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Iodine(I) pnictogenate complexes as Iodination reagents 作为碘化试剂的碘(I)核苷酸络合物。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-17 DOI: 10.1038/s42004-024-01240-0
Sharath Mohan, Kari Rissanen, Jas S. Ward
Halogen(I) complexes are widely used as halogenation reagents and traditionally feature homoleptic stabilising Lewis bases, though the recent revitalisation of iodine(I) carboxylate chemistry has provided isolable examples of heteroleptic iodine(I) complexes. This work reports iodine(I) pnictogenate complexes stabilised by a Lewis base (L), Ph2P(O)O─I─L, synthesised via cation exchange from the silver(I) precursor, (Ph2P(O)OAg)n. The complexes were characterised in both solution (1H, 1H-15N HMBC, 31P) and the solid state, and supplemented computationally by DFT studies. Interestingly, these iodine(I) pnictogenates demonstrate a range of stabilities, and have been found to excel as iodination reagents in comparison to carbonyl hypoiodites, with comparable reactivity to the eponymous Barluenga’s reagent in the iodination of antipyrine. Iodine(I) carboxylates have been explored as iodination reagents, but the role of the carbonyl group in promoting such reactivity remains poorly understood. Here, the authors prepare iodine(I) pnictogenates and find that they excel as iodination reagents in comparison to iodine(I) carboxylates.
卤素(I)络合物被广泛用作卤化试剂,传统上以同色稳定的路易斯碱为特征,不过最近碘(I)羧酸盐化学的复兴提供了可分离的异色碘(I)络合物实例。本研究报告介绍了由路易斯碱(L)(Ph2P(O)O─I─L)稳定的碘(I)吡啶羧酸盐络合物,该络合物是通过阳离子交换从银(I)前体 (Ph2P(O)OAg)n 合成的。这些配合物在溶液(1H、1H-15N HMBC、31P)和固态下都有特征,并通过 DFT 研究进行了计算补充。有趣的是,这些碘(I)pnictogenates 具有不同的稳定性,与羰基次碘化物相比,它们在碘化安替比林时的反应活性与同名的 Barluenga 试剂相当。
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引用次数: 0
Exploring bat-inspired cyclic tryptophan diketopiperazines as ABCB1 Inhibitors 探索蝙蝠启发的环色氨酸二酮哌嗪作为 ABCB1 抑制剂。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-13 DOI: 10.1038/s42004-024-01225-z
Javier Yu Peng Koh, Yoko Itahana, Alexander Krah, Habib Mostafa, Mingmin Ong, Sahana Iwamura, Dona Mariya Vincent, Sabhashina Radha Krishnan, Weiying Ye, Pierre Wing Chi Yim, Tushar M. Khopade, Kunihiko Chen, Pui San Kong, Lin-Fa Wang, Roderick W. Bates, Yasuhisa Kimura, Rajesh Viswanathan, Peter J. Bond, Koji Itahana
Chemotherapy-induced drug resistance remains a major cause of cancer recurrence and patient mortality. ATP binding cassette subfamily B member 1 (ABCB1) transporter overexpression in tumors contributes to resistance, yet current ABCB1 inhibitors have been unsuccessful in clinical trials. To address this challenge, we propose a new strategy using tryptophan as a lead molecule for developing ABCB1 inhibitors. Our idea stems from our studies on bat cells, as bats have low cancer incidences and high ABCB1 expression. We hypothesized that potential ABCB1 substrates in bats could act as competitive inhibitors in humans. By molecular simulations of ABCB1-substrate interactions, we generated a benzylated Cyclo-tryptophan (C3N-Dbn-Trp2) that inhibits ABCB1 activity with efficacy comparable to or better than the classical inhibitor, verapamil. C3N-Dbn-Trp2 restored chemotherapy sensitivity in drug-resistant human cancer cells with no adverse effect on cell proliferation. Our unique approach presents a promising lead toward developing effective ABCB1 inhibitors to treat drug-resistant cancers. ATP-binding cassette transporter ABCB1 is known to be involved in drug resistance in cancer treatment, however, current ABCB1 inhibitors have not been successful in clinical trials due to their potential cytotoxicity. Here, the authors hypothesize that potential ABCB1 substrates in bats could act as competitive inhibitors against ABCB1 in humans, and identify the tryptophan structure as a promising lead structure for the development of non-toxic ABCB1 inhibitors.
化疗引起的耐药性仍然是癌症复发和患者死亡的主要原因。ATP结合盒B亚家族成员1(ABCB1)转运体在肿瘤中的过度表达是导致耐药性的原因之一,但目前的ABCB1抑制剂在临床试验中并不成功。为了应对这一挑战,我们提出了一种以色氨酸为先导分子开发 ABCB1 抑制剂的新策略。我们的想法源于对蝙蝠细胞的研究,因为蝙蝠癌症发病率低,而 ABCB1 表达量高。我们假设,蝙蝠体内潜在的 ABCB1 底物可以作为人类的竞争性抑制剂。通过对 ABCB1-底物相互作用的分子模拟,我们生成了一种苄基环色氨酸(C3N-Dbn-Trp2),它对 ABCB1 活性的抑制效果与经典抑制剂维拉帕米相当,甚至更好。C3N-Dbn-Trp2 恢复了耐药人类癌细胞对化疗的敏感性,且对细胞增殖无不良影响。我们的独特方法为开发有效的 ABCB1 抑制剂治疗耐药性癌症提供了一个前景广阔的线索。
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引用次数: 0
Revealing new pathways for the reaction of Criegee intermediate CH2OO with SO2 揭示克里基中间体 CH2OO 与二氧化硫反应的新途径。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-13 DOI: 10.1038/s42004-024-01237-9
Cangtao Yin, Gábor Czakó
Criegee intermediates play an important role in the tropospheric oxidation models through their reactions with atmospheric trace chemicals. We develop a global full-dimensional potential energy surface for the CH2OO + SO2 system and reveal how the reaction happens step by step by quasi-classical trajectory simulations. A new pathway forming the main products (CH2O + SO3) and a new product channel (CO2 + H2 + SO2) are predicted in our simulations. The new pathway appears at collision energies greater than 10 kcal/mol whose behavior demonstrates a typical barrier-controlled reaction. This threshold is also consistent with the ab initio transition state barrier height. For the minor products, a loose complex OCH2O ∙ ∙ ∙ SO2 is formed first, and then in most cases it soon turns into HCOOH + SO2, in a few cases it decomposes into CO2 + H2 + SO2 which is a new product channel, and rarely it remains as ∙OCH2O ∙ + SO2. Criegee intermediates such as CH2OO play an important role in tropospheric oxidation models through their reactions with atmospheric trace chemicals. Here, the authors develop a global full-dimensional potential energy surface for the CH2OO + SO2 system, reveal how the reaction happens step by step using quasi-classical trajectory simulations, to show a new direct stripping pathway forming the main products CH2O and SO3 and a new product channel.
克里基中间体通过与大气中的痕量化学物质发生反应,在对流层氧化模型中发挥着重要作用。我们为 CH2OO + SO2 系统开发了一个全局全维势能面,并通过准经典轨迹模拟揭示了反应是如何一步步发生的。我们在模拟中预测了形成主要产物(CH2O + SO3)的新途径和新产物通道(CO2 + H2 + SO2)。新通道出现在碰撞能量大于 10 kcal/mol 的情况下,其行为表现为典型的势垒控制反应。这一阈值也与 ab initio 过渡态势垒高度相一致。对于次要产物,首先会形成一个松散的复合物 OCH2O ∙∙ ∙ SO2,然后在大多数情况下很快会变成 HCOOH + SO2,在少数情况下会分解成 CO2 + H2 + SO2,这是新的产物途径,而在极少数情况下会保持为 ∙OCH2O ∙ + SO2。
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引用次数: 0
The isomer distribution of C6H6 products from the propargyl radical gas-phase recombination investigated by threshold-photoelectron spectroscopy 利用阈值光电子能谱研究丙炔自由基气相重组产生的 C6H6 产物的异构体分布。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-12 DOI: 10.1038/s42004-024-01239-7
Helgi Rafn Hrodmarsson, Gustavo A. Garcia, Lyna Bourehil, Laurent Nahon, Bérenger Gans, Séverine Boyé-Péronne, Jean-Claude Guillemin, Jean-Christophe Loison
The resonance-stabilization of the propargyl radical (C3H3) makes it among the most important reactive intermediates in extreme environments and grants it a long enough lifetime to recombine in both terrestrial combustion media and cold molecular clouds in space. This makes the propargyl self-reaction a pivotal step in the formation of benzene, the first aromatic ring, to eventually lead to polycyclic aromatic hydrocarbons in a variety of environments. In this work, by producing propargyl radicals in a flow tube where propyne reacted with F atoms and probing the reaction products by mass-selected threshold-photoelectron spectroscopy (TPES), we identified eight C6H6 products in total, including benzene. On top of providing the first comprehensive measurements of the branching ratios of the eight identified C6H6 isomers in the propargyl self reaction products (4 mbar, 298 K conditions), this study also highlights the advantages and disadvantages of using isomer-selective TPES to identify and quantify reaction products. The propargyl radical (C3H3) self-reaction is a pivotal step in the formation of benzene in nature, but experimental validation for the complex reaction channels and products is challenging to obtain. Here, the authors produce propargyl radicals in a flow tube and report the branching ratios of eight identified C6H6 isomers in the propargyl self-reaction using isomer-selective threshold-photoelectron spectroscopy.
丙炔基(C3H3)的共振稳定性使其成为极端环境中最重要的反应中间体之一,并赋予其足够长的寿命,使其能够在地球燃烧介质和太空冷分子云中重新结合。这使得丙炔自反应成为形成苯(第一个芳香环)的关键步骤,最终在各种环境中形成多环芳烃。在这项研究中,我们通过在丙炔与 F 原子反应的流动管中产生丙炔自由基,并通过质量选择阈值光电子能谱(TPES)探测反应产物,总共确定了包括苯在内的八种 C6H6 产物。本研究首次全面测量了丙炔自反应产物(4 毫巴、298 K 条件下)中已识别的八种 C6H6 异构体的支化率,此外还强调了使用异构体选择性 TPES 识别和量化反应产物的优缺点。
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引用次数: 0
Preparation of a benziodazole-type iodine(III) compound and its application as a nitrating reagent for synthesis of furazans via a copper-catalyzed cascade process 制备苯并咪唑型碘(III)化合物并将其用作硝化试剂,通过铜催化级联过程合成呋喃类化合物。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1038/s42004-024-01238-8
Zhifang Yang, Jun Xu, Yuli Sun, Xuemin Li, Bohan Jia, Yunfei Du
The existing hypervalent I(III) reagents bearing ONO2 group are limited in types and their applications primarily focused on the nitrooxylation reactions featuring a fully-exo fashion. Herein, a benziodazole-type O2NO-I(III) compound was prepared and its reaction with β-monosubstituted enamines in the presence of CuI could trigger a radical nitration/cyclization/dehydration cascade to provide a series of less explored but biologically interesting furazan heterocycles. Mechanistically, the benziodazole-type O2NO-I(III) compound acts as a nitrating reagent and incorporates its NO moiety into the final furazan product in a fully-endo model, a process of which was proposed to involve nitration, cyclization and dehydration. Hypervalent iodine(III) reagents show promising properties in organic synthesis, however, the application of nitrooxyl (O2NO)-containing I(III) reagents remains underexplored. Here, the authors report the synthesis of a benziodazole-type O2NO-I(III) reagent, which can be applied to the synthesis of furazan heterocycles as a nitrating agent, by reaction with β-monosubstituted enamines via a copper-catalyzed radical nitration/cyclization/dehydration cascade.
现有的带有 ONO2 基团的高价 I(III)试剂种类有限,其应用主要集中在以全外向型为特征的硝基氧化反应。本文制备了一种苯并碘唑型 O2NO-I(III) 化合物,在 CuI 存在下,它与β-单取代烯胺的反应可引发自由基硝化/环化/脱水级联反应,从而提供一系列探索较少但具有生物学意义的呋喃杂环。从机理上讲,苯并咪唑型 O2NO-I(III)化合物起着硝化试剂的作用,并以全内向模式将其 NO 分子结合到最终的呋喃产物中,其过程涉及硝化、环化和脱水。
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引用次数: 0
Recent progress in on-surface synthesis of nanoporous graphene materials 纳米多孔石墨烯材料表面合成的最新进展。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-08 DOI: 10.1038/s42004-024-01222-2
Tianchen Qin, Tao Wang, Junfa Zhu
Nanoporous graphene (NPG) materials are generated by removing internal degree-3 vertices from graphene and introducing nanopores with specific topological structures, which have been widely explored and exploited for applications in electronic devices, membranes, and energy storage. The inherent properties of NPGs, such as the band structures, field effect mobilities and topological properties, are crucially determined by the geometric structure of nanopores. On-surface synthesis is an emerging strategy to fabricate low-dimensional carbon nanostructures with atomic precision. In this review, we introduce the progress of on-surface synthesis of atomically precise NPGs, and classify NPGs from the aspects of element types, topological structures, pore shapes, and synthesis strategies. We aim to provide a comprehensive overview of the recent advancements, promoting interdisciplinary collaboration to further advance the synthesis and applications of NPGs. On-surface synthesis is a useful approach for the construction of nanoporous graphene materials, which are in turn of interest for various electronic applications. Here, the authors review the latest developments in the on-surface synthesis of atomically precise pristine and hetero-atom doped nanoporous graphene materials.
纳米多孔石墨烯(NPG)材料是通过去除石墨烯的内部 3 度顶点并引入具有特定拓扑结构的纳米孔而生成的,这种材料在电子器件、薄膜和能量存储等领域的应用已得到广泛探索和利用。NPG 的固有特性,如带状结构、场效应迁移率和拓扑特性,关键取决于纳米孔的几何结构。表面合成是以原子精度制造低维碳纳米结构的新兴策略。在这篇综述中,我们介绍了表面合成原子精度 NPG 的进展,并从元素类型、拓扑结构、孔形状和合成策略等方面对 NPG 进行了分类。我们旨在全面概述最新进展,促进跨学科合作,进一步推动 NPGs 的合成和应用。
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引用次数: 0
Modulation of the Meisenheimer complex metabolism of nitro-benzothiazinones by targeted C-6 substitution 通过有针对性的 C-6 取代调节硝基苯并噻嗪酮的迈森海默复合代谢。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-06 DOI: 10.1038/s42004-024-01235-x
François Keiff, Freddy A. Bernal, Melanie Joch, Thibault J. W. Jacques dit Lapierre, Yan Li, Phil Liebing, Hans-Martin Dahse, Ivan Vilotijevic, Florian Kloss
Tuberculosis, caused by Mycobacterium tuberculosis, remains a major public health concern, demanding new antibiotics with innovative therapeutic principles due to the emergence of resistant strains. Benzothiazinones (BTZs) have been developed to address this problem. However, an unprecedented in vivo biotransformation of BTZs to hydride-Meisenheimer complexes has recently been discovered. Herein, we present a study of the influence of electron-withdrawing groups on the propensity of HMC formation in whole cells for a series of C-6-substituted BTZs obtained through reductive fluorocarbonylation as a late-stage functionalization key step. Gibbs free energy of reaction and Mulliken charges and Fukui indices on C-5 at quantum mechanics level were found as good indicators of in vitro HMC formation propensity. These results provide a first blueprint for the evaluation of HMC formation in drug development and set the stage for rational pharmacokinetic optimization of BTZs and similar drug candidates. Benzothiazinones (BTZs) are being developed as new antibiotics against the infection caused by Mycobacterium tuberculosis, however, BTZs can undergo an in vivo biotransformation to hydride-Meisenheimer complexes (HMC). Here, the authors show that HMC formation can be modulated by C-6 substitution of BTZ.
由结核分枝杆菌引起的结核病仍然是一个重大的公共卫生问题,由于耐药菌株的出现,需要具有创新治疗原理的新型抗生素。苯并噻嗪酮(BTZs)就是为解决这一问题而开发的。然而,最近发现了一种前所未有的 BTZs 向氢化物-梅森海默复合物的体内生物转化。在此,我们研究了作为后期官能化关键步骤,通过还原氟羰基化获得的一系列 C-6 取代 BTZ 在全细胞中形成氢化物-梅森海默复合物的倾向受电子抽离基团的影响。量子力学水平上的反应吉布斯自由能以及 C-5 上的 Mulliken 电荷和 Fukui 指数是体外 HMC 形成倾向的良好指标。这些结果为在药物开发过程中评估 HMC 的形成提供了第一个蓝图,并为 BTZs 和类似候选药物的合理药代动力学优化奠定了基础。
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引用次数: 0
Time-resolved crystallography of boric acid binding to the active site serine of the β-lactamase CTX-M-14 and subsequent 1,2-diol esterification 硼酸与 β-内酰胺酶 CTX-M-14 活性位点丝氨酸结合及随后的 1,2-二醇酯化的时间分辨晶体学。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-05 DOI: 10.1038/s42004-024-01236-w
Andreas Prester, Markus Perbandt, Marina Galchenkova, Dominik Oberthuer, Nadine Werner, Alessandra Henkel, Julia Maracke, Oleksandr Yefanov, Johanna Hakanpää, Guillaume Pompidor, Jan Meyer, Henry Chapman, Martin Aepfelbacher, Winfried Hinrichs, Holger Rohde, Christian Betzel
The emergence and spread of antibiotic resistance represent a growing threat to public health. Of particular concern is the appearance of β-lactamases, which are capable to hydrolyze and inactivate the most important class of antibiotics, the β-lactams. Effective β-lactamase inhibitors and mechanistic insights into their action are central in overcoming this type of resistance, and in this context boronate-based β-lactamase inhibitors were just recently approved to treat multidrug-resistant bacteria. Using boric acid as a simplified inhibitor model, time-resolved serial crystallography was employed to obtain mechanistic insights into binding to the active site serine of β-lactamase CTX-M-14, identifying a reaction time frame of 80–100 ms. In a next step, the subsequent 1,2-diol boric ester formation with glycerol in the active site was monitored proceeding in a time frame of 100–150 ms. Furthermore, the displacement of the crucial anion in the active site of the β-lactamase was verified as an essential part of the binding mechanism of substrates and inhibitors. In total, 22 datasets of β-lactamase intermediate complexes with high spatial resolution of 1.40–2.04 Å and high temporal resolution range of 50–10,000 ms were obtained, allowing a detailed analysis of the studied processes. Mechanistic details captured here contribute to the understanding of molecular processes and their time frames in enzymatic reactions. Moreover, we could demonstrate that time-resolved crystallography can serve as an additional tool for identifying and investigating enzymatic reactions. Boronate-based ß-lactamase inhibitors play an important role in treating multidrug-resistant bacteria infection, however, the molecular mechanism of inhibition remains unclear. Here, the authors use time-resolved serial crystallography to investigate the binding process by using boric acid as a model against β-lactamase CTX-M-14, revealing the binding to the active site serine within 80–100 ms, a subsequent 1,2-diol boric ester formation with glycerol within 100–150 ms, as well as the displacement of the sulfate anion in the active site.
抗生素耐药性的出现和传播对公共健康的威胁与日俱增。β-内酰胺酶的出现尤其令人担忧,它能够水解最重要的一类抗生素--β-内酰胺类药物,并使其失活。有效的β-内酰胺酶抑制剂和对其作用机理的深入了解是克服这类耐药性的关键,在这方面,硼酸类β-内酰胺酶抑制剂最近刚刚被批准用于治疗多重耐药菌。以硼酸为简化抑制剂模型,利用时间分辨序列晶体学深入了解了与 β-内酰胺酶 CTX-M-14 活性位点丝氨酸结合的机理,确定反应时间为 80-100 毫秒。下一步,在 100-150 毫秒的时间范围内监测了随后在活性位点与甘油形成的 1,2-二醇硼酸酯。此外,β-内酰胺酶活性位点中关键阴离子的位移被证实是底物和抑制剂结合机制的重要组成部分。总共获得了 22 个 β-内酰胺酶中间复合物数据集,其空间分辨率高达 1.40-2.04 Å,时间分辨率高达 50-10,000 ms,从而可以对所研究的过程进行详细分析。这里捕捉到的机理细节有助于理解酶促反应中的分子过程及其时间框架。此外,我们还证明了时间分辨晶体学可作为识别和研究酶促反应的另一种工具。
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引用次数: 0
Capturing chemical reactions inside biomolecular condensates with reactive Martini simulations 利用反应性马尔蒂尼模拟捕捉生物分子凝聚体内的化学反应。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1038/s42004-024-01234-y
Christopher Brasnett, Armin Kiani, Selim Sami, Sijbren Otto, Siewert J. Marrink
Biomolecular condensates are phase separated systems that play an important role in the spatio-temporal organisation of cells. Their distinct physico-chemical nature offers a unique environment for chemical reactions to occur. The compartmentalisation of chemical reactions is also believed to be central to the development of early life. To demonstrate how molecular dynamics may be used to capture chemical reactions in condensates, here we perform reactive molecular dynamics simulations using the coarse-grained Martini forcefield. We focus on the formation of rings of benzene-1,3-dithiol inside a synthetic peptide-based condensate, and find that the ring size distribution shifts to larger macrocycles compared to when the reaction takes place in an aqueous environment. Moreover, reaction rates are noticeably increased when the peptides simultaneously undergo phase separation, hinting that condensates may act as chaperones in recruiting molecules to reaction hubs. Biomolecular condensates show distinct physicochemical properties that may affect the rate of enzymatic activity and control cellular redox reactions, however, their influence on the other types of chemical reaction remains underexplored. Here, the authors use reactive Martini simulations to probe the non-enzymatic macrocyclization reaction of benzene-1,3-dithiol in the presence of peptide condensates.
生物分子凝聚物是一种相分离系统,在细胞的时空组织中发挥着重要作用。它们独特的物理化学性质为化学反应的发生提供了独特的环境。化学反应的分区也被认为是早期生命发展的核心。为了演示如何利用分子动力学捕捉凝聚体中的化学反应,我们在此使用粗粒度马蒂尼力场进行了反应分子动力学模拟。我们重点研究了苯-1,3-二硫醇环在合成肽基缩合物中的形成过程,发现与在水环境中发生的反应相比,环的尺寸分布转向更大的大环。此外,当多肽同时发生相分离时,反应速率会明显提高,这表明缩聚物可以作为伴侣将分子招募到反应中心。
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引用次数: 0
Geometry-complete diffusion for 3D molecule generation and optimization 用于三维分子生成和优化的几何完全扩散。
IF 5.9 2区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-03 DOI: 10.1038/s42004-024-01233-z
Alex Morehead, Jianlin Cheng
Generative deep learning methods have recently been proposed for generating 3D molecules using equivariant graph neural networks (GNNs) within a denoising diffusion framework. However, such methods are unable to learn important geometric properties of 3D molecules, as they adopt molecule-agnostic and non-geometric GNNs as their 3D graph denoising networks, which notably hinders their ability to generate valid large 3D molecules. In this work, we address these gaps by introducing the Geometry-Complete Diffusion Model (GCDM) for 3D molecule generation, which outperforms existing 3D molecular diffusion models by significant margins across conditional and unconditional settings for the QM9 dataset and the larger GEOM-Drugs dataset, respectively. Importantly, we demonstrate that GCDM’s generative denoising process enables the model to generate a significant proportion of valid and energetically-stable large molecules at the scale of GEOM-Drugs, whereas previous methods fail to do so with the features they learn. Additionally, we show that extensions of GCDM can not only effectively design 3D molecules for specific protein pockets but can be repurposed to consistently optimize the geometry and chemical composition of existing 3D molecules for molecular stability and property specificity, demonstrating new versatility of molecular diffusion models. Code and data are freely available on GitHub . Geometric deep learning methods have the advantage of being expressive, while denoising diffusion probabilistic models have great generative power. Here, the authors introduce a geometry-complete diffusion model for effective 3D molecule generation for specific protein pockets that can also consistently optimize the geometry and chemical composition of existing 3D molecules for molecular stability and property specificity
最近有人提出了在去噪扩散框架内使用等变图神经网络(GNN)生成三维分子的生成性深度学习方法。然而,这些方法无法学习三维分子的重要几何特性,因为它们采用了与分子无关的非几何 GNN 作为三维图去噪网络,这明显阻碍了它们生成有效大型三维分子的能力。在这项工作中,我们引入了用于生成三维分子的几何完全扩散模型(GCDM),从而弥补了这些不足。在 QM9 数据集和更大的 GEOM-Drugs 数据集上,GCDM 在有条件和无条件设置下分别以显著的优势优于现有的三维分子扩散模型。重要的是,我们证明了 GCDM 的生成去噪过程能使模型在 GEOM-Drugs 的尺度上生成相当大比例的有效且能量稳定的大分子,而之前的方法无法利用其学习到的特征做到这一点。此外,我们还表明,GCDM 的扩展不仅可以有效地为特定的蛋白质口袋设计三维分子,还可以重新利用它来持续优化现有三维分子的几何形状和化学成分,以实现分子稳定性和特性特异性,从而展示了分子扩散模型新的多功能性。代码和数据可在 GitHub 上免费获取。
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引用次数: 0
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