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2013 IEEE International Conference on Medical Imaging Physics and Engineering最新文献

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Compare the design of divisional target plan and single target plan for massive liver cancer 块状肝癌分区治疗方案与单一治疗方案设计的比较
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864564
Li Yu, Hui-jun Xu, Su-jing Zhang
To improve the coverage of irradiation on tumor and resolve the problem of dose shortage at the edge of tumor beside sensitive organs, we will discuss about designing divisional target plans for massive liver cancer. On the stage of designing treatment plans, we divide the Planning Target Volume (PTV) into three sub-targets: PTV1, PTV2 and PTV3. PTV1 and PTV3 are the regions for designing treatment plans, and PTV2 is the spacer region between PTV1 and PTV3. We select two cases of massive liver cancer, adopt the same prescribed dose and dose threshold of sensitive organs, and then design plans for a single target and divisional targets respectively. We will compare and evaluate the results of these two methods. For case 1, the tumor coverage rates of a single target plan and divisional target plan were 66.51% and 99.00%, respectively. For case 2, the tumor coverage rates of a single target plan and divisional target plan were 56.85% and 92%. Through divisional target plans, the tumor coverage of case 1 and 2 improves 32.49% and 35.15%, respectively. So the design of divisional target plan greatly improves the coverage rate of irradiation on tumor, but prolongs the time of treatment.
为了提高肿瘤照射的覆盖范围,解决肿瘤边缘敏感器官旁剂量不足的问题,我们将探讨设计大面积肝癌的分区靶区方案。在治疗方案设计阶段,我们将计划目标体积(Planning Target Volume, PTV)划分为PTV1、PTV2和PTV3三个子目标。PTV1和PTV3是设计治疗方案的区域,PTV2是PTV1和PTV3之间的间隔区域。我们选取2例大块肝癌,采用相同的处方剂量和敏感器官剂量阈值,分别设计单一靶点和分区靶点方案。我们将比较和评价这两种方法的结果。在病例1中,单一目标计划和分区目标计划的肿瘤覆盖率分别为66.51%和99.00%。病例2单靶计划和分区靶计划的肿瘤覆盖率分别为56.85%和92%。通过分区目标方案,病例1和病例2的肿瘤覆盖率分别提高32.49%和35.15%。因此,分区靶计划的设计大大提高了肿瘤的照射覆盖率,但延长了治疗时间。
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引用次数: 0
Changes in spectrum mapping in rhythmic movement involved in walking after spinal cord injury 脊髓损伤后步行中节律性运动的频谱映射变化
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864563
Li Wei, Yan Zhiqiao, Huang Yue, Xu Jiang
Spectrum mapping reflects the strength of brain electrical activity in different frequency band. The current study analyzes changes in electroencephalography (EEG) after spinal cord injury (SCI) on the basis of spectrum mapping. Comparing spectrum mappings of SCI patients and normal subjects, the fact that beta rhythm dominated in brain electrical activity during walking period was concluded. In addition, the proportion of delta wave increased and slightly exceeded that of beta wave after spinal cord injury and power values in delta band of SCI patients performed greater than that of normal subjects.
频谱映射反映了不同频段的脑电活动强度。本研究基于谱图分析脊髓损伤后脑电图的变化。通过对比脊髓损伤患者与正常人的脑电谱映射,得出了行走期脑电活动以β节律为主的结论。此外,脊髓损伤后δ波的比例增加并略超过β波,且脊髓损伤患者δ波功率值大于正常受试者。
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引用次数: 0
Fast and robust polyp detection in CT colonography 快速、稳健的CT结肠镜息肉检测
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864503
Xin Xiong, Lisheng Xu, Baolin Mao, Xiaozhao Chen, Yan Kang
A fast and robust colorectal polyp detection framework in CT colonography was proposed. In order to speed the detection of polyp in CT colonography, a cascade-Adaboost framework was employed, and a lot of candidates were rejected quickly in the first stages of the cascade framework. To improve the performance of cascade-Adaboost, cascade indifference curve was explored to determine detection rate and false positive rate of cascade automatically. The experiments showed that the classifier could achieve an overall per-polyp sensitivity of 90% (for polyps' diameter 5 mm and greater), with false positives of 6 per volume on average.
提出了一种快速、稳健的CT结肠直肠息肉检测框架。为了加快CT结肠镜中息肉的检测速度,采用级联- adaboost框架,在级联框架的第一阶段,大量候选物被快速拒绝。为了提高cascade- adaboost算法的性能,利用级联无差异曲线自动确定级联的检出率和假阳性率。实验表明,该分类器对每个息肉的总体敏感度为90%(对于直径为5mm及更大的息肉),平均每体积有6个假阳性。
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引用次数: 0
A study on the positioning accuracy of patient positioning based on Optical Positioning System for nasopharyngeal carcinoma: Compared with conventional method 基于光学定位系统鼻咽癌患者定位精度的研究:与传统方法的比较
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864493
Jie Zhang, Yun Ge, Ying Chen, Xiangning Chen
Purpose: The positioning accuracy of cancer center is an important factor for radiotherapy effect. The purpose of this study is to investigate the accuracy of patient positioning with Optical Positioning System(OPS) developed by Nanjing University in China, and show its superiority on positioning accuracy, compared with conventional method. Materials and Methods: 20 patients with nasopharyngeal carcinoma picked randomly were investigated. Before treatment, all received patient positioning with conventional method, and OPS's function of tracking and positioning was triggered in the meantime. After patient positioning using conventional method was finished, the three positioning errors along three directions displayed on OPS were observed. If error along any direction was greater than 1.0mm, every step of patient positioning was checked to find error source. Results: In 20 clinical datasets, 15 datasets needed to be checked to find error source. Results showed that the difference of positioning results between conventional method and OPS-guided positioning method came from error source introduced in conventional method basically. And, about 66% positioning error comes from the manual operation error introduced in conventional method. Conclusion: This study indicates that OPS can eliminate the effect of almost manual error source introduced in conventional method basically and improve positioning accuracy of 2-5mm for patients with nasopharyngeal carcinoma.
目的:肿瘤中心的定位精度是影响放疗效果的重要因素。本研究的目的是研究中国南京大学开发的光学定位系统(OPS)的患者定位精度,并展示其与传统方法相比在定位精度上的优势。材料与方法:随机抽取20例鼻咽癌患者进行调查。治疗前均采用常规方法对患者进行定位,同时触发OPS的跟踪定位功能。用常规方法定位完成后,观察在OPS上显示的三个方向的三个定位误差。若任意方向误差大于1.0mm,则检查患者每一步的定位,寻找误差源。结果:在20个临床数据集中,有15个数据集需要检查查找错误源。结果表明,常规方法与ops制导方法定位结果的差异主要来自于常规方法引入的误差源。其中,约66%的定位误差来自常规方法引入的人工操作误差。结论:本研究表明,OPS可以基本消除常规方法中引入的几乎人为误差源的影响,提高鼻咽癌患者2-5mm的定位精度。
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引用次数: 9
An accuracy adaptive breast tumor gene classification method 一种准确的乳腺肿瘤基因自适应分类方法
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864562
Yue Zhao, Luxuan Qu, Hongbing Hu, Lei Chen
The method on gene classification has been widely studied with the development of gene chip. Machine learning is the best choice to research the issue. But both traditional SVM and ELM cannot fulfill the requirement of high accuracy and short time. Therefore, in this paper, we propose a novel Accuracy Adaptive Extreme Learning Machine (A2-ELM) which can cover the shortage of traditional SVM and ELM in the fact of more dynamic. Firstly, we propose a method of feature selection and overview the property of traditional ELM. Then, an Accuracy of Adaptive ELM (A2-ELM) is developed, which can fulfill the requirement for accurately and rapidly. Finally, we conduct experiments on gene expression data to verify the dynamic and accurate of our proposed accuracy of adaptive ELM in classification gene expression data with experimental settings.
随着基因芯片技术的发展,基因分类方法得到了广泛的研究。机器学习是研究这个问题的最佳选择。但是传统的SVM和ELM都不能满足高精度、短时间的要求。因此,在本文中,我们提出了一种新的精度自适应极限学习机(A2-ELM),它可以弥补传统支持向量机和ELM的不足,更具动态性。首先,我们提出了一种特征选择方法,并概述了传统ELM的特性。在此基础上,提出了一种精确、快速的自适应ELM (A2-ELM)。最后,我们对基因表达数据进行了实验,通过实验设置验证了我们提出的自适应ELM对基因表达数据分类准确率的动态性和准确性。
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引用次数: 0
Feature extraction and analysis on Xinjiang uygur medicine image by using color histogram 基于颜色直方图的新疆维吾尔族医学图像特征提取与分析
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864547
Weikang Yuan, M. Hamit, A. Kutluk, Chuanbo Yan, Li Li, Jian-Jun Chen, Yan-Ting Hu, Fang Yang
With the rapid development of multimedia technology and network technology and wide application of digital image, more and more attention has been paid for Content-based image retrieval technology. For a long time Xinjiang uygur hospitals and medical institutions accumulated a large amount of underutilized data of uygur medicine. In this paper, the image color histogram feature of botanical and animal drugs of Xinjiang uygur medicine has been extracted. First, the image size has been normalized, and extract the color histogram and analyse color histogram characteristics with statistics method, at last, the classification ability of features is evaluated by Bayes discriminant analysis. Experimental results show that high accuracy for botanical image classification is existed by using color histogram feature. This study would have a certain extent for the content-based medical image retrieval for Xinjiang uygur medicine.
随着多媒体技术和网络技术的飞速发展以及数字图像的广泛应用,基于内容的图像检索技术越来越受到人们的重视。长期以来,新疆维吾尔族医院和医疗机构积累了大量维吾尔医学未充分利用的数据。本文提取了新疆维吾尔药植物药和动物药的图像颜色直方图特征。首先对图像尺寸进行归一化处理,提取颜色直方图,利用统计方法对颜色直方图特征进行分析,最后利用贝叶斯判别分析对特征的分类能力进行评价。实验结果表明,利用颜色直方图特征对植物图像进行分类具有较高的准确率。本研究对新疆维吾尔医学基于内容的医学图像检索具有一定的借鉴意义。
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引用次数: 5
Method for cell image segmentation based on bilateral filtering and CV Model 基于双边滤波和CV模型的细胞图像分割方法
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864552
Liu Yong, Gao Song, Bao Shanglian, Ma Jingfeng
Objectives: Change the initial value of CV model to achieve the purpose of cell image segmentation fast and accurately. Material and methods: This paper selects slice image of cervical-cancer cells under a microscope as experimental materials. First, the original image is bilateral filtered and then the image is preprocessed using Otsu method to get the rough contour of cytoplasm. Then use Otsu method twice on the cytoplasm to get the rough contour of nucleus. Finally, regard the preprocessed results as the initial value of CV model and evolve the curve with level set method to obtain the final contour. Results: This proposed method costs 17.057s and the iterations are 50, the contour is accurate. Meanwhile, the existed method costs 45.329s and the iterations are 90 and it doesn't iterate to the accurate result. Conclusions: It can obtain accurate cell contour fast regarding the preprocessed result of bilateral filtering and Otsu method as the initial value of CV model.
目的:改变CV模型的初始值,达到快速、准确分割细胞图像的目的。材料与方法:选用显微镜下宫颈癌细胞切片图像作为实验材料。首先对原始图像进行双边滤波,然后使用Otsu方法对图像进行预处理,得到细胞质的粗略轮廓。然后在细胞质上用两次Otsu法得到细胞核的大致轮廓。最后,将预处理结果作为CV模型的初始值,用水平集法对曲线进行演化,得到最终轮廓。结果:该方法耗时17.057s,迭代次数为50次,轮廓准确。同时,现有的方法耗时45.329秒,迭代次数为90次,不能迭代到准确的结果。结论:将双边滤波和Otsu法预处理的结果作为CV模型的初始值,可以快速得到准确的细胞轮廓。
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引用次数: 0
Regridding and data interpolation of projection domain and Radon domain for super-resolution tomograpic reconstruction 超分辨率层析重建中投影域和Radon域的重格和数据插值
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864508
Qingkun Yu, Xiaoning Guan
Radon domain can be filled by the Fourier transforms for projection images in a polar gridding format (radial lines for parallel projections, radon arcs for fan-beam projections). The Radon-based tomographic reconstruction requires regridding a polar radon domain into a rectilinear lattice before inverse Fourier transform. Since the radon domain is irregularly sampled by Fourier-transformed projections, i.e, oversampled around the central regions and undersampled at the peripheral regions, the polar-to-Cartesian coordinate grid conversion involves rebinning for oversampled central region, interpolation for undersampled peripheral region, and extrapolation for extending the peripheral boundary. In this paper, we propose a general data rebinning/interpolation/extrapolation scheme to deal with the radon domain regridding, which is a local convex combination with weights determined by a function of inverse distances. For filling the unavailable entries at peripheral regions, we propose to calculate the corresponding entries in the projection domain, rather than in the radon domain, by interpolations and extrapolations. The interpolation for peripheral region allows us investigate the angular sampling for computed tomography scanning. The extrapolation leads to super-resolution tomographic reconstruction. We find that data interpolation in projection domain may produce better results than in radon domain. This finding may be justified by the fact that the data distribution is more continuous in projection domain than in Fourier domain.
Radon域可以通过傅里叶变换在极网格格式的投影图像中填充(平行投影的径向线,扇形波束投影的Radon弧)。基于氡的层析重建需要在进行傅里叶反变换之前将极氡域重新网格化为直线晶格。由于氡域是通过傅里叶变换投影进行不规则采样的,即在中心区域周围进行过采样,在外围区域进行欠采样,因此极坐标到笛卡尔坐标网格的转换涉及到对中心区域进行过采样,对外围区域进行欠采样的插值,以及扩展外围边界的外推。在本文中,我们提出了一种处理radon域重格的通用数据重格/插值/外推方案,该方案是一个由逆距离函数决定权重的局部凸组合。为了填充外围区域的不可用条目,我们建议在投影域中计算相应的条目,而不是在氡域中,通过内插和外推。外围区域的插值允许我们研究计算机断层扫描的角度采样。外推导致超分辨率层析成像重建。我们发现投影域的数据插值比氡域的数据插值效果更好。数据分布在投影域中比在傅里叶域中更连续,这一事实可能证明了这一发现。
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引用次数: 0
Assessment of glycosaminoglycan in progressive trypsin digested cartilage based on contrast-agent enhanced Micro-CT 基于对比剂增强Micro-CT评估进展型胰蛋白酶消化软骨中的糖胺聚糖
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864498
Niu Haijun, Fan Fan, Yan Yan, Liang Xiaofei, Wang Li, Li Deyu, Fan Yubo
The early degeneration of articular cartilage (AC) is closely related to the change in glycosaminoglycan (GAG) content. The observation of GAG is therefore an appropriate way for evaluating the degree of AC degeneration and diagnosing osteoarthritis. In this study, the method of contrast-agent enhanced Micro-CT, which has been demonstrated as a potential method for quantitatively analyzing the GAG content, was applied in trypsin digested AC. 102 specimens from fresh bovine femoral condyles were used in this study. 12 specimens were used for exploring the adaptive contrast-agent concentration, incubation time and Micro-CT imaging method. And other 90 were used for GAG degradation experiment. Incubation for 6h with the concentration of 20% contrast-agent Meglumine Diatrizoate (MD) at 37°C was selected as the experiment protocol. Based on this protocol, the relationship between degradation time and the average X-ray attenuation of the samples was obtained, which had a rising tendency within the 50 min degradation (from 1563HU to 1923HU, increased about 23.03%). The average degradation depth of the samples increased with the degradation time (from 0mm (no degradation) to 0.6mm (50 min degradation)). Moreover, the change in the average X-ray attenuation of the samples was linearly and inversely related to their GAG content (r = -0.771, p<; 0.01). To conclude, contrast-agent enhanced Micro-CT can provide useful information about trypsin-induced progressive GAG depletion in AC and can reflect variations of GAG content via X-ray attenuation. The results of this study m provide a basis for quantitatively evaluating the cartilage degradation, and also offer a reference to the early diagnosis of osteoarthritis.
关节软骨(AC)的早期退变与糖胺聚糖(GAG)含量的变化密切相关。因此,观察GAG是评价AC退行性变程度和诊断骨关节炎的一种合适方法。在本研究中,对比剂增强Micro-CT方法已被证明是定量分析GAG含量的一种有潜力的方法,应用于胰蛋白酶消化的AC。本研究使用了102个新鲜牛股骨髁标本。采用12例标本,探讨自适应造影剂浓度、培养时间及Micro-CT成像方法。其余90株用于GAG降解实验。实验方案选择对比剂三聚氰胺(MD)浓度为20%,37℃孵育6h。根据该方案,得到了降解时间与样品平均x射线衰减的关系,在50 min的降解过程中,x射线衰减呈上升趋势(从1563HU到1923HU,增加了约23.03%)。样品的平均降解深度随着降解时间的增加而增加(从0mm(无降解)到0.6mm(降解50 min))。样品平均x射线衰减的变化与其GAG含量呈线性负相关(r = -0.771, p<;0.01)。综上所述,造影剂增强Micro-CT可以提供胰蛋白酶诱导的AC进行性GAG消耗的有用信息,并且可以通过x射线衰减反映GAG含量的变化。本研究结果为定量评价软骨退化提供了依据,也为骨关节炎的早期诊断提供了参考。
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引用次数: 0
Evaluation of the therapeutic effects of mesenchymal stem cell transplantation in rat model of Parkinson's disease using 1.5T MRS 1.5T MRS评价间充质干细胞移植对帕金森病大鼠模型的治疗效果
Pub Date : 2013-10-01 DOI: 10.1109/ICMIPE.2013.6864515
Defeng Li, Xi-zhen Wang, Qin-yan Xu, Yingying Zhang, Xihe Su, Peng Dong, Yue Guan, Guang-hui Chang, Yan-ming Ge, W. Fu
Purpose: Using 1.5 T proton magnetic resonance spectroscopy (1H-MRS) with high resolution 23mm special coil in vivo to monitor the metabolic changes of the nerves in the striatum of Parkinson's disease (PD) rat before and after mesenchymal stem cells (MSCs) transplantation, in result to explore the value of 1.5T clinical MR spectral analysis in evaluating the therapeutic effects of MSCs transplantation. Materials and methods: Thirty cases of normal rats were treated as Parkinson's disease models with unilateral symptom by taking 6-hydroxydopamine (6-OHDA) to enforce unilateral (right) lesion, and 26 cases were successful. 1H-MRS was performed in the vivo rats using Philips 1.5T two gradients clinical MR machine with high resolution 23mm special coil on the three weeks point after lesion establishment, and on the three, six and nine weeks points after MSCs and serum-free medium injected respectively. The changes of NAA/Cr, Cho/Cr ratio in the bilateral striatum were analyzed. Meanwhile, the rat behavior was detected. The expression characteristics of tyrosine hydroxylase (TH) were checked in substantia nigra and the migration of the transplanted cells were observed using immunocytochemical and immunofluorescent methods. Results: At 6 weeks and 9 weeks points after MSCs transplanted, NAA/Cr ratios increased gradually in striatum of the damage side (right) comparing with the control group, and significant difference was showed between them (P<;0.05). At nine-week point after MSCs transplantation, NAA/Cr ratio was higher than that at six weeks point (P<;0.05). Cho/Cr ratios on the damaged side in MSCs transplantation group was lower than control group at 3, 6, 9 weeks points respectively (P<;0.05), but no significant difference was shown among 3, 6, 9 weeks points (P> 0.05). NAA/Cr ratios and Cho/Cr ratios in damaged side of MSCs transplantation group decreased comparing with their opposite parts respectively (P<;0.05). The number of rat's full rotations at 6 weeks and 9 weeks points after MSCs transplanted gradually showed a significant reduction compared with other rats (P<;0.05). The survival rates of TH-positive cells in the damage side striatum among two injected groups were no significant difference (P>0.05). However, by immunofluorescence staining, a part of BrdU labeled MSCs showed GFAP-positive, which conduced to the function of nerves repairing. Conclusion: As a non-invasive examination method in vivo, 1.5T 1H-MRS can be used to monitor the metabolic changes dynamically in the striatum of PD rat model after MSCs transplantation, that was able to evaluate the therapeutic effects efficiently.
目的:采用高分辨率23mm专用线圈1.5T质子磁共振波谱(1H-MRS)在体内监测帕金森病(PD)大鼠间充质干细胞(MSCs)移植前后纹状体神经代谢变化,探讨1.5T临床磁共振波谱分析在评价MSCs移植治疗效果中的价值。材料与方法:采用6-羟多巴胺(6-OHDA)强化单侧(右侧)病变的方法,将30例正常大鼠制成单侧症状帕金森病模型,成功26例。采用Philips 1.5T高分辨率23mm专用线圈双梯度临床磁共振成像仪,分别在病变建立后3周、注射MSCs和无血清培养基后3周、6周和9周对体内大鼠进行1H-MRS。分析双侧纹状体NAA/Cr、Cho/Cr比值的变化。同时对大鼠行为进行检测。采用免疫细胞化学和免疫荧光法检测黑质中酪氨酸羟化酶(TH)的表达特征,观察移植细胞的迁移情况。结果:MSCs移植后6周、9周时,损伤侧纹状体(右)NAA/Cr比值较对照组逐渐升高,差异有统计学意义(P < 0.05)。MSCs移植组损伤侧NAA/Cr比值、Cho/Cr比值分别较其他部位降低(P0.05)。然而,通过免疫荧光染色,部分BrdU标记的MSCs显示gmap阳性,有助于神经修复功能。结论:1.5T 1H-MRS作为一种体内无创检查方法,可动态监测骨髓间充质干细胞移植后PD大鼠模型纹状体代谢变化,有效评价治疗效果。
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引用次数: 0
期刊
2013 IEEE International Conference on Medical Imaging Physics and Engineering
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