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Rapid Assembly and Screening of Multivalent Immune Cell-Redirecting Therapies for Leukemia 白血病多价免疫细胞重定向疗法的快速组装和筛选
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-08-03 DOI: 10.1021/acscombsci.0c00081
Priscilla Do, Lacey A Perdue, Andrew Chyong, Rae Hunter, Jodi Dougan, Curtis J Henry, Christopher C Porter*, Erik C Dreaden*

Therapies that bind with immune cells and redirect their cytotoxic activity toward diseased cells represent a promising and versatile approach to immunotherapy with applications in cancer, lupus, and other diseases; traditional methods for discovering these therapies, however, are often time-intensive and lack the throughput of related target-based discovery approaches. Inspired by the observation that the cytokine, IL-12, can enhance antileukemic activity of the clinically approved T cell redirecting therapy, blinatumomab, here we describe the structure and assembly of a chimeric immune cell-redirecting agent which redirects the lytic activity of primary human T cells toward leukemic B cells and simultaneously cotargets the delivery of T cell-stimulating IL-12. We further describe a novel method for the parallel assembly of compositionally diverse libraries of these bispecific T cell engaging cytokines (BiTEokines) and their high-throughput phenotypic screening, requiring just days for hit identification and the analysis of composition-function relationships. Using this approach, we identified CD19 × CD3 × IL12 compounds that exhibit ex vivo lytic activity comparable to current FDA-approved therapies for leukemia and correlated drug treatment with specific cell–cell contact, cytokine delivery, and leukemia cell lysis. Given the modular nature of these multivalent compounds and their rapid assembly/screening, we anticipate facile extension of this therapeutic approach to a wide range of immune cells, diseased cells, and soluble protein combinations in the future.

结合免疫细胞并将其细胞毒性活性转向病变细胞的治疗方法代表了一种有前途的、通用的免疫治疗方法,可应用于癌症、狼疮和其他疾病;然而,发现这些疗法的传统方法往往是耗时的,并且缺乏相关的基于靶标的发现方法的吞吐量。受细胞因子IL-12可以增强临床批准的T细胞重定向疗法blinatumumab的抗白血病活性的观察启发,我们在这里描述了一种嵌合免疫细胞重定向剂的结构和组装,它将原代人T细胞的裂解活性重定向到白血病B细胞,同时共同靶向T细胞刺激IL-12的递送。我们进一步描述了一种新的方法,用于平行组装这些双特异性T细胞参与细胞因子(BiTEokines)组成不同的文库及其高通量表型筛选,只需几天即可进行命中识别和组成-功能关系分析。使用这种方法,我们鉴定出CD19 × CD3 × IL12化合物,这些化合物具有与目前fda批准的白血病治疗方法相当的体外裂解活性,以及与特异性细胞-细胞接触、细胞因子传递和白血病细胞裂解相关的药物治疗。鉴于这些多价化合物的模块化性质及其快速组装/筛选,我们预计未来这种治疗方法将很容易扩展到广泛的免疫细胞、病变细胞和可溶性蛋白组合。
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引用次数: 7
Comprehensive Prediction of Molecular Recognition in a Combinatorial Chemical Space Using Machine Learning 利用机器学习综合预测组合化学空间中的分子识别
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-07-27 DOI: 10.1021/acscombsci.0c00003
Alexander T. Taguchi, James Boyd, Chris W. Diehnelt, Joseph B. Legutki, Zhan-Gong Zhao, Neal W. Woodbury*

In combinatorial chemical approaches, optimizing the composition and arrangement of building blocks toward a particular function has been done using a number of methods, including high throughput molecular screening, molecular evolution, and computational prescreening. Here, a different approach is considered that uses sparse measurements of library molecules as the input to a machine learning algorithm which generates a comprehensive, quantitative relationship between covalent molecular structure and function that can then be used to predict the function of any molecule in the possible combinatorial space. To test the feasibility of the approach, a defined combinatorial chemical space consisting of ~1012 possible linear combinations of 16 different amino acids was used. The binding of a very sparse, but nearly random, sampling of this amino acid sequence space to 9 different protein targets is measured and used to generate a general relationship between peptide sequence and binding for each target. Surprisingly, measuring as little as a few hundred to a few thousand of the ~1012 possible molecules provides sufficient training to be highly predictive of the binding of the remaining molecules in the combinatorial space. Furthermore, measuring only amino acid sequences that bind weakly to a target allows the accurate prediction of which sequences will bind 10–100 times more strongly. Thus, the molecular recognition information contained in a tiny fraction of molecules in this combinatorial space is sufficient to characterize any set of molecules randomly selected from the entire space, a fact that potentially has significant implications for the design of new chemical function using combinatorial chemical libraries.

在组合化学方法中,利用高通量分子筛选、分子进化和计算预筛选等多种方法来优化构建块的组成和排列,以达到特定的功能。在这里,考虑了一种不同的方法,使用库分子的稀疏测量作为机器学习算法的输入,该算法生成共价分子结构和功能之间的全面定量关系,然后可用于预测可能组合空间中任何分子的功能。为了测试该方法的可行性,使用了一个定义的组合化学空间,由16种不同氨基酸的~1012种可能的线性组合组成。一个非常稀疏但几乎随机的氨基酸序列空间与9个不同蛋白质靶点的结合被测量,并用于生成肽序列与每个靶点的结合之间的一般关系。令人惊讶的是,只测量大约1012个可能分子中的几百到几千个,就足以高度预测组合空间中剩余分子的结合情况。此外,仅测量与靶标结合较弱的氨基酸序列,就可以准确预测哪些序列与靶标结合的强度要高10-100倍。因此,在这个组合空间中包含的一小部分分子的分子识别信息足以表征从整个空间中随机选择的任何一组分子,这一事实可能对使用组合化学文库设计新的化学功能具有重要意义。
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引用次数: 7
Synthesis of Bioactive Complex Small Molecule–Ciprofloxacin Conjugates and Evaluation of Their Antibacterial Activity 小分子环丙沙星生物活性配合物的合成及其抗菌活性评价
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-07-21 DOI: 10.1021/acscombsci.0c00060
Rahul Upadhyay, Rahul Kumar, Manoj Jangra, Rohit Rana, Onkar S. Nayal, Hemraj Nandanwar, Sushil K. Maurya*

Conjugates between pharmaceuticals and small molecules enable access to a vast chemical space required for the discovery of new lead molecules with modified therapeutic potential. However, the dearth of specific chemical reactions that are capable of functionalizing drugs and bioactive natural products presents a formidable challenge for preparing their conjugates. Here, we report a support-free CuI-nanoparticle-catalyzed strategy for conjugating electron-deficient and electron-rich terminal alkynes with a ciprofloxacin methyl ester. Our conjugation technique exploits the late-stage functionalization of bioactive natural products such as tocopherol, vasicinone, amino acids, and pharmaceuticals such as aspirin and paracetamol to provide conjugates in excellent yields under mild and green conditions. This protocol also enabled the synthesis of (hetero)arene-ciprofloxacin 1,4-disubstituted 1,2,3-triazoles in good yields and high regioselectivities. These synthesized ciprofloxacin conjugates were evaluated in vitro for their antibacterial activity against a panel of relevant bacteria. A significant number of conjugates showed comparable activity against Gram-positive and Gram-negative bacteria. Moreover, some conjugates exhibited less toxicity than ciprofloxacin against two mammalian cell lines, suggesting the utility for the future investigation of these compounds for in vivo efficacy and pharmacokinetic studies.

药物和小分子之间的偶联使得发现具有改良治疗潜力的新铅分子所需的巨大化学空间成为可能。然而,缺乏能够使药物和生物活性天然产物功能化的特定化学反应,这对制备它们的偶联物提出了巨大的挑战。在这里,我们报道了一种无载体的cui纳米颗粒催化策略,将缺电子和富电子的末端炔与环丙沙星甲酯偶联。我们的偶联技术利用生物活性天然产物的后期功能化,如生育酚、水杨苷酮、氨基酸和药物,如阿司匹林和扑热息痛,在温和和绿色的条件下提供高产量的偶联物。该方法还可以合成(杂)芳烃-环丙沙星1,4-二取代1,2,3-三唑,收率高,区域选择性高。这些合成的环丙沙星偶联物在体外对一组相关细菌的抗菌活性进行了评估。大量的偶联物对革兰氏阳性和革兰氏阴性细菌具有相当的活性。此外,一些缀合物对两种哺乳动物细胞系的毒性低于环丙沙星,这表明这些化合物在体内功效和药代动力学研究方面的未来研究具有实用性。
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引用次数: 5
Valence Band Modification of a (GaxIn1–x)2O3 Solid Solution System Fabricated by Combinatorial Synthesis 组合合成(GaxIn1-x)2O3固溶体体系的价带修饰
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-07-13 DOI: 10.1021/acscombsci.0c00033
Takahiro Nagata*, Takeshi Hoga, Akihiro Yamashita, Toru Asahi, Shinjiro Yagyu, Toyohiro Chikyow

The correlation between the crystal structure and valence band structure of a (GaxIn1–x)2O3 solid solution system was investigated by using combinatorial synthesis. At a low Ga content of (GaxIn1–x)2O3 with a single-phase cubic In2O3 crystal structure, a surface electron accumulation layer (SEAL), which is an important electrical phenomenon in In2O3, was confirmed. When the Ga content increased to approximately x = 0.4, mixed crystal structures of Ga2O3 and In2O3 were produced. Above x = 0.5, the dominant valence band structure was attributed to Ga2O3, the SEAL disappeared, and the sheet resistance increased greatly by 5 orders of magnitude or more. The in-gap state and valence band structure of the (GaxIn1–x)2O3 solid solution system were strongly affected by Ga2O3; however, the valence band maximum position shifted to a higher binding energy.

采用组合合成方法研究了(GaxIn1-x)2O3固溶体晶体结构与价带结构的关系。在低Ga含量的(GaxIn1-x)2O3单相立方晶体结构下,证实了In2O3中存在一个重要的电现象——表面电子积累层(SEAL)。当Ga含量增加到x = 0.4左右时,形成了Ga2O3和In2O3的混合晶体结构。在x = 0.5以上,Ga2O3为主导价带结构,SEAL消失,片材电阻大幅提高5个数量级以上。Ga2O3对(GaxIn1-x)2O3固溶体的隙内态和价带结构影响较大;然而,价带最大位置向结合能较高的方向移动。
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引用次数: 7
Facile Synthesis of Novel Hexahydroimidazo[1,2-a]pyridine Derivatives by One-Pot, Multicomponent Reaction under Ambient Conditions 环境条件下一锅多组分反应简便合成新型六氢咪唑[1,2-a]吡啶衍生物
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-07-07 DOI: 10.1021/acscombsci.0c00105
Hongbo Tan*, Yinfeng Wang

An efficient one-pot multicomponent reaction for the synthesis of novel tetrasubstituted hexahydroimidazo[1,2-a]pyridines starting from readily available cinnamaldehydes, ethylenediamines, and 1,3-dicarbonyl compounds catalyzed by AcOH is described. Two new cycles and four new bonds are constructed with all reactants being efficiently utilized in this transformation. The products could be obtained in 1–3 h under ambient conditions exclusively as a single isomer (trans). Single-crystal X-ray analysis confirmed the trans derivative as the only isomer.

介绍了一种高效的一锅多组分反应,以易得的肉桂醛、乙二胺和1,3-二羰基化合物为原料,在AcOH催化下合成新型四取代六氢咪唑[1,2-a]吡啶。两个新循环和四个新键被构建,所有的反应物都被有效地利用。在环境条件下1-3小时内,产物完全以单一异构体(反式)形式得到。单晶x射线分析证实反式衍生物是唯一的异构体。
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引用次数: 11
One Reacts as Two: Applications of N-Isocyaniminotriphenylphosphorane in Diversity-Oriented Synthesis 一反应为二:n -异ocyaniminotriphenylphospane在多样性合成中的应用
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-07-06 DOI: 10.1021/acscombsci.0c00111
Gerardo M. Ojeda-Carralero, Leonardo G. Ceballos, Julieta Coro*, Daniel G. Rivera*

N-Isocyaniminotriphenylphosphorane (NIITP) is a functionalized isonitrile that has been extensively applied in a variety of organic reactions during the last two decades. This Review summarizes the most important applications in organic synthesis of this versatile reactant, with the focus posed on mechanistic and methodological aspects allowing the generation of molecular diversity. NIITP combines the reactivity of isonitriles with that of phosphoranes to enable chemical transformations employed in the construction of compound libraries. Here, we cover from the initial applications of NIITP in the Nef isocyanide reaction to further derivations that render a variety of heterocyclic scaffolds. The presence of the isonitrile moiety in this singular compound makes possible the double addition of nucleophiles and electrophiles, which followed by inter(intra)molecular aza-Wittig type transformations enable several multicomponent and tandem processes. In particular, we stress the impact of NIITP in oxadiazole chemistry, from the early two-component transformations to recent examples of multicomponent reactions that take place in the presence of suitable electrophiles. In addition, we briefly describe the role of NIITP chemistry in generating skeletal and conformational diversity in cyclic peptides. The reaction of NIITP with alkynes is thoroughly revised, with particular emphasis on silver-catalyzed processes that have been developed in the last years. Biomedicinal applications of some reaction products are also mentioned along with a perspective of future applications of this reactant.

n -异ocyaniminotriphenylphospane (NIITP)是一种功能化的异腈,近二十年来在各种有机反应中得到了广泛的应用。本文综述了这种多功能反应物在有机合成中的重要应用,重点介绍了其产生分子多样性的机理和方法。NIITP结合了异腈和磷烷的反应性,使化合物文库的化学转化成为可能。在这里,我们从NIITP在Nef异氰化物反应中的最初应用到进一步衍生出各种杂环支架。在这种单一化合物中,异腈部分的存在使得亲核试剂和亲电试剂的双重加成成为可能,随后分子间(分子内)的aza-Wittig型转化使几个多组分和串联过程成为可能。特别地,我们强调NIITP在恶二唑化学中的影响,从早期的双组分转化到最近在合适的亲电试剂存在下发生的多组分反应的例子。此外,我们简要地描述了NIITP化学在产生环肽的骨架和构象多样性中的作用。对NIITP与炔的反应进行了彻底的修订,特别强调了近年来发展起来的银催化过程。还介绍了一些反应产物在生物医学上的应用,并对该反应物的应用前景进行了展望。
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引用次数: 10
Efficient Arylation of 2,7-Naphthyridin-1(2H)-one with Diaryliodonium Salts and Discovery of a New Selective MET/AXL Kinase Inhibitor 2,7-萘啶-1(2H)- 1与二芳基碘鎓盐的高效芳基化及一种新的选择性MET/AXL激酶抑制剂的发现
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-06-26 DOI: 10.1021/acscombsci.0c00074
Ming-Shu Wang, Hong-Chuang Xu, Yi Gong, Ren-Yu Qu, Lin-Sheng Zhuo*, Wei Huang*

New 8-chloro-2-phenyl-2,7-naphthyridin-1(2H)-one building blocks bearing diverse substitutes on the 2-phenyl group were synthesized via an efficient diaryliodonium salt-based N-arylation strategy with the advantage of mild conditions, short reaction times, and high yields. A small combinatorial library of 8-amino substituted 2-phenyl-2,7-naphthyridin-1(2H)-one was further conveniently constructed based on the above chlorinated naphthyridinones and substituted aniline. Preliminary biochemical screening resulted in the discovery of the new 2,7-naphthyridone-based MET/AXL kinase inhibitors. More importantly, 17c (IC50,MET of 13.8 nM) or 17e (IC50,AXl of 17.2 nM) and 17i (IC50,AXl of 31.8 nM) can efficient selectively inhibit MET or AXL kinase, respectively, while commercial cabozantinib showed no selectivity. The further exploration of the 8-substituted 2-phenyl-2,7-naphthyridin-1(2H)-one combinatorial library would significantly accelerate the discovery of more potent and selective inhibitors against diverse kinases.

采用二芳基碘鎓盐基n-芳基化方法合成了具有2-苯基上不同取代基的8-氯-2-苯基-2,7-萘啶-1(2H)- 1结构单元,具有条件温和、反应时间短、产率高等优点。以上述氯化萘啶酮和取代苯胺为基础,进一步构建了8-氨基取代2-苯基-2,7-萘啶-1(2H)- 1的小组合文库。初步的生化筛选结果发现了新的2,7-萘嘧啶基MET/AXL激酶抑制剂。更重要的是,17c (IC50,MET为13.8 nM)或17e (IC50,AXl为17.2 nM)和17i (IC50,AXl为31.8 nM)分别可以有效地选择性抑制MET或AXl激酶,而商用卡博桑替尼则没有选择性。对8-取代的2-苯基-2,7-萘苷-1(2H)- 1组合文库的进一步探索将显著加速发现更有效和选择性的针对多种激酶的抑制剂。
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引用次数: 8
Cyclic Imines in Ugi and Ugi-Type Reactions Ugi和Ugi型反应中的环亚胺
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-06-23 DOI: 10.1021/acscombsci.0c00046
Mohammad Taghi Nazeri, Hassan Farhid, Reza Mohammadian, Ahmad Shaabani*

Ugi four-component reactions (U-4CRs) are widely recognized as being highly efficient for the synthesis of pseudopeptides. However, the products of these reactions are not so interesting as drug candidates because they are not conformationally restricted enough for a potent interaction with biological targets. One possible way to overcome this problem is to replace amine and oxo components in the U-4CRs with cyclic imines in so-called Joullié?Ugi three-component reactions (JU-3CRs). This approach provides a robust single-step route to peptide moieties connected to N-heterocyclic motifs that are found as core skeletons in many natural products and pharmaceutical compounds. JU-3CRs also provide much better diastereoselectivity than their four-component analogues. We survey here the redesign of many synthetic routes for the efficient preparation of a wide variety of three-, five-, six-, and seven-membered heterocyclic compounds connected to the peptide backbone. Additionally, in the Ugi reactions based on the cyclic imines, α-acidic isocyanides, or azides can be replaced with normal isocyanides or acids, respectively, leading to the synthesis of N-heterocycles attached to oxazoles or tetrazoles, which are of great pharmaceutical significance. This Review includes all research articles related to Ugi reactions based on the cyclic imines to the year 2020 and will be useful to chemists in designing novel synthetic routes for the synthesis of individual and combinatorial libraries of natural products and drug-like compounds.

Ugi四组分反应(U-4CRs)被广泛认为是合成假肽的高效反应。然而,这些反应的产物并不像候选药物那样令人感兴趣,因为它们的构象限制不够,无法与生物靶点产生有效的相互作用。克服这个问题的一种可能的方法是用所谓的joulli中的环亚胺取代u - 4cr中的胺和氧成分。Ugi三组分反应(ju - 3cr)。这种方法提供了一种强大的单步途径,可以找到与n -杂环基序相连的肽段,这些基序在许多天然产物和药物化合物中被发现为核心骨架。与四组分类似物相比,ju - 3cr也提供了更好的非对映选择性。我们在这里调查了许多合成路线的重新设计,以有效地制备各种与肽主链相连的三、五、六和七元杂环化合物。此外,在以环亚胺为基础的Ugi反应中,α-酸性异氰化物或叠氮化物可以分别被正常异氰化物或酸取代,从而合成与恶唑或四唑相连的n -杂环,这具有重要的药学意义。本综述收录了截至2020年有关环亚胺类Ugi反应的所有研究文章,对化学家设计新的合成路线以合成天然产物和药物样化合物的单个和组合文库具有参考价值。
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引用次数: 31
Combinatorial Resurfacing of Dengue Envelope Protein Domain III Antigens Selectively Ablates Epitopes Associated with Serotype-Specific or Infection-Enhancing Antibody Responses 登革包膜蛋白结构域III抗原的组合表面修饰选择性地去除与血清型特异性或感染增强抗体反应相关的表位
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-06-23 DOI: 10.1021/acscombsci.0c00073
Jennifer L. Remmel, Kathryn S. Beauchemin, Akaash K. Mishra, Julia C. Frei, Jonathan R. Lai, Chris Bailey-Kellogg, Margaret E. Ackerman*

Mutagenesis of surface-exposed residues, or “resurfacing”, is a protein engineering strategy that can be utilized to disrupt antibody recognition or modulate the capacity of a protein to elicit antibody responses. We apply resurfacing to engineer Dengue virus envelope protein domain III (DENV DIII) antigens with the goal of focusing humoral recognition on epitopes of interest by selective ablation of irrelevant and undesired epitopes. Cross-reactive but non-neutralizing antibodies have the potential to enhance Dengue virus (DENV) infection by a process called antibody-dependent enhancement, thought to be associated with severe secondary heterotypic infection. Thus, a focus on epitopes associated with broadly neutralizing antibodies is important both for understanding human antibody responses against DENV and for the development of a successful DENV vaccine. To engineer DENV DIII antigens focusing on the AG strand epitope associated with broadly neutralizing antibody responses, we generated yeast surface display libraries of DENV2 DIII where the AB loop (associated with cross-reactive but non-neutralizing antibody responses) and FG loop (associated with serotype-specific antibody responses) were mutagenized to allow for all possible amino acid substitutions. Loop variants that maintained the AG strand epitope and simultaneously disrupted the AB and FG loop epitopes exhibited high and diverse mutational loads that were amenable to loop exchange and transplantation into a DENV4 DIII background. Thus, several loop variants fulfill this antigenicity criteria regardless of serotype context. The resulting resurfaced DIII antigens may be utilized as AG strand epitope-focusing probes or immunogen candidates.

表面暴露残基的诱变或“表面重塑”是一种蛋白质工程策略,可用于破坏抗体识别或调节蛋白质引发抗体反应的能力。我们应用表面修饰技术改造登革病毒包膜蛋白结构域III (DENV DIII)抗原,目的是通过选择性消融不相关和不需要的表位,将体液识别集中在感兴趣的表位上。交叉反应但非中和的抗体有可能通过一种称为抗体依赖性增强的过程增强登革热病毒(DENV)感染,这被认为与严重的继发性异型感染有关。因此,关注与广泛中和抗体相关的抗原表位对于了解人类针对DENV的抗体反应和开发成功的DENV疫苗都很重要。为了设计DENV DIII抗原,将重点放在与广泛中和抗体反应相关的AG链表位上,我们生成了DENV2 DIII的酵母表面展示文库,其中AB环(与交叉反应但非中和抗体反应相关)和FG环(与血清型特异性抗体反应相关)被诱变以允许所有可能的氨基酸替换。维持AG链表位并同时破坏AB和FG环表位的环变异体表现出高且多样化的突变负荷,可适应环交换和移植到DENV4 DIII背景。因此,无论血清型背景如何,一些环变异体都满足这种抗原性标准。所得的重新表面的DIII抗原可以用作AG链表位聚焦探针或候选免疫原。
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引用次数: 1
Fast-Track to Research Data Management in Experimental Material Science–Setting the Ground for Research Group Level Materials Digitalization 实验材料科学研究数据管理的快速通道——为研究组级材料数字化奠定基础
IF 3.784 3区 化学 Q1 Chemistry Pub Date : 2020-06-19 DOI: 10.1021/acscombsci.0c00057
Lars Banko, Alfred Ludwig*

Research data management is a major necessity for the digital transformation in material science. Material science is multifaceted and experimental data, especially, is highly diverse. We demonstrate an adjustable approach to a group level data management based on a customizable document management software. Our solution is to continuously transform data management workflows from generalized to specialized data management. We start up fast with a relatively unregulated base setting and adapt continuously over the period of use to transform more and more data procedures into specialized data management workflows. By continuous adaptation and integration of analysis workflows and metadata schemes, the amount and the quality of the data improves. As an example of this process, in a period of 36 months, data on over 1800 samples, mainly materials libraries with hundreds of individual samples, were collected. The research data management system now contains over 1700 deposition processes and more than 4000 characterization documents. From initially mainly user-defined data input, an increased number of specialized data processing workflows was developed allowing the collection of more specialized, quality-assured data sets.

研究数据管理是材料科学数字化转型的重要组成部分。材料科学是多方面的,尤其是实验数据是高度多样化的。我们演示了一种基于可定制文档管理软件的组级数据管理的可调整方法。我们的解决方案是不断地将数据管理工作流从通用数据管理转换为专用数据管理。我们以相对不规范的基础设置快速启动,并在使用期间不断调整,将越来越多的数据过程转换为专门的数据管理工作流。通过对分析工作流程和元数据方案的不断适应和集成,数据的数量和质量得到了提高。作为这一过程的一个例子,在36个月的时间里,收集了1800多个样本的数据,主要是具有数百个单独样本的资料库。研究数据管理系统现在包含1700多个沉积过程和4000多个表征文件。从最初主要是用户定义的数据输入,开发了越来越多的专门数据处理工作流,允许收集更专业、更有质量保证的数据集。
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引用次数: 7
期刊
ACS Combinatorial Science
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