Pub Date : 2026-01-03DOI: 10.1038/s42004-025-01866-8
Tatyana Krivobokova, Razvan-Andrei Morariu, Gianluca Finocchio, Boris Maryasin
Machine learning (ML) and artificial intelligence (AI) techniques are transforming the way chemical reactions are studied today. Datasets from high-throughput experimentation (HTE) are generated to better understand the reaction conditions crucial for outcomes such as yields and selectivities. However, it is often overlooked that datasets from such designed experiments possess a specific structure, which can be captured by a statistical model. Ignoring these data structures when applying ML/AI algorithms can result in misleading conclusions. In contrast, leveraging knowledge about the data-generating process yields reliable, interpretable, and comprehensive insights into reaction mechanisms. A particularly complex dataset is available for the Buchwald-Hartwig amination. Using this dataset, a statistical model for such HTE-generated chemical data is introduced, and a parameter estimation algorithm is developed. Based on the estimated model, new insights into the Buchwald-Hartwig amination are discussed. Our approach is applicable to a wide range of HTE-generated data for chemical reactions and beyond.
{"title":"Modelling and estimation of chemical reaction yields from high-throughput experiments.","authors":"Tatyana Krivobokova, Razvan-Andrei Morariu, Gianluca Finocchio, Boris Maryasin","doi":"10.1038/s42004-025-01866-8","DOIUrl":"10.1038/s42004-025-01866-8","url":null,"abstract":"<p><p>Machine learning (ML) and artificial intelligence (AI) techniques are transforming the way chemical reactions are studied today. Datasets from high-throughput experimentation (HTE) are generated to better understand the reaction conditions crucial for outcomes such as yields and selectivities. However, it is often overlooked that datasets from such designed experiments possess a specific structure, which can be captured by a statistical model. Ignoring these data structures when applying ML/AI algorithms can result in misleading conclusions. In contrast, leveraging knowledge about the data-generating process yields reliable, interpretable, and comprehensive insights into reaction mechanisms. A particularly complex dataset is available for the Buchwald-Hartwig amination. Using this dataset, a statistical model for such HTE-generated chemical data is introduced, and a parameter estimation algorithm is developed. Based on the estimated model, new insights into the Buchwald-Hartwig amination are discussed. Our approach is applicable to a wide range of HTE-generated data for chemical reactions and beyond.</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"61"},"PeriodicalIF":6.2,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12865035/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145896464","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}
Native chemical ligation (NCL) has emerged as the most extensively employed chemoselective reaction in chemical protein synthesis (CPS). Nevertheless, the inherently low reactivity of peptide alkyl thioesters often necessitates the use of excessive nucleophilic additives in NCL to facilitate the reaction. Herein, we describe a rapid, and additive-free peptide ligation reaction between peptide thioacid and N-terminal cysteinyl peptide without epimerization in the present vinyl thianthrenium tetrafluoroborate (VTT). VTT promotes quantitative and chemoselective activation of fully unprotected C-terminal peptide thioacids into thioester intermediates, which demonstrate exceptional reactivity, facilitating rapid NCL in an additive-free manner with high yields. This additive-free strategy is fully compatible with post-ligation desulfurization, allowing for a streamlined one-pot process that enhances the overall efficiency and simplicity of CPS workflows. The effectiveness of this methodology is demonstrated by synthesizing hyalomin-3 from two fragments through a one-pot thioesterification-ligation-desulfurization protocol and ubiquitin through a one-pot C-to-N sequential three-segment condensation (six steps in one pot).
{"title":"Rapid vinyl thianthrenium tetrafluoroborate-promoted thioacid-based native chemical ligation and its applications in chemical protein synthesis.","authors":"Hanghang Li, Shujuan Xu, Zhichao Zhang, Rujie Xie, Jingying Liu, Junjie Ma, Congshen Zheng, Changmai Chen, Wei Chen, Jiaan Liu","doi":"10.1038/s42004-025-01811-9","DOIUrl":"10.1038/s42004-025-01811-9","url":null,"abstract":"<p><p>Native chemical ligation (NCL) has emerged as the most extensively employed chemoselective reaction in chemical protein synthesis (CPS). Nevertheless, the inherently low reactivity of peptide alkyl thioesters often necessitates the use of excessive nucleophilic additives in NCL to facilitate the reaction. Herein, we describe a rapid, and additive-free peptide ligation reaction between peptide thioacid and N-terminal cysteinyl peptide without epimerization in the present vinyl thianthrenium tetrafluoroborate (VTT). VTT promotes quantitative and chemoselective activation of fully unprotected C-terminal peptide thioacids into thioester intermediates, which demonstrate exceptional reactivity, facilitating rapid NCL in an additive-free manner with high yields. This additive-free strategy is fully compatible with post-ligation desulfurization, allowing for a streamlined one-pot process that enhances the overall efficiency and simplicity of CPS workflows. The effectiveness of this methodology is demonstrated by synthesizing hyalomin-3 from two fragments through a one-pot thioesterification-ligation-desulfurization protocol and ubiquitin through a one-pot C-to-N sequential three-segment condensation (six steps in one pot).</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":"9 1","pages":"1"},"PeriodicalIF":6.2,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12764823/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145896406","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}
Pub Date : 2025-12-31DOI: 10.1038/s42004-025-01856-w
Andrew J E Duncan, Celymar Ortiz-de León, María G Vasquez-Ríos, Dale C Swenson, Leonard R MacGillivray
Helices are present in the most important biomolecules (i.e., RNA, DNA). Helices are formed in biology and the laboratory using subunits with information encoded based on molecular recognition. The production of abiotic helical structures is an ongoing goal in synthetic and materials chemistry and has involved the development of organic and metal-organic materials that rely on complementarity of noncovalent forces (e.g. hydrogen bonds, coordination bonds) for helix formation. Herein, we describe a series of supramolecular isomers of three hydrogen-bonded organic cocrystals involving components that self-assemble and show progression at the structural level from a zig-zag chain to a double helix and to a quadruple helix. The isomers constitute a form of trimorphism involving a binary cocrystal system and we show that the polymeric structures can be interconverted through solvent-mediated phase transformations. We demonstrate the cocrystal involving the double helix to possess components that undergo an intermolecular [2 + 2] photodimerization in the crystalline state.
{"title":"Trimorphism of a binary cocrystal system with hydrogen-bonded zig-zag, double helix and quadruple helix structures.","authors":"Andrew J E Duncan, Celymar Ortiz-de León, María G Vasquez-Ríos, Dale C Swenson, Leonard R MacGillivray","doi":"10.1038/s42004-025-01856-w","DOIUrl":"10.1038/s42004-025-01856-w","url":null,"abstract":"<p><p>Helices are present in the most important biomolecules (i.e., RNA, DNA). Helices are formed in biology and the laboratory using subunits with information encoded based on molecular recognition. The production of abiotic helical structures is an ongoing goal in synthetic and materials chemistry and has involved the development of organic and metal-organic materials that rely on complementarity of noncovalent forces (e.g. hydrogen bonds, coordination bonds) for helix formation. Herein, we describe a series of supramolecular isomers of three hydrogen-bonded organic cocrystals involving components that self-assemble and show progression at the structural level from a zig-zag chain to a double helix and to a quadruple helix. The isomers constitute a form of trimorphism involving a binary cocrystal system and we show that the polymeric structures can be interconverted through solvent-mediated phase transformations. We demonstrate the cocrystal involving the double helix to possess components that undergo an intermolecular [2 + 2] photodimerization in the crystalline state.</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"49"},"PeriodicalIF":6.2,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12847756/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145877965","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}
Pub Date : 2025-12-31DOI: 10.1038/s42004-025-01864-w
Debasish Halder, Sujan Sen, Sounak Roy
Increasing nitrate (NO3-) concentration in water bodies due to anthropogenic activities has become a leading environmental challenge of the 21st century. Electrochemical nitrate reduction reaction (eNO3RR) offers a sustainable solution by simultaneously removing nitrates and producing ammonia, a valuable feedstock. However, eNO3RR possesses significant challenges, such as efficiency, competing reactions, product selectivity, catalyst stability, etc. This review article highlights the importance of eNO3RR, its mechanistic pathway, in-situ/operando techniques to understand the mechanistic pathway, reactor design, analytical challenges in product estimation, and catalyst designing strategies. This work uniquely integrates in-situ studies, mechanistic insights, and design principles to establish clear structure-activity correlations for advancing eNO3RR catalysts. We conclude with current challenges and prospects to guide future research toward efficient and selective catalysts for eNO3RR-driven ammonia production.
{"title":"Recent advances in mechanistic studies and catalyst development for electrochemical nitrate reduction to ammonia.","authors":"Debasish Halder, Sujan Sen, Sounak Roy","doi":"10.1038/s42004-025-01864-w","DOIUrl":"10.1038/s42004-025-01864-w","url":null,"abstract":"<p><p>Increasing nitrate (NO<sub>3</sub><sup>-</sup>) concentration in water bodies due to anthropogenic activities has become a leading environmental challenge of the 21st century. Electrochemical nitrate reduction reaction (eNO<sub>3</sub>RR) offers a sustainable solution by simultaneously removing nitrates and producing ammonia, a valuable feedstock. However, eNO<sub>3</sub>RR possesses significant challenges, such as efficiency, competing reactions, product selectivity, catalyst stability, etc. This review article highlights the importance of eNO<sub>3</sub>RR, its mechanistic pathway, in-situ/operando techniques to understand the mechanistic pathway, reactor design, analytical challenges in product estimation, and catalyst designing strategies. This work uniquely integrates in-situ studies, mechanistic insights, and design principles to establish clear structure-activity correlations for advancing eNO<sub>3</sub>RR catalysts. We conclude with current challenges and prospects to guide future research toward efficient and selective catalysts for eNO<sub>3</sub>RR-driven ammonia production.</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"58"},"PeriodicalIF":6.2,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12856001/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145862315","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}
Pub Date : 2025-12-29DOI: 10.1038/s42004-025-01867-7
Anjali Katkar, Krishnamay Pal, Ajit Garade, Anant R Kapdi
Many hydrogenation reactions still depend on noble-metal catalysts, which limits their broader use because of high cost and supply concerns. Developing effective catalysts from abundant materials that operate under mild reaction conditions remains a significant challenge. Here, we show the preparation of a copper silicate catalyst using an ammonia evaporation method that delivers exceptional performance in converting nitroarenes to anilines. The catalyst maintains high activity and stability, providing yields above 99 percent under mild conditions. Structural and surface analyses reveal well-dispersed copper species whose combined contributions promote both hydrogen activation and substrate conversion. This behaviour enables a cost-effective and sustainable alternative to noble-metal catalysts. The material also demonstrates robust recyclability, retaining activity over repeated use, and scale-up tests confirm its practical viability. These results highlight the promise of copper-based systems for efficient and industrially relevant hydrogenation processes.
{"title":"Recyclable and efficient silica-supported copper hydrogenation catalyst.","authors":"Anjali Katkar, Krishnamay Pal, Ajit Garade, Anant R Kapdi","doi":"10.1038/s42004-025-01867-7","DOIUrl":"10.1038/s42004-025-01867-7","url":null,"abstract":"<p><p>Many hydrogenation reactions still depend on noble-metal catalysts, which limits their broader use because of high cost and supply concerns. Developing effective catalysts from abundant materials that operate under mild reaction conditions remains a significant challenge. Here, we show the preparation of a copper silicate catalyst using an ammonia evaporation method that delivers exceptional performance in converting nitroarenes to anilines. The catalyst maintains high activity and stability, providing yields above 99 percent under mild conditions. Structural and surface analyses reveal well-dispersed copper species whose combined contributions promote both hydrogen activation and substrate conversion. This behaviour enables a cost-effective and sustainable alternative to noble-metal catalysts. The material also demonstrates robust recyclability, retaining activity over repeated use, and scale-up tests confirm its practical viability. These results highlight the promise of copper-based systems for efficient and industrially relevant hydrogenation processes.</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"63"},"PeriodicalIF":6.2,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12864793/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145854672","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}
Light-driven dissipative self-assembly has garnered substantial attention due to its precise spatiotemporal controllability. However, achieving synergistic integration of spatial manipulation fidelity, architectural programmability, and dynamic reconfigurability within a free-standing platform remains a formidable challenge. Herein, we report a light-driven hierarchical dissipative self-assembly paradigm with temporally programmable fluorochromism, achieved through molecular-engineered coordination of dynamic macrocyclic host-guest interactions within sustainable cellulose matrices. Protonated vinylpyridium-derived merocyanine is designed and synthesized to construct light-controlled differential binding architectures with cucurbiturils. This system demonstrates quantitatively reversible interconversion between spiropyran and merocyanine states through alternating photoactivation (475 nm) and thermal relaxation. Structural modulation of host-guest stoichiometry between 1:2 and 1:1 induces nanoscale morphological switching between spherical and cuboid assemblies, accompanied by time-resolved fluorescence chromism. Leveraging the inherent affinity between cucurbiturils and cellulose nanofibrils, we engineered light-fueled hierarchical architectures into freestanding cellulosic papers, exhibiting self-erasing transient photowriting and multilevel anti-counterfeiting functions. The non-covalent host-guest architecture and reprocessable cellulose matrix synergistically enable material recyclability. This spatiotemporally programmed dissipative self-assembly system pioneers sustainable cellulose platforms for adaptive optoelectronics and smart sensing.
{"title":"Time-evolving photoreconfigurable self-assembly for integrated fluorochromic cellulosic emitter.","authors":"Fengfan Zhu, Xiao-Fang Hou, Hongyang Zhang, Juping Wang, Naixu Li, Bo Fu, Jiancheng Zhou, Xu-Man Chen","doi":"10.1038/s42004-025-01868-6","DOIUrl":"10.1038/s42004-025-01868-6","url":null,"abstract":"<p><p>Light-driven dissipative self-assembly has garnered substantial attention due to its precise spatiotemporal controllability. However, achieving synergistic integration of spatial manipulation fidelity, architectural programmability, and dynamic reconfigurability within a free-standing platform remains a formidable challenge. Herein, we report a light-driven hierarchical dissipative self-assembly paradigm with temporally programmable fluorochromism, achieved through molecular-engineered coordination of dynamic macrocyclic host-guest interactions within sustainable cellulose matrices. Protonated vinylpyridium-derived merocyanine is designed and synthesized to construct light-controlled differential binding architectures with cucurbiturils. This system demonstrates quantitatively reversible interconversion between spiropyran and merocyanine states through alternating photoactivation (475 nm) and thermal relaxation. Structural modulation of host-guest stoichiometry between 1:2 and 1:1 induces nanoscale morphological switching between spherical and cuboid assemblies, accompanied by time-resolved fluorescence chromism. Leveraging the inherent affinity between cucurbiturils and cellulose nanofibrils, we engineered light-fueled hierarchical architectures into freestanding cellulosic papers, exhibiting self-erasing transient photowriting and multilevel anti-counterfeiting functions. The non-covalent host-guest architecture and reprocessable cellulose matrix synergistically enable material recyclability. This spatiotemporally programmed dissipative self-assembly system pioneers sustainable cellulose platforms for adaptive optoelectronics and smart sensing.</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"62"},"PeriodicalIF":6.2,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12864956/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145854712","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}
Pub Date : 2025-12-29DOI: 10.1038/s42004-025-01840-4
Yichi Zhong, Qian Wang, Jian Huang, Chuanyu Zhang, Kun Qian, Zhanpeng Wang, Hongyu Yang, Jingzhou Li, Hongxing Dong, Long Zhang
This work presents a visual growth strategy based on water-induced phase transitions, which enables real-time tracking and structural regulation of Cs4PbBr6-to-CsPbBr3 microcrystal transformation under ambient conditions without the need for high-energy beams or vacuum. Driven by the difference in the dissolution rates of CsBr and PbBr2 in water, the slow progression of the reaction interface allows clear observation of crystal morphology evolution under a conventional fluorescence microscope. The microcrystals obtained through strategy possess highly regular structural morphology and superior optical properties. In the experiments, micron-scale-wire exhibiting size-dependent polarized emission and bulk-microcrystals supporting multimode lasing emission were successfully constructed. Further analysis revealed the significant influence of crystal size on excited-state dynamics, cavity mode selectivity, and emission characteristics, thereby establishing a direct link between structural visual regulation and functional photon output. This work delivers mechanistic insights and experimental evidence for controllable fabrication of low-threshold lasers and polarized light-emitting devices.
{"title":"Visualization-guided growth of CsPbBr<sub>3</sub> microcrystals via water-induced phase transition.","authors":"Yichi Zhong, Qian Wang, Jian Huang, Chuanyu Zhang, Kun Qian, Zhanpeng Wang, Hongyu Yang, Jingzhou Li, Hongxing Dong, Long Zhang","doi":"10.1038/s42004-025-01840-4","DOIUrl":"10.1038/s42004-025-01840-4","url":null,"abstract":"<p><p>This work presents a visual growth strategy based on water-induced phase transitions, which enables real-time tracking and structural regulation of Cs<sub>4</sub>PbBr<sub>6</sub>-to-CsPbBr<sub>3</sub> microcrystal transformation under ambient conditions without the need for high-energy beams or vacuum. Driven by the difference in the dissolution rates of CsBr and PbBr<sub>2</sub> in water, the slow progression of the reaction interface allows clear observation of crystal morphology evolution under a conventional fluorescence microscope. The microcrystals obtained through strategy possess highly regular structural morphology and superior optical properties. In the experiments, micron-scale-wire exhibiting size-dependent polarized emission and bulk-microcrystals supporting multimode lasing emission were successfully constructed. Further analysis revealed the significant influence of crystal size on excited-state dynamics, cavity mode selectivity, and emission characteristics, thereby establishing a direct link between structural visual regulation and functional photon output. This work delivers mechanistic insights and experimental evidence for controllable fabrication of low-threshold lasers and polarized light-emitting devices.</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"30"},"PeriodicalIF":6.2,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12820184/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145854744","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}
Pub Date : 2025-12-29DOI: 10.1038/s42004-025-01862-y
Riku Saito, Andreas Simoens, Celle Vandersteen, Christian V Stevens, Steven P Nolan
The use of weak, inexpensive bases in the assembly of late-transition metal NHC complexes represents a most promising synthetic strategy. We now disclose the use of gaseous and aqueous ammonia as bases for the continuous-flow synthesis of these complexes with Au, Pd, and Cu metal centers. The fully homogeneous system enables reactions to proceed under milder, faster, and more concentrated conditions than state-of-the-art methods.
{"title":"Ammonia as a weak base for continuous-flow synthesis of Au, Pd, and Cu-NHC heteroleptic chloro complexes.","authors":"Riku Saito, Andreas Simoens, Celle Vandersteen, Christian V Stevens, Steven P Nolan","doi":"10.1038/s42004-025-01862-y","DOIUrl":"10.1038/s42004-025-01862-y","url":null,"abstract":"<p><p>The use of weak, inexpensive bases in the assembly of late-transition metal NHC complexes represents a most promising synthetic strategy. We now disclose the use of gaseous and aqueous ammonia as bases for the continuous-flow synthesis of these complexes with Au, Pd, and Cu metal centers. The fully homogeneous system enables reactions to proceed under milder, faster, and more concentrated conditions than state-of-the-art methods.</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"56"},"PeriodicalIF":6.2,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12852678/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145849120","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}
Metal-organic frameworks (MOFs) are porous crystalline materials whose adjustable structures make them increasingly attractive for biomedical engineering. Yet, developing sustainable routes to control their pore features remains a challenge. In this study, we explored how synthesis time can act as a simple and eco-friendly lever for pore engineering in MIL-125(Ti). By varying only the reaction duration, we created a series of MOF variants with distinct morphologies, pore sizes, and surface areas, each optimized for drug delivery and gene-editing applications. Detailed analyses using BET, XRD, and FESEM, supported by mathematical modeling, showed that synthesis time directly shapes crystallinity, porosity, and biocompatibility. Notably, the 24-hour sample displayed the highest surface area and pore volume, suitable for sustained drug release, while shorter synthesis times yielded frameworks favorable for other therapeutic uses. Overall, our findings introduce the concept of a sustainable pore size as a practical approach to designing high-performance biomedical materials.
{"title":"Optimizing sustainable pore design in MIL-125(Ti) for biomedicine using morphological tuning informed by Gaussian, Lorentzian, and Boltzmann fitting functions.","authors":"Hossein Daneshgar, Mojtaba Bagherzadeh, Soheil Sojdeh, Navid Rabiee","doi":"10.1038/s42004-025-01845-z","DOIUrl":"10.1038/s42004-025-01845-z","url":null,"abstract":"<p><p>Metal-organic frameworks (MOFs) are porous crystalline materials whose adjustable structures make them increasingly attractive for biomedical engineering. Yet, developing sustainable routes to control their pore features remains a challenge. In this study, we explored how synthesis time can act as a simple and eco-friendly lever for pore engineering in MIL-125(Ti). By varying only the reaction duration, we created a series of MOF variants with distinct morphologies, pore sizes, and surface areas, each optimized for drug delivery and gene-editing applications. Detailed analyses using BET, XRD, and FESEM, supported by mathematical modeling, showed that synthesis time directly shapes crystallinity, porosity, and biocompatibility. Notably, the 24-hour sample displayed the highest surface area and pore volume, suitable for sustained drug release, while shorter synthesis times yielded frameworks favorable for other therapeutic uses. Overall, our findings introduce the concept of a sustainable pore size as a practical approach to designing high-performance biomedical materials.</p>","PeriodicalId":10529,"journal":{"name":"Communications Chemistry","volume":" ","pages":"38"},"PeriodicalIF":6.2,"publicationDate":"2025-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12824331/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145846524","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}