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Neutral 4π-electron tetrasilacyclobutadiene contains unusual features of a Möbius-type aromatic ring 中性4π电子四硅环丁二烯具有Möbius-type芳香环的不寻常特征。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-28 DOI: 10.1038/s42004-024-01396-9
Mohd Nazish, Tim Patten, Yuqing Huang, Saroj Kumar Kushvaha, Lili Zhao, Anna Krawczuk, Gernot Frenking, Herbert W. Roesky
The search for stable compounds containing an antiaromatic cyclic 4π system is a challenge for inventive chemists that can look back on a long history. Here we report the isolation and characterization of the novel 4π-electron tetrasilacyclobutadiene, an analogue of a 4π neutral cyclobutadiene that exhibits surprising features of a Möbius-type aromatic ring. Reduction of RSiCl3 (R = (iPr)2PC6H4) with KC8 in the presence of cycloalkyl amino-carbene (cAAC) led to the formation of corresponding silylene 1. Compound 1 shows further reactivity when treated with RSiCl3 under reducing conditions resulting in the formation of unsymmetrical bis-silylene 2, which was isolated as a dark red crystalline solid. Compound 3 was obtained when chlorosilylene was reduced with potassium graphite in the presence of 2. Although 3 is, according to Hückel’s rule an antiaromatic system it possesses significant aromatic character due to the unusual delocalization of the HOMO-1 and the loss of degeneracy of the higher-lying π MOs. The aromatic character of 3 is indicated by the structural stability of the compound by the very similar Si-Si bond lengths and by the NICS values. There is an unusual π conjugation between the 4 π electrons in the nearly square-planar Si4 ring where the delocalization of the HOMO-1 occurs at two opposite sides of the ring. The reversal of the π conjugation resembles the twisting of the π conjugation in Möbius aromatic systems and it contributes to the stability of the compound. Introducing main group elements into neutral and charged cyclobutadienes enables the fine-tuning of their stability and electronic structures by disrupting their aromatic and antiaromatic character. Here, the authors report the isolation and characterization of a 4π-electron tetrasilacyclobutadiene, an analogue of a 4π neutral cyclobutadiene that exhibits features of a Möbius-type aromatic ring.
寻找含有反芳香族环4π体系的稳定化合物对那些能够回顾悠久历史的有创造力的化学家来说是一个挑战。本文报道了新型4π电子四硅环丁二烯的分离和表征,这是一种类似于4π中性环丁二烯的化合物,具有Möbius-type芳香环的惊人特征。在环烷基氨基羰基(cAAC)存在下,用KC8还原RSiCl3 (R = (iPr)2PC6H4),生成相应的硅烯1。化合物1在还原条件下与RSiCl3处理后进一步表现出反应性,形成不对称的双硅烯2,分离得到暗红色结晶固体。在2的存在下,用石墨钾还原氯硅烯得到化合物3。根据h ckel规则,虽然3是一个反芳香族体系,但由于HOMO-1不寻常的离域和高阶π MOs的简并损失,它具有显著的芳香族特征。化合物的结构稳定性、非常相似的Si-Si键长和NICS值表明了3的芳香性。在近方形平面的Si4环中,4个π电子之间存在不寻常的π共轭,其中HOMO-1的离域发生在环的两个相对的侧。π共轭的反转类似于Möbius芳香体系中π共轭的扭转,这有助于化合物的稳定性。
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引用次数: 0
Zweifel olefination for C-glycosylation c -糖基化的茨威费尔烯烃
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-21 DOI: 10.1038/s42004-024-01339-4
Florian Trauner, Bilel Boutet, Fabian Pilz, Verena Weber, Dorian Didier
C-glycosides are significant in medicinal chemistry due to their resistance to enzymatic hydrolysis, making them more stable and bioavailable compared to O-glycosides. Their unique structure also offers potential for developing drugs with improved therapeutic properties, particularly in treating diseases like diabetes and cancer. The main challenge in synthesizing C-glycosides lies in forming the carbon-carbon bond between the sugar and aglycone efficiently, while controlling the stereochemistry and minimizing side reactions. Starting from glycal derivatives, the Zweifel olefination presents an elegant opportunity to access C-glycosides in a selective manner. α-Lithiation of D-glucal, L-rhamnal, D-xylal and L-arabinal scaffolds was employed as a starting point in the synthesis of corresponding unsaturated aryl-, heteroaryl- and alkenyl-C-glycosides. This provides a straightforward strategy towards pharmacorelevant gliflozins and other unreported rhamnal- and xylal-analogs. Carbohydrates play a pivotal role in drug discovery and the pharmaceutical industry, however, synthetic methods for C-glycosylation remain challenging. Here, the authors report Zweifel olefination to access C-glycosides selectively by starting from unsaturated glycal derivatives.
c -糖苷在药物化学中具有重要意义,因为它们耐酶解,与o -糖苷相比,c -糖苷更稳定,生物利用度更高。它们独特的结构也为开发具有更好治疗特性的药物提供了潜力,特别是在治疗糖尿病和癌症等疾病方面。c -糖苷的合成面临的主要挑战是如何有效地形成糖与苷元之间的碳-碳键,同时控制立体化学反应和减少副反应。从糖衍生物开始,Zweifel烯化提供了一个以选择性方式获得c -糖苷的绝佳机会。以d -葡聚糖、l-鼠李醛、d -木醛和l-阿拉伯糖支架的α-锂化为起点,合成了相应的不饱和芳基、杂芳基和烯基c -糖苷。这为药物相关的格列净和其他未报道的鼠李醛和木醛类似物提供了一个直接的策略。碳水化合物在药物发现和制药工业中发挥着关键作用,然而,c -糖基化的合成方法仍然具有挑战性。在这里,作者报告了从不饱和糖衍生物开始选择性地获得c -糖苷的Zweifel烯化反应。
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引用次数: 0
Unravelling 2-oxoglutarate turnover and substrate oxidation dynamics in 5-methylcytosine-oxidising TET enzymes 在5-甲基胞嘧啶氧化TET酶中揭示2-氧戊二酸转换和底物氧化动力学
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-20 DOI: 10.1038/s42004-024-01382-1
Klemensas Šimelis, Roman Belle, Akane Kawamura
Fe(II)- and 2-oxoglutarate (2OG)-dependent dioxygenases use 2OG and O2 cofactors to catalyse substrate oxidation and yield oxidised product, succinate, and CO2. Simultaneous detection of substrate and cofactors is difficult, contributing to a poor understanding of the dynamics between substrate oxidation and 2OG decarboxylation activities. Here, we profile 5-methylcytosine (5mC)-oxidising Ten-Eleven Translocation (TET) enzymes using MS and 1H NMR spectroscopy methods and reveal a high degree of substrate oxidation-independent 2OG turnover under a range of conditions. 2OG decarboxylase activity is substantial (>20% 2OG turned over after 1 h) in the absence of substrate, while, under substrate-saturating conditions, half of total 2OG consumption is uncoupled from substrate oxidation. 2OG kinetics are affected by substrate and non-substrate DNA oligomers, and the sequence-agnostic effects are observed in amoeboflagellate Naegleria gruberi NgTet1 and human TET2. TET inhibitors also alter uncoupled 2OG kinetics, highlighting the potential effect of 2OG dioxygenase inhibitors on the intracellular balance of 2OG/succinate. The ten-eleven translocation (TET) dioxygenase subfamily catalyse the sequential oxidation of 5-methylcytosine (5mC) in DNA and belong to the Fe(II)-/2-oxoglutarate (2OG)-dependent dioxygenases that use 2OG and O2 cofactors to yield succinate and CO2. Here, the authors profile the TET-catalysed 5mC DNA oxidation and 2OG decarboxylation using MS and 1H NMR spectroscopy methods, revealing a high degree of substrate oxidation-independent 2OG turnover in TETs.
铁(II)-和2-氧葡萄糖酸酯(2OG)依赖的双加氧酶利用2OG和O2辅助因子催化底物氧化并产生氧化产物琥珀酸盐和二氧化碳。同时检测底物和辅因子是困难的,导致对底物氧化和2g脱羧活性之间的动力学理解不佳。在这里,我们使用质谱和1H NMR波谱方法分析了5-甲基胞嘧啶(5mC)氧化10 - 11易位(TET)酶,并揭示了在一系列条件下高度不依赖底物氧化的2OG转换。在没有底物的情况下,2OG脱羧酶活性很高(1小时后2OG转化率为20%),而在底物饱和条件下,总2OG消耗的一半与底物氧化不耦合。2OG动力学受到底物和非底物DNA低聚物的影响,并且在变形虫鞭毛虫格氏耐格氏菌NgTet1和人类TET2中观察到序列无关效应。TET抑制剂也改变了未偶联的2OG动力学,突出了2OG双加氧酶抑制剂对2OG/琥珀酸盐细胞内平衡的潜在影响。10 - 11易位(TET)双加氧酶亚家族催化DNA中5-甲基胞嘧啶(5mC)的顺序氧化,属于铁(II)-/2-氧戊二酸(2OG)依赖的双加氧酶,使用2OG和O2辅助因子产生琥珀酸盐和CO2。在这里,作者使用质谱和1H NMR谱方法分析了tet催化的5mC DNA氧化和2OG脱羧,揭示了tet中高度不依赖底物氧化的2OG转换。
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引用次数: 0
Discovering covalent cyclic peptide inhibitors of peptidyl arginine deiminase 4 (PADI4) using mRNA-display with a genetically encoded electrophilic warhead 利用基因编码亲电战斗部mrna展示发现肽基精氨酸脱亚胺酶4 (PADI4)共价环肽抑制剂
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s42004-024-01388-9
Isabel R. Mathiesen, Ewen D. D. Calder, Simone Kunzelmann, Louise J. Walport
Covalent drugs can achieve high potency with long dosing intervals. However, concerns remain about side-effects associated with off-target reactivity. Combining macrocyclic peptides with covalent warheads provides a solution to minimise off-target reactivity: the peptide enables highly specific target binding, positioning a weakly reactive warhead proximal to a suitable residue in the target. Here we demonstrate the direct discovery of covalent cyclic peptides using encoded libraries containing a weakly electrophilic cysteine-reactive fluoroamidine warhead. We combine direct incorporation of the warhead into peptide libraries using the flexible in vitro translation system with a peptide selection approach that identifies only covalent target binders. Using this approach, we identify potent and selective covalent inhibitors of the peptidyl arginine deiminase, PADI4 or PAD4, that react exclusively at the active site cysteine. We envisage this approach will enable covalent peptide inhibitor discovery for a range of related enzymes and expansion to alternative warheads in the future. Covalent peptide drugs can achieve high potency and selectivity with long dosing intervals, however, methods to discover them are limited. Here, the authors incorporate a genetically encoded, weakly electrophilic cysteine-reactive fluoroamidine warhead into mRNA display libraries and screen these to discover potent and selective covalent cyclic peptide inhibitors of peptidyl arginine deiminase 4.
共价药物可以在较长的给药间隔中获得较高的效力。然而,人们仍然担心与脱靶反应相关的副作用。将大环肽与共价战斗部结合提供了一种最小化脱靶反应性的解决方案:肽可以实现高度特异性的靶标结合,将反应性弱的战斗部定位在靶标中合适的残基附近。在这里,我们证明了使用含有弱亲电半胱氨酸反应性氟脒战斗部的编码文库直接发现共价环肽。我们使用灵活的体外翻译系统将弹头直接整合到肽库中,并采用仅识别共价靶结合物的肽选择方法。使用这种方法,我们确定了有效的和选择性的肽基精氨酸脱亚胺酶的共价抑制剂PADI4或PAD4,它们只在活性位点半胱氨酸上反应。我们设想这种方法将使共价肽抑制剂的一系列相关酶的发现和扩展到替代弹头在未来。共价肽类药物可以在较长的给药间隔内获得较高的效价和选择性,但发现它们的方法有限。在这里,作者将基因编码的弱亲电半胱氨酸反应型氟脒战斗部纳入mRNA展示文库,并对这些文库进行筛选,以发现有效的、选择性的肽基精氨酸脱亚胺酶4共价环肽抑制剂。
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引用次数: 0
Long term porosity of solid electrolyte interphase on model silicon anodes with liquid battery electrolytes 液态电池电解质模型硅阳极上固体电解质界面的长期孔隙率
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s42004-024-01381-2
Jonas Grill, Jelena Popovic-Neuber
A stable solid electrolyte interphase (SEI) is of great importance for battery electrodes in terms of cycling as well as for its shelf life. While SEI formation on silicon anodes is generally only studied after the first charge and discharge of cells and initial reaction of electrolyte, we show the formation of a liquid/solid SEI in symmetric cells with silicon electrodes in contact with carbonate and glyme-based electrolytes under close to open circuit conditions and its behavior during long-term ageing. Activation energies of SEIs were measured via temperature-dependent electrochemical impedance spectroscopy (EIS) to study the contribution of liquid/solid phases to ion transport. The effect of different solvents, salts, their concentrations, and final water content of the glyme-electrolyte on the SEI was studied in detail. SEIs formed in cells with glyme-based electrolytes are generally more porous than the ones in cells with carbonate-based electrolytes. The addition of vinylene carbonate to glyme electrolyte is shown to be beneficial for its SEI, as it causes lower and more stable SEI resistances over time. A small amount of water in glyme electrolytes causes a denser SEI without much change in SEI resistance. A stable solid electrolyte interphase (SEI) is of great importance for battery electrodes for charging/discharging purposes, but the mechanism of SEI formation is not fully understood. Here, the authors study the formation and long-term evolution of the SEI near open circuit conditions in symmetric silicon cells containing different electrolyte chemistries.
稳定的固体电解质界面(SEI)对电池电极的循环和保质期至关重要。虽然硅阳极上SEI的形成通常只在电池的第一次充放电和电解质的初始反应之后进行研究,但我们展示了在接近开路条件下,硅电极与碳酸盐和glyeme基电解质接触的对称电池中液/固SEI的形成及其在长期老化过程中的行为。采用温度相关的电化学阻抗谱(EIS)测量了SEIs的活化能,研究了液/固相对离子输运的贡献。详细研究了不同溶剂、盐及其浓度和糖基电解质最终含水量对SEI的影响。在含有甘氨酸电解质的细胞中形成的sei通常比在含有碳酸盐电解质的细胞中形成的sei更多孔。在glyme ;电解质中添加乙烯碳酸酯有利于其SEI,因为随着时间的推移,它会导致更低和更稳定的SEI电阻。甘氨酸电解质中的少量水会导致更密集的SEI,而SEI电阻没有太大变化。稳定的固体电解质界面相(SEI)对电池电极充放电具有重要意义,但其形成机制尚不完全清楚。在这里,作者研究了含有不同电解质化学成分的对称硅电池在开路条件下SEI的形成和长期演变。
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引用次数: 0
Single polyoxometalate-based nanoclusters characterized by infrared absorption nanospectroscopy 红外吸收纳米光谱法表征单多金属酸氧基纳米团簇
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s42004-024-01385-y
Juba Salhi, Michele Mattera, Imad Arfaoui, Jan Patrick Calupitan, Sandra Alves, Claire Troufflard, Céline Paris, Guillaume Izzet, Anna Proust, David Kreher, Guilhem Simon, Alexandre Dazzi, Florence Volatron
Bottom-up engineering is a very attractive field. However, the periodic organization of molecules on a solid substrate is challenging, particularly in the selection of the appropriate characterization technique which is suitable for both large area and accurate analysis at the nanoscale. Here, this study demonstrates the unambiguous identification of complex molecular layers by infrared absorption microscopy at the nanometric scale. This technique allowed for the direct observation of the presence of isolated polyoxometalate-based nanoclusters dispersed all over a substrate. The periodic organization of molecules on a solid substrate is attractive for a range of applications, but selecting the appropriate characterization technique that is suitable for both large area and accurate analysis at the nanoscale remains challenging. Here, the authors showcase the utility of infrared absorption microscopy in the unambiguous identification of complex molecular layers, directly observing isolated polyoxometalate-based nanoclusters dispersed on a substrate.
自下而上的工程是一个非常有吸引力的领域。然而,分子在固体基质上的周期性组织是具有挑战性的,特别是在选择合适的表征技术方面,这种表征技术既适合于大面积分析,又适合于纳米尺度上的精确分析。在这里,本研究证明了红外吸收显微镜在纳米尺度上对复杂分子层的明确识别。该技术允许直接观察分散在衬底上的分离的多金属氧酸盐基纳米团簇的存在。固体基质上分子的周期性组织对一系列应用具有吸引力,但选择合适的表征技术,既适合大面积又适合纳米尺度上的精确分析,仍然是一项挑战。在这里,作者展示了红外吸收显微镜在明确识别复杂分子层中的应用,直接观察分散在基底上的分离的多金属氧酸盐基纳米团簇。
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引用次数: 0
Ortho-functionalized pyridinyl-tetrazines break the inverse correlation between click reactivity and cleavage yields in click-to-release chemistry 邻位功能化吡啶基四嗪打破了点击释放化学中点击反应活性与解理产率之间的负相关关系
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s42004-024-01392-z
Ron M. Versteegen, Raffaella Rossin, Ivo A. W. Filot, Freek J. M. Hoeben, Arthur H. A. M. van Onzen, Henk M. Janssen, Marc S. Robillard
The bioorthogonal tetrazine-triggered cleavage of trans-cyclooctene(TCO)-linked payloads has strong potential for widespread use in drug delivery and in particular in click-cleavable antibody-drug conjugates (ADCs). However, clinical translation is hampered by an inverse correlation between click reactivity and payload release yield, requiring high doses of less reactive tetrazines to drive in vivo TCO reactions and payload release to completion. Herein we report that the cause for the low release when using the highly reactive bis-(2-pyridinyl)-tetrazine is the stability of the initially formed 4,5-dihydropyridazine product, precluding tautomerization to the releasing 1,4-dihydropyridazine tautomer. We demonstrate that efficient tautomerization and payload elimination can be achieved by ortho-substituting bis-pyridinyl-tetrazines with hydrogen-bonding hydroxyl or amido groups, achieving a.o. release yields of 96% with 18-fold more reactive tetrazines. Applied to on-tumor activation of a click-cleavable ADC in mice, these tetrazines afforded near-quantitative ADC conversion at a ca. 10- to 20-fold lower dose than what was previously needed, resulting in a strong therapeutic response. The bioorthogonal tetrazine-triggered cleavage of trans-cyclooctene-linked payloads has strong potential in click-to-release drug delivery, however, an inverse correlation between click reactivity and payload release yield is hampering their clinical translation. Here, the authors develop ortho-substituted bis-pyridinyl-tetrazines with hydrogen-bonding hydroxyl or amido groups for efficient tautomerization and payload elimination, achieving release yields of 96% with 18-fold more reactive tetrazines.
生物正交四嗪触发的反式环烯(TCO)连接的有效载荷的切割在药物递送中具有广泛应用的潜力,特别是在可点击切割的抗体-药物偶联物(adc)中。然而,临床转化受到点击反应性和有效载荷释放率之间的负相关关系的阻碍,需要高剂量的活性较低的四嗪来驱动体内TCO反应和有效载荷释放完成。本文报道了高活性双-(2-吡啶基)-四嗪释放低的原因是最初形成的4,5-二氢吡啶产物的稳定性,阻止了向释放的1,4-二氢吡啶互变异构体的异构化。我们证明了用氢键羟基或酰胺基团邻位取代双吡啶基四嗪可以实现高效的互变异构化和有效载荷消除,使反应性提高18倍的四嗪的a.o.释放率达到96%。应用于小鼠中点击可切割ADC的肿瘤激活,这些四嗪提供了接近定量的ADC转换,比以前所需的剂量低10至20倍,导致强烈的治疗反应。生物正交四嗪触发的反式环辛烯连接有效载荷的裂解在点击释放药物递送中具有很强的潜力,然而,点击反应性与有效载荷释放率之间的负相关阻碍了它们的临床转化。在这里,作者开发了邻取代的双吡啶基四嗪,具有氢键羟基或氨基基团,用于有效的互变异构化和有效载荷消除,释放率达到96%,反应性提高18倍。
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引用次数: 0
Kinetic, thermodynamic, and ab initio insights of AsnGly isomerisation as a ticking time bomb for protein integrity 作为蛋白质完整性定时炸弹的AsnGly异构化的动力学,热力学和从头算见解
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s42004-024-01374-1
Fruzsina Pilhál, Imre Jákli, Ernő Keszei, András Láng, András Perczel
Under physiological conditions in peptides or proteins, the -AsnGly- motif autonomously rearranges within hours/days to β-Asp and α-Asp containing sequence, via succinimide intermedier. The formation of the succinimide is the rate-limiting step, with a strong pH and temperature dependence. We found that Arg(+) at the (n + 2) position (relative to Asn in the nth position) favors isomerisation by forming a transition-state like structure, whereas Glu(-) disfavors isomerisation by adopting a β-turn like conformer. Four to six key intermediate structures (proton transfer, transition-state formation, ring-closure and ammonia-release steps) have been identified along the intrinsic reaction coordinate pathways. We explain how, under the right conditions, the N-atom of a backbone amide, hardly a potent nucleophile, can nevertheless initiate isomerisation. The new data are useful for the design of self-structuring motifs, more resistant protein backbones, antibodies, etc. AsnGly motif within peptides or proteins can rearrange to β-Asp and α-Asp by asparagine deamidation and isomerisation via a succinimide intermediate, however, the mechanism underlying this transition remains underexplored. Here, the authors present a quantitative kinetic model for the overall isomerisation reaction, show that for peptides containing both charged and neutral (n + 2) amino acid residues, geometry plays a more important role in their isomerisation reaction rates, and they also identify key reaction sub-steps within succinimide formation.
在肽或蛋白质的生理条件下,- asngly -基序在数小时或数天内通过琥珀酰亚胺中间体自动重排到含有β-Asp和α-Asp的序列。琥珀酰亚胺的形成是限速步骤,具有很强的pH和温度依赖性。我们发现位于(n + 2)位置的Arg(+)(相对于位于第n位的Asn)通过形成类似过渡态的结构而有利于异构化,而Glu(-)通过采用类似β的构象而不利于异构化。在本征反应的配位路径上已经确定了4 ~ 6个关键的中间结构(质子转移、过渡态形成、环闭合和氨释放步骤)。我们解释了在合适的条件下,主干酰胺的n原子(几乎不是强效亲核试剂)是如何引发异构化的。这些新数据对设计自结构基序、更耐药的蛋白骨架、抗体等具有重要意义。肽或蛋白质中的AsnGly基序可以通过琥珀酰亚胺中间体的天冬酰胺脱酰胺和异构化而重排为β-Asp和α-Asp,然而,这种转变的机制尚不清楚。在这里,作者提出了一个整体异构化反应的定量动力学模型,表明对于含有带电和中性(n + 2)氨基酸残基的肽,几何形状在其异构化反应速率中起着更重要的作用,并且他们还确定了琥珀酰亚胺形成过程中的关键反应子步骤。
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引用次数: 0
Odor prediction of whiskies based on their molecular composition 根据分子成分预测威士忌的气味
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s42004-024-01373-2
Satnam Singh, Doris Schicker, Helen Haug, Tilman Sauerwald, Andreas T. Grasskamp
Aroma compositions are usually complex mixtures of odor-active compounds exhibiting diverse molecular structures. Due to chemical interactions of these compounds in the olfactory system, assessing or even predicting the olfactory quality of such mixtures is a difficult task, not only for statistical models, but even for trained assessors. Here, we combine fast automated analytical assessment tools with human sensory data of 11 experienced panelists and machine learning algorithms. Using 16 previously analyzed whisky samples (American or Scotch origin), we apply the linear classifier OWSum to distinguish the samples based on their detected molecules and to gain insights into the key molecular structure characteristics and odor descriptors for sample type. Moreover, we use OWSum and a Convolutional Neural Network (CNN) architecture to classify the five most relevant odor attributes of each sample and predict their sensory scores with promising accuracies (up to F1: 0.71, MCC: 0.68, ROCAUC: 0.78). The predictions outperform the inter-panelist agreement and thus demonstrate previously impossible data-driven sensory assessment in mixtures. Aroma compositions are usually complex mixtures of odor-active compounds exhibiting diverse molecular structures, and assessing or predicting the olfactory qualities of such mixtures is challenging. Here, fast automated analytical assessment tools are combined with the human sensory data of 11 experienced panelists and machine learning algorithms, enabling samples to be distinguished and classified based on their detected molecules, and gaining insights into key molecular structure characteristics and odor descriptors.
香气成分通常是具有不同分子结构的气味活性化合物的复杂混合物。由于这些化合物在嗅觉系统中的化学相互作用,评估甚至预测这些混合物的嗅觉质量是一项艰巨的任务,不仅对统计模型,而且对训练有素的评估人员也是如此。在这里,我们将快速自动化分析评估工具与11位经验丰富的小组成员的人类感官数据和机器学习算法相结合。使用先前分析的16个威士忌样品(美国或苏格兰原产地),我们应用线性分类器OWSum根据检测到的分子来区分样品,并深入了解样品类型的关键分子结构特征和气味描述符。此外,我们使用OWSum和卷积神经网络(CNN)架构对每个样本的五个最相关的气味属性进行分类,并预测它们的感官得分,准确率很高(最高F1: 0.71, MCC: 0.68, ROCAUC: 0.78)。预测结果优于小组间的共识,从而证明了以前不可能的数据驱动的混合感官评估。香气成分通常是具有不同分子结构的气味活性化合物的复杂混合物,评估或预测这种混合物的嗅觉质量是具有挑战性的。在这里,快速自动化分析评估工具与11名经验丰富的小组成员的人类感官数据和机器学习算法相结合,使样品能够根据检测到的分子进行区分和分类,并获得关键分子结构特征和气味描述符的见解。
{"title":"Odor prediction of whiskies based on their molecular composition","authors":"Satnam Singh, Doris Schicker, Helen Haug, Tilman Sauerwald, Andreas T. Grasskamp","doi":"10.1038/s42004-024-01373-2","DOIUrl":"10.1038/s42004-024-01373-2","url":null,"abstract":"Aroma compositions are usually complex mixtures of odor-active compounds exhibiting diverse molecular structures. Due to chemical interactions of these compounds in the olfactory system, assessing or even predicting the olfactory quality of such mixtures is a difficult task, not only for statistical models, but even for trained assessors. Here, we combine fast automated analytical assessment tools with human sensory data of 11 experienced panelists and machine learning algorithms. Using 16 previously analyzed whisky samples (American or Scotch origin), we apply the linear classifier OWSum to distinguish the samples based on their detected molecules and to gain insights into the key molecular structure characteristics and odor descriptors for sample type. Moreover, we use OWSum and a Convolutional Neural Network (CNN) architecture to classify the five most relevant odor attributes of each sample and predict their sensory scores with promising accuracies (up to F1: 0.71, MCC: 0.68, ROCAUC: 0.78). The predictions outperform the inter-panelist agreement and thus demonstrate previously impossible data-driven sensory assessment in mixtures. Aroma compositions are usually complex mixtures of odor-active compounds exhibiting diverse molecular structures, and assessing or predicting the olfactory qualities of such mixtures is challenging. Here, fast automated analytical assessment tools are combined with the human sensory data of 11 experienced panelists and machine learning algorithms, enabling samples to be distinguished and classified based on their detected molecules, and gaining insights into key molecular structure characteristics and odor descriptors.","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"1-9"},"PeriodicalIF":5.9,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s42004-024-01373-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142862428","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High triplet energy host material with a 1,3,5-oxadiazine core from a one-step interrupted Fischer indolization 具有1,3,5-恶二嗪核心的高三重态能量宿主材料从一步中断菲舍尔吲哚
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s42004-024-01377-y
Charlotte Riley, Hwan-Hee Cho, Alexander C. Brannan, Nguyen Le Phuoc, Mikko Linnolahti, Neil C. Greenham, Alexander S. Romanov
Energy-efficient and deep-blue organic light-emitting diode (OLED) with long operating stability remains a key challenge to enable a disruptive change in OLED display and lighting technology. Part of the challenge is associated with a very narrow choice of the robust host materials having over 3 eV triplet energy level to facilitate efficient deep-blue emission and deliver excellent performance in the OLED device. Here we show the molecular design of new 1,3,5-oxadiazines (NON)-host materials with high triplet energy over 3.2 eV, enabling deep-blue OLED devices with a peak external quantum efficiency of 21%. A series of NON-host materials are prepared by the condensation of substituted arylhydrazines and cyclohexylcarbaldehyde in a 2:3 ratio. This straightforward “one-pot” procedure enables the formation of indoline-containing derivatives with three fused heterocyclic rings and two stereogenic centres. All materials emit UV-fluorescence in the range of 315–338 nm while possessing highly desirable characteristics for application in deep-blue OLED devices: good thermal stability, a wide energy gap (3.9 eV), a high triplet energy level of (3.3 eV), and excellent volatility during sublimation. Diluting phosphorescent and thermally activated delayed fluorescence emitter molecules in solid-state host matrices has proven to be a useful strategy to hinder self-quenching mechanisms, but host materials must meet several criteria to enable energy efficient and stable OLEDs. Here, the authors report the synthesis of a series of 1,3,5-oxadiazines from a one-pot interrupted Fischer indolization, and demonstrate that they possess highly desirable characteristics as host materials in deep-blue OLED devices.
高效节能的深蓝有机发光二极管(OLED)具有长时间的工作稳定性仍然是OLED显示和照明技术实现颠覆性变革的关键挑战。这一挑战的部分原因在于,为了促进高效的深蓝色发射,并在OLED器件中提供出色的性能,坚固的主体材料的选择范围非常狭窄,其三重态能级超过3 eV。在这里,我们展示了新的1,3,5-恶二嗪(NON)主体材料的分子设计,其三重态能量超过3.2 eV,使深蓝OLED器件的峰值外量子效率达到21%。用取代芳基肼和环己基乙醛以2:3的比例缩合制备了一系列非主体材料。这种简单的“一锅”过程可以形成含吲哚的衍生物,具有三个融合的杂环和两个立体中心。所有材料都能发出315-338 nm范围内的紫外荧光,同时具有用于深蓝色OLED器件的非常理想的特性:良好的热稳定性,宽的能隙(3.9 eV),高的三重态能级(3.3 eV),以及在升华过程中的优异挥发性。在固态基质中稀释磷光和热激活的延迟荧光发射器分子已被证明是一种有效的策略,可以阻止自猝灭机制,但基质材料必须满足几个标准,才能实现节能和稳定的oled。在这里,作者报告了一系列1,3,5-恶二嗪的合成,从一个锅中断Fischer吲哚,并证明了它们具有非常理想的特性,作为深蓝色OLED器件的宿主材料。
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Communications Chemistry
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