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Artificial Intelligence Pipeline to Bridge the Gap between Bench Researchers and Clinical Researchers in Precision Medicine. 人工智能管道,弥合精准医学领域工作台研究人员与临床研究人员之间的差距。
Pub Date : 2020-01-10 DOI: 10.20900/mo20200001
Lewis J Frey, Douglas A Talbert

Precision medicine informatics is a field of research that incorporates learning systems that generate new knowledge to improve individualized treatments using integrated data sets and models. Given the ever-increasing volumes of data that are relevant to patient care, artificial intelligence (AI) pipelines need to be a central component of such research to speed discovery. Applying AI methodology to complex multidisciplinary information retrieval can support efforts to discover bridging concepts within collaborating communities. This dovetails with precision medicine research, given the information rich multi-omic data that are used in precision medicine analysis pipelines. In this perspective article we define a prototype AI pipeline to facilitate discovering research connections between bioinformatics and clinical researchers. We propose building knowledge representations that are iteratively improved through AI and human-informed learning feedback loops supported through crowdsourcing. To illustrate this, we will explore the specific use case of nonalcoholic fatty liver disease, a growing health care problem. We will examine AI pipeline construction and utilization in relation to bench-to-bedside bridging concepts with interconnecting knowledge representations applicable to bioinformatics researchers and clinicians.

精准医学信息学是一个研究领域,它将学习系统纳入其中,利用综合数据集和模型生成新知识,从而改进个体化治疗。鉴于与患者护理相关的数据量不断增加,人工智能(AI)管道需要成为此类研究的核心组成部分,以加快发现速度。将人工智能方法应用于复杂的多学科信息检索,可以支持在合作社区内发现桥接概念。这与精准医学研究不谋而合,因为精准医学分析管道中使用了信息丰富的多原子数据。在这篇视角独特的文章中,我们定义了一个人工智能管道原型,以促进发现生物信息学和临床研究人员之间的研究联系。我们建议建立知识表征,并通过众包支持的人工智能和人工智能学习反馈循环进行迭代改进。为了说明这一点,我们将探讨非酒精性脂肪肝这一日益严重的医疗保健问题的具体使用案例。我们将结合适用于生物信息学研究人员和临床医生的具有相互关联的知识表征的 "从工作台到工作台"(bench-to-bedside)桥接概念,研究人工智能流水线的构建和利用。
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引用次数: 0
Peroxynitrite-Mediated Dimerization of 3-Nitrotyrosine: Unique Chemistry along the Spectrum of Peroxynitrite-Mediated Nitration of Tyrosine. 过氧亚硝酸盐介导的3-硝基酪氨酸二聚化:沿过氧亚硝酸盐介导的酪氨酸硝化光谱的独特化学。
Pub Date : 2019-01-01 Epub Date: 2019-03-06 DOI: 10.20900/mo.20190003
Tara R deBoer, Rafael I Palomino, Pradip K Mascharak

Peroxynitrite (ONOO-, PN) has long been considered a potent nitrating agent implicated in numerous inflammation-mediated diseases. The current work highlights an unexplored oxidation chemistry initiated under conditions of sustained PN exposure. Impetus for this investigation developed from mass spectral results that suggested dimerization of a model peptide with a single tyrosine residue that was first nitrated following extended exposure to PN generated in situ. In attempts to substantiate this dimerization event and divulge the possible mode of linkage between the tyrosine derivatives of the peptide monomers, 3-nitrotyrosine (3-NT) was exposed to sustained fluxes of PN in a two-component PN-generating platform developed in this laboratory. Such exposure afforded products with tandem mass spectrometry and fluorescence spectroscopy profiles indicative of C-O coupling between 3-NT moieties. Synthesis and comparative analysis of the C-C coupled 3-NT isomer corroborated these findings. Most notably, the mass spectral data of the C-C coupled 3-NT dimer displayed a 226.80 m/z peak following exposure to high collision energy, corresponding to symmetric cleavage of the parent dimer peak (m/z = 453) along with a fragmentation product at m/z = 180.04 (-NO2 species). This fragmentation profile was distinct from the C-O coupled 3-NT dimer that exhibited a predominant 209.14 m/z peak with a small secondary 226.15 m/z peak indicative of asymmetric cleavage of the parent dimer. Results of this study indicate that formation of C-O coupled 3-NT dimer is promoted by elevated levels of 3-NT formed under high and sustained flux of PN.

过氧亚硝酸盐(ONOO-, PN)长期以来被认为是一种有效的硝化剂,与许多炎症介导的疾病有关。目前的工作强调了在持续PN暴露条件下启动的未探索的氧化化学。这项研究的动力来自于质谱结果,该结果表明,在长时间暴露于原位生成的PN后,首先硝化的是一个具有单一酪氨酸残基的模型肽的二聚化。为了证实这一二聚化事件,并揭示肽单体的酪氨酸衍生物之间可能的连接模式,在实验室开发的双组分PN生成平台中,3-硝基酪氨酸(3-NT)暴露于持续的PN通量中。这种暴露使产品具有串联质谱和荧光光谱谱,表明3-NT部分之间的C-O偶联。C-C偶联3-NT异构体的合成和对比分析证实了这些发现。最值得注意的是,C-C偶联3-NT二聚体的质谱数据显示,在高碰撞能量下暴露后,其峰为226.80 m/z,对应于母体二聚体峰(m/z = 453)的对称解理以及m/z = 180.04 (-NO2种)的破碎产物。这种断裂剖面不同于C-O偶联的3-NT二聚体,其主要峰为209.14 m/z,次要峰为226.15 m/z,表明母体二聚体的不对称断裂。本研究结果表明,在高和持续的PN通量下形成的3-NT水平升高促进了C-O偶联3-NT二聚体的形成。
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引用次数: 7
The Role of Electrospun Fiber Scaffolds in Stem Cell Therapy for Skin Tissue Regeneration. 静电纺丝纤维支架在干细胞治疗皮肤组织再生中的作用。
Pub Date : 2019-01-01 Epub Date: 2019-02-15 DOI: 10.20900/mo.20190002
Mulugeta Gizaw, Addison Faglie, Martha Pieper, Sarju Poudel, Shih-Feng Chou

Stem cell therapy has emerged as one of the topics in tissue engineering where undifferentiated and multipotent cells are strategically placed/ injected in tissue structure for cell regeneration. Over the years, stem cells have shown promising results in skin repairs for non-healing and/or chronic wounds. The addition of the stem cells around the wound site promotes signaling pathways for growth factors that regulate tissue reconstruction. However, injecting stem cells around the wound site has its drawbacks, including cell death due to lack of microenvironment cues. This particular issue is resolved when biomaterial scaffolds are involved in the cultivation and mechanical support of the stem cells. In this review, we describe the current models of stem cell therapy by injections and those that are done through cell cultures using electrospun fiber scaffolds. Electrospun fibers are considered as an ideal candidate for cell cultures due to their surface properties. Through the control of fiber morphology and fiber structure, cells are able to proliferate and differentiate into keratinocytes for skin tissue regeneration. Furthermore, we provide another perspective of using electrospun fibers and stem cells in a layer-by-layer structure for skin substitutes (dressing). Finally, electrospun fibers have the potential to incorporate bioactive agents to achieve controlled release properties, which is beneficial to the survival of the delivered stem cells or the recruitment of the cells. Overall, our work illustrates that electrospun fibers are ideal for stem cell cultures while serving as cell carriers for wound dressing materials.

干细胞治疗已成为组织工程的主题之一,其中未分化和多能细胞被战略性地放置/注射到组织结构中以进行细胞再生。多年来,干细胞在不愈合和/或慢性伤口的皮肤修复中显示出了有希望的结果。在伤口周围添加干细胞促进了调节组织重建的生长因子的信号通路。然而,在伤口周围注射干细胞有其缺点,包括由于缺乏微环境线索而导致的细胞死亡。当生物材料支架参与干细胞的培养和机械支持时,这个特定的问题得到了解决。在这篇综述中,我们描述了目前通过注射和使用电纺纤维支架通过细胞培养进行干细胞治疗的模型。电纺纤维由于其表面性质而被认为是细胞培养的理想候选者。通过控制纤维形态和纤维结构,细胞能够增殖并分化为角质形成细胞,用于皮肤组织再生。此外,我们提供了在逐层结构中使用电纺纤维和干细胞用于皮肤替代品(敷料)的另一个视角。最后,电纺纤维具有掺入生物活性剂以实现控制释放特性的潜力,这有利于递送的干细胞的存活或细胞的募集。总之,我们的工作表明,电纺纤维是干细胞培养的理想选择,同时也是伤口敷料材料的细胞载体。
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引用次数: 0
Batteries Not Included: A Self-Powered Cardiac Pacemaker. 不包括电池:自供电心脏起搏器。
Pub Date : 2019-01-01 DOI: 10.20900/mo.20190016
Jae Hyung Cho, Eugenio Cingolani
Since the first electronic pacemaker was implanted in human in 1958, electronic pacemakers have undergone continuous refinement including miniaturization of the devices all the way to a standalone leadless pacemaker capable of right ventricular pacing [1]. Other pacing modalities such as cardiac resynchronization therapy and His-bundle pacing also are available for treatment of selected patients. Biological pacemakers have and continue to be tested in pre-clinical models as a “hardware free” alternative to electronic devices [2,3]. Despite advances in device technologies, there are still limitations of devices such as: infectious complications, over or under sensing/pacing, lack of true autonomic response, and need for generator replacements. One of the recent advances in device technology is the development of battery-less electronic devices that harvest energy from heart beats, muscle stretching, glucose oxidation and endocochlear potentials. In this Nature Communications article [4], Ouyang et al. demonstrated that a symbiotic cardiac pacemaker (powered by a triboelectric nanogenerator which harvest energy from cardiac motion) can successfully pace the heart in a porcine model of sinus arrest. This article not only tested the feasibility of a “self-powered” cardiac pacemaker but also brings hope for the future of next-generation pacemakers, which could potentially co-exist with the patients. The major benefits of this new technology are that we can potentially reduce the size of current generators and there is no need to replace the generator at the end of battery life.
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引用次数: 0
The Effect of Manuka Honey on dHL-60 Cytokine, Chemokine, and Matrix-Degrading Enzyme Release under Inflammatory Conditions. 麦卢卡蜂蜜对炎症条件下dHL-60细胞因子、趋化因子和基质降解酶释放的影响。
Pub Date : 2019-01-01 Epub Date: 2019-04-25 DOI: 10.20900/mo.20190005
Benjamin A Minden-Birkenmaier, Meghan B Meadows, Kasyap Cherukuri, Matthew P Smeltzer, Richard A Smith, Marko Z Radic, Gary L Bowlin

A large body of in vivo and in vitro evidence indicates that Manuka honey resolves inflammation and promotes healing when applied topically to a wound. In this study, the effect of two different concentrations (0.5% and 3% v/v) of Manuka honey on the release of cytokines, chemokines, and matrix-degrading enzymes from neutrophils was examined using a differentiated HL-60 cell line model in the presence of inflammatory stimuli. The results indicate that 0.5% honey decreased TNF-α, IL-1β, MIP-1α, MIP-1β, IL-12 p70, MMP-9, MMP-1, FGF-13, IL-1ra, and IL-4 release, but increased MIP-3α, Proteinase 3, VEGF, and IL-8 levels. In contrast, 3% honey reduced the release of all analytes except TNF-α, whose release was increased. Together, these results demonstrate a dose-dependent ability of Manuka honey to modify the release of cytokines, chemokines, and matrix-degrading enzymes that promote or inhibit inflammation and/or healing within a wound. The findings of this study provide further guidance for the future use of Manuka honey in wounds or tissue engineering templates. Future in vivo investigation is warranted to validate the in vitro results and translate these results to physiologically relevant environments.

大量的体内和体外证据表明,麦卢卡蜂蜜局部应用于伤口时,可以解决炎症并促进愈合。在这项研究中,两种不同浓度(0.5%和3% v/v)的麦卢卡蜂蜜对中性粒细胞释放细胞因子、趋化因子和基质降解酶的影响,在炎症刺激下使用分化的HL-60细胞系模型进行了研究。结果表明,0.5%蜂蜜降低了TNF-α、IL-1β、MIP-1α、MIP-1β、il - 12p70、MMP-9、MMP-1、FGF-13、IL-1ra和IL-4的释放,但升高了MIP-3α、蛋白酶3、VEGF和IL-8的水平。相比之下,3%蜂蜜降低了除TNF-α外的所有分析物的释放,TNF-α的释放增加。总之,这些结果表明麦卢卡蜂蜜具有剂量依赖性,可以调节细胞因子、趋化因子和基质降解酶的释放,从而促进或抑制伤口内的炎症和/或愈合。本研究结果为今后麦卢卡蜂蜜在伤口或组织工程模板中的应用提供了进一步的指导。未来的体内研究有必要验证体外结果并将这些结果转化为生理相关环境。
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引用次数: 17
Transient versus Permanent MCA Occlusion in Mice Genetically Modified to Have Good versus Poor Collaterals. 基因改良小鼠的暂时性和永久性MCA闭塞,有良好的和不良的侧支。
Pub Date : 2019-01-01 Epub Date: 2019-11-27 DOI: 10.20900/mo.20190024
Hua Zhang, James E Faber

Collateral-dependent blood flow is capable of significantly lessening the severity of stroke. Unfortunately, collateral flow varies widely in patients for reasons that remain unclear. Studies in mice have shown that the number and diameter of cerebral collaterals vary widely due primarily to polymorphisms in genes, e.g., Rabep2, involved in their formation during development. However, understanding how variation in collateral abundance affects stroke progression has been hampered by lack of a method to reversibly ligate the distal middle cerebral artery (MCAO) in mice. Here we present a method and examine infarct volume 24 h after transient (tMCAO, 90 min) versus permanent occlusion (pMCAO) in mice with good versus poor collaterals. Wildtype C57BL/6 mice (have abundant collaterals) sustained small infarctions following tMCAO that increased 2.1-fold after pMCAO, reflecting significant penumbra present at 90 min. Mutant C57BL/6 mice lacking Rabep2 (have reduced collaterals) sustained a 4-fold increase in infarct volume over WT following tMCAO and a smaller additional increase (0.4-fold) after pMCAO, reflecting reduced penumbra. Wildtype BALB/cBy (have a deficient Rabep2 variant and poor collaterals) had large infarctions following tMCAO that increased less (0.6-fold) than the above wildtype C57BL/6 mice following pMCAO. Mutant BALB/cBy mice (have deficient Rabep2 replaced with the C57BL/6 variant thus increased collaterals) sustained smaller infarctions after tMCAO. However, unlike C57BL/6 versus Rabep2 mice, penumbra was not increased since infarct volume increased only 0.3-fold following pMCAO. These findings present a murine model of tMCAO and demonstrate that neuroprotective mechanisms, in addition to collaterals, also vary with genetic background and affect the evolution of stroke.

络依赖血流量能显著减轻中风的严重程度。不幸的是,侧支血流在患者中变化很大,原因尚不清楚。对小鼠的研究表明,脑侧络的数量和直径差异很大,主要是由于在发育过程中参与其形成的基因多态性,例如Rabep2。然而,由于缺乏一种可逆结扎小鼠大脑中远端动脉(MCAO)的方法,了解侧支丰度的变化如何影响中风进展一直受到阻碍。在这里,我们提出了一种方法,并在具有良好和不良侧络的小鼠中,检测暂时性(tMCAO, 90分钟)和永久性闭塞(pMCAO)后24小时的梗死体积。野生型C57BL/6小鼠(有丰富的侧枝)在tMCAO后持续出现小范围梗死,在pMCAO后增加了2.1倍,反映出在90分钟时存在明显的半暗区。缺乏Rabep2的突变型C57BL/6小鼠(侧枝减少)在tMCAO后的梗死面积比WT增加了4倍,在pMCAO后增加了0.4倍,反映出半暗区减少。野生型BALB/cBy(有Rabep2变异缺陷和不良的侧支)在tMCAO后出现大面积梗死,比上述野生型C57BL/6小鼠在pMCAO后增加少(0.6倍)。突变的BALB/cBy小鼠(将Rabep2缺陷替换为C57BL/6变体,从而增加侧枝)在tMCAO后持续较小的梗死。然而,与C57BL/6和Rabep2小鼠不同的是,pMCAO后半暗区没有增加,因为梗死体积只增加了0.3倍。这些发现提出了一个小鼠tMCAO模型,并表明神经保护机制,除了络,也随遗传背景而变化,并影响中风的进化。
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引用次数: 14
Opening up about Tissue Transglutaminase: When Conformation Matters More than Enzymatic Activity. 打开组织转谷氨酰胺酶:当构象比酶活性更重要。
Pub Date : 2018-01-01 Epub Date: 2018-11-22 DOI: 10.20900/mo.20180011
William P Katt, Marc A Antonyak, Richard A Cerione

Tissue transglutaminase (tTG), also referred to as type 2 transglutaminase or Gαh, can bind and hydrolyze GTP, as well as function as a protein crosslinking enzyme. tTG is widely expressed and can be detected both inside cells and in the extracellular space. In contrast to many enzymes, the active and inactive conformations of tTG are markedly different. The catalytically inactive form of tTG adopts a compact "closed-state" conformation, while the catalytically active form of the protein adopts an elongated "open-state" conformation. tTG has long been appreciated as an important player in numerous diseases, including celiac disease, neuronal degenerative diseases, and cancer, and its roles in these diseases often depend as much upon its conformation as its catalytic activity. While its ability to promote these diseases has been traditionally thought to be dependent on its protein crosslinking activity, more recent findings suggest that the conformational state tTG adopts is also important for mediating its effects. In particular, we and others have shown that the closed-state of tTG is important for promoting cell growth and survival, while maintaining tTG in the open-state is cytotoxic. In this review, we examine the two unique conformations of tTG and how they contribute to distinct biological processes. We will also describe how this information can be used to generate novel therapies to treat diseases, with a special focus on cancer.

组织转谷氨酰胺酶(tTG),也称为2型转谷氨酰胺酶或Gαh,可以结合和水解GTP,并具有蛋白质交联酶的功能。tTG广泛表达,可以在细胞内和细胞外空间检测到。与许多酶相比,tTG的活性和非活性构象明显不同。催化无活性形式的tTG采用紧凑的“封闭状态”构象,而催化活性形式的蛋白质采用拉长的“开放状态”构象。长期以来,tTG一直被认为是许多疾病的重要参与者,包括乳糜泻、神经退行性疾病和癌症,它在这些疾病中的作用往往取决于它的构象和催化活性。虽然其促进这些疾病的能力传统上被认为依赖于其蛋白质交联活性,但最近的研究结果表明,tTG所采用的构象状态对于介导其作用也很重要。特别是,我们和其他人已经证明tTG的关闭状态对促进细胞生长和存活是重要的,而保持tTG的开放状态是细胞毒性的。在这篇综述中,我们研究了tTG的两种独特构象以及它们如何参与不同的生物过程。我们还将描述如何使用这些信息来产生治疗疾病的新疗法,特别关注癌症。
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引用次数: 15
Transglutaminase in Receptor and Neurotransmitter-Regulated Functions. 转谷氨酰胺酶在受体和神经递质调节功能中的作用。
Pub Date : 2018-01-01 Epub Date: 2018-12-05 DOI: 10.20900/mo.20180012
Nancy A Muma

Transglutaminases (TGs) and especially TG2 play important roles in neurotransmitter and receptor signaling pathways. Three different mechanisms by which TG2 interacts with neurotransmitter and receptor signaling systems will be discussed in this review. The first way in which TG2 interacts with receptor signaling is via its function as a guanine nucleotide binding protein (G-protein) coupling to G-protein coupled receptors (GPCRs) to activate down-stream signaling pathways. TG2 can exist in a least two conformations, a closed GTP-bound conformation and an open calcium-bound conformation. In the closed GTP-bound conformation, TG2 is capable of functioning as a G-protein for GPCRs. In the open calcium-bound conformation, TG2 catalyzes a transamidation reaction cross-linking proteins or catalyzing the covalent binding of a mono- or polyamine to a protein. The second mechanism is regulation of the transamidation reaction catalyzed by TG2 via receptor stimulation which can increase local calcium concentrations and thereby increase transamidation reactions. The third way in which TG2 plays a role in neurotransmitter and receptor signaling systems is via its use of monoamine neurotransmitters as a substrate. Monoamine neurotransmitters including serotonin can be substrates for transamidation to a protein often a small G-protein (also known as a small GTPase) resulting in activation of the small G-protein. The transamidation of a monoamine neurotransmitter or serotonin has been designated as monoaminylation or more specifically serotonylation, respectively. Other proteins are also targets for monoaminylation such as fibronectin and cytoskeletal proteins. These receptor and neurotransmitter-regulated reactions by TG2 play roles in physiological and key pathophysiological processes.

谷氨酰胺转氨酶(TGs),特别是TG2在神经递质和受体信号通路中起重要作用。本文将讨论TG2与神经递质和受体信号系统相互作用的三种不同机制。TG2与受体信号相互作用的第一种方式是通过其作为鸟嘌呤核苷酸结合蛋白(g蛋白)偶联到g蛋白偶联受体(gpcr)的功能来激活下游信号通路。TG2至少有两种构象,一种是封闭的gtp结合构象,另一种是开放的钙结合构象。在封闭的gtp结合构象中,TG2能够作为gpcr的g蛋白发挥作用。在开放的钙结合构象中,TG2催化转酰胺反应交联蛋白质或催化单胺或多胺与蛋白质的共价结合。第二种机制是通过受体刺激调节TG2催化的转氨反应,从而增加局部钙浓度,从而增加转氨反应。TG2在神经递质和受体信号系统中发挥作用的第三种方式是通过使用单胺类神经递质作为底物。包括5 -羟色胺在内的单胺类神经递质可以作为转氨化成蛋白质的底物,通常是小g蛋白(也称为小GTPase),导致小g蛋白的激活。单胺神经递质或5 -羟色胺的转酰胺化分别被称为单胺化或更具体地说是5 -羟色胺化。其他蛋白质也是单胺化的目标,如纤维连接蛋白和细胞骨架蛋白。这些由TG2调节的受体和神经递质反应在生理和关键病理生理过程中发挥作用。
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引用次数: 8
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