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Comparative proteomic analysis of tail regeneration in the green anole lizard, Anolis carolinensis. 绿踝蜥(Anolis carolinensis)尾部再生的比较蛋白质组分析。
Pub Date : 2024-01-01 Epub Date: 2023-08-17 DOI: 10.1002/ntls.20210421
Cindy Xu, Elizabeth D Hutchins, Walter Eckalbar, Ken Pendarvis, Derek M Benson, Douglas F Lake, Fiona M McCarthy, Kenro Kusumi

As amniote vertebrates, lizards are the most closely related organisms to humans capable of appendage regeneration. Lizards can autotomize, or release their tails as a means of predator evasion, and subsequently regenerate a functional replacement. Green anoles (Anolis carolinensis) can regenerate their tails through a process that involves differential expression of hundreds of genes, which has previously been analyzed by transcriptomic and microRNA analysis. To investigate protein expression in regenerating tissue, we performed whole proteomic analysis of regenerating tail tip and base. This is the first proteomic data set available for any anole lizard. We identified a total of 2,646 proteins - 976 proteins only in the regenerating tail base, 796 only in the tail tip, and 874 in both tip and base. For over 90% of these proteins in these tissues, we were able to assign a clear orthology to gene models in either the Ensembl or NCBI databases. For 13 proteins in the tail base, 9 proteins in the tail tip, and 10 proteins in both regions, the gene model in Ensembl and NCBI matched an uncharacterized protein, confirming that these predictions are present in the proteome. Ontology and pathways analysis of proteins expressed in the regenerating tail base identified categories including actin filament-based process, ncRNA metabolism, regulation of phosphatase activity, small GTPase mediated signal transduction, and cellular component organization or biogenesis. Analysis of proteins expressed in the tail tip identified categories including regulation of organelle organization, regulation of protein localization, ubiquitin-dependent protein catabolism, small GTPase mediated signal transduction, morphogenesis of epithelium, and regulation of biological quality. These proteomic findings confirm pathways and gene families activated in tail regeneration in the green anole as well as identify uncharacterized proteins whose role in regrowth remains to be revealed. This study demonstrates the insights that are possible from the integration of proteomic and transcriptomic data in tail regrowth in the green anole, with potentially broader application to studies in other regenerative models.

作为羊膜脊椎动物,蜥蜴是与人类关系最密切的能够进行附肢再生的生物。蜥蜴可以自动切除或释放尾巴,作为躲避捕食者的一种手段,然后再生出具有功能的替代品。绿鼹鼠(Anolis carolinensis)可以通过涉及数百个基因差异表达的过程使尾巴再生,以前曾通过转录组和 microRNA 分析对这一过程进行过分析。为了研究再生组织中的蛋白质表达,我们对再生尾尖和基部进行了全蛋白质组分析。这是第一套针对无尾蜥的蛋白质组数据。我们共鉴定出 2646 个蛋白质,其中 976 个只存在于再生尾基部,796 个只存在于尾尖,874 个同时存在于尾尖和基部。对于这些组织中超过 90% 的蛋白质,我们都能在 Ensembl 或 NCBI 数据库中找到明确的同源基因模型。对于尾基中的 13 个蛋白质、尾尖中的 9 个蛋白质以及两个区域中的 10 个蛋白质,Ensembl 和 NCBI 中的基因模型与未表征的蛋白质相匹配,证实了这些预测存在于蛋白质组中。对再生尾基部表达的蛋白质进行的本体和通路分析确定了包括基于肌动蛋白丝过程、ncRNA 代谢、磷酸酶活性调控、小 GTP 酶介导的信号转导和细胞成分组织或生物生成等类别。对尾端表达的蛋白质进行分析后发现,其类别包括细胞器组织调控、蛋白质定位调控、泛素依赖性蛋白质分解、小 GTP 酶介导的信号转导、上皮细胞形态发生和生物质量调控。这些蛋白质组学发现证实了绿鬣蜥尾部再生过程中激活的通路和基因家族,同时也发现了一些尚未定性的蛋白质,它们在再生过程中的作用仍有待揭示。这项研究展示了蛋白质组和转录组数据在绿鼹鼠尾部再生过程中的整合可能带来的启示,并有可能更广泛地应用于其他再生模型的研究。
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引用次数: 0
Isotope effect suggests site‐specific nonadiabaticity on Ge(111)c(2×8) 同位素效应表明Ge(111)c的定点非绝热性(2×8)
Pub Date : 2023-11-12 DOI: 10.1002/ntls.20230019
Kerstin Krüger, Yingqi Wang, Lingjun Zhu, Bin Jiang, Hua Guo, Alec M. Wodtke, Oliver Bünermann
Abstract Energy transferred in atom‐surface collisions typically depends strongly on projectile mass, an effect that can be experimentally detected by isotopic substitution. In this work, we present measurements of inelastic H and D atom scattering from a semiconducting Ge(111) c (2×8) surface exhibiting two scattering channels. The first channel shows the expected isotope effect and is quantitatively reproduced by electronically adiabatic molecular dynamics simulations. The second channel involves electronic excitations of the solid and, surprisingly, exhibits almost no isotope effect. We attribute these observations to scattering dynamics, wherein the likelihood of electronic excitation varies with the impact site engaged in the interaction. Key Points Previous work revealed that H atoms with sufficient translational energy can excite electrons over the band gap of a semiconductor in a surface collision. We studied the isotope effect of the energy transfer by H/D substitution and performed band structure calculations to elucidate the underlying excitation mechanism. Our results suggest a site‐specific mechanism that requires the atom to hit a specific surface site to excite an electron‐hole pair.
原子-表面碰撞中的能量转移通常强烈依赖于抛射物的质量,这种效应可以通过同位素取代实验检测到。在这项工作中,我们提出了从半导体Ge(111) c (2×8)表面显示两个散射通道的非弹性H和D原子散射的测量。第一个通道显示了预期的同位素效应,并通过电子绝热分子动力学模拟定量再现。第二个通道涉及固体的电子激发,令人惊讶的是,几乎没有表现出同位素效应。我们将这些观察结果归因于散射动力学,其中电子激发的可能性随参与相互作用的撞击地点而变化。先前的研究表明,具有足够平动能的氢原子可以在表面碰撞中激发半导体带隙上的电子。我们通过H/D取代研究了能量转移的同位素效应,并进行了能带结构计算来阐明潜在的激发机制。我们的研究结果表明了一种位点特异性机制,需要原子撞击特定的表面位点来激发电子空穴对。
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引用次数: 0
Automated segmentation of insect anatomy from micro‐CT images using deep learning 利用深度学习从微CT图像中自动分割昆虫解剖结构
Pub Date : 2023-09-19 DOI: 10.1002/ntls.20230010
Evropi Toulkeridou, Carlos Enrique Gutierrez, Daniel Baum, Kenji Doya, Evan P. Economo
Abstract Three‐dimensional (3D) imaging, such as microcomputed tomography (micro‐CT), is increasingly being used by organismal biologists for precise and comprehensive anatomical characterization. However, the segmentation of anatomical structures remains a bottleneck in research, often requiring tedious manual work. Here, we propose a pipeline for the fully automated segmentation of anatomical structures in micro‐CT images utilizing state‐of‐the‐art deep learning methods, selecting the ant brain as a test case. We implemented the U‐Net architecture for two‐dimensional (2D) image segmentation for our convolutional neural network (CNN), combined with pixel‐island detection. For training and validation of the network, we assembled a data set of semimanually segmented brain images of 76 ant species. The trained network predicted the brain area in ant images fast and accurately; its performance tested on validation sets showed good agreement between the prediction and the target, scoring 80% Intersection over Union (IoU) and 90% Dice Coefficient (F1) accuracy. While manual segmentation usually takes many hours for each brain, the trained network takes only a few minutes. Furthermore, our network is generalizable for segmenting the whole neural system in full‐body scans, and works in tests on distantly related and morphologically divergent insects (e.g., fruit flies). The latter suggests that methods like the one presented here generally apply across diverse taxa. Our method makes the construction of segmented maps and the morphological quantification of different species more efficient and scalable to large data sets, a step toward a big data approach to organismal anatomy. Key points Development of a deep learning‐based pipeline for the fully automated segmentation of micro‐CT images of insects, using ant brains as a starting point. Creation of an open access data set of micro‐CT images of ant heads for training and testing. Generalizable computer vision methodology, extendable across diverse taxa and anatomical features.
三维(3D)成像,如微计算机断层扫描(micro - CT),越来越多地被生物生物学家用于精确和全面的解剖表征。然而,解剖结构的分割仍然是研究的瓶颈,往往需要繁琐的手工工作。在这里,我们提出了一个利用最先进的深度学习方法对微CT图像中的解剖结构进行全自动分割的管道,并选择蚂蚁大脑作为测试案例。我们为卷积神经网络(CNN)实现了二维(2D)图像分割的U - Net架构,并结合了像素岛检测。为了训练和验证网络,我们收集了76种蚂蚁的半分割脑图像数据集。训练后的网络能够快速准确地预测蚂蚁图像中的脑区;在验证集上的性能测试表明,预测与目标之间的一致性很好,达到80%的交集超过联合(IoU)和90%的骰子系数(F1)准确率。人工分割每个大脑通常需要花费数小时,而训练后的网络只需要几分钟。此外,我们的网络可用于在全身扫描中分割整个神经系统,并可用于对远亲和形态不同的昆虫(例如果蝇)的测试。后者表明,像这里提出的方法一般适用于不同的分类群。我们的方法使不同物种的分割图和形态量化的构建更加高效,并且可扩展到大型数据集,这是迈向生物解剖学大数据方法的一步。开发基于深度学习的管道,以蚂蚁大脑为起点,实现昆虫微CT图像的全自动分割。创建用于训练和测试的蚂蚁头部微CT图像的开放访问数据集。可扩展的计算机视觉方法,可扩展到不同的分类群和解剖特征。
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引用次数: 0
The propagation of Hermite–Gauss wave packets in optics and quantum mechanics 厄米-高斯波包在光学和量子力学中的传播
Pub Date : 2023-08-22 DOI: 10.1002/ntls.20230012
J. Briggs
The two‐dimensional paraxial equation of optics and the two‐dimensional time‐dependent Schrödinger equation, derived as approximations of the three‐dimensional Helmholtz equation and the three‐dimensional time‐independent Schrödinger equation, respectively, are identical. Here the free propagation in space and time of Hermite–Gauss wave packets (optics) or harmonic oscillator eigenfunctions (quantum mechanics) is examined in detail. The Gouy phase is shown to be a dynamic phase, appearing as the integral of the adiabatic eigenfrequency or eigenenergy. The wave packets propagate adiabatically in that at each space or time point they are solutions of the instantaneous harmonic problem. In both cases, it is shown that the form of the wave function is unchanged along the loci of the normals to wave fronts. This invariance along such trajectories is connected to the propagation of the invariant amplitude of the corresponding free wave number (optics) or momentum (quantum mechanics) wave packets. It is shown that the van Vleck classical density of trajectories function appears in the wave function amplitude over the complete trajectory. A transformation to the co‐moving frame along a trajectory gives a constant wave function multiplied by a simple energy or frequency phase factor. The Gouy phase becomes the proper time in this frame.This paper builds a bridge between quantum mechanics (QM) and classical optics in that the identity of the paraxial equation of optics and the Schrödinger equation of QM is shown,the Bohmian trajectories of QM are defined in optics,the Gouy phase of optics is defined in QM and given a new interpretation andThe space and momentum wave functions are equivalent along a trajectory.
由三维亥姆霍兹方程和三维时间无关Schrödinger方程近似导出的二维光学傍轴方程和二维时间相关Schrödinger方程是相同的。本文详细研究了厄米-高斯波包(光学)或谐振子本征函数(量子力学)在空间和时间中的自由传播。格伊相是一个动态相,表现为绝热特征频率或特征能量的积分。波包是绝热传播的,在每一个空间或时间点它们都是瞬时谐波问题的解。在这两种情况下,波函数的形式沿着波前法线的轨迹是不变的。这种沿轨迹的不变性与相应的自由波数(光学)或动量(量子力学)波包的不变性振幅的传播有关。结果表明,范弗利克经典轨迹密度函数出现在整个轨迹上的波函数振幅中。沿轨迹向同运动坐标系的变换得到一个常数波函数乘以一个简单的能量或频率相位因子。格伊相变成了这个坐标系中的固有时。本文在量子力学与经典光学之间架起了一座桥梁,证明了光学的近轴方程与量子力学的Schrödinger方程是一致的,在光学中定义了量子力学的波希米亚轨迹,在量子力学中定义了光学的古伊相并给出了新的解释,空间波函数和动量波函数沿轨迹是等价的。
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引用次数: 0
Exhaled aerosols and saliva droplets measured in time and 3D space: Quantification of pathogens flow rate applied to SARS‐CoV‐2 在时间和三维空间中测量呼出的气溶胶和唾液滴:用于SARS - CoV - 2的病原体流速的量化
Pub Date : 2023-07-08 DOI: 10.1002/ntls.20230007
A. Roth, M. Stiti, D. Frantz, A. Corber, E. Berrocal
SARS-CoV-2 and its ever-emerging variants, are spread from host-to-host via expelled respiratory aerosols and saliva droplets. Knowing the number of virions which are exhaled by a person requires precise measurements of the size, count, velocity and trajectory of the virus-laden particles that are ejected directly from the mouth. These measurements are achieved in 3D, at 15000 images/second, and are applied when speaking, yelling, and coughing. In this study 33 events have been analysed by post-processing ˜500000 images. Using these data, the flow rate of SARS-CoV-2 virions have been evaluated. At high concentrations, 10ˆ7 virions/mL, it is found that 136 to 231 virions are ejected during a single cough, where the virion flow rate peak is capable of reaching 32 virions within a millisecond. This peak can reach tens of virions/ms when yelling, but reduced to only a few virions/ms when speaking. At medium concentrations, ˜10ˆ5 virions/mL, those results are hundreds of times lower. The total number of virions that are ejected when yelling at 110db, instead of speaking at 85db, increases by two to three fold. From the measured data analysed in this article, the flow rate of other diseases such as influenza, tuberculosis or measles, can also be estimated. As these data are openly accessible, they can be used by modellers for the simulation of saliva droplet transport and evaporation, allowing to further advance our understanding of airborne pathogen transmission.
SARS-CoV-2及其不断出现的变种,通过排出的呼吸道气溶胶和唾液飞沫在宿主之间传播。要想知道一个人呼出的病毒粒子的数量,就需要精确测量从口腔直接喷出的病毒粒子的大小、数量、速度和轨迹。这些测量是在3D中实现的,每秒15000张图像,并在说话,大喊大叫和咳嗽时应用。在本研究中,通过后处理约500000张图像分析了33个事件。利用这些数据,对SARS-CoV-2病毒体的流速进行了评估。在高浓度下,10 ~ 7个病毒粒子/mL,发现单次咳嗽可喷射出136 ~ 231个病毒粒子,其中病毒粒子流速峰值可在一毫秒内达到32个病毒粒子。当大喊大叫时,这个峰值可以达到几十个病毒粒子/毫秒,但当说话时,这个峰值减少到只有几个病毒粒子/毫秒。在中等浓度下,≈10 ~ 5个病毒粒子/mL,这些结果降低了数百倍。当以110分贝的声音喊叫时,而不是以85分贝的声音说话时,喷出的病毒粒子总数增加了两到三倍。根据本文分析的测量数据,还可以估计流感、结核病或麻疹等其他疾病的发病率。由于这些数据是公开的,它们可以被建模人员用于模拟唾液液滴的运输和蒸发,从而进一步提高我们对空气传播病原体的理解。
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引用次数: 0
Manipulating tunnelling gateways in condensed phase isomerization 在凝聚相异构化过程中操纵隧道通道
Pub Date : 2023-05-23 DOI: 10.1002/ntls.20230006
Arnab Choudhury, Shreya Sinha, David Harlander, Jessalyn DeVine, A. Kandratsenka, P. Saalfrank, D. Schwarzer, A. Wodtke
When a chemical reaction occurs via tunnelling, a simple mass-dependence is expected, where substitution of atoms by heavier isotopes leads to a reduced reaction rate. However, as shown in a recent study of CO orientational isomerization at the NaCl(100) interface [Choudhury et al., Nature 612 , 691 (2022)], the lightest isotopologue need not exhibit the fastest tunnelling; for the CO/NaCl system, the non-monotonic mass-dependence is understood through a new picture of condensed phase tunnelling where the overall rate is dominated by a few pairs of reactant/product states. These state-pairs – termed quantum gateways – gain dynamical importance through accidentally-enhanced tunnelling probabilities, facilitated by a confluence of the energetic landscape underlying the reaction as well as the phonon bath of the surrounding medium. Here, we explore gateway tunnelling through measurements of the kinetic isotope effect (KIE) for CO isomerization in a monolayer buried by many layers of either CO or N 2 . With an N 2 overlayer, tunnelling rates are accelerated for all four isotopologues ( 12 C 16 O, 13 C 16 O, 12 C 18 O, and 13 C 18 O), but the degree of acceleration is isotopologue-specific and non-intuitively mass dependent. A one-dimensional tunnelling model involving an Eckart barrier cannot capture this behaviour. This reflects how a change to the potential energy surface moves states in and out of resonance, changing which tunnelling gateways can be accessed in the isomerization reaction.
当一个化学反应通过隧穿发生时,一个简单的质量依赖是预期的,其中原子被较重的同位素取代导致反应速率降低。然而,最近一项关于NaCl(100)界面CO取向异构化的研究表明[Choudhury等人,Nature 612,691(2022)],最轻的同位素物不一定表现出最快的隧道作用;对于CO/NaCl体系,通过凝聚态隧穿的新图景来理解非单调的质量依赖关系,其中总速率由几对反应物/生成物状态主导。这些状态对——被称为量子网关——通过意外增强的隧穿概率获得动力学重要性,这是由反应背后的能量景观以及周围介质的声子池的汇合所促进的。在这里,我们通过测量被多层CO或n2埋藏的单层中CO异构化的动力学同位素效应(KIE)来探索通道隧道。在n2覆盖层下,所有4种同位素(12c16o、13c16o、12c18o和13c18o)的隧穿速率都加快了,但加速程度是同位素特异性的,与直观的质量无关。涉及埃卡特势垒的一维隧道模型无法捕捉到这种行为。这反映了势能面的变化如何使状态进入和退出共振,从而改变了异构化反应中可以进入的隧道通道。
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引用次数: 0
Chiral recognition mechanism of cellobiohydrolase Cel7A for ligands based on the β‐blocker propranolol: The effect of explicit water molecules on binding and selectivities 基于β受体阻滞剂心得安的纤维生物水解酶Cel7A对配体的手性识别机制:外显水分子对结合和选择性的影响
Pub Date : 2023-05-23 DOI: 10.1002/ntls.20220050
A. Fagerström, T. Liljefors, M. Sandgren, R. Isaksson, J. Ståhlberg, U. Berg
: Proteins are useful chiral selectors. In order to understand the recognition mechanism and the chiral discrimination, binding of the (R)- and (S)-enantiomers of a series of designed amino alcohol inhibitors based on propranolol to cellobiohydrolase Cel7A (Trichoderma reesei) has been studied more closely. X-ray crystal structures were determined of the protein complex with the (R)- and (S)-enantiomers of the strongest binding propranolol analog. The combination of the structural data, thermodynamic data from capillary electrophoresis and microcalorimetry experiments and computational modeling give a clearer insight into the origin of the enantioselectivity and its opposite thermodynamic signature. The new crystal structures were used in computational molecular flexible dockings of the propranolol analogues using the program Glide. The results indicated that several water molecules in the active site were essential for the docking of the (R)-enantiomers, but not for the (S)-enantiomers. The results are discussed in relation to the enantiomeric discrimination of the enzyme. Both dissociation constants (Kd-values) and thermodynamical data are included to show the effects of the structural modifications in the ligand on enthalpy and entropy in relation to the enantioselectivity.
蛋白质是有用的手性选择器。为了了解其识别机制和手性区分,我们更深入地研究了基于心得安的一系列氨基醇抑制剂(R)-和(S)-对映体与纤维生物水解酶Cel7A(里氏木霉)的结合。用x射线测定了结合最强普萘洛尔类似物的(R)-和(S)-对映体的蛋白质复合物的晶体结构。结合结构数据、毛细管电泳和微热实验的热力学数据以及计算模型,可以更清楚地了解对映体选择性的起源及其相反的热力学特征。利用Glide程序将这些新的晶体结构用于计算普萘洛尔类似物的分子柔性对接。结果表明,活性位点上的一些水分子对(R)-对映体的对接是必需的,而对(S)-对映体则不是必需的。结果与酶的对映体辨别有关。包括解离常数(kd值)和热力学数据,以显示配体结构修饰对与对映体选择性有关的焓和熵的影响。
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引用次数: 0
Foray into the topology of poly‐bi‐[8]‐annulenylene 探讨聚-双-[8]-环烯的拓扑结构
Pub Date : 2023-05-10 DOI: 10.1002/ntls.20230015
V. Muruganandam, M. Sajjan, S. Kais
Analyzing phase transitions using the inherent geometrical attributes of a system has garnered enormous interest over the past few decades. The usual candidate often used for investigation is graphene—the most celebrated material among the family of tri‐coordinated graphed lattices. We show in this report that other inhabitants of the family demonstrate equally admirable structural and functional properties that at its core are controlled by their topology. Two interesting members of the family are cyclooctatrene (COT) and COT‐based polymer: poly‐bi‐[8]‐annulenylene, both in one and two dimensions that have been investigated by polymer chemists over a period of 50 years for its possible application in batteries exploiting its conducting properties. A single COT unit is demonstrated herein to exhibit topological solitons at sites of a broken bond similar to an open one‐dimensional Su–Schrieffer–Heeger (SSH) chain. We observe that poly‐bi‐[8]‐annulenylene in one dimension mimics two coupled SSH chains in the weak coupling limit, thereby showing the presence of topological edge modes. In the strong coupling limit, we investigate the different parameter values of our system for which we observe zero‐energy modes. Further, the application of an external magnetic field and its effects on the band flattening of the energy bands has also been studied. In two dimensions, poly‐bi‐[8]‐annulenylene forms a square‐octagon lattice which upon breaking time‐reversal symmetry goes into a topological phase forming noise‐resilient edge modes. We hope our analysis would pave the way for synthesizing such topological materials and exploiting their properties for promising applications in optoelectronics, photovoltaics, and renewable energy sources.We show in this paper tri‐coordinated lattice systems: cylooctatrene (COT) and COT‐based polymer: poly‐bi‐[8]‐annulenylene exhibit exotic topological properties.Flat bands are generated upon application of tailored magnetic flux for poly‐bi‐[8]‐annulenylene in one dimension.Insights from this paper open the possibility of using these polymers as an experimental ground to observe many flat‐band and topology‐related phenomena.
在过去的几十年里,利用系统固有的几何属性来分析相变已经引起了人们极大的兴趣。通常用于研究的候选材料是石墨烯,它是三坐标图晶格家族中最著名的材料。我们在本报告中表明,该家族的其他成员表现出同样令人钦佩的结构和功能特性,其核心是由其拓扑结构控制的。该家族的两个有趣的成员是环己烷(COT)和基于COT的聚合物:聚双[8]-环烯,在一维和二维上,聚合物化学家已经研究了50年,以利用其导电性能在电池中的可能应用。本文证明了单个COT单元在断裂键的位置上表现出类似于开放的一维Su-Schrieffer-Heeger (SSH)链的拓扑孤子。我们观察到一维的聚双[8]-环烯在弱耦合极限下模拟了两个耦合的SSH链,从而显示出拓扑边缘模式的存在。在强耦合极限下,我们研究了观测到零能模式的系统的不同参数值。此外,还研究了外加磁场的施加及其对能带平坦化的影响。在二维空间中,聚双[8]-环烯形成一个方形-八边形晶格,在打破时间反转对称性后进入拓扑相位,形成噪声弹性边缘模式。我们希望我们的分析能为合成这种拓扑材料铺平道路,并利用它们在光电子、光伏和可再生能源方面的有前途的应用。我们在论文中展示了三配位晶格体系:环丁烯(COT)和基于COT的聚合物:聚双[8]环烯具有奇特的拓扑性质。在一维条件下,对聚双[8]-环烯施加定制磁通,可产生平带。本文的见解打开了使用这些聚合物作为实验场地来观察许多平带和拓扑相关现象的可能性。
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引用次数: 0
Autophagy dark genes: Can we find them with machine learning? 自噬暗基因:我们能用机器学习找到它们吗?
Pub Date : 2023-05-01 DOI: 10.1002/ntls.20220067
Mohsen Ranjbar, Jeremy J. Yang, Praveen Kumar, Daniel R. Byrd, Elaine L. Bearer, Tudor I. Oprea
Identifying novel autophagy (ATG) associated genes in humans remains an important task for understanding this fundamental physiological process. Machine learning (ML) can highlight potentially “missing pieces” linking core ATG genes with understudied, “dark” genes by mining functional genomic data. Here, a set of 103 (out of 288 genes from the Autophagy Database) was used as training set, based on ATG-associated terms annotated from 3 secondary sources: GO (gene ontology), Kyoto Encyclopedia of Genes and Genomes pathway, and UniProt keywords, as additional confirmation of their importance in ATG. As negative labels, an OMIM list of genes associated with monogenic diseases was used (after excluding the 288 ATG-associated genes). Data related to these genes from 17 different sources were compiled and used to derive a trained MetaPath/XGBoost (MPxgb) ML model for distinguishing ATG and non-ATG genes (10-fold cross-validated, 100-times randomized models, median area under the curve = 0.994 ± 0.008). Sixteen ATG-relevant variables explained 64% of the total model gain. Overall, 23% of the top 251 predicted genes are annotated in the Autophagy Database, whereas 193 genes (77%) are not. In 2019, we suggested that some of these 193 genes may represent “ATG dark genes.” A literature search in 2022 for those top 20 predicted ATG dark genes found that 9 were subsequently reported as ATG genes during the intervening 3.5 years. A post-factum evaluation of data leakage (the presence of ATG-associated terms in the top 40 ML features) confirms that 7 out of these 9 genes and 2 out of 3 other recently validated predictions from the bottom 20 are novel. Those genes with the largest number of ATG features would be most likely to yield valuable experimental insights. Modern high-throughput testing would be capable of spanning the full 193 ATG genes list reported here. Our analysis demonstrates that ML can guide genomics research to gain a more complete functional and pathway annotation of complex processes. Key points – A knowledge-graph based machine learning model was designed for predicting unknown autophagy genes via mining functional genomic data. – Literature search validated predicted genes. – Our machine learning models could be generalized and applied to other genomic libraries to uncover dark genes for various functions.
在人类中鉴定新的自噬(ATG)相关基因仍然是理解这一基本生理过程的重要任务。机器学习(ML)可以通过挖掘功能基因组数据,突出连接核心ATG基因与未被充分研究的“暗”基因的潜在“缺失片段”。本文使用自噬数据库288个基因中的103个基因作为训练集,基于3个次要来源注解的ATG相关术语:GO(基因本体)、京都基因与基因组百科全书路径和UniProt关键词,以进一步确认它们在ATG中的重要性。作为阴性标记,使用与单基因疾病相关的OMIM基因列表(在排除288个atg相关基因后)。将来自17个不同来源的相关基因数据进行编译,并使用训练后的MetaPath/XGBoost (MPxgb) ML模型来区分ATG和非ATG基因(10倍交叉验证,100倍随机化模型,曲线下中位数面积= 0.994±0.008)。16个atg相关变量解释了64%的模型总增益。总的来说,在自噬数据库中,前251个预测基因中有23%被注释,而193个基因(77%)没有。2019年,我们提出这193个基因中的一些可能代表“ATG暗基因”。2022年对前20个预测ATG暗基因的文献检索发现,在这中间的3.5年里,有9个被报道为ATG基因。对数据泄露的事后评估(前40个ML特征中与atg相关的术语的存在)证实,这9个基因中的7个以及最近验证的后20个预测中的3个中的2个是新的。那些具有最多ATG特征的基因最有可能产生有价值的实验见解。现代高通量检测将能够跨越完整的193个ATG基因列表。我们的分析表明,机器学习可以指导基因组学研究,以获得更完整的复杂过程的功能和途径注释。设计了一个基于知识图谱的机器学习模型,通过挖掘功能基因组数据来预测未知的自噬基因。-文献检索验证了预测的基因。-我们的机器学习模型可以推广并应用于其他基因组文库,以发现各种功能的暗基因。
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引用次数: 0
About Roy Glauber 关于罗伊·格劳伯
Pub Date : 2023-04-10 DOI: 10.1002/ntls.20220064
B. Friedrich, D. Kleppner, D. Herschbach
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引用次数: 0
期刊
Natural sciences (Weinheim, Germany)
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