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2016 32nd Southern Biomedical Engineering Conference (SBEC)最新文献

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Development of a Portable Near Infrared Camera for Early Detection of Diabetic Ulcers 用于糖尿病溃疡早期检测的便携式近红外相机的研制
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.73
Omar Abdeladl, Michelle Schleicher, Margarita Portilla, A. Shaporev, V. Reukov
Venous blood accumulation, or high levels of deoxygenated blood within a tissue, can indicate poor blood circulation and increased risk of ulceration. This condition is associated with Peripheral Arterial Occlusive Disease, or diabetic foot ulceration, which is classified as the most common cause for lower extremity amputation in the modern, industrialized world. Neuropathy, associated with lack of protective sensation allows patient to apply repetitive stress leading to the formation of ulcers without their knowledge. Regular inspection of the afflicted area by a physician is the best prevention method for this condition. This process requires increased scrutiny by physicians and more frequent visits by the patients. To simplify and reduce the costs of the process of examination, a low cost system for skin self-monitoring by patients was developed. A near infrared camera was built utilizing a Raspberry Pi 2.0 System in conjunction with optical filters, and image analysis tools to detect venous blood in tissues using differences in optical spectra of oxygenated versus deoxygenated blood in the near infrared (NIR) region. Tests to optimize the best wavelength of light and the best imaging conditions are being conducted to determine the optimal settings for the device. Image analysis will be used to more accurately measure the amounts of inflammation. Further development also includes the development of an interface to allow for data sharing between patients and physicians of the images and the results.
静脉血积聚,或组织内高水平的缺氧血,可表明血液循环不良和溃疡风险增加。这种情况与外周动脉闭塞性疾病或糖尿病足溃疡有关,在现代工业化世界,糖尿病足溃疡被归类为下肢截肢的最常见原因。神经病变,与缺乏保护感觉相关,使患者在不知情的情况下施加重复性压力,导致溃疡的形成。由医生定期检查患处是最好的预防方法。这一过程需要医生加强检查,患者也需要更频繁地就诊。为了简化和降低检查过程的成本,开发了一种低成本的患者皮肤自我监测系统。利用树莓派2.0系统,结合光学滤光片和图像分析工具,构建了一个近红外摄像机,利用近红外(NIR)区域含氧血和脱氧血的光谱差异检测组织中的静脉血。正在进行优化最佳光波长和最佳成像条件的测试,以确定该设备的最佳设置。图像分析将用于更准确地测量炎症的数量。进一步的开发还包括开发一个接口,允许患者和医生之间共享图像和结果的数据。
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引用次数: 6
Normalized Gabor Entropy Analysis of iEEG for Prediction of Epileptic Seizures 脑电图归一化Gabor熵分析预测癫痫发作
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.20
Rui Liu, I. Vlachos, Bharat Karumuri, J. Adkinson, L. Iasemidis
A novel measure for analysis of multivariate signals in the time-frequency-space domain, the normalized Gabor entropy (NGE), is introduced and applied to multichannel intracranial EEG (iEEG) recordings hours prior to seizures onset in two patients with focal epilepsy. NGE profiles showed a statistically significant progressive decrease of NGE values at epileptogenic focus-related channels as time for seizures occurrence approached. This result implies the progressive appearance of dominant Gabor atoms in the EEG tens of minutes prior to seizures, the detection and monitoring of which could further assist with improvement of the performance of seizure prediction algorithms.
引入了一种在时频空域分析多变量信号的新方法——归一化Gabor熵(NGE),并将其应用于两例局灶性癫痫患者癫痫发作前数小时的多通道颅内脑电图(iEEG)记录。NGE谱显示,随着癫痫发作时间的临近,致痫灶相关通道的NGE值有统计学意义的逐渐下降。这一结果表明,优势Gabor原子在癫痫发作前数十分钟逐渐出现在脑电图中,对其进行检测和监测可以进一步帮助改善癫痫发作预测算法的性能。
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引用次数: 3
Assessment of Distance Measurement with Selected Wearable Devices in Telemonitoring 远程监控中选定可穿戴设备的距离测量评估
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.84
Zachary Schneider, J. Shahbazian, S. Krishnan
The use of wearable devices in health applications is not only being utilized in illness, it is also a major area of interest in fitness. Wearable devices for fitness tracking are available to consumers and can measure and calculate important fitness data trends based on movement and physiological parameters. Accelerometers are the sensors that provide information on the movement parameters of step count and distance. It is understood to obtain a distance measurement, there must be information provided about the step-to-step length but these devices typically only measure step count, and do provide the step-to-step length. The step-to-step length is based on the user's height which is input into the settings, allowing for the calculation of the distance. The intention of this study is to introduce a preliminary experiment to evaluate two different devices -- the Fitbit Flex and the Polar Loop -- for distance measurement methods, based on the step-to-step length values determined from collected device data. One measurement method uses a default stride length while the other method uses a stride speed algorithm. The step-to-step values for each device were compared to an experimental ground truth value for accuracy, which was used as a pilot for comparing the initial device data. In this preliminary study, the default stride length method provided a more accurate method for measuring the distance. A subsequent study is expected to be performed with more participants and parameters, which will be more suitable for providing a better comparison between the two devices against a ground truth.
在健康应用中使用可穿戴设备不仅用于治疗疾病,它也是健身的一个主要兴趣领域。消费者可以使用可穿戴健身跟踪设备,可以根据运动和生理参数测量和计算重要的健身数据趋势。加速度计是提供步数和距离等运动参数信息的传感器。可以理解,为了获得距离测量,必须提供有关步长的信息,但这些设备通常仅测量步数,并且确实提供步长。步长是基于用户的高度输入到设置中,允许计算距离。本研究的目的是介绍一个初步的实验,以评估两种不同的设备——Fitbit Flex和Polar Loop——用于距离测量方法,基于从收集的设备数据确定的步长值。一种测量方法使用默认步幅长度,而另一种方法使用步幅速度算法。为了准确性,将每个设备的逐级值与实验接地真值进行比较,该值用作比较初始设备数据的先导。在本初步研究中,默认步幅法为测量距离提供了更准确的方法。后续的研究预计将有更多的参与者和参数进行,这将更适合于在两种设备之间提供更好的比较。
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引用次数: 3
The Identification and Investigation of In-vitro Blood-Brain Barrier Integrity Enhancers 体外血脑屏障完整性增强剂的鉴定与研究
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.71
Quoc-Viet Duong, Hisham Qosa, A. Depaula, C. Flick, Trista Lebeouf, K. Hamad, Youssef M. Mousa, J. Keller, A. Kaddoumi
Alzheimer's disease (AD) is known for its hallmark features such as increased levels of tau hyperphosphorylation and amyloid-beta (Aβ) deposition. Cerebral vascular dysfunction constitutes an important feature of AD as well, which includes amyloid angiopathy and impaired clearance of Aβ across the blood-brain barrier (BBB). In the search for potential drugs that may enhance or maintain the BBB integrity and function, we screened the Sigma Lopac®1280 compound library using a high-throughput screening (HTS) assay developed in our laboratory.In the process of identifying a hit compound, an in-vitro BBB model monolayer utilizing bEnd3 cells was constructed. Compounds were first identified as hits if they were able to enhance the monolayer's integrity by decreasing Lucifer Yellow (LY) permeation. Next, hit compounds were secondary screened for their effect on BBB model function. Utilizing the same cell line, western blot analysis for major transport proteins of Aβ and the tight junction proteins ZO1, Occludin, and Claudin-5 was performed. Finally Aβ transport study was conducted to measure the effect of hit compounds on Aβ transport across the membrane.The HTS assay identified 3 unique compounds that decreased LY permeation, indicating enhancement of the in-vitro BBB model integrity. Western blot analysis showed these hit compounds to deferentially alter transport and tight junction protein expression indicating increased phenotypic function. In addition, hit compounds enhanced the Aβ transport across the monolayer in this model. In conclusion, these hit compounds are compelling candidates for further in vivo investigation in AD animal models.
阿尔茨海默病(AD)以其标志性特征而闻名,例如tau过度磷酸化和β淀粉样蛋白(Aβ)沉积水平升高。脑血管功能障碍也是AD的一个重要特征,包括淀粉样血管病和Aβ通过血脑屏障(BBB)的清除受损。为了寻找可能增强或维持血脑屏障完整性和功能的潜在药物,我们使用我们实验室开发的高通量筛选(HTS)方法筛选Sigma Lopac®1280化合物库。在鉴定hit化合物的过程中,利用bEnd3细胞构建了体外血脑屏障模型单层。如果化合物能够通过减少路西法黄(LY)的渗透来增强单层的完整性,那么它们首先被确定为命中。接下来,对hit化合物对血脑屏障模型功能的影响进行二次筛选。利用同一细胞系,对Aβ的主要转运蛋白和紧密连接蛋白ZO1、Occludin和Claudin-5进行western blot分析。最后进行了Aβ转运研究,测定了hit化合物对Aβ跨膜转运的影响。HTS实验鉴定出3种独特的化合物可以降低LY渗透,表明增强了体外血脑屏障模型的完整性。Western blot分析显示,这些击中的化合物可以改变转运和紧密连接蛋白的表达,表明表型功能增加。此外,hit化合物在该模型中增强了Aβ在单层中的转运。总之,这些命中化合物是进一步在AD动物模型中进行体内研究的有力候选者。
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引用次数: 0
Anatomical Model Generator Based on Published Clinical Data on Cardiovascular Anatomy 基于已发表的心血管解剖临床数据的解剖模型生成器
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.87
Chandler P. Lagarde, Lauren R. Molaison, Clint A. Bergeron, Charles E. Taylor
Anatomical variability in patient populations has presented a challenge to the verification and validation (V&V) process for medical devices. This lack of conformity is also present in the anatomical models used for device design and testing, leading to a limited ability for comparative analysis among study results. Other industries have adopted standardized models for benchmark analysis and the FDA has begun to seek conformity in the analytical tools used for flow analysis. The ability to generate anatomical models from a central source that prescribes taxonomy, much like a digital object identifier (DOI) number for a published document, would enable researchers in the medical device field to homogenize the model development process. It is possible to reconstruct these anatomies as parametric models driven by clinical measurement data. This solution presents a transformative approach to anatomical modeling by enabling large scale simulations, allowing comparative analysis, and lowering the cost barrier for smaller research groups to source these models. Investigatory models of the aorta, left ventricle and left atrium were constructed to design the appropriate parametric framework for reconstruction. The resulting models are presented as user selectable classes of patients, which are referencing lookup tables of the measurement data. Validation of this model generator method has shown acceptable results using volume subtraction analysis with models generated manually. This approach delivers a solution for anatomical model generation and traceability of test results derived from these geometries. It answers significant scientific and regulatory concerns regarding comparative analysis and creates a more egalitarian approach to developing anatomical models for medical device design.
患者群体的解剖变异对医疗器械的验证和验证(V&V)过程提出了挑战。这种不一致性也存在于用于器械设计和测试的解剖模型中,导致研究结果之间的比较分析能力有限。其他行业已采用标准化模型进行基准分析,FDA已开始寻求流量分析所用分析工具的一致性。从规定分类学的中心来源生成解剖模型的能力,很像已发表文档的数字对象标识符(DOI)号,将使医疗设备领域的研究人员能够使模型开发过程同质化。这是有可能重建这些解剖作为参数模型驱动的临床测量数据。该解决方案通过实现大规模模拟,允许比较分析,并降低小型研究小组获取这些模型的成本障碍,为解剖建模提供了一种变革性的方法。构建主动脉、左心室和左心房的调查模型,设计合适的参数框架进行重建。生成的模型以用户可选择的患者类别表示,这些类别引用测量数据的查找表。使用手动生成的模型进行体积减法分析,验证该模型生成器方法显示了可接受的结果。这种方法为解剖模型的生成和测试结果的可追溯性提供了解决方案。它回答了关于比较分析的重要科学和监管问题,并创建了一种更平等的方法来开发医疗设备设计的解剖模型。
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引用次数: 0
Experimental Investigation of Enzymatic Stability on Graphene 石墨烯酶稳定性的实验研究
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.100
Bo Hou, A. Radadia
Studies attaching proteins to graphene have shown modulation of its electrical characteristics, however the effect of graphene surface on the biomolecular stability has not been studied. This poster shows how immobilizing enzymes such as horseradish peroxidase (HRP) and glucose oxidase (GOx) on graphene affects its stability when compared to free enzymes in solution. This study is conducted on mono-/bilayer graphene, which has gained importance in developing field-effect biosensors. This study shows that HRP and GOx stability is not changed significantly by tethering them to graphene, which is contrary to present literature reports. HRP stability on graphene lasts barely 24 hours, while GOx is found to be stable past 10 days. Through modeling of enzyme deactivation as a single reaction, the overall rate order is found to be first order in case of HRP and GOx. The deactivation rate constants for both enzymes are calculated and the activation energy leading to the deactivation has been calculated. These answers are key to realizing and testing graphene based biosensors in laboratories.
研究表明,将蛋白质附着在石墨烯上可以调节其电学特性,但石墨烯表面对其生物分子稳定性的影响尚未得到研究。这张海报展示了与溶液中的游离酶相比,将辣根过氧化物酶(HRP)和葡萄糖氧化酶(GOx)等酶固定在石墨烯上是如何影响其稳定性的。这项研究是在单层/双层石墨烯上进行的,它在开发场效应生物传感器方面具有重要意义。这项研究表明HRP和GOx的稳定性并没有被石墨烯所改变,这与目前的文献报道相反。HRP在石墨烯上的稳定性仅能维持24小时,而GOx则能稳定10天以上。通过将酶失活建模为单一反应,发现HRP和GOx的总体速率顺序为一级。计算了两种酶的失活速率常数,并计算了导致失活的活化能。这些答案是在实验室中实现和测试石墨烯生物传感器的关键。
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引用次数: 0
In Vivo Support System for Brain Imaging in Live Mice 活体小鼠脑成像的体内支持系统
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.31
Chelsea A. Dressel, Benjamin S. Kemp, Vladislav Voziyanov, Kayla Ponder, T. Murray
In order to image the brain of live animals, a system is required to position an animal's head under the microscope while keeping it anesthetized and warm. Most available heating systems are thick and uneven, limiting the number of microscopes they can be used with. Most available stereotaxic devices are bulky and have difficulty aligning mice across imaging sessions. We have developed an in vivo imaging support system that provides secure head fixation, gas anesthesia delivery, and warmth. The system is built around a low-profile, heated plate with a serpentine water channel connected to a heated water reservoir. Integrated into the plate are two posts for securing a head plate. The head plate is permanently glued to the skull of the mouse. This system aligns the head consistently over multiple imaging sessions. An anesthesia nose cone with an elastomeric shroud minimizes the release of anesthetic gas into the room. It securely attaches to the plate so that the whole system can be easily moved from a table top to the microscope and back again. This system is more compact than a comparable system consisting of discrete components with an immobilization frame and a traditional heated pad. Its small size allows it to be used with more microscope systems. We have used our novel system for over 40 imaging sessions. This integrated system prevents hyperthermia while securely positioning the head, and keeping them anesthetized for the duration of each 2-hr imaging session.
为了给活体动物的大脑成像,需要一个系统,在保持动物头部麻醉和温暖的情况下,将其置于显微镜下。大多数可用的加热系统都很厚且不均匀,限制了它们可以使用的显微镜的数量。大多数可用的立体定向设备体积庞大,难以在成像过程中对齐小鼠。我们开发了一种体内成像支持系统,提供安全的头部固定,气体麻醉输送和温暖。该系统是围绕一个低轮廓的加热板建造的,加热板上有一个蛇形的水道,连接到一个加热水箱。集成到板上的两个柱子用于固定头板。头板永久性地粘在老鼠的头骨上。该系统在多次成像过程中始终对齐头部。带有弹性护罩的麻醉鼻锥可以最大限度地减少麻醉气体进入房间的释放。它牢固地附着在平板上,因此整个系统可以很容易地从桌面移动到显微镜上,然后再移动回来。该系统比由具有固定框架和传统加热垫的分立组件组成的可比系统更紧凑。它的小尺寸允许它与更多的显微镜系统一起使用。我们已经使用我们的新系统进行了40多次成像。该集成系统可防止过热,同时安全定位头部,并在每次2小时成像期间保持麻醉状态。
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引用次数: 0
MACT (Mosaicism with AAV Mediated Conditional Transgenesis) for Single Neuron Analysis of Neurodegeneration in Vivo, a Proof of Principle in Focal Cerebral Ischemia MACT (Mosaicism with AAV介导的条件转化)用于体内神经退行性变的单神经元分析,证明局灶性脑缺血的原理
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.65
M. W. El-Saadi, L. Rivers, Xinli Tian, Hong Sun, Xiao-Hong Lu
The World Health Organization (WHO) warns neurodegenerative diseases (ND) in our aging population will sharply increase over the coming decades. Developing biological tools is paramount in the search for novel therapies to stop the onset or halt the progression of ND. We have developed a novel genetic method MACT (Mosaicism with AAV mediated Conditional Transgenesis) for single neuron analysis. MACT integrates the retrograde labelling capability of AAV and a conditional genetic reporter mouse model for sparse genetic labelling to reveal detailed morphology of different cellular types. As proof of principle, we subsequently subjected MACT mice to a middle cerebral artery occlusion (MCAO) leading to extensive neurodegeneration. Using two-photon imaging and 3-D reconstruction, we have illustrated the robust neurodegeneration of cortex pyramidal neuron, striatal medium spiny neuron and caught in action the engulfment of neurons and blood vessels by microglia. Moreover, we've documented dramatic axon degradation consistent with Wallerian pathology while the cell bodies remain intact ("dying back"), opening the possibility of therapeutic intervention. We also observed unexpected Tyrosine Hydroxylase (TH) positive cell bodies in the striatum, suggesting the brain responds to neurodegeneration by expressing these TH cells in an attempt to compensate for dopaminergic denervation. Most notably, we've developed a novel genetic method to visualize neuron morphology and gain a more accurate understanding of the cellular mechanisms underlying neurodegeneration. MACT represents a powerful genetics method to explore therapeutic interventions, including opto-and chemo-genetics in neurodegenerative diseases in vivo.
世界卫生组织(WHO)警告说,在未来几十年里,老龄人口中神经退行性疾病(ND)的发病率将急剧上升。开发生物工具对于寻找新的治疗方法来阻止ND的发生或进展至关重要。我们开发了一种新的遗传方法MACT (Mosaicism with AAV介导的条件转化),用于单个神经元的分析。MACT结合AAV逆行标记能力和条件遗传报告小鼠模型进行稀疏遗传标记,揭示不同细胞类型的详细形态。作为原理证明,我们随后对MACT小鼠进行大脑中动脉闭塞(MCAO)导致广泛的神经变性。利用双光子成像和三维重建技术,我们展示了皮层锥体神经元、纹状体中棘神经元的强大神经变性,以及小胶质细胞对神经元和血管的吞噬。此外,我们已经记录了与沃勒氏病理一致的显著轴突退化,而细胞体保持完整(“死亡”),开启了治疗干预的可能性。我们还在纹状体中观察到意想不到的酪氨酸羟化酶(TH)阳性细胞体,这表明大脑通过表达这些TH细胞来补偿多巴胺能失神经支配,从而对神经变性做出反应。最值得注意的是,我们开发了一种新的遗传方法来可视化神经元形态,并更准确地了解神经变性的细胞机制。MACT代表了一种强大的遗传学方法来探索治疗干预,包括体内神经退行性疾病的光遗传学和化学遗传学。
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引用次数: 0
Hybrid Inorganic-Organic Interpenetrating Network Hydrogels as Optical Biosensors 无机-有机互穿网络杂化水凝胶作为光学生物传感器
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.64
R. Unruh, M. Mcshane
Chronic disease management currently requires frequent withdrawal of bodily fluids to assess biomolecule levels and are associated with patient discomfort and noncompliance. Thus, a need exists for less invasive, on-demand biochemistry monitoring. Our lab has investigated poly(2-hydroxyethyl methacrylate) (pHEMA) hydrogels functionalized with glucose oxidase and palladium benzoporphyrin phosphors as fully-implantable luminescent glucose sensors. These pHEMA-based sensors can be injected subcutaneously and have successfully monitored rising and falling blood glucose two hours after implantation in porcine models. However, decreasing tissue oxygen levels near the sensor as the injection site heals prevented long-term sensor function in vivo (i.e. 30 days). This work investigates the use of the siloxane methacrylate, 3-[Tris(trimethylsiloxy) silyl]propyl methacrylate (TRIS) and N, N-dimethyl acrylamide (DMA) to create hybrid inorganic-organic interpenetrating network hydrogels (IPNs). IPNs were fabricated using a sequential polymerization method. A 50:50 v:v% TRIS:DMA hydrogel containing a palladium benzoporphyrin oxygen indicator was fabricated. This first network was then soaked overnight in a DMA homopolymer precursor, photopolymerized throughout the first network, and hydrated in PBS. Stern-Volmer oxygen diffusion kinetics (luminescence lifetime) indicate a 300% increase in oxygen permeability through the IPNs compared to pHEMA. Additionally, we have enhanced gel hydration by 33% while maintaining similar glucose transport to pHEMA gels (Dglucose = 3.6 x 10-7cm2/s). Introduction of microdomains containing glucose oxidase indicate optical response to glucose in the hypo-and euglycemic ranges in vitro, indicating potential of these gels as glucose biosensors. Ongoing efforts include extending the dynamic range into the hyperglycemic region and evaluating in vivo performance of IPNs as oxygen sensors (phosphor only) and glucose sensors (IPN microcomposite) in porcine models.
目前,慢性疾病管理需要经常抽取体液以评估生物分子水平,这与患者不适和不遵医嘱有关。因此,有必要进行侵入性较小的按需生化监测。我们的实验室研究了用葡萄糖氧化酶和钯苯并卟啉荧光粉功能化的聚(2-羟乙基甲基丙烯酸酯)(pHEMA)水凝胶作为完全可植入的发光葡萄糖传感器。这些基于phema的传感器可以皮下注射,并在植入猪模型两小时后成功监测血糖的上升和下降。然而,随着注射部位的愈合,传感器附近组织氧水平的降低阻碍了传感器在体内的长期功能(即30天)。本文研究了甲基丙烯酸硅氧烷、3-[三甲基硅氧基]甲基丙烯酸丙酯(Tris)和N, N-二甲基丙烯酰胺(DMA)制备无机-有机互穿网络水凝胶(ipn)的方法。采用序贯聚合法制备ipn。制备了含苯并卟啉钯氧指示剂的50:50 v:v% TRIS:DMA水凝胶。然后将第一个网络在DMA均聚前体中浸泡过夜,在第一个网络中进行光聚合,并在PBS中水化。斯特恩-沃尔默氧扩散动力学(发光寿命)表明,与pHEMA相比,ipn的氧通透性增加了300%。此外,我们的凝胶水合作用增强了33%,同时保持了与pHEMA凝胶相似的葡萄糖转运(Dglucose = 3.6 x 10-7cm2/s)。引入含有葡萄糖氧化酶的微结构域表明在低血糖和血糖范围内对葡萄糖的光学响应,表明这些凝胶作为葡萄糖生物传感器的潜力。目前正在进行的工作包括将动态范围扩展到高血糖区,并在猪模型中评估IPN作为氧传感器(仅磷)和葡萄糖传感器(IPN微复合材料)的体内性能。
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引用次数: 1
Application of Analytics to Big Data in Healthcare 分析在医疗保健大数据中的应用
Pub Date : 2016-03-11 DOI: 10.1109/SBEC.2016.88
S. Krishnan
In the current age of smart phones and wearable devices, vast amounts of patient health data files forming Big Data are being placed into large databases where they can be accessed by multiple users including doctors, caregivers and patients. The estimated spending on healthcare in 2015 in the U.S. is around $3.2 trillion, which triggers the question of improvement of patient care while containing the costs. The objective of the present study is to review a few applications of analytics of Big Data in the healthcare field and the associated outcomes. Big Data is generally characterized by the volume, velocity, variety and veracity of complex data. Many hospitals have applied analytics to big data from various sources including patient health records to achieve overall improvement in healthcare. Operationally, most of the pertinent data of patients are made available on demand so doctors can see how other treatments have worked globally and apply relevant results to facilitate better decision making and interventions. Making proper use of big data analytics in healthcare can lead to improvement in care delivery coupled with significant cost savings. Concurrent challenges to be addressed include accessibility, privacy, security, usability, implementation costs, transportability, interoperability, and standardization. In conclusion, employing efficient and streamlined analytics to big data will contribute to quick and accurate diagnosis, appropriate treatment, reduced costs and improved overall healthcare quality.
在智能手机和可穿戴设备时代,形成大数据的大量患者健康数据文件被放入大型数据库中,医生、护理人员和患者等多个用户都可以访问这些数据。据估计,2015年美国的医疗保健支出约为3.2万亿美元,这引发了在控制成本的同时改善患者护理的问题。本研究的目的是回顾大数据分析在医疗保健领域的一些应用及其相关结果。大数据的总体特征是复杂数据的数量、速度、种类和准确性。许多医院已经将分析应用于各种来源的大数据,包括患者健康记录,以实现医疗保健的整体改善。操作上,大多数病人提供的相关数据需求所以医生可以看到其他治疗已在全球范围内工作,应用相关的结果有利于更好的决策和干预措施。在医疗保健中正确使用大数据分析可以改善医疗服务,同时显著节省成本。同时需要解决的挑战包括可访问性、隐私性、安全性、可用性、实现成本、可移植性、互操作性和标准化。总之,对大数据进行高效精简的分析将有助于快速准确的诊断、适当的治疗、降低成本并提高整体医疗质量。
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引用次数: 25
期刊
2016 32nd Southern Biomedical Engineering Conference (SBEC)
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