首页 > 最新文献

Nature Reviews Materials最新文献

英文 中文
All-in-one cathode design for all-solid-state batteries 全固态电池一体化阴极设计
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-14 DOI: 10.1038/s41578-025-00850-x
Hongtao Sun
The development of safer, cheaper and more durable all-solid-state batteries demands a fundamental rethinking of composite cathode design. All-in-one cathode materials that integrate ionic conductivity, electronic conductivity and redox activity within a single phase redefine battery architecture by unifying electrochemical roles in one material.
为了开发更安全、更便宜、更耐用的全固态电池,需要从根本上重新思考复合阴极的设计。一体化阴极材料将离子电导率、电子电导率和氧化还原活性整合在一个单相中,通过统一一种材料的电化学作用,重新定义了电池结构。
{"title":"All-in-one cathode design for all-solid-state batteries","authors":"Hongtao Sun","doi":"10.1038/s41578-025-00850-x","DOIUrl":"10.1038/s41578-025-00850-x","url":null,"abstract":"The development of safer, cheaper and more durable all-solid-state batteries demands a fundamental rethinking of composite cathode design. All-in-one cathode materials that integrate ionic conductivity, electronic conductivity and redox activity within a single phase redefine battery architecture by unifying electrochemical roles in one material.","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"11 1","pages":"2-4"},"PeriodicalIF":86.2,"publicationDate":"2025-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145381875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Horizon scanning to shape nanomedicines through researcher–regulator collaboration 通过研究人员和监管机构的合作,水平扫描来塑造纳米药物
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-10 DOI: 10.1038/s41578-025-00849-4
Yoana Nuevo, Eva Hemmrich, Rosa Virto, Adela Nuñez, Celia Cerrato, René Thürmer, Diego Alejandro Dri, Scott McNeil, Tomáš Boráň
Horizon scanning is a strategic tool used by regulatory bodies to identify emerging technologies and guide decision-making. In its latest report on nanomedicines, the European Union Innovation Network presents key recommendations that illustrate the current dynamics between researchers and regulators and how strengthening this relationship could accelerate the translation of nanotechnology-based medicines into patient benefit.
水平扫描是监管机构用来识别新兴技术和指导决策的战略工具。在其关于纳米药物的最新报告中,欧盟创新网络提出了关键的建议,这些建议说明了研究人员和监管机构之间当前的动态,以及如何加强这种关系可以加速将基于纳米技术的药物转化为患者的利益。
{"title":"Horizon scanning to shape nanomedicines through researcher–regulator collaboration","authors":"Yoana Nuevo, Eva Hemmrich, Rosa Virto, Adela Nuñez, Celia Cerrato, René Thürmer, Diego Alejandro Dri, Scott McNeil, Tomáš Boráň","doi":"10.1038/s41578-025-00849-4","DOIUrl":"10.1038/s41578-025-00849-4","url":null,"abstract":"Horizon scanning is a strategic tool used by regulatory bodies to identify emerging technologies and guide decision-making. In its latest report on nanomedicines, the European Union Innovation Network presents key recommendations that illustrate the current dynamics between researchers and regulators and how strengthening this relationship could accelerate the translation of nanotechnology-based medicines into patient benefit.","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"10 12","pages":"877-879"},"PeriodicalIF":86.2,"publicationDate":"2025-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145381876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The materials we make don’t just go ‘away’ 我们制造的材料不会轻易“消失”
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-06 DOI: 10.1038/s41578-025-00845-8
Materials researchers are trained to innovate and create. But now that it is clear the world has too much stuff, what is the path forward?
材料研究人员接受过创新和创造的培训。但现在很明显,世界上有太多的东西,前进的道路是什么?
{"title":"The materials we make don’t just go ‘away’","authors":"","doi":"10.1038/s41578-025-00845-8","DOIUrl":"10.1038/s41578-025-00845-8","url":null,"abstract":"Materials researchers are trained to innovate and create. But now that it is clear the world has too much stuff, what is the path forward?","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"10 10","pages":"713-714"},"PeriodicalIF":86.2,"publicationDate":"2025-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.comhttps://www.nature.com/articles/s41578-025-00845-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145230917","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A call to elevate the role of processing in AI-driven materials design 呼吁提升加工在人工智能驱动的材料设计中的作用
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-06 DOI: 10.1038/s41578-025-00846-7
Sreenivas Raguraman, Adam Griebel, Maitreyee Sharma Priyadarshini, Paulette Clancy, Timothy P. Weihs
Despite transformative advances in materials discovery, real-world performance still hinges on an often-overlooked variable: processing. To bridge the gap between discovery and deployment, processing must be elevated from an afterthought to a central pillar in design frameworks, data generation and machine learning.
尽管材料发现取得了革命性的进步,但现实世界的性能仍然取决于一个经常被忽视的变量:加工。为了弥合发现和部署之间的差距,必须将处理从事后考虑提升到设计框架、数据生成和机器学习的中心支柱。
{"title":"A call to elevate the role of processing in AI-driven materials design","authors":"Sreenivas Raguraman, Adam Griebel, Maitreyee Sharma Priyadarshini, Paulette Clancy, Timothy P. Weihs","doi":"10.1038/s41578-025-00846-7","DOIUrl":"10.1038/s41578-025-00846-7","url":null,"abstract":"Despite transformative advances in materials discovery, real-world performance still hinges on an often-overlooked variable: processing. To bridge the gap between discovery and deployment, processing must be elevated from an afterthought to a central pillar in design frameworks, data generation and machine learning.","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"10 12","pages":"875-876"},"PeriodicalIF":86.2,"publicationDate":"2025-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145652871","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Materials advances for distributed environmental sensor networks at scale 大规模分布式环境传感器网络的材料进展
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-19 DOI: 10.1038/s41578-025-00838-7
Kenneth E. Madsen, Matthew T. Flavin, John A. Rogers
Historic and ongoing efforts in ecology and environmental science have highlighted the pressing need to monitor the health, sustainability and productivity of global and local ecosystems. Interest in these areas reflects a need both to determine the suitability of environments to support human activity (settlement, agriculture and industry) and to evaluate the impacts of such anthropogenic action. Of interest are chemical, biological and physical factors that reduce ecosystem viability owing to human intervention. Evaluating these factors and their impact on global health, ecological stability and resource availability demands improvements to existing environmental sensing technologies. Current methods to quantify chemical pollutants, biological factors and deleterious physical conditions affecting target ecosystems suffer from lack of automation and narrow spatiotemporal range. Recent advances in materials science, chemistry, electronics and robotics offer solutions to this problem. A vision emerges for fully autonomous, networked and ecoresorbable sensing systems that can be deployed over large aerial, terrestrial and aquatic environments. This Review describes ongoing efforts in these areas, focusing on materials advances supporting the accurate quantification of environmental factors with apparatus that accommodates full or partial device resorption. Discussion begins with an overview of hazards affecting global ecosystems, followed by a description of existing detection methods to quantify their severity. We proceed with an exploration of existing and developing technologies affecting sensor dispersion, motility, communication and power. Finally, we describe exciting recent efforts in the development of environmentally degradable materials that could prove beneficial in the realization of massively distributed (millions of individual sensors) transient sensor networks. Accurate, spatiotemporally resolved monitoring of environments and ecosystems serves as the starting point to both identify and remedy natural or anthropogenic environmental hazards. This Review covers materials science advances supporting a new paradigm in environmental sensing: distributed networks of sensing elements capable of system-level profiling with the possibility of harmless environmental resorption after a predetermined recording period.
生态学和环境科学方面历史性的和正在进行的努力突出表明,迫切需要监测全球和地方生态系统的健康、可持续性和生产力。对这些领域的兴趣反映出既需要确定环境是否适合支持人类活动(定居、农业和工业),又需要评价这种人为活动的影响。我们感兴趣的是由于人类干预而降低生态系统生存能力的化学、生物和物理因素。评价这些因素及其对全球健康、生态稳定和资源可得性的影响需要改进现有的环境传感技术。目前对影响目标生态系统的化学污染物、生物因子和有害物理条件进行量化的方法存在自动化程度低、时空范围窄的问题。材料科学、化学、电子和机器人技术的最新进展为这个问题提供了解决方案。完全自主的、网络化的、可生态吸收的传感系统可以部署在大型空中、陆地和水生环境中。这篇综述描述了在这些领域正在进行的努力,重点是支持环境因素的准确量化的材料进展,这些设备可以完全或部分吸收。讨论首先概述了影响全球生态系统的危害,然后描述了现有的检测方法,以量化其严重性。我们继续探索现有的和正在开发的影响传感器分散、运动、通信和功率的技术。最后,我们描述了最近在开发环境可降解材料方面令人兴奋的努力,这些材料可能有助于实现大规模分布(数百万个单独的传感器)瞬态传感器网络。准确的、时空分辨率高的环境和生态系统监测是识别和补救自然或人为环境危害的起点。本综述涵盖了支持环境传感新范式的材料科学进展:能够在预定记录周期后进行系统级分析并具有无害环境吸收可能性的传感元件的分布式网络。
{"title":"Materials advances for distributed environmental sensor networks at scale","authors":"Kenneth E. Madsen, Matthew T. Flavin, John A. Rogers","doi":"10.1038/s41578-025-00838-7","DOIUrl":"10.1038/s41578-025-00838-7","url":null,"abstract":"Historic and ongoing efforts in ecology and environmental science have highlighted the pressing need to monitor the health, sustainability and productivity of global and local ecosystems. Interest in these areas reflects a need both to determine the suitability of environments to support human activity (settlement, agriculture and industry) and to evaluate the impacts of such anthropogenic action. Of interest are chemical, biological and physical factors that reduce ecosystem viability owing to human intervention. Evaluating these factors and their impact on global health, ecological stability and resource availability demands improvements to existing environmental sensing technologies. Current methods to quantify chemical pollutants, biological factors and deleterious physical conditions affecting target ecosystems suffer from lack of automation and narrow spatiotemporal range. Recent advances in materials science, chemistry, electronics and robotics offer solutions to this problem. A vision emerges for fully autonomous, networked and ecoresorbable sensing systems that can be deployed over large aerial, terrestrial and aquatic environments. This Review describes ongoing efforts in these areas, focusing on materials advances supporting the accurate quantification of environmental factors with apparatus that accommodates full or partial device resorption. Discussion begins with an overview of hazards affecting global ecosystems, followed by a description of existing detection methods to quantify their severity. We proceed with an exploration of existing and developing technologies affecting sensor dispersion, motility, communication and power. Finally, we describe exciting recent efforts in the development of environmentally degradable materials that could prove beneficial in the realization of massively distributed (millions of individual sensors) transient sensor networks. Accurate, spatiotemporally resolved monitoring of environments and ecosystems serves as the starting point to both identify and remedy natural or anthropogenic environmental hazards. This Review covers materials science advances supporting a new paradigm in environmental sensing: distributed networks of sensing elements capable of system-level profiling with the possibility of harmless environmental resorption after a predetermined recording period.","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"11 1","pages":"26-49"},"PeriodicalIF":86.2,"publicationDate":"2025-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145931217","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The van der Waals MoSi2N4 materials family van der Waals MoSi2N4材料族
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-12 DOI: 10.1038/s41578-025-00832-z
Tianya Zhou  (, ), Chuan Xu  (, ), Wencai Ren  (, )
Two-dimensional materials, such as graphene, hexagonal boron nitride and transition metal dichalcogenides, are normally limited by the known 3D bulk materials. The design and synthesis of entirely new 2D materials, particularly van der Waals (vdW) layered materials, would significantly expand the properties and functionalities of 2D materials. In 2020, a novel vdW layered material, MoSi2N4, was synthesized by passivating the surface of 2D non-layered molybdenum nitride with the addition of elemental silicon, which has since opened up a new vdW materials family with the general formula MA2Z4. To date, over a hundred MA2Z4 materials and their derivatives have been predicted, in addition to the synthesized MSi2N4 (M = Mo, W), encompassing metals, semiconductors, superconductors, topological insulators, ferroelectrics and ferromagnets, owing to the diversity of elements and structures in MA2Z4. Such materials exhibit a variety of exceptional electronic, optical, thermal, mechanical, ferroelectric and magnetic properties, and they are promising for applications in electronic and optoelectronic devices, electrocatalysis, photocatalysis and batteries. Over the past 4 years, the MoSi2N4 materials family has rapidly emerged as a key research frontier in materials science. In this Review, we summarize recent advances in the investigation of materials in the MoSi2N4 family, covering their crystal structure, synthesis methods, fundamental properties and potential applications, and provide an outlook on future research directions. The van der Waals MA2Z4 materials are a rapidly growing class of 2D materials with diverse electronic phases. This Review explores the structure, synthesis, properties and diverse applications of the emerging MA2Z4 family, highlighting their potential across electronics, catalysis and energy storage.
二维材料,如石墨烯、六方氮化硼和过渡金属二硫族化合物,通常受到已知三维体材料的限制。设计和合成全新的二维材料,特别是范德华(vdW)层状材料,将极大地扩展二维材料的特性和功能。2020年,通过在二维非层状氮化钼表面添加单质硅进行钝化,合成了一种新型的vdW层状材料MoSi2N4,从此开辟了通式为MA2Z4的vdW新材料家族。迄今为止,由于MA2Z4中元素和结构的多样性,除了合成的MSi2N4 (M = Mo, W)外,已经预测了一百多种MA2Z4材料及其衍生物,包括金属,半导体,超导体,拓扑绝缘体,铁电体和铁磁体。这些材料表现出各种优异的电子、光学、热学、机械、铁电和磁性能,它们在电子和光电子器件、电催化、光催化和电池方面的应用前景广阔。在过去的4年里,MoSi2N4材料家族迅速成为材料科学的一个关键研究前沿。本文综述了近年来MoSi2N4家族材料的研究进展,包括晶体结构、合成方法、基本性质和潜在应用,并对未来的研究方向进行了展望。
{"title":"The van der Waals MoSi2N4 materials family","authors":"Tianya Zhou \u0000 (, ), Chuan Xu \u0000 (, ), Wencai Ren \u0000 (, )","doi":"10.1038/s41578-025-00832-z","DOIUrl":"10.1038/s41578-025-00832-z","url":null,"abstract":"Two-dimensional materials, such as graphene, hexagonal boron nitride and transition metal dichalcogenides, are normally limited by the known 3D bulk materials. The design and synthesis of entirely new 2D materials, particularly van der Waals (vdW) layered materials, would significantly expand the properties and functionalities of 2D materials. In 2020, a novel vdW layered material, MoSi2N4, was synthesized by passivating the surface of 2D non-layered molybdenum nitride with the addition of elemental silicon, which has since opened up a new vdW materials family with the general formula MA2Z4. To date, over a hundred MA2Z4 materials and their derivatives have been predicted, in addition to the synthesized MSi2N4 (M = Mo, W), encompassing metals, semiconductors, superconductors, topological insulators, ferroelectrics and ferromagnets, owing to the diversity of elements and structures in MA2Z4. Such materials exhibit a variety of exceptional electronic, optical, thermal, mechanical, ferroelectric and magnetic properties, and they are promising for applications in electronic and optoelectronic devices, electrocatalysis, photocatalysis and batteries. Over the past 4 years, the MoSi2N4 materials family has rapidly emerged as a key research frontier in materials science. In this Review, we summarize recent advances in the investigation of materials in the MoSi2N4 family, covering their crystal structure, synthesis methods, fundamental properties and potential applications, and provide an outlook on future research directions. The van der Waals MA2Z4 materials are a rapidly growing class of 2D materials with diverse electronic phases. This Review explores the structure, synthesis, properties and diverse applications of the emerging MA2Z4 family, highlighting their potential across electronics, catalysis and energy storage.","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"10 12","pages":"907-928"},"PeriodicalIF":86.2,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145035758","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Materials passports facilitate circularity in the construction industry 材料护照促进建筑行业的循环
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-12 DOI: 10.1038/s41578-025-00842-x
Ana Rute Costa
The construction industry consumes more than 40% of Earth’s raw material resources. It is time to rethink not just what we build, but how we value what is already built. Digital materials passports can help us to reuse and repurpose materials in the built environment, driving a shift towards a circular construction industry.
建筑业消耗了地球上40%以上的原材料资源。现在是时候重新思考我们所建造的东西,以及我们如何评价已经建造的东西了。数字材料护照可以帮助我们在建筑环境中重复使用和重新利用材料,推动向循环建筑行业的转变。
{"title":"Materials passports facilitate circularity in the construction industry","authors":"Ana Rute Costa","doi":"10.1038/s41578-025-00842-x","DOIUrl":"10.1038/s41578-025-00842-x","url":null,"abstract":"The construction industry consumes more than 40% of Earth’s raw material resources. It is time to rethink not just what we build, but how we value what is already built. Digital materials passports can help us to reuse and repurpose materials in the built environment, driving a shift towards a circular construction industry.","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"10 10","pages":"720-721"},"PeriodicalIF":86.2,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145043227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Albumin nanoparticles deliver mRNA on target 白蛋白纳米颗粒将mRNA传递到靶上
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-09 DOI: 10.1038/s41578-025-00843-w
Michael Attwaters
{"title":"Albumin nanoparticles deliver mRNA on target","authors":"Michael Attwaters","doi":"10.1038/s41578-025-00843-w","DOIUrl":"10.1038/s41578-025-00843-w","url":null,"abstract":"","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"10 10","pages":"727-727"},"PeriodicalIF":86.2,"publicationDate":"2025-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145018101","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-throughput platforms for machine learning-guided lipid nanoparticle design 机器学习引导脂质纳米颗粒设计的高通量平台
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-08 DOI: 10.1038/s41578-025-00831-0
Andrew R. Hanna, David A. Issadore, Michael J. Mitchell
To design a lipid nanoparticle (LNP) that effectively delivers nucleic acids to a specific cell or tissue type, multiple lipid components and their relative proportions must be decided on from a large number of options. As there is an incomplete understanding of the relationship between the molecular composition of a delivery vehicle, its structure and its activity, the decision is made by screening many formulations. Emerging technologies have rapidly accelerated the generation of large LNP libraries and the testing of their physicochemical properties and behaviour in vitro and in vivo. These screening tools are being increasingly integrated within artificial intelligence-driven discovery systems, wherein data obtained from the characterization and biological testing of LNPs are fed into machine learning models. These models can provide non-obvious relationships between composition and physical or biological outputs, or predict entirely new lipid structures. In this Perspective, we discuss advancements in the automation and parallelization of chemical synthesis, particle formulation, characterization and pharmacological screening that have improved the throughput of generating and testing large libraries of LNPs for nucleic acid delivery. We notably highlight the short-term potential of coupling these high-throughput platforms with machine learning to accelerate the prediction of optimal nucleic acid LNPs for new therapeutic targets. Discovering lipid nanoparticles for unmet clinical needs relies heavily on the screening of unique formulations incorporating distinct lipids and nucleic acid cargos. This Perspective highlights how automation and parallelization have accelerated the rate of lipid nanoparticle discovery and discusses how coupling these advances with machine learning enable the predictive design of new therapeutic candidates.
为了设计一种能够有效地将核酸输送到特定细胞或组织类型的脂质纳米颗粒(LNP),必须从大量的选择中确定多种脂质成分及其相对比例。由于对运载工具的分子组成、结构和活性之间的关系还不完全了解,所以要通过筛选许多配方来决定。新兴技术迅速加速了大型LNP文库的生成,以及它们在体外和体内的物理化学性质和行为的测试。这些筛选工具正越来越多地集成到人工智能驱动的发现系统中,其中从LNPs的表征和生物测试中获得的数据被输入到机器学习模型中。这些模型可以提供成分与物理或生物输出之间的非明显关系,或预测全新的脂质结构。在这一观点中,我们讨论了化学合成、颗粒配方、表征和药理筛选的自动化和并行化方面的进展,这些进展提高了生成和测试用于核酸递送的大型LNPs文库的吞吐量。我们特别强调了将这些高通量平台与机器学习相结合的短期潜力,以加速预测新的治疗靶点的最佳核酸LNPs。
{"title":"High-throughput platforms for machine learning-guided lipid nanoparticle design","authors":"Andrew R. Hanna, David A. Issadore, Michael J. Mitchell","doi":"10.1038/s41578-025-00831-0","DOIUrl":"10.1038/s41578-025-00831-0","url":null,"abstract":"To design a lipid nanoparticle (LNP) that effectively delivers nucleic acids to a specific cell or tissue type, multiple lipid components and their relative proportions must be decided on from a large number of options. As there is an incomplete understanding of the relationship between the molecular composition of a delivery vehicle, its structure and its activity, the decision is made by screening many formulations. Emerging technologies have rapidly accelerated the generation of large LNP libraries and the testing of their physicochemical properties and behaviour in vitro and in vivo. These screening tools are being increasingly integrated within artificial intelligence-driven discovery systems, wherein data obtained from the characterization and biological testing of LNPs are fed into machine learning models. These models can provide non-obvious relationships between composition and physical or biological outputs, or predict entirely new lipid structures. In this Perspective, we discuss advancements in the automation and parallelization of chemical synthesis, particle formulation, characterization and pharmacological screening that have improved the throughput of generating and testing large libraries of LNPs for nucleic acid delivery. We notably highlight the short-term potential of coupling these high-throughput platforms with machine learning to accelerate the prediction of optimal nucleic acid LNPs for new therapeutic targets. Discovering lipid nanoparticles for unmet clinical needs relies heavily on the screening of unique formulations incorporating distinct lipids and nucleic acid cargos. This Perspective highlights how automation and parallelization have accelerated the rate of lipid nanoparticle discovery and discusses how coupling these advances with machine learning enable the predictive design of new therapeutic candidates.","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"11 1","pages":"50-64"},"PeriodicalIF":86.2,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145017728","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Coordination chemistry in advanced redox-active electrolyte designs 高级氧化还原活性电解质设计中的配位化学
IF 86.2 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-26 DOI: 10.1038/s41578-025-00833-y
Fei Ai, Yi-Chun Lu
Coordination chemistry is central to the development of redox-active electrolytes for various applications, including electroplating, molecular screening, biomedicine, artificial synthesis and energy storage. This Review focuses on the role of coordination chemistry in the design of redox-active electrolytes for aqueous redox flow batteries. We analyse the key thermodynamic and kinetic properties of electrolytes through the framework of crystal-field theory, emphasizing how ligand properties, ligand-field effects and entropy influence redox potential, solubility and structural stability. We also discuss how coordination chemistry fine-tunes microscopic dynamic properties, thereby influencing electrochemical performance. In addition, we discuss characterization techniques that enable deep insight into the structure–function relationships of coordination-based electrolytes. Finally, we outline future directions for rational electrolyte design guided by coordination chemistry principles, with the aim to produce next-generation aqueous redox flow batteries with enhanced performance and tunability. Coordination chemistry has a pivotal role in advancing redox-active electrolytes for energy technologies. This Review examines how ligand properties and coordination effects shape electrolyte thermodynamics, kinetics and electrochemical performance, guiding the rational design of next-generation aqueous redox flow batteries.
配位化学是开发氧化还原活性电解质的核心,可用于各种应用,包括电镀、分子筛选、生物医学、人工合成和能量存储。本文综述了配位化学在水氧化还原液流电池氧化还原活性电解质设计中的作用。我们通过晶体场理论的框架分析了电解质的关键热力学和动力学性质,强调配体性质、配体场效应和熵如何影响氧化还原电位、溶解度和结构稳定性。我们还讨论了配位化学如何微调微观动力学性质,从而影响电化学性能。此外,我们还讨论了表征技术,使深入了解基于配位的电解质的结构-功能关系。最后,我们概述了以配位化学原理为指导的合理电解质设计的未来方向,旨在生产具有增强性能和可调性的下一代水氧化还原液流电池。
{"title":"Coordination chemistry in advanced redox-active electrolyte designs","authors":"Fei Ai, Yi-Chun Lu","doi":"10.1038/s41578-025-00833-y","DOIUrl":"10.1038/s41578-025-00833-y","url":null,"abstract":"Coordination chemistry is central to the development of redox-active electrolytes for various applications, including electroplating, molecular screening, biomedicine, artificial synthesis and energy storage. This Review focuses on the role of coordination chemistry in the design of redox-active electrolytes for aqueous redox flow batteries. We analyse the key thermodynamic and kinetic properties of electrolytes through the framework of crystal-field theory, emphasizing how ligand properties, ligand-field effects and entropy influence redox potential, solubility and structural stability. We also discuss how coordination chemistry fine-tunes microscopic dynamic properties, thereby influencing electrochemical performance. In addition, we discuss characterization techniques that enable deep insight into the structure–function relationships of coordination-based electrolytes. Finally, we outline future directions for rational electrolyte design guided by coordination chemistry principles, with the aim to produce next-generation aqueous redox flow batteries with enhanced performance and tunability. Coordination chemistry has a pivotal role in advancing redox-active electrolytes for energy technologies. This Review examines how ligand properties and coordination effects shape electrolyte thermodynamics, kinetics and electrochemical performance, guiding the rational design of next-generation aqueous redox flow batteries.","PeriodicalId":19081,"journal":{"name":"Nature Reviews Materials","volume":"10 12","pages":"929-946"},"PeriodicalIF":86.2,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144901133","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Nature Reviews Materials
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1