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Salivary Citrate Deficiency Defines an Endogenous Dentin Remineralization Failure State Through Glandular MT1/2-Zn2+-ACO2 Dysregulation. 唾液柠檬酸盐缺乏通过腺体MT1/2-Zn2+-ACO2失调定义内源性牙本质再矿化失败状态。
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78578
Ran You, Wenhui Wang, Franklin R Tay, Haotian Dong, Mutong Wei, Ruoyun Wu, Xin Song, Chen Chen, Haifeng Xie

Rapid caries progression occurs even when salivary flow and calcium phosphate availability are preserved, suggesting a knowledge gap in how available minerals are used for repair. Early-stage Sjögren's syndrome was examined as a clinical model of this condition. Salivary citrate was markedly lower in the disease cohort and was inversely associated with caries burden, whereas salivary flow and the major mineral ions did not differ from healthy controls. In mineralization systems with matched calcium and phosphate concentrations, the disease-associated citrate concentration reduced intrafibrillar mineral deposition, disrupted hydroxyapatite organization, and limited structural and mechanical recovery of demineralized dentin. Human salivary gland tissue, an immunization-induced rat model, and primary salivary gland epithelial cells showed a similar metabolic pattern: increased metallothionein 1/2 (MT1/2), reduced labile Zn2+, increased aconitase 2 (ACO2) activity, and citrate depletion. ZnSO4 repletion increased intracellular Zn2+, reduced ACO2 activity, restored citrate toward control levels, and improved the mineralization activity of epithelial-cell supernatants. The data indicate that citrate availability influences dentin mineral utilization and associate citrate depletion with glandular MT1/2-Zn2+-ACO2 dysregulation. These findings support an association between glandular zinc-citrate dysregulation and impaired remineralization, suggesting that this mechanism may account for impaired endogenous remineralization despite preserved availability of the major mineral ions.

即使唾液流动和磷酸钙可用性得以保留,龋病也会迅速发展,这表明在如何利用可用矿物质进行修复方面存在知识空白。早期Sjögren综合征作为这种情况的临床模型进行检查。在疾病队列中,唾液中的柠檬酸盐明显较低,与龋齿负担呈负相关,而唾液流量和主要矿物质离子与健康对照组没有差异。在钙和磷酸盐浓度匹配的矿化系统中,与疾病相关的柠檬酸盐浓度减少了纤维内矿物沉积,破坏了羟基磷灰石组织,限制了脱矿牙本质的结构和机械恢复。人唾液腺组织、免疫诱导大鼠模型和原代唾液腺上皮细胞表现出相似的代谢模式:金属硫蛋白1/2 (MT1/2)升高,不稳定的Zn2+降低,乌头酸酶2 (ACO2)活性升高,柠檬酸盐耗竭。ZnSO4的补充增加了细胞内Zn2+,降低了ACO2活性,使柠檬酸盐恢复到控制水平,并提高了上皮细胞上清液的矿化活性。这些数据表明,柠檬酸盐的有效性影响牙本质矿物的利用,并与腺体MT1/2-Zn2+-ACO2失调有关。这些发现支持腺体柠檬酸锌失调与再矿化受损之间的关联,表明这一机制可能解释了内源性再矿化受损,尽管主要矿物离子的可用性保持不变。
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引用次数: 0
A Programmable Braided Silk-Glass Fiber Ligament Promoting Rapid Motoric Recovery. 可编程编织丝-玻璃纤维韧带促进快速运动恢复。
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78414
Changbo Lu, Daming Liu, Haoxin Zhang, Zhiwei Qiao, Qiuming Gao, Jia Meng, Hongyin Yue, Songkai Li, Shuo Zhang, Tao Yuan, Yun Xue, Hui Jiang, Zhenguo Liu, Yibo Wang, Nirong Bao, Yuli Chen, Xiaojiang Yang

Anterior cruciate ligament (ACL) reconstruction and related soft-hard tissue repairs remain challenged by grafts that either lack the characteristic "J-shaped" stress-strain profile or sacrifice compliance for stiffness while also offering poor biological integration. Here, we report a silk-glass fiber (SF-GF) hybrid ligament fabricated by scalable three-dimensional braiding, combining industrially available glass fibers with biocompatible silk. By tuning the braiding angle ( 15 ∘ - 45 ∘ ), the grafts exhibit programmable nonlinear mechanics and viscoelasticity. This design closely replicates the strain-stiffening response and long-term creep resistance of native ligaments. Silk-rich domains promote osseoligamentous integration and osteogenic differentiation, while glass fibers provide high strength and bases for biomimetic mineralization. In rabbit ACL reconstruction, the angle-optimized SF-GFs facilitated prompt tendon-bone healing and restored functional jumping ability within 4 weeks. Finite element modeling rationalizes the strain-dependent load transfer from silk to glass fibers, underlying the characteristic "J-shaped" response. Importantly, this material-structure co-design leverages mass-producible components and a manufacturable braiding process, facilitating translational potentials beyond ACL reconstruction toward diverse soft-hard tissue repairs.

前交叉韧带(ACL)重建和相关的软硬组织修复仍然受到移植物的挑战,这些移植物要么缺乏特征的“j形”应力-应变曲线,要么牺牲了刚度的顺应性,同时也提供了较差的生物整合。在这里,我们报道了一种丝-玻璃纤维(SF-GF)混合韧带,由可扩展的三维编织制成,将工业上可用的玻璃纤维与生物相容性的丝结合在一起。通过调节编织角度(15°- 45°),移植物表现出可编程的非线性力学和粘弹性。这种设计近似地复制了天然韧带的应变加劲反应和长期抗蠕变性能。富丝结构域促进骨寡聚整合和成骨分化,而玻璃纤维为仿生矿化提供了高强度和基础。在兔ACL重建中,角度优化的SF-GFs促进了肌腱-骨的快速愈合,并在4周内恢复了功能性跳跃能力。有限元模型合理化应变相关的负载转移从丝绸到玻璃纤维,潜在的特征“j形”响应。重要的是,这种材料-结构协同设计利用了可批量生产的组件和可制造的编织工艺,促进了前交叉韧带重建向各种软硬组织修复的转化潜力。
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引用次数: 0
Gel-Free Capture of Microvolt-Level Neural Signatures Via a 3D Monolithic Carbon Fiber Dry Electrode. 通过3D单片碳纤维干电极无凝胶捕获微伏级神经特征。
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78531
Haoxuan Sun, Nikolay Novitskiy, Dongwook Jang, Yixiang Liu, Shaoqi Pan, Ting Huang, Yitong Li, Huisi Yang, Leonardo Nicholas Adi Wijaya, Md Masruck Alam, Patrick Cm Wong, Zhaoli Gao

Gel-based wet electrodes remain the gold standard for electrophysiology, but gel dehydration limits recordings. Existing dry electrodes partially address this limitation but suffer from high interfacial impedance. Here, a carbon fiber-based porous electrode (CFPE) is reported, comprising a three-dimensional conductive network coated with poly(3,4-ethylenedioxythiophene):poly(styrene sulfonate) (PEDOT:PSS). The CFPE establishes contact at hairy-scalp sites with an impedance of approximately 10 kΩ·cm2. On the forearm, its impedance at 10 Hz without skin preparation is 11.09 ± 1.03 kΩ·cm2, compared with 13.57 ± 2.07 kΩ·cm2 for wet electrodes. After 6 h of wear, CFPE impedance reaches 1.3 times its initial value without skin preparation or gel, whereas wet-electrode impedance reaches 56 times its initial value when applied with skin preparation and conductive gel. High-fidelity electrocardiography, electromyography, and electroencephalography signals are captured with correlation coefficients exceeding 90% and signal-to-noise ratios comparable to wet electrodes. The CFPE further resolves microvolt-level speech-evoked frequency-following responses (FFR) and long-latency responses (LLR), with fidelity comparable to wet electrodes and significantly higher LLR SNR. These results demonstrate gel-free acquisition of weak neural biomarkers, opening a pathway toward prolonged, preparation-free neurophysiology.

凝胶基湿电极仍然是电生理学的金标准,但凝胶脱水限制了记录。现有的干电极部分解决了这一限制,但受到高界面阻抗的影响。本文报道了一种基于碳纤维的多孔电极(CFPE),它由聚(3,4-乙烯二氧噻吩):聚(苯乙烯磺酸盐)(PEDOT:PSS)涂层的三维导电网络组成。CFPE在毛发-头皮部位建立接触,阻抗约为10 kΩ·cm2。在前臂上,无皮肤准备的10 Hz阻抗为11.09±1.03 kΩ·cm2,而湿电极为13.57±2.07 kΩ·cm2。经过6 h的磨损,CFPE阻抗达到初始值的1.3倍,而湿电极阻抗达到初始值的56倍。捕获的高保真心电图、肌电图和脑电图信号的相关系数超过90%,信噪比与湿电极相当。CFPE进一步解决了微电压级语音诱发频率跟随响应(FFR)和长延迟响应(LLR),其保真度可与湿电极媲美,且LLR信噪比明显更高。这些结果证明了弱神经生物标志物的无凝胶获取,为长期无准备的神经生理学开辟了一条途径。
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引用次数: 0
Field-Driven Proton Transport in Water Revealed by Machine Learning Molecular Dynamics. 机器学习分子动力学揭示水中场驱动质子输运。
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78513
Alicia van Hees, Zhan-Yun Zhang, Linnéa Andersson, Chao Zhang

Excess-proton transport in water arises from the coupling of proton transfer (PT), hydrogen-bond rearrangement, and solvent polarization. While equilibrium Grotthuss diffusion has been widely studied, its response under strong electric fields remains difficult to resolve because simulations must capture both chemical reactivity and induced polarization over long time scales. Here, we have developed a reactive and polarizable machine-learning interatomic potential for molecular dynamics simulations of the hydrated excess proton in water. A fine-tuned PiNet2 model provides an accurate zero-field reference for structure and diffusion, while an AD(OS)-based finite-field coupling enables non-equilibrium simulations under an applied electric field. In the linear-response regime, below 0.04 V/Å, the proton mobility obtained from drift velocity agrees closely with the equilibrium diffusion coefficient. The proton drift velocity remains nearly linear with field strength up to 0.15 V/Å, a field strength at which the ionic mobility of a constrained hydronium ion decreases. Our simulations revealed a distinct field-response of protonated water, whose hydrogen-bond network largely preserves its structural fluctuations and mobility without a comparable dielectric-saturation signature. Furthermore, free-energy analysis shows that strong fields stabilize the hydronium species with four-fold H-bond coordination.

水中多余的质子输运是由质子转移(PT)、氢键重排和溶剂极化耦合引起的。虽然平衡Grotthuss扩散已被广泛研究,但其在强电场下的响应仍然难以解决,因为模拟必须在长时间尺度上捕获化学反应性和诱导极化。在这里,我们开发了一种反应性和极化的机器学习原子间势,用于水中水合多余质子的分子动力学模拟。微调的PiNet2模型为结构和扩散提供了精确的零场参考,而基于AD(OS)的有限场耦合可以在外加电场下进行非平衡模拟。在线性响应区,在0.04 V/Å以下,由漂移速度得到的质子迁移率与平衡扩散系数基本一致。质子漂移速度几乎与电场强度成线性关系,电场强度达到0.15 V/Å时,受约束的水合氢离子的离子迁移率降低。我们的模拟揭示了质子化水的独特场响应,其氢键网络在很大程度上保留了其结构波动和迁移率,而没有可比的介电饱和特征。此外,自由能分析表明,强场稳定了具有四重氢键配位的水合氢离子。
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引用次数: 0
Fuyuan Huoxue Decoction Promotes Lumbar Interbody Fusion in Rats: Role of Macrophage-Driven Inflammation and the TLR9/NF-κB Pathway. 复元活血汤促进大鼠腰椎椎间融合:巨噬细胞驱动炎症及TLR9/NF-κB通路的作用
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78444
Hongwei Gao, Han Wu, Shaorong Li, Weijian Wang, Yijian Guo, Shuai Cheng, Jiayi Sun, Jilong An, Wei Zhang

Delayed union and pseudarthrosis remain complications of lumbar interbody fusion. We investigated Fuyuan Huoxue decoction (FY) in a rat extreme lateral interbody fusion model. FY improved bone mineral density and trabecular architecture. Reduced inflammatory macrophage infiltration and nuclear factor kappa B (NF-κB) activation at 4 weeks were accompanied by improved bony bridging at 8 weeks. Transcriptomic and network analyses nominated Toll-like receptor 9 (TLR9)/NF-κB signaling for functional investigation. FY-medicated serum reduced macrophage inflammatory markers and extracellular double-stranded DNA (dsDNA), promoted bone marrow mesenchymal stem cell (BMSC) osteogenesis, and attenuated impairment induced by inflammatory macrophage-conditioned medium. DNase treatment reduced this medium's inhibitory effects, whereas a separate exogenous dsDNA challenge impaired osteogenesis and was attenuated by a TLR9 antagonist. TLR9 agonist and antagonist experiments in BMSCs and a 2-week in vivo agonist intervention supported pathway involvement. Human nonunion single-cell data showed increased phospholipid scramblase 1 and interleukin-6 expression in myeloid cells. These findings support complementary pro-osteogenic and anti-inflammatory actions of FY and identify TLR9/NF-κB as a candidate pathway contributing to fusion repair.

延迟愈合和假关节仍然是腰椎椎间融合术的并发症。我们研究了复元活血汤(FY)对大鼠极外侧体间融合模型的影响。FY改善骨密度和骨小梁结构。4周时炎性巨噬细胞浸润减少,核因子κB (NF-κB)活化减少,8周时骨桥改善。转录组学和网络分析提名toll样受体9 (TLR9)/NF-κB信号通路进行功能研究。fly -给药血清降低巨噬细胞炎症标志物和细胞外双链DNA (dsDNA),促进骨髓间充质干细胞(BMSC)成骨,减轻炎症性巨噬细胞条件培养基诱导的损伤。DNase处理降低了这种培养基的抑制作用,而单独的外源dsDNA刺激会破坏成骨作用,并被TLR9拮抗剂减弱。TLR9受体激动剂和拮抗剂在骨髓间充质干细胞中的实验和为期2周的体内激动剂干预支持通路参与。人类不结合单细胞数据显示髓细胞中磷脂转录酶1和白细胞介素6的表达增加。这些发现支持了FY的辅助促骨和抗炎作用,并确定TLR9/NF-κB是促进融合修复的候选途径。
{"title":"Fuyuan Huoxue Decoction Promotes Lumbar Interbody Fusion in Rats: Role of Macrophage-Driven Inflammation and the TLR9/NF-κB Pathway.","authors":"Hongwei Gao, Han Wu, Shaorong Li, Weijian Wang, Yijian Guo, Shuai Cheng, Jiayi Sun, Jilong An, Wei Zhang","doi":"10.1002/advs.78444","DOIUrl":"https://doi.org/10.1002/advs.78444","url":null,"abstract":"<p><p>Delayed union and pseudarthrosis remain complications of lumbar interbody fusion. We investigated Fuyuan Huoxue decoction (FY) in a rat extreme lateral interbody fusion model. FY improved bone mineral density and trabecular architecture. Reduced inflammatory macrophage infiltration and nuclear factor kappa B (NF-κB) activation at 4 weeks were accompanied by improved bony bridging at 8 weeks. Transcriptomic and network analyses nominated Toll-like receptor 9 (TLR9)/NF-κB signaling for functional investigation. FY-medicated serum reduced macrophage inflammatory markers and extracellular double-stranded DNA (dsDNA), promoted bone marrow mesenchymal stem cell (BMSC) osteogenesis, and attenuated impairment induced by inflammatory macrophage-conditioned medium. DNase treatment reduced this medium's inhibitory effects, whereas a separate exogenous dsDNA challenge impaired osteogenesis and was attenuated by a TLR9 antagonist. TLR9 agonist and antagonist experiments in BMSCs and a 2-week in vivo agonist intervention supported pathway involvement. Human nonunion single-cell data showed increased phospholipid scramblase 1 and interleukin-6 expression in myeloid cells. These findings support complementary pro-osteogenic and anti-inflammatory actions of FY and identify TLR9/NF-κB as a candidate pathway contributing to fusion repair.</p>","PeriodicalId":117,"journal":{"name":"Advanced Science","volume":" ","pages":""},"PeriodicalIF":14.1,"publicationDate":"2026-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149293446","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
An Infusible Decellularized Extracellular Matrix Material Binds to Vasculature in Infarcted Myocardium and Induces Pro-Reparative Gene Expression Following Acute Myocardial Infarction Through Inherent Avidity and Bioactive Signaling. 一种不溶脱细胞的细胞外基质材料与梗死心肌血管结合,并通过固有的贪婪性和生物活性信号诱导急性心肌梗死后的促修复基因表达。
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78446
Michael B Nguyen, Alexander Chen, Quincy Lyons, Van K Ninh, Maxwell C McCabe, Colin Luo, Benjamin D Bridgelal, Connor Uhre, Julian Cheng, Kate E Reimold, Selena Cao, Kirk C Hansen, Kevin R King, Karen L Christman

To treat acute myocardial infarction (MI), we previously engineered an infusible decellularized extracellular matrix (iECM) biomaterial that reduces vascular permeability and exerts immunomodulatory and pro-reparative effects. To probe the heterogenous contents of iECM and its contribution to infarct localization and downstream biological function, we separated iECM into high and low molecular weight (MW) components. Though mass spectrometry showed similar compositions, biochemical analysis and transmission electron microscopy revealed higher sGAG content within the nanofibrillar high MW, while the globular low MW had more exposed functional groups. These differences translated to a higher binding efficiency of the high MW to ECM proteins and cell surface receptors under flow, while the low MW drove the reduction in vascular permeability. Neither component alone achieved the infarct retention levels of complete iECM, showing that the two components exhibit dependent infarct localization and both are necessary for iECM's overall function. Via single‑nucleus RNA sequencing, both components elicited comparable immunomodulatory and pro‑reparative transcriptional profiles, suggesting that the similarity in composition likely drives the transcriptional response. These findings elucidate the material properties of an intravascularly deliverable ECM biomaterial and how those properties relate to downstream biological behavior, enabling future work investigating nanomaterial mimicry and improvements in material processing and potency.

为了治疗急性心肌梗死(MI),我们先前设计了一种不溶脱细胞细胞外基质(iECM)生物材料,它可以降低血管通透性,并发挥免疫调节和促进修复的作用。为了探索iECM的异质性及其对梗死定位和下游生物学功能的贡献,我们将iECM分为高分子量和低分子量组分。虽然质谱分析显示了相似的成分,但生化分析和透射电镜显示,纳米纤维高分子量的sGAG含量较高,而球状低分子量的官能团暴露较多。这些差异转化为高MW与ECM蛋白和细胞表面受体在流动下的更高结合效率,而低MW导致血管通透性降低。单独使用这两种成分都不能达到完全iECM的梗死保留水平,这表明这两种成分表现出依赖的梗死定位,并且都是iECM整体功能所必需的。通过单核RNA测序,这两种成分都引发了类似的免疫调节和促修复转录谱,表明成分的相似性可能驱动转录反应。这些发现阐明了血管内可输送的ECM生物材料的材料特性,以及这些特性与下游生物行为的关系,为未来研究纳米材料模拟和改进材料加工和效能提供了可能。
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引用次数: 0
An Epidermal Sweat Patch for Tracking Metabolite Levels and Correlation Analysis in Biofluids. 用于追踪生物体液中代谢物水平和相关分析的表皮汗液贴片。
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78544
Yao Chen, Xinhao Wan, Haoxin Fan, Hengwei Lou, Jialu Wang, Jie Gao, Dan Wen

Continuous, in situ monitoring of sweat biomarkers offers a promising approach for non-invasive metabolic assessment, but its practical implementation remains limited by sensing stability and the insufficiently defined physiological relationship between sweat and systemic biofluids. Here, we develop an epidermal sweat patch that integrates a non-enzymatic electrochemical interface based on Au-Ni(OH)2 dual aerogels for glucose monitoring. The complementary roles of Ni(OH)2-mediated glucose adsorption and Au-assisted electrooxidation enable sensitive and stable sensing, with a calculated detection limit of 0.1 µM and >95% signal retention after 5 weeks. Combined with microfluidic sweat sampling, signal processing and wireless communication, the patch enables real-time on-body tracking of sweat glucose during daily activities. In human studies, sweat glucose shows positive associations with interstitial fluid and blood glucose, with Pearson correlation coefficients of up to 0.828, while subgroup analyses further reveal interindividual variability. These results support the physiological relevance of sweat glucose as a complementary signal for metabolic monitoring. Overall, this work integrates non-enzymatic sensing, wearable system design and cross-biofluid analysis within a single platform, providing a practical framework for physiologically interpretable sweat-based glucose monitoring.

连续、原位监测汗液生物标志物为非侵入性代谢评估提供了一种很有前途的方法,但其实际实施仍然受到传感稳定性和汗液与全身生物体液之间的生理关系不充分定义的限制。在这里,我们开发了一种表皮汗液贴片,该贴片集成了基于Au-Ni(OH)2双气凝胶的非酶电化学界面,用于葡萄糖监测。Ni(OH)2介导的葡萄糖吸附和au辅助的电氧化的互补作用使传感敏感和稳定,计算检测限为0.1µM, 5周后信号保留率为95%。结合微流体汗液采样、信号处理和无线通信,该贴片可以在日常活动中实时跟踪汗液葡萄糖。在人体研究中,汗液葡萄糖与间质液和血糖呈正相关,Pearson相关系数高达0.828,而亚组分析进一步揭示了个体间的差异。这些结果支持汗液葡萄糖作为代谢监测的补充信号的生理相关性。总的来说,这项工作将非酶传感、可穿戴系统设计和跨生物流体分析集成在一个平台上,为生理上可解释的汗液葡萄糖监测提供了一个实用的框架。
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引用次数: 0
SpaCut: Transcript-Aware Morphology Fusion for Robust Cell Segmentation in Subcellular Spatial Transcriptomics. 在亚细胞空间转录组学中,转录感知形态融合用于稳健的细胞分割。
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78423
Yongheng Li, Fangfang Zhu, Wenwen Min

Subcellular Spatial Transcriptomics (SST) offers unprecedented opportunities to decipher tissue architecture at subcellular resolution. Consequently, accurate cell segmentation is a fundamental prerequisite for analyzing SST data, as precise transcript assignment is essential for downstream single-cell interpretation. Existing methods often overlook the spatial organization of transcripts, rely on simplified geometric priors, or struggle to coordinate transcript-derived features with morphology-derived spatial guidance. This limitation restricts their adaptability to irregular cell shapes, often leading to transcript misassignment. To address this, we propose SpaCut, a unified deep learning framework designed to effectively integrate transcriptomic feature learning with dynamic morphological guidance. SpaCut comprises a Gene-Wise Attention (GWA) module and a Nuclei-Guided Attentive Fusion (NGAF) module. GWA encodes the high-dimensional transcript map and aggregates features across multiple depths. NGAF uses the encoded transcript features to modulate distance-based nuclear softmasks and refine nucleus-anchored cell boundaries through progressive training. Extensive evaluations across seven datasets from diverse platforms (including Xenium, CosMx, MERSCOPE, and Stereo-seq) demonstrate that SpaCut significantly outperforms state-of-the-art methods in both segmentation accuracy and consistency with single-cell reference data. The source code is available at https://github.com/wenwenmin/SpaCut.

亚细胞空间转录组学(SST)提供了前所未有的机会来破译亚细胞分辨率的组织结构。因此,准确的细胞分割是分析海表温度数据的基本前提,因为精确的转录物分配对下游单细胞解释至关重要。现有的方法往往忽略了转录本的空间组织,依赖于简化的几何先验,或者难以协调转录本衍生的特征与形态衍生的空间指导。这种限制限制了它们对不规则细胞形状的适应性,经常导致转录本错配。为了解决这个问题,我们提出了SpaCut,这是一个统一的深度学习框架,旨在有效地将转录组特征学习与动态形态学指导相结合。SpaCut包括一个基因智能注意(GWA)模块和一个核引导注意融合(NGAF)模块。GWA对高维转录本图进行编码,并跨多个深度聚合特征。NGAF使用编码的转录特征来调节基于距离的核软掩模,并通过渐进式训练来完善核锚定的细胞边界。对来自不同平台(包括Xenium、CosMx、MERSCOPE和Stereo-seq)的七个数据集的广泛评估表明,SpaCut在分割精度和与单细胞参考数据的一致性方面都明显优于最先进的方法。源代码可从https://github.com/wenwenmin/SpaCut获得。
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引用次数: 0
Pre-Refinement Prediction of Dopant Site Occupancy in M-Type Hexaferrites via Hierarchical and Uncertainty-Aware Machine-Learning. 基于层次和不确定性感知机器学习的m型六铁体中掺杂点占用预精化预测。
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-29 DOI: 10.1002/advs.78493
Dan Liu, Jianyu Ren, Ruoshui Liu, Yinong Yin, Jianfeng Xi, Xin Ming, Jiazheng Hao, Tongyun Zhao, Fengxia Hu, Baogen Shen

Dopant site occupancy bridges chemical composition, local crystal structure, and macroscopic functional responses in M-type hexaferrites. However, reliable occupancy hypotheses are difficult to establish before structural refinement. Here, we develop a pre-refinement machine-learning framework using 494 dopant-level records extracted from refined structures. This workflow combines Ba/Sr-vs.-Fe sublattice classification, fractional occupancy prediction over five inequivalent Fe sites, and reliability-aware assessment. The CatBoost classifier achieves 96% accuracy on external validation for sublattice assignment. For Fe-sublattice dopants, homogeneous occupancy-model screening and heterogeneous cooperative occupancy-model screening yield a macro mean absolute error as low as 0.0584, while preserving dominant-site identification and occupancy ranking. The results show that dopant site occupancy is jointly controlled by dopant chemistry, target-dopant amount, and co-doping environment rather than a universal site-preference rule. By integrating TabPFN baseline comparison, training-experience assessment, and model-consistency analysis, the framework identifies boundary and extrapolative samples that require priority refinement. Our predictions for W-doped and Sc-doped M-type hexaferrites successfully reproduce key experimental occupancy trends. This work offers a practical data-driven strategy to generate physically plausible occupancy hypotheses and assign refinement priorities for partially occupied oxide systems.

在m型六铁氧体中,掺杂剂的位置占用架起了化学组成、局部晶体结构和宏观功能响应的桥梁。然而,在结构细化之前,很难建立可靠的占用假设。在这里,我们使用从精炼结构中提取的494条掺杂剂级记录开发了一个预精炼机器学习框架。这个工作流结合了Ba/Sr-vs。-铁亚格分类,五个不相等铁站点的分数占用预测,以及可靠性感知评估。CatBoost分类器在子格分配的外部验证上达到96%的准确率。对于铁亚晶格掺杂剂,均质占位模型筛选和异质协同占位模型筛选的宏观平均绝对误差低至0.0584,同时保留了优势位点识别和占位排序。结果表明,掺杂剂的位置占用是由掺杂剂的化学性质、目标掺杂量和共掺杂环境共同控制的,而不是一个普遍的位置偏好规则。通过整合TabPFN基线比较、训练经验评估和模型一致性分析,该框架确定了需要优先细化的边界和外推样本。我们对w掺杂和sc掺杂m型六铁氧体的预测成功地再现了关键的实验占用趋势。这项工作提供了一种实用的数据驱动策略来生成物理上合理的占用假设,并为部分占用的氧化物系统分配优化优先级。
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引用次数: 0
ALDH2 Suppresses Ferroptosis and Promotes Bortezomib Resistance in Multiple Myeloma Through the KEAP1-NRF2 Feedback Loop. ALDH2通过KEAP1-NRF2反馈回路抑制多发性骨髓瘤中铁上沉并促进硼替佐米耐药
IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-10-28 DOI: 10.1002/advs.78403
Ruonan Shao, Chengcheng Liu, Xinpei Deng, Jindong Xie, Wenjian Liu, Bin Yang, Lingrui Liu, Cailu Song, Lei Li, Hua Wang, Hailin Tang

Resistance to bortezomib (BTZ) represents a major obstacle that limits the therapeutic efficacy and worsens the prognosis of multiple myeloma (MM). Ferroptosis, a form of regulated cell death triggered by excessive lipid peroxidation, has garnered increasing attention for anticancer intervention, yet the mechanisms underlying ferroptosis in MM remain enigmatic. Here, we confirmed that ALDH2 is upregulated in MM patients and that its altered expression is closely associated with BTZ resistance and poor prognosis. Functionally, ALDH2 promoted the proliferation, BTZ resistance, and ferroptosis resistance of MM cells, suggesting its oncogenic role. Mechanistically, ALDH2 competitively bound to KEAP1 and stabilized NRF2 by preventing its ubiquitin-proteasome-mediated degradation, thereby promoting the nuclear translocation of NRF2 and subsequent upregulation of GPX4, and in turn regulating ferroptosis, proliferation, and BTZ resistance in MM. In parallel, NRF2 bound directly to the promoter region of ALDH2 and further enhanced ALDH2 transcription, thus forming a positive feedback loop. Collectively, our findings reveal that the ALDH2/KEAP1/NRF2-GPX4 axis may serve as a key regulator of ferroptosis in MM and a promising therapeutic target for overcoming BTZ resistance.

对硼替佐米(BTZ)的耐药性是限制多发性骨髓瘤(MM)治疗效果和恶化预后的主要障碍。铁死亡是一种由过度脂质过氧化引起的细胞死亡,它在抗癌干预方面引起了越来越多的关注,但MM中铁死亡的机制仍然是一个谜。本研究证实ALDH2在MM患者中表达上调,其表达改变与BTZ耐药和不良预后密切相关。功能上,ALDH2促进MM细胞增殖、抗BTZ和抗铁沉,提示其致癌作用。在机制上,ALDH2竞争性结合KEAP1,通过阻止其泛素蛋白酶体介导的降解来稳定NRF2,从而促进NRF2的核易位和随后GPX4的上调,进而调节MM中的铁凋亡、增殖和BTZ抗性。同时,NRF2直接结合ALDH2的启动子区,进一步增强ALDH2的转录,形成一个正反馈循环。总之,我们的研究结果表明,ALDH2/KEAP1/NRF2-GPX4轴可能是MM中铁凋亡的关键调节因子,也是克服BTZ耐药性的有希望的治疗靶点。
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