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Structure-Based Optimization and Biological Evaluation of SARS-CoV-2 3CLpro Covalent Inhibitors 基于结构的 SARS-CoV-2 3CLpro 共价抑制剂优化与生物学评估
Pub Date : 2024-09-18 DOI: 10.26434/chemrxiv-2024-091mt
Nicolas, Moitessier, Guanyu, Wang, Julia, Stille, Richard, Boulon, Christopher, Hennecker, Xiaocong, Zhang, Nicole, Blaine, Steven, Laplante, Anthony, Mittermaier
The global emergence of COVID-19, caused by SARS-CoV-2, has underscored the critical need for effective antivirals against coronaviruses. The 3-chymotrypsin-like protease (3CLpro) of coronavirus has been a primary target for drug development due to its critical role across various coronaviruses. Following our initial report, this study focuses on the structure-based optimization of 3CLpro covalent inhibitors. With the guidance of molecular docking and covalent binding parameters measured from an innovative isothermal titration calorimetry-kinetic competition (ITC-KC) assay, we optimized and synthesized series of potent covalent inhibitors with antiviral activity in cell-based assays.
由 SARS-CoV-2 引起的 COVID-19 在全球范围内的出现,凸显了对冠状病毒有效抗病毒药物的迫切需要。由于冠状病毒的 3-糜蛋白酶样蛋白酶(3CLpro)在各种冠状病毒中的关键作用,它一直是药物开发的主要目标。继我们最初的报告之后,本研究侧重于基于结构优化 3CLpro 共价抑制剂。在分子对接和创新性等温滴定量热动力学竞争(ITC-KC)测定法测得的共价结合参数的指导下,我们优化并合成了一系列在基于细胞的实验中具有抗病毒活性的强效共价抑制剂。
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引用次数: 0
Design, synthesis, and biological evaluation of novel azaspirooxindolinone derivatives as potent inhibitors of ITK and BTK-positive cancers 作为 ITK 和 BTK 阳性癌症强效抑制剂的新型氮杂螺吲哚啉酮衍生物的设计、合成和生物学评价
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-hrfmw-v2
Viswanath, Das, Gopal , Muddasani, Naveen Kumar , Rampeesa, Sreenivasareddy , Anugu, Pullareddy , Muddasani, Soňa, Gurská, Petr , Džubák, Marián , Hajdúch, Rambabu, Gundla
Bruton's tyrosine kinase (BTK) and Interleukin-2-inducible T-cell kinase (ITK) are two important members of the Tec family with crucial roles in immune system function. Deregulation in ITK and BTK activity is linked to several hematological malignancies, making them key targets for cancer immunotherapy. In this study, we synthesized new azaspirooxindolinone derivatives and evaluated their cytotoxic activity against ITK/BTK-negative and -positive cancer cell lines. Compounds 3d and 3j exhibited high cytotoxicity in both ITK-positive Jurkat (IC50 = 3.58 µM and 4.16 µM, respectively) and BTK-positive Ramos (IC50 = 3.06 µM and 1.38 µM, respectively) cell lines, indicating their potential dual activity against ITK and BTK. 3a and 3e showed high cytotoxicity specifically in ITK-positive Jurkat cells with IC50 values of 9.36 µM and 10.85 µM, respectively. Compounds 3f and 3g were highly cytotoxic specifically in Ramos cells with IC50 values of 1.82 µM and 1.42 µM, respectively. None of the active compounds exhibited cytotoxic effects against non-cancer cell lines (IC50 > 50 µM). These findings suggest that the synthesized azaspirooxindolinone derivatives, particularly compounds 3d and 3j, hold promise as dual inhibitors for ITK and BTK-positive cancers, while compounds 3a, 3e, 3f, and 3g demonstrate potential as specific inhibitors, warranting further investigation.
布鲁顿酪氨酸激酶(BTK)和白细胞介素-2诱导型T细胞激酶(ITK)是Tec家族的两个重要成员,在免疫系统功能中发挥着关键作用。ITK 和 BTK 活性的失调与多种血液恶性肿瘤有关,因此成为癌症免疫疗法的关键靶点。在这项研究中,我们合成了新的氮杂螺吲哚啉酮衍生物,并评估了它们对 ITK/BTK 阴性和阳性癌细胞株的细胞毒活性。化合物 3d 和 3j 在 ITK 阳性的 Jurkat(IC50 分别为 3.58 µM 和 4.16 µM)和 BTK 阳性的 Ramos(IC50 分别为 3.06 µM 和 1.38 µM)细胞系中均表现出较高的细胞毒性,表明它们对 ITK 和 BTK 具有潜在的双重活性。3a 和 3e 在 ITK 阳性的 Jurkat 细胞中显示出较高的细胞毒性,IC50 值分别为 9.36 µM 和 10.85 µM。化合物 3f 和 3g 对拉莫斯细胞具有很强的细胞毒性,IC50 值分别为 1.82 µM 和 1.42 µM。没有一种活性化合物对非癌细胞系具有细胞毒性作用(IC50 > 50 µM)。这些发现表明,合成的氮杂螺环氧化吲哚啉酮衍生物,尤其是化合物 3d 和 3j,有望成为 ITK 和 BTK 阳性癌症的双重抑制剂,而化合物 3a、3e、3f 和 3g 则显示出作为特异性抑制剂的潜力,值得进一步研究。
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引用次数: 0
New fluorogenic triacylglycerols as sensors for dynamic measurement of lipid oxidation 作为动态测量脂质氧化的传感器的新型含氟三酰甘油
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-shsjs-v2
Matthias, Schiedel, Simon, Hammann, Maria, Handke, Frank, Beierlein, Petra, Imhof
Lipids are major constituents of food but are also highly relevant substructures of drugs and are increasingly applied for the development of lipid-based drug delivery systems. Lipids are prone to oxidative degradation, thus affecting the quality of food or medicines. Therefore, analytical methods or tools that enable to assess the degree of lipid oxidation are of utmost importance to guarantee food and drug safety. Herein, we report the design, synthesis, and application of the first-in-class fluorogenic triacylglycerols that enable a dynamic monitoring of lipid oxidation via straightforward fluorescence readout. Our fluorogenic triacylglycerols can be used both in an aqueous and lipid-based environment. Further, we showed that the sensitivity of our fluorescent tracers towards oxidation can be tuned by incorporating either saturated or unsaturated acyl chains in their triacylglycerol core structure. With this, we provide a first proof-of-principle for the applicability of fluorescently labelled triacylglycerols as tracers to monitor the dynamics of lipid oxidation, thus paving the way for novel discoveries in the area of lipid analytics.
脂质是食品的主要成分,但也是与药物高度相关的亚结构,越来越多地应用于开发基于脂质的给药系统。脂质容易氧化降解,从而影响食品或药品的质量。因此,能够评估脂质氧化程度的分析方法或工具对于保证食品和药品安全至关重要。在此,我们报告了第一种含氟三酰甘油的设计、合成和应用,这种含氟三酰甘油可通过直接的荧光读数对脂质氧化进行动态监测。我们的含氟三酰甘油既可用于水基环境,也可用于脂基环境。此外,我们还发现,通过在三酰甘油核心结构中加入饱和或不饱和酰基链,可以调整荧光示踪剂对氧化的敏感性。因此,我们首次证明了荧光标记的三酰甘油作为示踪剂监测脂质氧化动态的适用性,从而为脂质分析领域的新发现铺平了道路。
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引用次数: 0
Ligand Many-Body Expansion as a General Approach for Accelerating Transition Metal Complex Discovery 配体多体展开作为加速过渡金属复合物发现的通用方法
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-m39d9
Heather, Kulik, Daniel, Chu, David, Gonzalez-Narvaez, Ralf, Meyer, Aditya, Nandy
Methods that accelerate the evaluation of molecular properties are essential for chemical discovery. While some degree of ligand additivity has been established for transition metal complexes, it is underutilized in asymmetric complexes, such as the square pyramidal coordination geometries highly relevant to catalysis. To develop predictive methods beyond simple additivity, we apply a many-body expansion to octahedral and square pyramidal complexes and introduce a correction based on adjacent ligands (i.e., the cis interaction model, or cis model). We first test the cis model on adiabatic spin-splitting energies of octahedral Fe(II) complexes, predicting DFT-calculated values of unseen binary complexes to within an average of 1.4 kcal/mol. We next show that the cis model infers both DFT- and CCSD(T)-calculated model catalytic reaction energies to within 1 kcal/mol on average. The cis model predicts low-symmetry complexes with reaction energies outside the range of binary complex reaction energies. We observe that trans interactions are unnecessary for most monodentate systems but can be important for some combinations of ligands, such as complexes containing a mixture of bidentate and monodentate ligands. Finally, we demonstrate that the cis model may be combined with -learning to predict CCSD(T) reaction energies from exhaustively calculated DFT reaction energies and the same fraction of CCSD(T) reaction energies needed for the cis model, achieving around 30% of the error from using the CCSD(T) reaction energies in the cis model alone.
加速评估分子特性的方法对于化学发现至关重要。虽然过渡金属配合物的配体具有一定程度的相加性,但在不对称配合物(如与催化高度相关的正方金字塔配位几何结构)中,这种相加性却未得到充分利用。为了开发超越简单相加性的预测方法,我们对八面体和方形金字塔配合物应用了多体扩展,并引入了基于相邻配体的校正(即顺式相互作用模型或顺式模型)。我们首先在八面体铁(II)络合物的绝热自旋分裂能上测试了顺式模型,预测了未见二元络合物的 DFT 计算值,平均值在 1.4 kcal/mol 范围内。接下来,我们展示了顺式模型对 DFT 和 CCSD(T) 计算的模型催化反应能量的推导平均在 1 kcal/mol 以内。顺式模型预测的低对称性复合物的反应能量超出了二元复合物反应能量的范围。我们观察到,反式相互作用对于大多数单齿配体体系来说是不必要的,但对于某些配体组合,如含有双齿配体和单齿配体混合物的复合物,反式相互作用可能非常重要。最后,我们证明了顺式模型可以与学习相结合,从详尽计算的 DFT 反应能量和顺式模型所需的相同部分 CCSD(T) 反应能量中预测 CCSD(T) 反应能量,从而达到仅在顺式模型中使用 CCSD(T) 反应能量所产生误差的 30% 左右。
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引用次数: 0
Sustainable Development Growth in the Plastic Industries is Promising or Just a Hoax: Past, Present, and Future aspects on Global Perspective 塑料工业的可持续发展增长是希望还是骗局?全球视角下的过去、现在和未来
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-t9r77
Harendra, Kumar, Akihiro, Yoshida
The issue of fossil-based plastics presents a paradox, with conflicting solutions proposed. While an idealistic vision promotes biodegradable plastics as the ultimate solution, the reality is that fossil-based plastics dominate production, constituting approximately 99%. Despite the conceptual appeal of biodegradable plastics, their practical implementation remains limited with minimal production. Consequently, the current plastic waste management system faces challenges, with only 25% of total plastic waste being recycled. A significant portion, around 31.2%, is incinerated, and 43.8% ends up in landfills or is improperly disposed of, reflecting a non-sustainable approach. Projections suggest a potential increase in recycling rates to nearly 44% by 2050, but incineration remains alarmingly high at close to 50%. To achieve sustainable growth and create a carbon and toxic-free environment, there is a need for a renewed commitment to accelerate the reuse and recycling of plastic waste. Failure to do so risks perpetuating the condemnation of fossil-based plastics, despite their significant historical contributions to society and the environment.
化石基塑料问题是一个悖论,提出的解决方案相互矛盾。虽然理想化的愿景提倡将生物降解塑料作为最终解决方案,但现实情况是,化石基塑料在生产中占主导地位,约占 99%。尽管生物降解塑料在概念上很有吸引力,但其实际应用仍然有限,产量极低。因此,当前的塑料废物管理系统面临着挑战,塑料废物总量中仅有 25% 被回收利用。约 31.2% 的塑料废弃物被焚烧,43.8% 的塑料废弃物被填埋或被不当处理,这反映了一种不可持续的方式。根据预测,到 2050 年,回收率有可能提高到近 44%,但焚烧率仍高达近 50%,令人震惊。为了实现可持续增长,创造一个无碳、无毒的环境,有必要再次承诺加快塑料废物的再利用和回收。否则,尽管化石基塑料对社会和环境做出了重大历史贡献,但仍有可能使人们对化石基塑料的谴责永久化。
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引用次数: 0
Wireless potentiometry of thermochemical heterogeneous catalysis 热化学异相催化的无线电位仪
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-vm26z-v2
Neil, Razdan, Karl, Westendorff, Yogesh, Surendranath
Catalyst surfaces in contact with liquid media are subject to spontaneous charge transfer reactions that electrically polarize the solid-liquid interface. Consequently, the electrochemical potential, Ecat, of the surface is a critical parameter that defines the free-energy landscape of catalysis. Ecat can be readily measured for a catalyst supported on a conductive material and wired to an external circuit but is difficult to quantify for the vast majority of thermochemical catalysts that are supported on electrical insulators. This measurement gap has impeded a unifying understanding of the role of electrochemical polarization in thermochemical catalysis. Herein, we develop a methodology for quantifying Ecat of metal catalysts supported on insulators by introducing a small concentration of a redox-active molecule to establish a wireless electrical connection between the dispersed catalyst and an inert sensing electrode. We validate this approach by quantifying Ecat during catalytic reactions involving H2 or O2 in water and acetonitrile solvent. Using this methodology, we expose distinct rate-potential scalings for aerobic formic acid oxidation catalysis on SiO2- and Al2O3- versus TiO2-supported Pt catalysts. The methodology we develop herein enables the broad-based investigation of the role of electrochemical polarization in thermochemical catalysis.
与液体介质接触的催化剂表面会发生自发的电荷转移反应,使固液界面产生电极化。因此,表面的电化学势 Ecat 是定义催化自由能谱的关键参数。对于支撑在导电材料上并与外部电路连接的催化剂,Ecat 很容易测量,但对于绝大多数支撑在电绝缘体上的热化学催化剂,Ecat 却很难量化。这种测量差距阻碍了人们对电化学极化在热化学催化中作用的统一认识。在此,我们开发了一种方法,通过引入小浓度的氧化还原活性分子,在分散催化剂和惰性传感电极之间建立无线电连接,从而量化支撑在绝缘体上的金属催化剂的 Ecat。我们通过量化在水和乙腈溶剂中涉及 H2 或 O2 的催化反应过程中的 Ecat 验证了这种方法。利用这种方法,我们揭示了 SiO2- 和 Al2O3- 与 TiO2- 支持的铂催化剂进行有氧甲酸氧化催化时的不同速率-电位标度。我们在此开发的方法可以广泛地研究电化学极化在热化学催化中的作用。
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引用次数: 0
Dynamic Nuclear Polarization with Conductive Polymers 导电聚合物的动态核极化
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-q6dkh-v2
Quentin, Stern, Guillaume, Verhaeghe, Théo, El Daraï, Damien, Montarnal, Nghia, Huu Le, Laurent, Veyre, Chloé, Thieuleux, Charlotte, Bocquelet, Olivier, Cala, Sami, Jannin
The low sensitivity of liquid-state nuclear magnetic resonance (NMR) can be overcome by hyperpolarizing nuclear spins by dissolution dynamic nuclear polarization (dDNP). It consists of transferring the near-unity polarization of unpaired electron spins of stable radicals to the nuclear spins of interest at liquid helium temperatures, below 2 K, before melting the sample in view of hyperpolarized liquid-state magnetic resonance experiments. Reaching such a temperature is challenging and requires complex instrumentation, which impedes the deployment of dDNP. Here, we propose organic conductive polymers such as polyaniline (PANI) as a new class of polarizing matrices and report 1H polarizations of up to 5%. We also show that 13C spins of a host solution impregnated in porous conductive polymers can be hyperpolarized by relayed DNP. Such conductive polymers can be synthesized as chiral and display current induced spin selectivity leading to electron spin hyperpolarization close to unity without the need for low temperatures nor high magnetic fields. Our results show the feasibility of solid-state DNP in conductive polymers that are known to exhibit chirality-induced spin selectivity.
通过溶解动态核极化(dDNP)使核自旋超极化,可以克服液态核磁共振(NMR)灵敏度低的问题。它包括在低于 2 K 的液氦温度下,将稳定自由基的未配对电子自旋的近乎统一极化转移到相关核自旋上,然后再熔化样品以进行超极化液态磁共振实验。达到这样的温度具有挑战性,需要复杂的仪器,这阻碍了 dDNP 的应用。在此,我们提出将聚苯胺 (PANI) 等有机导电聚合物作为一类新型极化基质,并报告了高达 5% 的 1H 极化。我们还表明,浸渍在多孔导电聚合物中的主溶液的 13C 自旋可通过中继 DNP 超极化。这种导电聚合物可以合成为手性体,并显示出电流诱导的自旋选择性,从而使电子自旋超极化接近于 1,而无需低温或高磁场。我们的研究结果表明,在已知具有手性诱导自旋选择性的导电聚合物中进行固态 DNP 是可行的。
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引用次数: 0
Direct Evidence for Buffer-Enhanced Proton-Coupled Electron Transfer in Metal Aquo Bond Formation 缓冲增强质子耦合电子转移在金属水杉键形成中的直接证据
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-l776x
Matthew, Kessinger, Gerald, Meyer, Thomas, Whittemore, Silvia, Grandi, Evgeny, Danilov, Stefano, Caramori, Felix, Castellano
Proton-coupled electron transfer (PCET) reactions play a crucial role in the interconversion of metal-aqua and metal-hydroxo species present in transition metal complexes and oxide surfaces (M(III)-OH + e− + H+ M(II)-OH2). For ruthenium-based water oxidation catalysts, PCET reactions involved in the mechanism of oxygen evolution have demonstrated a strong dependence on the identity and concentration of the proton donor and acceptor with significant rate enhancements observed for electrocatalysis performed in acetate, phosphate, and borate buffered electrolytes. However, the systematic study of this phenomenon has been hampered by the inability to independently measure discrete rates for electron transfer (ET) and proton transfer (PT) under electrochemical applied potentials. Herein, the PCET kinetics and mechanism of metal aqua bond formation in a ruthenium water oxidation catalyst [Ru(tpy)(bpy′)H2O]2+, Ru(II)−OH2 where tpy is 2,2′:6′,2″-terpyridine and bpy′ is 4,4′-diaminopropylsilatrane-2,2′-bypyridine were investigated at a conductive metal oxide interface as a function of buffer identity and concentration. The reaction of interest was triggered by visible light excitation of the catalyst and the kinetics of the independent ET and PT steps of the PCET mechanism were determined through nanosecond transient absorption spectroscopy. Kinetic measurements performed in aqueous acetate, phosphate, or borate buffer solutions revealed two distinct regimes of PT kinetics solely dependent on the buffer concentration. At the greatest buffer concentrations investigated (2 M acetate) spectral signals corresponding to the discreet ET and PT steps were absent indicative in a change in underlying PCET mechanism. Likewise, kinetic modeling indicated that PT from protonated acetate or phosphate occurred with rate constants that were 2-4 orders of magnitude greater than those for bulk water. In all, these results suggest that the presence of buffer-bases can significantly enhance PCET rates and, in this reaction, may alter the underlying mechanism.
质子耦合电子转移(PCET)反应在过渡金属络合物和氧化物表面存在的金属-水和金属-羟基物种(M(III)-OH + e- + H+ M(II)-OH2)的相互转化中起着至关重要的作用。对于钌基水氧化催化剂,氧进化机理中涉及的 PCET 反应与质子供体和受体的特性和浓度密切相关,在醋酸盐、磷酸盐和硼酸盐缓冲电解质中进行电催化时,可观察到显著的速率增强。然而,由于无法独立测量电化学外加电位下电子转移(ET)和质子转移(PT)的离散速率,对这一现象的系统研究一直受到阻碍。本文研究了钌水氧化催化剂[Ru(tyy)(bpy′)H2O]2+、Ru(II)-OH2(其中tyy为2,2′:其中 tpy 是 2,2′:6′,2″-三吡啶,bpy′ 是 4,4′-二氨基丙基硅烷-2,2′-吡啶。催化剂的可见光激发触发了感兴趣的反应,并通过纳秒瞬态吸收光谱测定了 PCET 机制中独立的 ET 和 PT 步骤的动力学。在醋酸盐、磷酸盐或硼酸盐缓冲水溶液中进行的动力学测量显示,PT 动力学的两个不同阶段完全取决于缓冲液的浓度。在所研究的最大缓冲液浓度(2 M 乙酸)下,与不同的 ET 和 PT 步骤相对应的光谱信号不存在,这表明 PCET 的基本机制发生了变化。同样,动力学建模表明,质子化的醋酸盐或磷酸盐发生 PT 的速率常数比体水的速率常数大 2-4 个数量级。总之,这些结果表明,缓冲碱的存在可显著提高 PCET 的速率,并可能改变该反应的基本机理。
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引用次数: 0
Phase-dependent polymerization isomerism in the coordination complexes of a flexible bis(β-diketonato) ligand 柔性双(β-二酮)配体配位复合物中的相依聚合异构现象
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-hghfg
Andrea, Cornia, Manuel, Imperato, Alessio, Nicolini, Matteo, Boniburini, Silvia, Gómez-Coca, Eliseo, Ruiz, Fabio, Santanni, Lorenzo, Sorace
First prepared in the late 70s, the pro-ligand 1,3-bis(3,5-dioxo-1-hexyl)benzene (H2bdhb) contains two acetoacetyl terminations linked to a central 1,3-phenylene unit through dimethylene bridges. Since each termination can be either in diketonic or keto-enolic form, in organic solution it exists as a mixture of three spectroscopically resolvable tautomers. In the presence of pyridine, Co2+ and the bdhb2- dianion form a crystalline dimeric compound with formula [Co2(bdhb)2(py)4] (2) and a Co•••Co separation of >11 Å. Complex 2 contains two pseudo-octahedrally coordinated and non-interacting high-spin cobalt(II) ions (S = 3/2) displaying a large easy-plane anisotropy (D ~ 70 cm-1), as consistently indicated by magnetic measurements, X-band EPR spectra, and complete active space self-consistent field/N-electron valence state perturbation theory (CASSCF/NEVPT2) calculations. At cryogenic temperatures and in an applied static magnetic field, the compound shows detectably slow magnetic relaxation, which occurs through direct and Raman mechanisms. Combined mass spectrometry, UV-Vis, and 1H/2H NMR data, including a determination of molecular weight by diffusion ordered spectroscopy (DOSY), show that 2 loses its dimeric structure in dichloromethane solution and rearranges to monomeric high-spin [Co(bdhb)(py)x] species (x = 0, 1, or 2) with concomitant partial dissociation of the py ligands. The X-band EPR spectra in a frozen CH2Cl2/toluene matrix concurrently suggest a significant alteration of the coordination environment upon dissolution. These observations are fairly well reproduced by density functional theory (DFT) and CASSCF/NEVPT2 calculations on the low-lying conformers of each species, as provided by an extensive conformational search based on meta-dynamics simulations and semiempirical tight-binding methods. After the vanadyl analogue, compound 2 provides the second example of polymerization isomerism in the 1:1 adducts of bdhb2- with divalent metal ions.
原配体 1,3-双(3,5-二氧代-1-己基)苯 (H2bdhb) 于 70 年代末首次制备,它包含两个乙酰乙酰基末端,通过二甲苯桥连接到 1,3- 苯中心单元。由于每个末端都可以是二酮或酮烯形式,因此在有机溶液中,它以三种光谱上可分辨的同分异构体的混合物形式存在。在吡啶存在下,Co2+ 和 bdhb2- 二元离子形成结晶二聚体化合物,分子式为 [Co2(bdhb)2(py)4] (2),Co--Co 间距大于 11 Å。配合物 2 包含两个假八面体配位和非相互作用的高自旋钴(II)离子(S = 3/2),显示出较大的易平面各向异性(D ~ 70 cm-1),这一点在磁性测量、X 波段 EPR 光谱和完整活动空间自洽场/N 电子价态扰动理论(CASSCF/NEVPT2)计算中都得到了一致的证明。在低温和外加静磁场条件下,该化合物通过直接和拉曼机制显示出明显的缓慢磁弛豫。综合质谱、紫外可见光谱和 1H/2H NMR 数据,包括通过扩散有序光谱(DOSY)测定分子量的结果表明,2 在二氯甲烷溶液中失去了二聚体结构,重新排列为单体高自旋 [Co(bdhb)(py)x] 物种(x = 0、1 或 2),同时吡配体部分解离。同时,在冷冻的 CH2Cl2/甲苯基质中的 X 波段 EPR 光谱表明,溶解时配位环境发生了显著变化。基于元动力学模拟和半经验紧密结合方法进行了广泛的构象搜索,通过密度泛函理论(DFT)和 CASSCF/NEVPT2 对每种物质的低洼构象进行计算,这些观察结果得到了很好的再现。继香草醛类似物之后,化合物 2 提供了 bdhb2- 与二价金属离子 1:1 加合物中聚合异构的第二个实例。
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引用次数: 0
Physics-Guided Neural Networks for Transferable Prediction of Polymer Properties 用于聚合物性能可迁移预测的物理引导神经网络
Pub Date : 2024-09-13 DOI: 10.26434/chemrxiv-2024-ld2k6
Michael, Webb, Shengli, Jiang
The architectural, compositional, and chemical complexities of polymers are fundamentally important to their properties; however, these same factors obfuscate effective predictions. Machine learning offers a promising approach for predicting polymer properties, but model transferability remains a major challenge, particularly when data is insufficient due to high acquisition costs and practical limitations. We explore the integration of polymer physics theory with machine learning architectures to enhance the predictive capabilities of polymer properties. Using a dataset of 18,450 polymers with diverse architectures, molecular weights, compositions, and chemical patterns, we focus on transferability tasks for predicting moments of the distribution of squared radius of gyration. Our tandem model, GC-GNN, which combines a graph neural network with a fittable model based on ideal Gaussian chain theory, surpasses both standalone polymer-physics and graph neural network models in predictive accuracy and transferability. We also demonstrate that predictive transferability varies with polymer architecture due to deviations from the ideal Gaussian chain assumption. This study highlights the potential of combining polymer physics with data-driven models to improve predictive transferability across diverse conditions and also pathways for improvement.
聚合物的结构、组成和化学复杂性对其性能具有根本性的重要影响;然而,这些因素也同样阻碍了有效预测。机器学习为预测聚合物特性提供了一种前景广阔的方法,但模型的可移植性仍然是一个重大挑战,尤其是当数据因获取成本高和实际限制而不足时。我们探索了聚合物物理理论与机器学习架构的整合,以增强聚合物特性的预测能力。我们使用了一个包含 18450 种聚合物的数据集,这些聚合物具有不同的结构、分子量、组成和化学模式,我们重点研究了预测回旋半径平方分布矩的可转移性任务。我们的串联模型 GC-GNN 结合了图神经网络和基于理想高斯链理论的拟合模型,在预测准确性和可转移性方面超过了独立的聚合物物理学模型和图神经网络模型。我们还证明,由于理想高斯链假设的偏差,预测可迁移性随聚合物结构的不同而变化。这项研究强调了将聚合物物理学与数据驱动模型相结合的潜力,以提高在不同条件下的预测可迁移性,以及改进的途径。
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引用次数: 0
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ChemRxiv
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