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Leveraging molecular structure and bioactivity with chemical language models for drug design 利用分子结构和生物活性的化学语言模型进行药物设计
Pub Date : 2021-10-04 DOI: 10.33774/chemrxiv-2021-xzgst
Michael Moret, F. Grisoni, Cyrill Brunner, G. Schneider
Generative chemical language models (CLMs) can be used for de novo molecular structure generation. These CLMs learn from the structural information of known molecules to generate new ones. In this paper, we show that “hybrid” CLMs can additionally leverage the bioactivity information available for the training compounds. To computationally design ligands of phosphoinositide 3-kinase gamma (PI3Kγ), we created a large collection of virtual molecules with a generative CLM. This primary virtual compound library was further refined using a CLM-based classifier for bioactivity prediction. This second hybrid CLM was pretrained with patented molecular structures and fine-tuned with known PI3Kγ binders and non-binders by transfer learning. Several of the computer-generated molecular designs were commercially available, which allowed for fast prescreening and preliminary experimental validation. A new PI3Kγ ligand with sub-micromolar activity was identified. The results positively advocate hybrid CLMs for virtual compound screening and activity-focused molecular design in low-data situations.
生成化学语言模型(CLM)可以用于从头生成分子结构。这些CLM从已知分子的结构信息中学习以产生新的分子。在本文中,我们表明“杂交”CLM可以额外利用训练化合物的生物活性信息。为了计算设计磷酸肌醇3-激酶γ(PI3Kγ)的配体,我们创建了一个具有生成CLM的大量虚拟分子集合。使用用于生物活性预测的基于CLM的分类器来进一步细化该初级虚拟化合物库。第二种杂交CLM是用获得专利的分子结构预训练的,并通过迁移学习用已知的PI3Kγ结合物和非结合物进行微调。一些计算机生成的分子设计可以在市场上买到,这使得快速预筛选和初步实验验证成为可能。鉴定了一种新的具有亚微摩尔活性的PI3Kγ配体。该结果积极支持在低数据情况下进行虚拟化合物筛选和以活性为重点的分子设计的杂交CLM。
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引用次数: 1
Structure-Activity-Relationship and Bioactivity of Neurotrophic trans-Banglene 神经营养反式邦烯的构效关系及生物活性研究
Pub Date : 2021-10-04 DOI: 10.33774/chemrxiv-2021-0b2wc
K. Gohil, M. Kazmi, Florence Williams
Neurotrophic small molecule natural products are functional analogs of signaling proteins called neurotrophins, which cause a pro-growth, pro-survival, or pro-differentiation response in neuronal cells. While these phenotypic responses are desirable to combat neurodegenerative disease progression, neurotrophin proteins possess pharmacokinetic properties that present challenges to their administration in living organisms, whether in biomedical studies or as therapeutics. Small molecules such as the cis- and trans-banglenes offer attractive alternatives to activate neurotrophic responses. We describe the synthesis and testing of banglene derivatives to establish a structure-activity response for the banglene family. Notably, during the course of our studies trans-banglene was shown to cause nerve growth factor (NGF)-potentiated neuritogenesis that was markedly stronger than the neuritogenic effects of trans-banglene alone. We demonstrate that only (–) trans-banglene is active, while its (+) enantiomer is not, and further demonstrate that select modifications on the cyclohexene ring of trans-banglene does not impair its bioactivity. Finally, to probe the relationship between (–) trans-banglene’s mechanism of ac-tion and canonical NGF signal transduction pathways, we employed kinase inhibitors targeting Pkc, Akt1/2/3 and Erk1/2, designed to inhibit NGF-induced neurotrophic signaling. Interestingly, (–) trans-banglene potentiation of NGF-induced neuri-togenesis was unaffected by the presence of these kinase inhibitors. Collectively, these results suggest a dual-mode of action for (–) trans-banglene (both neurotrophic alone and strongly potentiating of NGF activity), and an independence of its po-tentiating action on Pkc and Erk1/2 enzymatic activity.
神经营养小分子天然产物是被称为神经营养因子的信号蛋白的功能类似物,其在神经细胞中引起促生长、促生存或促分化反应。虽然这些表型反应是对抗神经退行性疾病进展所需要的,但神经营养蛋白具有药代动力学特性,无论是在生物医学研究中还是作为治疗药物,都对其在生物体中的施用提出了挑战。像顺式和反式链烯这样的小分子为激活神经营养反应提供了有吸引力的选择。我们描述了苯烯衍生物的合成和测试,以建立苯烯家族的结构-活性响应。值得注意的是,在我们的研究过程中,反式苯烯被证明能引起神经生长因子(NGF)增强的神经生成,其作用明显强于单独使用反式苯烯的神经生成作用。我们证明了只有(-)反式苯烯具有活性,而其(+)对映体则没有活性,并进一步证明了对反式苯烯环己烯的选择性修饰不会影响其生物活性。最后,为了探究(-)反式苯烯的作用机制与典型的NGF信号转导途径之间的关系,我们采用了靶向Pkc、Akt1/2/3和Erk1/2的激酶抑制剂,旨在抑制NGF诱导的神经营养信号传导。有趣的是,(-)反式苯二烯增强ngf诱导的神经生成不受这些激酶抑制剂的影响。总的来说,这些结果表明(-)反式苯烯具有双重作用模式(既具有神经营养作用,又能强烈增强NGF活性),并且其对Pkc和Erk1/2酶活性的增强作用是独立的。
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引用次数: 0
Donor-Acceptor Pyridinium Salts for Photo-Induced Electron Transfer Driven Modification of Tryptophan in Peptides, Proteins, and Proteomes using Visible Light 利用可见光对多肽、蛋白质和蛋白质组中的色氨酸进行光诱导电子转移修饰的供体-受体吡啶盐
Pub Date : 2021-10-04 DOI: 10.33774/chemrxiv-2021-r2nd2
C. Hoopes, Francisco García, A. Sarkar, Nicholas J Kuehl, D. Barkan, N. Collins, Chien-Hsang Hsu, Michael K. Jones, M. Schirle, Michael T. Taylor
Tryptophan (Trp) plays a variety of critical functional roles in protein biochemistry however, owing to its low natural frequency and poor nucleophilicity, the design of effective methods for both single protein bioconjugation at Trp as well as for in situ chemoproteomic profiling re-mains a challenge. Here, we report a method for covalent Trp modification that is suitable for both scenarios by invoking photo-induced electron transfer (PET) as a means of driving efficient reactivity. We have engineered biaryl N-carbamoyl pyridinium salts that possess a donor-acceptor relationship enabling optical triggering with visible light whilst simultaneously attenuating the probe’s photo-oxidation potential in order to prevent photodegradation. This probe was assayed against a small bank of eight peptides and proteins, where it was found that micromolar concentrations of probe and short irradiation times (10-60 min) with violet light enabled efficient reactivity towards surface exposed Trp residues. The carbamate transferring group can be used to transfer useful functional groups to proteins including affinity tags and click handles. DFT calculations and other mechanistic analyses reveal correlations between excited state lifetimes, relative fluorescent quantum yields, and chemical reactivity. Biotinylated and azide-functionalized pyridinium salts were used for Trp profiling in HEK293T lysates and in situ in HEK293T cells using 450 nm LED irradiation. Peptide level enrichment from live cell labelling experiments identified 290 Trp modifications, with an 82% selectivity for Trp modification over other π-amino acids; demonstrating the ability of this method to identify and quantify reactive Trp residues from live cells.
色氨酸(Trp)在蛋白质生物化学中发挥着多种关键的功能作用,然而,由于其低固有频率和较差的亲核性,设计有效的色氨酸单蛋白生物偶联和原位化学蛋白质组学分析方法仍然是一个挑战。在这里,我们报告了一种共价色氨酸修饰方法,该方法通过调用光诱导电子转移(PET)作为驱动高效反应性的手段,适用于这两种情况。我们设计了联芳基n -氨基甲酰吡啶盐,它具有供体-受体关系,可以用可见光触发光学,同时衰减探针的光氧化电位,以防止光降解。该探针在8个肽和蛋白质的小库中进行了检测,发现微摩尔浓度的探针和短时间的紫光照射(10-60分钟)对表面暴露的色氨酸残基具有有效的反应性。氨基甲酸酯转移基团可用于将有用的官能团转移到蛋白质上,包括亲和标签和点击手柄。DFT计算和其他机制分析揭示了激发态寿命、相对荧光量子产率和化学反应性之间的相关性。利用生物素化和叠氮化吡啶盐在450nm LED照射下对HEK293T裂解物和HEK293T细胞原位进行色氨酸谱分析。活细胞标记实验的肽水平富集鉴定出290个Trp修饰,与其他π-氨基酸相比,Trp修饰选择性为82%;证明了该方法鉴定和量化活细胞活性色氨酸残基的能力。
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引用次数: 12
Effect of the degree of protonation of amino acid dopants in Chirality amplification in DSCG Lyotropic Nematic phases. 氨基酸掺杂物质子化程度对DSCG溶向相手性扩增的影响。
Pub Date : 2021-10-04 DOI: 10.33774/chemrxiv-2021-5r8gf
F. Berride, Eduardo Troche-Pesqueira, R. Weiss, A. Navarro‐Vázquez, M. Cid
Disodium Cromoglycate (DSCG), a lyotropic liquid crystal in water, is shown to be an amplifier of chirality when doped with small chiral molecules. Here, we study the behaviour of the DSCG nematic phase in the presence of three aminoacids with different degrees of protonation: L-Alanine, L-Arginine·HCl and L-Arginine. The results demonstrate that the sign of the helicity of the doped nematic phase (i.e., a cholesteric phase) depends on the sign of the Helical Twisting Power of the dopant.
甘露糖酸二钠(DSCG)是一种在水中溶变的液晶,当掺杂小手性分子时,显示出了手性的放大器。在这里,我们研究了三种不同质子化程度的氨基酸:l -丙氨酸、l -精氨酸·HCl和l -精氨酸存在下DSCG向列相的行为。结果表明,掺杂的向列相(即胆甾相)的螺旋度的符号取决于掺杂剂的螺旋扭转力的符号。
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引用次数: 1
Computer Quiz Games in General Chemistry for Engineering Majors in an English as a Second Language Environment 英语作为第二语言环境下工程专业普通化学计算机测验游戏
Pub Date : 2021-10-01 DOI: 10.33774/chemrxiv-2021-5g682
S. S. Ling, Fabrice Saffre, Deborah L. Gater, L. Halim, A. Isakovic
Computer quiz games are introduced to improve teaching and learning in a freshman engineering chemistry course in an English-as-a-Second-Language (ESL) environment. These quiz games are developed and implemented as a supplemental and augmentative tool to enhance traditionally delivered lectures. The paper shows an increase in students’ motivation and compare the performance between students who participated in computer quiz games, a paper-based quiz or neither activity. Assessment of the effectiveness of quiz games in learning is conducted via a proposed novel chemistry achievement test, Freshman Engineering Chemistry Aptitude Test and an attitude questionnaire. The findings contribute to our understanding of the role of game-based learning in students’ achievement in chemistry and their motivation and attitudes towards learning general chemistry at a university within an ESL environment, while the computer games developed are useful in all English based Chemistry classes.
在以英语为第二语言(ESL)的教学环境下,为提高大一工程化学课程的教与学,引入了电脑问答游戏。这些问答游戏是作为一种补充和辅助工具开发和实施的,以加强传统的授课方式。本文显示了学生学习动机的提高,并比较了参加电脑测验游戏、纸上测验和不参加任何活动的学生的表现。通过新设计的化学成就测试、新生工程化学能力倾向测试和态度问卷来评估测验游戏在学习中的有效性。这些发现有助于我们理解基于游戏的学习在学生化学成绩中的作用,以及他们在大学英语环境中学习普通化学的动机和态度,而开发的电脑游戏在所有基于英语的化学课程中都很有用。
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引用次数: 0
Absolute Configuration of Bromofluoroiodomethane after Preparative Gas Chromatographic Separation 制备气相色谱分离后溴代碘甲烷的绝对构型
Pub Date : 2021-10-01 DOI: 10.33774/chemrxiv-2021-51rbh
B. Spenger, Stefan Näf, S. Manov, J. Stohner
The enantiomers of bromofluoroiodomethane (CHBrFI) were separated on a preparative scale using gas chromatography (GC). The collected single enantiomers were analysed by vibrational circular dichroism spectroscopy and polarimetry in combination with ab initio calculations to determine the respective absolute configuration.
使用气相色谱法(GC)在制备规模上分离溴代氟碘甲烷(CHBrFI)的对映体。通过振动圆二色光谱法和旋光法结合从头计算对收集的单个对映体进行分析,以确定各自的绝对构型。
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引用次数: 0
Upper Secondary School and University Level Students’ Perceptions of Extractions in Context: Experiences from a Simple Laboratory Experiment 从一个简单的实验室实验看高中和大学学生对上下文提取的感知
Pub Date : 2021-10-01 DOI: 10.33774/chemrxiv-2021-wdrwc
Tuomas M. A. Nurmi, J. Siitonen
We discuss the pedagogical challenges associated with the current way of introducing extraction in upper secondary school chemistry education. These challenges were identified based on a survey of upper secondary school textbooks and verified through a questionnaire study. To address the identified challenges, we introduce a simple and effective extraction experiment which focuses on building a deeper conceptual understanding of extraction processes. The operationally simple extraction experiment and the accompanying questionnaire revealed that while students have several chemical misconceptions arising from the use of superficial everyday examples, they have all the necessary knowledge for developing a deeper understanding of chemistry. Providing a suitable experimental platform for developing and re-evaluating their knowledge allows the students to reasonably independently re-conceptualize their thinking toward a more coherent view of the surrounding world and the related scientific models. Furthermore, the work analyses the challenges that can be encountered when using everyday examples in teaching, and demonstrates that student-discovered examples of chemical systems can be a powerful method for generating meaningful and relevant ways to introduce scientific phenomena in STEM education.
我们讨论了目前在高中化学教育中引入提取方法的教学挑战。这些挑战是在对高中教科书进行调查的基础上确定的,并通过问卷调查进行了验证。为了应对已确定的挑战,我们引入了一个简单有效的提取实验,重点是建立对提取过程的更深入的概念理解。操作简单的提取实验和随附的问卷显示,虽然学生们因使用肤浅的日常例子而产生了一些化学误解,但他们掌握了所有必要的知识,可以更深入地理解化学。提供一个合适的实验平台来发展和重新评估他们的知识,可以让学生合理地独立地重新概念化他们的思维,从而对周围世界和相关的科学模型有一个更连贯的看法。此外,这项工作分析了在教学中使用日常例子时可能遇到的挑战,并表明学生发现的化学系统例子可以成为一种强大的方法,可以产生有意义和相关的方式,在STEM教育中引入科学现象。
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引用次数: 0
Online tools to easily build augmented reality models of biomolecules that run right on the web 在线工具,可轻松构建在网络上运行的生物分子增强现实模型
Pub Date : 2021-10-01 DOI: 10.33774/chemrxiv-2021-bj119
Fabio Cortés Rodríguez, M. dal Peraro, L. Abriata
Several groups developed in the last years augmented and virtual reality (AR/VR) programs and apps to visualize 3D molecules, most rather static, limited in content, and requiring software installs, some even requiring specialized hardware. During the Covid-19 pandemic, our team launched moleculARweb (https://molecularweb.epfl.ch), a website that offers interactive content for chemistry and structural biology education through web-based AR that works on consumer devices like smartphones, tablets and laptops. The website quickly got thousands of student and teacher users, a substantial fraction of them accessing from their homes given the pandemic. Teachers have been increasingly requesting more biological macromolecules to be available in AR, a demand that we cannot satisfy individually. Therefore, to allow them to build their own material, and also to help us expedite development of activities, we built a web interface where any user can build any online AR experience in few steps starting from a PDB structure or from virtual objects/scenes exported from VMD. We here briefly describe the tool, that is accessible at https://molecularweb.epfl.ch/pages/pdb2ar.html.
在过去的几年里,有几个小组开发了增强现实和虚拟现实(AR/VR)程序和应用程序来可视化3D分子,大多数是静态的,内容有限,需要安装软件,有些甚至需要专门的硬件。在2019冠状病毒病疫情期间,我们的团队推出了moleculARweb (https://molecularweb.epfl.ch),这是一个通过基于网络的增强现实(AR)为化学和结构生物学教育提供互动内容的网站,可在智能手机、平板电脑和笔记本电脑等消费设备上使用。该网站迅速吸引了数千名学生和教师用户,其中很大一部分用户是在家中访问的。教师们越来越多地要求在AR中使用更多的生物大分子,这是我们个人无法满足的要求。因此,为了让他们建立自己的材料,也为了帮助我们加快活动的发展,我们建立了一个web界面,任何用户都可以从PDB结构或从VMD导出的虚拟对象/场景开始,在几个步骤中构建任何在线AR体验。我们在这里简要介绍一下这个工具,它可以在https://molecularweb.epfl.ch/pages/pdb2ar.html上访问。
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引用次数: 0
Identifying sources of D-serine in Caenorhabditis elegans and their impact on behavior 秀丽隐杆线虫D-丝氨酸来源的鉴定及其对行为的影响
Pub Date : 2021-10-01 DOI: 10.33774/chemrxiv-2021-mz0tt
Tiancheng Qiu, Harvey M. Andersen, Nissa J. Larson, N. Schroeder, J. Sweedler
Free D-serine (D-Ser) is a potent co-agonist of the N-methyl-D-aspartate receptor (NMDAR) in glutamate neurotransmission and regulates NMDAR functions in the nervous system. Serine racemases convert L-serine to D-Ser and are believed to be the major source of D-Ser in animals. In Caenorhabditis elegans, a knockout of the serine racemase serr-1 results in behavioral changes, but the level of D-Ser is unaffected. By growing C. elegans on peptone-free nematode growth medium (PF-NGM), we delineated the sources of D-Ser, both exogenous from peptone in culturing media and endogenous from the serine racemase serr-1, and a potential serine/aspartate racemase candidate, Y51H7C.9, identified by sequence similarity network analysis. We also discovered a new serine dehydratase (aka serine ammonia-lyase), K01C8.1, in C. elegans. We identified the serr-1 knockout and PF-NGM culturing conditions as two independent factors that impact C. elegans locomotion behavior after off-food, both short-term and long-term, and no interactions were found between the two factors.
游离d -丝氨酸(D-Ser)是谷氨酸神经传递中n -甲基- d -天冬氨酸受体(NMDAR)的有效共激动剂,并调节NMDAR在神经系统中的功能。丝氨酸外消旋酶将l -丝氨酸转化为d -丝氨酸,被认为是动物体内d -丝氨酸的主要来源。在秀丽隐杆线虫中,丝氨酸消旋酶ser1的敲除会导致行为改变,但D-Ser的水平不受影响。通过在无蛋白胨线虫生长培养基(nf - ngm)上培养秀丽隐杆线虫,我们确定了D-Ser的来源,包括培养基中的外源蛋白胨和内源丝氨酸外消旋酶serr-1,以及一种潜在的丝氨酸/天冬氨酸外消旋酶Y51H7C。9、通过序列相似度网络分析进行识别。我们还在秀丽隐杆线虫中发现了一种新的丝氨酸脱水酶(又名丝氨酸解氨酶)K01C8.1。我们发现serr-1敲除和PF-NGM培养条件是影响秀丽隐杆线虫离食后运动行为的两个独立因素,无论是短期的还是长期的,两者之间没有相互作用。
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引用次数: 0
Mechanism and Origin of Remote Stereocontrol in the Organocatalytic C(sp2)-H Alkylation using Nitroalkanes as Alkylating Agents 硝基烷烃烷基化有机催化C(sp2)-H烷基化过程中远程立体控制的机理及来源
Pub Date : 2021-10-01 DOI: 10.33774/chemrxiv-2021-x5mkp
S. C. Mallojjala, Rahul Sakar, Rachael W. Karugu, M. Manna, S. Mukherjee, Jennifer S. Hirschi
ABSTRACT: Experimental 13C kinetic isotope effects (KIEs) and DFT calculations are used to evaluate the mecha-nism and the origin of enantioselectivity in the C(sp2)‒H alkylative desymmetrization of cyclopentene-1,3-diones using nitroalkanes as the alkylating agent. An unusual combination of an inverse (~0.980) and a normal (~1.030) KIE is observed on the bond-forming carbon atoms of the cyclopentene-1,3-dione and nitroalkane, respectively. These data provide strong support for a mechanism involving reversible carbon-carbon bond-formation followed by rate- and enantioselectivity-determining nitro-group elimination. The theoretical free energy profile and predicted KIEs indicate that this elimination event occurs via an E1cB pathway. The origin of remote stereocontrol is evaluated by distortion-interaction and SAPT0 analyses of the enantiomeric E1cB transition states.
摘要:利用实验13C动力学同位素效应(KIE)和DFT计算,评价了以硝基烷烃为烷化剂的环戊烯-1,3-二酮的C(sp2)-H烷基化不对称反应中对映选择性的机理和来源。在环戊烯-1,3-二酮和硝基烷烃的成键碳原子上分别观察到逆(~0.980)和正(~1.030)KIE的异常组合。这些数据有力地支持了一种机制,该机制涉及可逆的碳-碳键形成,然后是决定硝基消除的速率和对映选择性。理论自由能谱和预测的KIE表明,这种消除事件是通过E1cB途径发生的。通过畸变相互作用和对映体E1cB过渡态的SAPT0分析来评估远程立体控制的起源。
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引用次数: 1
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ChemRxiv : the preprint server for chemistry
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