by PICA.
帕金森氏病(PD)是一种进行性神经系统疾病,以震颤、僵硬和运动缓慢为特征。确定大脑自发活动和连通性的变化是治疗PD患者的关键一步。静息状态功能磁共振成像(RS-fMRI)是研究PD患者大脑默认模式网络变化的一种非侵入性方法。为此,我们采用种子相关分析(SCA)和概率独立成分分析(PICA)两种方法。高级组间SCA值的统计分析结果显示,健康人的运动皮质与小脑呈显著负相关,而PD患者的运动皮质与小脑呈显著正相关。这一结果暗示了大脑在休息时平衡功能的紊乱。此外,在两组中,基底节区之间存在显著的正相关。结果显示,健康人的运动区与基底节区无显著相关,而PD患者的运动皮质与小脑与基底节区有显著负相关。PICA提取的5种ic的比较显示基底节区DMN的激活较低。最后,我们的研究结果表明,在PD中,roi之间的功能相关性比PICA的活动模式图更受影响。
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引用次数: 0
Effects of head geometry and coil position on field distribution under transcranial magnetic stimulation 经颅磁刺激下头部几何形状和线圈位置对磁场分布的影响
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752158
Salman Shahid, P. Wen, T. Ahfock, J. Leis
In this study the effects of a realistic head geometry and coil position on the spatial distribution of induced electric field, under TMS, have been investigated using statistical modalities such as RDM, MAG and CC. It has also been observed that the secondary electric field, caused by the asymmetry of the geometry, leads to a dramatic drop in E-field magnitude, deviation in field focality and accelerates its decay. The results show that the head geometry and coil position play a significant role in shaping the spatial distribution of induced electric field.
本研究利用RDM、MAG和CC等统计模型研究了实际头部几何形状和线圈位置对经颅磁刺激下感应电场空间分布的影响,并观察到由几何形状不对称引起的二次电场会导致电场大小急剧下降、场焦偏离并加速其衰减。结果表明,磁头几何形状和线圈位置对感应电场的空间分布有重要影响。
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引用次数: 2
Automatic detection of abnormalities in lung radiographs caused by planocellular lung cancer 肺平细胞肺癌x线片异常的自动检测
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752067
V. Zeljkovic, M. Bojic
We propose in this paper automatic algorithm for early planocellular lung cancer detection in lung X ray images. Considering the fact that lung cancer is one of the most lethal cancers and that it is usually diagnosed too late, the solution is to attempt early diagnosis at general practitioners level, using cheapest diagnostic tools, chest radiography. The proposed algorithm determines and segments the suspected area in lung X ray images. It consists of two steps: comparison between extracted planocellular lung cancer structure and the analyzed lung X ray image by calculating similarity coefficients and finding the maximum similarity coefficient which will indicate the suspected cancer affected area in the lung image. The obtained results are promising and confirm that the proposed algorithm should serve as the foundation for future research in this area.
本文提出了一种基于肺X线图像的早期扁平细胞肺癌自动检测算法。考虑到肺癌是最致命的癌症之一,而且通常诊断得太晚,解决办法是尝试在全科医生层面进行早期诊断,使用最便宜的诊断工具,胸部x线摄影。该算法对肺部X线图像中的可疑区域进行确定和分割。它包括两个步骤:将提取的平面细胞肺癌结构与分析的肺X线图像进行比较,计算相似系数,并找到最大的相似系数,该相似系数表示肺图像中疑似癌症的影响区域。得到的结果是有希望的,并证实了该算法可以作为该领域未来研究的基础。
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引用次数: 6
Knee laxity after unicompartmental joint replacement: A planar mathematical analysis 单腔关节置换术后膝关节松弛:平面数学分析
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752155
A. Imran
Passive knee laxity is an important clinical measure to assess function after joint replacement. Clinical observations suggest that the use of minimally invasive surgical techniques in knee arthroplasty may affect the surgeon's ability to orient and position the prosthetic components accurately. Further, recent studies suggest that malplaced prosthetic components in unicompartmental knee replacement (UKR) can affect the ligament forces and, hence, the knee laxity. In the present study, a sagittal plane mathematical model of the knee with unicompartmental replacement is used to analyze the passive antero-posterior (A-P) laxity during flexion using different force levels. Also, the effects of errors in component position are evaluated. The results show that for all force levels, the A-P laxity first increases from 0° to about 30° flexion, remains nearly constant for another 10° and then decreases somewhat linearly for higher flexion angles. Changes in the position of the femoral component by 1mm can affect the knee laxity by 2mm or more in some flexion positions. The analysis has clinical relevance and suggests that the UKR requires close attention to component placement.
被动膝关节松弛是评估关节置换术后功能的重要临床指标。临床观察表明,在膝关节置换术中使用微创手术技术可能会影响外科医生准确定位和定位假体部件的能力。此外,最近的研究表明,单室膝关节置换术(UKR)中假体部件错位会影响韧带受力,从而导致膝关节松弛。在本研究中,采用单腔置换术的膝关节矢状面数学模型来分析不同力水平下屈曲时的被动前后(a -p)松弛。同时,对元件位置误差的影响进行了分析。结果表明,在所有受力水平下,A-P松弛度首先从0°挠曲增加到30°左右,再增加10°,松弛度基本保持不变,然后随着挠曲角度的增加,松弛度呈线性下降。股骨假体位置改变1mm,在某些屈曲位置会影响膝关节松弛2mm或更多。该分析具有临床相关性,并提示UKR需要密切关注组件放置。
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引用次数: 3
Electrical analog model of arterial compliance during reactive hyperemia 反应性充血期间动脉顺应性的电模拟模型
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752062
Layli S. Goldoozian, E. Zahedi
Flow mediated dilation (FMD) measurement using ultrasound imaging (FMD-US) has been established as a standard method for assessing the endothelial function. Recently, a less skilled-operator demanding method has been proposed based on the photoplethysmogram (PPG) changes during reactive hyperemia. It was shown that the amplitude of the PPG pulse (FMD-PPG) changed in a quite similar manner to that of the artery diameter in the method of the FMD-US i.e. increases following releasing the cuff and then gradually returns to baseline. In this study PPG changes following reactive hyperaemia were modelled using time-varying passive electrical elements (R, L and C). The output of the electric analog model matched relatively well (fitness of 82.47%) the PPG-AC signal.
利用超声成像(FMD- us)测量血流介导扩张(FMD)已被确立为评估内皮功能的标准方法。最近,根据反应性充血时的光容积描记图(PPG)变化,提出了一种操作技术要求较低的方法。结果表明,在FMD-US方法中,PPG脉冲(FMD-PPG)的振幅变化与动脉直径变化的方式非常相似,即释放袖带后增加,然后逐渐恢复到基线。本研究采用时变无源电元件(R、L和C)模拟反应性充血后PPG的变化。电模拟模型输出与PPG- ac信号匹配较好(适应度为82.47%)。
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引用次数: 4
Evaluation of effect cardiac resynchronization therapy 心脏再同步化治疗效果评价
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752120
J. Pindor, M. Penhaker, J. Cernohorský, D. Korpas, V. Vancura
Today, the many instruments for various signal processing are important component of medical practice. This study proposes the application, which can be useful in determination of ECG changes of patients with cardiac resynchronization therapy. The application, created in MATLAB, is based on algorithms, which are derived from mathematical functions and wavelet transform. We test the application on patients' data of cardiology clinic of hospital IKEM in Prague and we made great experimental results.
今天,许多用于各种信号处理的仪器是医疗实践的重要组成部分。本研究提出的应用,可用于确定心脏再同步化治疗患者的心电图变化。该应用程序是在MATLAB中创建的,基于数学函数和小波变换导出的算法。我们对布拉格IKEM医院心内科门诊的患者数据进行了测试,取得了很好的实验效果。
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引用次数: 1
A novel approach for wave segments in ECG by wavelet analysis 基于小波分析的心电波段分析新方法
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752072
N. Sundararajan, S. Farook, N. Vasudha
A wavelet transform based ECG analysis for precise location of P wave, QRS complex and T wave is presented. Detection of such waves in an ECG is difficult due to the time varying morphology of the signal in addition to the presence of various noise factors. The results of reliable location of P, QRS and T wave of a hypertensive ECG using continuous Wavelet transformation (CWT) which is more appropriate and accurate measure of the ECG pattern is presented and the salient features are discussed.
提出了一种基于小波变换的心电分析方法,对P波、QRS复波和T波进行精确定位。由于信号的时变形态以及各种噪声因素的存在,在ECG中检测这种波是困难的。本文介绍了用连续小波变换(CWT)对高血压心电图的P波、QRS波和T波进行可靠定位的结果,并对其显著特征进行了讨论。
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引用次数: 2
Motion-tolerant pulse oximetry based on the wavelet transformation and adaptive peak filtering 基于小波变换和自适应峰值滤波的运动容忍脉搏血氧测量
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752131
S. Andruschenko, U. Timm, J. Kraitl, Elfed Lewis, Hartmut Ewald
A novel motion-tolerant algorithm for continuous real-time monitoring of blood constituents by means of pulse oximetry is introduced. Motion artifacts frequently lead to false interpretations of the measured signal or can cause a failure of the signal detection. Therefore these disturbances are required to be recognized and suppressed while the useful signal should remain possibly unaffected. The technique is based on the continuous wavelet analysis combined with optional adaptive peak filtering to optimally estimate the physiological parameters. Presented algorithm appears to be a sensitive nonlinear method of processing the pulsative arrhythmic patterns in frequency domain. Reconstruction of the motion-corrupted PPG-waveform could allow an elicitation of the individual clinical parameters which yield additional data about the human health status. The method is not limited to non-invasive oximetry only and can be utilized in other medical fields of patient monitoring.
介绍了一种基于脉搏血氧仪连续实时监测血液成分的运动容忍算法。运动伪影经常导致对测量信号的错误解释或导致信号检测失败。因此,这些干扰需要被识别和抑制,而有用的信号应该保持可能不受影响。该方法基于连续小波分析,结合可选的自适应峰值滤波,对生理参数进行最优估计。该算法是一种在频域处理脉动型心律失常的灵敏非线性方法。运动破坏的ppg波形的重建可以使个体临床参数的启发,从而产生关于人类健康状况的额外数据。该方法不仅限于无创血氧测量,还可用于其他医学领域的患者监测。
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引用次数: 1
Exploring protein functions correlation based on overlapping proteins and cluster interactions 基于重叠蛋白和聚类相互作用的蛋白功能相关性研究
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752112
K. Ahmed, Nahed H. Soloma, Y. Kadah
Usually, the relations between the protein functions do not be considered in protein function/interaction prediction. In this paper, we propose a strategy for determining the relation between the protein functions. The technique is based on the overlapping number of proteins and interactions over protein clusters to determine the correlation between the sub-function categories as well as improve the protein function prediction process. The proposed method was applied to yeast proteome and the results revealed great improvement in increasing the degree of certainty and accuracy for protein function prediction.
在蛋白质功能/相互作用预测中,通常不考虑蛋白质功能之间的关系。在本文中,我们提出了一种确定蛋白质功能之间关系的策略。该技术基于蛋白质的重叠数量和蛋白质簇之间的相互作用来确定子功能类别之间的相关性,从而改进蛋白质功能的预测过程。将该方法应用于酵母蛋白质组,结果表明该方法在提高蛋白质功能预测的确定性和准确性方面有很大的提高。
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引用次数: 3
Mammogram image retrieval via sparse representation 基于稀疏表示的乳房x光图像检索
Pub Date : 2011-04-19 DOI: 10.1109/MECBME.2011.5752065
F. Siyahjani, A. Ghaffari, E. Fatemizadeh
In recent years there has been a great effort to enhance the computer-aided diagnosis systems, since proven similar pathologies, in the past, plays an important role in diagnosis of the current cases, content based medical image retrieval has been emerged. In this work we have designed a decision making machine in which utilizes sparse representation technique to preserve semantic category relevance among the retrieved images and the query image, this machine comprises optimized wavelets (adapted using lifting scheme) to extract appropriate visual features in order to grasp visual content of the images, afterwards by using some classical methods, Raw data vectors become applicable for sparse representation. We implemented our algorithm on the DDSM database which consists of 2500 studies and their annotations provided by specialists.
近年来,计算机辅助诊断系统得到了很大的发展,由于以往已证实的类似病理在当前病例的诊断中起着重要的作用,基于内容的医学图像检索应运而生。在本文中,我们设计了一个决策机,该决策机利用稀疏表示技术来保持检索图像与查询图像之间的语义类别相关性,该决策机采用优化的小波(采用提升方案)来提取适当的视觉特征,以掌握图像的视觉内容,然后通过一些经典方法使原始数据向量适用于稀疏表示。我们在DDSM数据库上实现了我们的算法,该数据库由2500项研究和专家提供的注释组成。
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引用次数: 2
期刊
2011 1st Middle East Conference on Biomedical Engineering
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