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2016 IEEE 16th International Conference on Bioinformatics and Bioengineering (BIBE)最新文献

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The Balance Ability of Fallers and Non-Fallers in Psychiatric Patients at a Long Term Care Unit 长期护理病房精神病患者跌倒者与非跌倒者的平衡能力
San-Ping Wang, Jen-Suh Chern, Jer-Hao Chang, Bo-Jian Wu, Hsiao-Ju Sun, Jiunn-Ying Liou
With the increasing age, chronicity of illness, and medication side-effects, the psychiatric patients tend to have higher incidence of commodity and rate of accidents. Falls is the most devastating accidents and the ability to maintain balance is pivotal for the well-beings of this population. It appeared that different patterns of fall risk factors may be evident in psychiatric patients but with few scientific evidence. The existing tools for evaluation of risk of falls were not applicable on this population. This study intended to quantitatively measure the balance ability in psychiatric patients with and without fall history. The results could further contribute to falls prevention in long term care unit.
随着年龄的增长、疾病的慢性化和药物副作用的增加,精神病患者的商品发生率和事故率趋于升高。跌倒是最具破坏性的事故,保持平衡的能力对这些人的健康至关重要。在精神病患者中,不同类型的跌倒风险因素可能很明显,但缺乏科学证据。现有的评估跌倒风险的工具不适用于这一人群。本研究旨在定量测量有和无跌倒史的精神病人的平衡能力。研究结果可能进一步有助于预防长期护理病房的跌倒。
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引用次数: 0
Comparison of Motion Sickness-Induced Cardiorespiratory Responses between Susceptible and Non-susceptible Subjects and the Factors Associated with Symptom Severity 运动病易感与非易感受试者的心肺反应及症状严重程度相关因素的比较
Chien-Liang Chen, Ping-Chia Li, C. Chuang, Chi-Wen Lung, Jing-Shia Tang
This study aimed to examine the correlations between susceptibility to motion sickness and pulmonary function and aerobic capacity. We supposed that people with different susceptibilities to motion sickness differ in their cardiorespiratory responses. Thirteen healthy young men were recruited. They were asked to complete a motion sickness history questionnaire and were divided into susceptible and non-susceptible groups. A rotary chair was rotated for 10 minutes at 20 rpm to induce motion sickness. After the rotation, Graybiel's diagnostic criteria were used to grade the severity of motion sickness. This study also conducted evaluations of cardiorespiratory responses. Participants underwent a pulmonary function test and an exercise test to evaluate aerobic capacity. A generalized estimating equation was used to analyze the correlation between Graybiel's scores and the pulmonary function and exercise test results. The differences between the two groups were analyzed for the physiological parameters measured. The results indicated higher severities of motion sickness in participants with lower values of maximum voluntary ventilation (MVV). Moreover, the group of susceptible participants demonstrated significantly higher Graybiel's scores and stronger cardiorespiratory responses, significant interaction effects were observed in oxygen consumption, carbon dioxide production (VCO2), ventilation, and respiratory rate. To summarize, MVV is proposed as a reference index for evaluating susceptibility to motion sickness. Severe motion sickness in susceptible participants is suggested to be related to hyperventilation, which causes excessive VCO2.
本研究旨在探讨晕车易感性与肺功能和有氧能力之间的关系。我们认为,不同的人对晕车的易感性不同,他们的心肺反应也不同。招募了13名健康的年轻人。他们被要求完成一份晕动病病史问卷,并被分为易感组和非易感组。旋转椅以每分钟20转的速度旋转10分钟以诱发晕动病。轮转后,使用Graybiel的诊断标准对晕动病的严重程度进行分级。本研究还对心肺反应进行了评估。参与者进行了肺功能测试和运动测试以评估有氧能力。采用广义估计方程分析Graybiel评分与肺功能和运动试验结果的相关性。分析两组间生理参数测量的差异。结果表明,最大自主通气(MVV)值越低的参与者晕动病的严重程度越高。此外,易感组受试者表现出更高的Graybiel评分和更强的心肺反应,在耗氧量、二氧化碳产量(VCO2)、通气量和呼吸速率方面观察到显著的交互效应。综上所述,MVV被提出作为评价晕动病易感性的参考指标。易感参与者的严重晕动病被认为与过度换气有关,这会导致过多的VCO2。
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引用次数: 3
Using Deep Learning with Position Specific Scoring Matrices to Identify Efflux Proteins in Membrane and Transport Proteins 使用深度学习和位置特定评分矩阵来识别膜和运输蛋白中的外排蛋白
Semmy Wellem Taju, N. Le, Yu-Yen Ou
In several years, deep learning is a new area of machine learning field, which is the motivation of developing machine learning near to artificial intelligent. The neural networks belongs to deep learning are progressively important ideas in a variety of fields with great performance. Accordingly, utilization of deep learning in bioinformatics to enhance performance is very important. Convolutional neural networks is a network of deep learning which is claimed to be the best model to solve the problem of object recognition and detection utilizing GPU computing. In this study, we try to use CNN to identify efflux proteins in membrane and transport proteins, which is a famous problem in bioinformatics field. We construct the CNN from PSSM profiles with CUDA and Keras package based on Theano backend. Finally this approach achieved a significant improvement after we compare with the previous paper on efflux proteins. The proposed method can serve as an effective tool for identifying efflux proteins and can help biologists understand the functions of the efflux proteins. Moreover this study provides a basis for further research that can enrich a field of applying deep learning in bioinformatics.
近年来,深度学习是机器学习领域的一个新领域,是机器学习向人工智能方向发展的动力。神经网络属于深度学习的范畴,在各个领域都是日益重要的思想,有着优异的表现。因此,利用生物信息学中的深度学习来提高性能是非常重要的。卷积神经网络是一种深度学习网络,被认为是利用GPU计算解决目标识别和检测问题的最佳模型。在本研究中,我们尝试使用CNN识别膜外排蛋白和转运蛋白,这是生物信息学领域的一个著名问题。我们使用CUDA和基于Theano后端的Keras包从PSSM配置文件中构建CNN。最后,与之前关于外排蛋白的文章相比,该方法取得了显著的改进。该方法可以作为鉴定外排蛋白的有效工具,并有助于生物学家了解外排蛋白的功能。本研究为进一步的研究提供了基础,可以丰富深度学习在生物信息学中的应用领域。
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引用次数: 4
Host-Pathogen Protein Interaction Prediction Based on Local Topology Structures of a Protein Interaction Network 基于蛋白质相互作用网络局部拓扑结构的宿主-病原体蛋白质相互作用预测
Jira Jindalertudomdee, M. Hayashida, Jiangning Song, T. Akutsu
Understanding how pathogen's proteins interact with its host's proteins is the key concept for understanding pathogen's infection mechanism, which can lead to the discovery of improved therapeutics for treating infectious diseases. Several studies suggest that proteins from various pathogens tend to interact with human proteins involved in the same biological pathway. This implies that pathogens are inclined to target host's proteins with similar function. In addition, conservation between a protein's function and its local topological structure in a protein-protein interaction network (PIN) has been previously characterized. This leads to the hypothesis that pathogens target the host's proteins with a similar local topological structure in a PIN. In this work, this hypothesis is examined by adding a graphlet degree vector of a protein in the human PIN as a feature in the prediction model and using that model to predict the protein-protein interaction between human and four pathogens. The results show that this graphlet degree vector increases the performance significantly for all pathogens. This suggests that the intraspecies protein-protein interactions should be taken into consideration when developing prediction methods for host-pathogen protein interaction. The results also support the hypothesis that there exists a relationship between a protein's function and the local topology of the PIN.
了解病原体蛋白如何与宿主蛋白相互作用是了解病原体感染机制的关键概念,这可能导致发现治疗传染病的改进疗法。几项研究表明,来自不同病原体的蛋白质倾向于与参与同一生物途径的人类蛋白质相互作用。这意味着病原体倾向于以具有相似功能的宿主蛋白质为目标。此外,在蛋白质-蛋白质相互作用网络(PIN)中,蛋白质的功能与其局部拓扑结构之间的守恒性已经被表征。这导致了一种假设,即病原体在PIN中以具有类似局部拓扑结构的宿主蛋白质为目标。在这项工作中,通过在预测模型中添加人类PIN中蛋白质的石墨烯度载体作为特征,并使用该模型预测人类与四种病原体之间的蛋白质-蛋白质相互作用,来检验这一假设。结果表明,该石墨烯度载体对所有病原菌的检测性能均有显著提高。这提示在开发宿主-病原体蛋白质相互作用预测方法时应考虑种内蛋白质-蛋白质相互作用。这些结果也支持了蛋白质的功能和PIN的局部拓扑之间存在关系的假设。
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引用次数: 2
Application of Latent Semantic Analysis to Clustering of Cardiovascular Gene Ontology 潜在语义分析在心血管基因本体聚类中的应用
Charles C. N. Wang, Yu-Liang Lee, P. Sheu, J. Tsai
Cardiovascular disease (CVD) is group of diseases of the heart and blood vessels and a major global cause of death, with more people dying every year from CVDs than from any other cause. Therefore, controlling and preventing CVDs and their complex pathogenesis (i.e., influenced by genetic and lifestyle factors) has gained considerable attention. In this study, we use the LSA algorithm to cluster highly related CVD association genes. The LSA can further explore each functional gene cluster including listing of the consensus terms shared by the genes in the cluster. A comprehensive network biology analysis can integrates clustered genes in the CVD genes with pathway information by building a network of interconnected pathways. Based on LSA, the CVD association genes from the GAD database are divided into 5 clusters (k=5). The gene set enrichment analysis reveals 25 significantly pathways. Further analysis to integrate pathway analysis and to combine miRNA and Drugbank data to gain more insights in the interplay can be useful to suggest drug repositioning.
心血管疾病(CVD)是一组心脏和血管疾病,是全球主要的死亡原因,每年死于心血管疾病的人数超过任何其他原因。因此,控制和预防心血管疾病及其复杂的发病机制(即受遗传和生活方式因素的影响)得到了相当大的关注。在这项研究中,我们使用LSA算法对高度相关的心血管疾病相关基因进行聚类。LSA可以进一步探索每个功能基因簇,包括簇中基因共享的共识项列表。全面的网络生物学分析可以通过构建相互关联的通路网络,将CVD基因中的聚类基因与通路信息整合起来。基于LSA,将GAD数据库中的CVD关联基因划分为5个簇(k=5)。基因集富集分析揭示了25条显著通路。进一步分析整合通路分析,并结合miRNA和Drugbank数据,以获得更多关于相互作用的见解,可能有助于建议药物重新定位。
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引用次数: 2
Fine Classification of Human Gut Microbiota by Using Hierarchical Clustering Approach 基于层次聚类方法的人体肠道微生物群精细分类
Tzu-Fan Chen, Rong-Ming Chen, J. Tsai, Rouh-Mei Hu
Human microbiota account for 1-3 % total human body mass. The gastro-intestinal tract, especially the gut, is rich in different microorganisms, which play important role in our health and diseases. Understanding our gut microbiome may help us to increase the precision of disease prediction and treatment. Traditional culture-based methods are time-consuming, expensive and incomplete. The 16S rRNA metagenomic approach provided a simple and culture-independent way to get more information of gut microbiota. In this study, we analyzed 30 human stool microbiome samples. The hierarchical clustering method was applied to classify the enterotypes. The results showed that: (1) There is a positive correlation between the original NGS data volume, rRNA read number and microbiota diversity. (2) Some bacterial genera presented dominantly in human gut, so that a sufficient sequencing depth is important to identify the minor microbiota component. (3) Bacteroides, Lachnospiracea_incertae_sedis and Ruminococcus2 are the most frequently presented genera. Bacteroides, Prevotella and Alistipes are the most abundant genera. (4) Clustering result showed that there are four main enterotypes: Parabacteroides, Prevotella, Ruminococcus, and Bacterioides. We can still divide Parabacteroides into 3 subclasses according to the composition of bacteria.
人体微生物群占人体总质量的1- 3%。胃肠道,特别是肠道,富含不同的微生物,它们在我们的健康和疾病中起着重要的作用。了解我们的肠道微生物群可以帮助我们提高疾病预测和治疗的准确性。传统的基于文化的方法耗时、昂贵且不完整。16S rRNA宏基因组方法提供了一种简单且不依赖于培养的方法来获得更多的肠道微生物群信息。在这项研究中,我们分析了30个人类粪便微生物组样本。采用分层聚类法对肠型进行分类。结果表明:(1)原始NGS数据量、rRNA读取数与微生物群多样性呈正相关。(2)某些细菌属在人体肠道中占主导地位,因此足够的测序深度对于鉴定次要微生物群组分很重要。(3)拟杆菌属(Bacteroides)、Lachnospiracea_incertae_sedis和Ruminococcus2是最常见的属。拟杆菌、普雷沃氏菌和阿利斯特菌是最丰富的属。(4)聚类结果显示,主要有副杆菌、普雷沃氏菌、瘤胃球菌和拟杆菌4种肠型。根据细菌的组成,我们仍可将拟杆菌类分为3个亚类。
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引用次数: 1
A Computational Approach for Blood Flow Analysis in the Densely Coiled Cerebral Aneurysm 密集卷曲脑动脉瘤血流分析的计算方法
T. Otani, Satoshi Ii, S. Wada, T. Shigematsu, T. Fujinaka, T. Ozaki, M. Hirata
Computational fluid dynamics (CFD) study of the blood flow in the coiled cerebral aneurysm is one of powerful tools to explore the treatment mechanism of the endovascular coiling. Although several computational techniques were proposed to represent the realistic coil configuration in the aneurysm for the CFD studies, the CFD methodology for the blood flow analysis in the densely coiled aneurysm is still not fully discussed. The present study develops a CFD approach for the blood flow analysis in the densely coiled cerebral aneurysm without unstructured volume mesh creation. Patient-specific aneurysm geometry with realistic coil configuration was implicitly represented in a Cartesian-grid by using the volume of fraction (VOF) function. A Cartesian-grid CFD simulation was conducted in a finite difference manner with using the VOF function by the method of Weymouth and Yue (J. Compt. Phys., 2011). We conducted that two cases of numerical example of the blood flow analysis in the aneurysm prior to the coiling and after coiling with the packing density of 27%. These examples clearly exhibited that the developed CFD framework successfully resolved the fine flow characteristics around coils in the aneurysm despite the absence of explicit coil surface.
计算流体动力学(CFD)是探讨脑动脉瘤盘绕治疗机制的有力工具之一。尽管在CFD研究中提出了几种计算技术来表示动脉瘤中真实的线圈构型,但用于密集线圈动脉瘤血流分析的CFD方法仍未得到充分讨论。本研究开发了一种CFD方法,用于密集卷曲脑动脉瘤的血流分析,无需非结构化体积网格创建。通过使用分数体积(VOF)函数,在笛卡尔网格中隐式表示具有真实线圈结构的患者特定动脉瘤几何形状。采用Weymouth和Yue (J. Compt.)的方法,利用VOF函数以有限差分方式进行了笛卡尔网格CFD模拟。理论物理。, 2011)。在填充密度为27%的情况下,我们进行了两例动脉瘤卷曲前和卷曲后血流分析的数值算例。这些例子清楚地表明,尽管没有显式的线圈表面,但所开发的CFD框架成功地解决了动脉瘤中线圈周围的精细流动特性。
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引用次数: 1
Dynamic programming for clinical baseline matching and its application to anti-hepatitis B research 临床基线匹配的动态规划及其在抗乙型肝炎研究中的应用
Kung-Hao Liang
Clinical baseline matching is a critical step in the process of transforming real-world clinical records into novel medical knowledge, more precise diagnosis and efficacious treatments. Conventionally, the baseline matching was performed by heuristic methods or even manually. Here, a baseline-matching algorithm called "dynamite" was proposed using the dynamic programming technique. This algorithm minimizes the discrepancy of values of clinical variables or propensity scores between two patient groups in the study, while at the same time includes as many patients as possible so as to maximize statistical power. This algorithm was applied to an anti-hepatitis B research where two classes of approved drugs, peginterferon and nucleos(t)ide reverse transcription inhibitors (NRTI), were compared in terms of their protective effect in patients against hepatocellular carcinoma (HCC). Patients treated by the two classes of medications were retrospectively recruited from clinical records. Initially, age and HBeAg positivity were significantly different between candidate study subjects in the two treatment groups, with 153 and 177 patients respectively. Using the baseline-matching algorithm, the baseline characteristics of the two included patient groups, each comprised 120 patients, were well matched. Longitudinal analysis showed that the peginterferon-treated group achieved better HCC-free survival than the NRTI-treated groups (P = 0.0087293).
临床基线匹配是将现实世界的临床记录转化为新的医学知识、更精确的诊断和有效的治疗的关键步骤。传统上,基线匹配是通过启发式方法甚至手动进行的。本文利用动态规划技术,提出了一种称为“炸药”的基线匹配算法。该算法将研究中两组患者的临床变量值或倾向得分值的差异最小化,同时纳入尽可能多的患者,使统计效力最大化。该算法应用于一项抗乙型肝炎研究,比较了两类获批药物聚乙二醇干扰素和核苷逆转录抑制剂(NRTI)对肝细胞癌(HCC)患者的保护作用。接受两类药物治疗的患者回顾性地从临床记录中招募。最初,两个治疗组候选研究对象的年龄和HBeAg阳性差异显著,分别为153例和177例。使用基线匹配算法,两组患者(每组120例)的基线特征匹配良好。纵向分析显示,聚乙二醇干扰素治疗组的无hcc生存期优于nrti治疗组(P = 0.0087293)。
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引用次数: 0
Effect of Chitosan on Motility of Bacteria-Driven Liposomal Microrobots 壳聚糖对细菌驱动脂质体微机器人运动性能的影响
Van Du Nguyen, Jiwon Han, Shaohui Zheng, Viet Ha Le, Seung Yoon Song, Jong-Oh Park, Sukho Park
This study proposes a prototype of bacteria-based microrobots using chitosan-coated liposomes attached to a Salmonella enteritidis bacterial strain. The attachment of the liposome and the bacteria is performed by interaction between the positive charge surface of the liposomes and the gram-negative bacteria. The liposomes are fabricated using hydration method to obtain the average diameter of 10 um and they are coated with chitosan. The chitosan coating is shown to have effect on motility of the microrobots. First, the bacteria cannot attach to chitosan-uncoated liposomes, but they can easily adhere to the chitosan-coated liposomes. Second, when the concentration of chitosan increases from 0.1% to 0.5%, average velocity of the microrobots increases from 1.20±0.12 um/s to 3.25±0.35 um/s. However, when chitosan concentration increases to 1% the average velocity of the microrobots slightly decreases from 3.25±0.35 um/s to 3.17±0.33 um/s, respectively. The study suggests that using chitosan coating can be a potential method for further development of therapeutic bacteria-based liposomal microrobots.
本研究提出了一种基于细菌的微型机器人的原型,该机器人使用壳聚糖包被脂质体附着在肠炎沙门氏菌菌株上。脂质体与细菌的附着是通过脂质体表面的正电荷与革兰氏阴性细菌的相互作用来实现的。采用水化法制备平均直径为10 μ m的脂质体,并包覆壳聚糖。壳聚糖涂层对微机器人的运动性能有一定的影响。首先,细菌不能附着在没有壳聚糖包被的脂质体上,但它们可以很容易地附着在壳聚糖包被的脂质体上。其次,当壳聚糖浓度从0.1%增加到0.5%时,微机器人的平均速度从1.20±0.12 um/s增加到3.25±0.35 um/s。然而,当壳聚糖浓度增加到1%时,微机器人的平均速度分别从3.25±0.35 um/s略微降低到3.17±0.33 um/s。该研究表明,壳聚糖涂层是进一步开发治疗性细菌脂质体微机器人的一种潜在方法。
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引用次数: 1
Patient-Specific Blood Flows Simulation on Cerebral Aneurysm Based on Physically Consistency Feedback Control 基于物理一致性反馈控制的脑动脉瘤患者特异性血流模拟
M. Adib, Satoshi, Yoshiyuki Watanabe, S. Wada
This study investigates a feasibility for patient-specific blood flow simulation, using a set of measurement data obtained from DSA and PC-MRI with respect to a geometry and velocity. The present approach naturally satisfies the physical consistency through boundary condition. The pressure boundary values are evaluated by relaxing a misfit of velocity field between measurement and simulation based on a proportional feedback control. The investigation involves a patient-specific aneurysm model reconstructed from DSA image, where the aneurysm is developed at the bifurcation with three branches. The result shows that a difference of velocity field between the measurement of the PC-MRI and simulation is reduced to 19.8% in systole condition, and then a reasonable wall shear stress distribution can be reproduced by the use of the measurement velocity data without explicitly giving the boundary conditions. The present approach exhibits a feasibility of the simulation-based blood flow analysis for understanding patient-specific hemodynamics.
本研究利用从DSA和PC-MRI获得的一组关于几何形状和速度的测量数据,探讨了患者特异性血流模拟的可行性。该方法通过边界条件自然地满足物理一致性。基于比例反馈控制,通过缓解测量与仿真之间的速度场不匹配来评估压力边界值。该研究涉及从DSA图像重建的患者特异性动脉瘤模型,其中动脉瘤在有三个分支的分叉处发展。结果表明,在收缩状态下,PC-MRI测量的速度场与模拟的速度场差减小到19.8%,在不明确给出边界条件的情况下,利用测量速度数据可以再现出合理的壁面剪应力分布。本方法展示了基于模拟的血流分析的可行性,以了解患者特异性血流动力学。
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引用次数: 3
期刊
2016 IEEE 16th International Conference on Bioinformatics and Bioengineering (BIBE)
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