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Nanoscale Imaging of Ultralong-Lived Topological Edge States in 1T′-MoTe2 at Room Temperature 室温下1T'-MoTe2超长寿命拓扑边缘态的纳米成像。
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-23 DOI: 10.1021/acs.nanolett.5c06018
Yulu Qin, , , Jianing Zhang, , , Rui Wang, , , Shengyue Lu, , , Guanyu Zhang, , , Xiaofang Li, , , Liang-You Peng*, , , Qihuang Gong, , and , Yunquan Liu*, 

The quantum spin Hall effect in 1T′-phase MoTe2 promises topological protection at >250 K, yet direct observation of its nonequilibrium dynamics has remained elusive, requiring nanoscale spatial and ultrafast temporal resolution. Here, we employ time-resolved photoemission electron microscopy to visualize the carrier dynamics in bilayer 1T′-MoTe2 at room temperature. We identify a topological edge mode spatially confined below 200 nm, exhibiting photoemission intensity an order of magnitude stronger than the bulk. Strikingly, the edge state shows an ultralong lifetime exceeding 3.2 ps, in stark contrast to the sub-100 fs relaxation of bulk states, a dynamical dichotomy that is absent in the topologically trivial 2H phase. Supported by first-principles calculations, we ascribe this robustness to spin-selective suppression of backscattering and electron–hole recombination in the helical edge channel. Our findings provide direct evidence of low-dissipation edge transport in a 2D-compatible system, advancing its prospects for ultrafast topological electronics and spintronics.

1T’相MoTe2中的量子自旋霍尔效应有望在> 250k下实现拓扑保护,但对其非平衡动力学的直接观察仍然难以捉摸,需要纳米尺度的空间和超快的时间分辨率。在这里,我们使用时间分辨光电发射电子显微镜来观察室温下双分子层1T'-MoTe2中的载流子动力学。我们确定了一个空间限制在200 nm以下的拓扑边缘模式,显示出比体强一个数量级的光电强度。引人注目的是,边缘态显示出超过3.2 ps的超长寿命,与体态的低于100 fs的弛豫形成鲜明对比,这种动态二分法在拓扑平凡的2H相中是不存在的。在第一性原理计算的支持下,我们将这种鲁棒性归因于螺旋边通道中反向散射和电子-空穴复合的自旋选择性抑制。我们的研究结果为二维兼容系统中的低耗散边缘输运提供了直接证据,推进了其在超快拓扑电子学和自旋电子学方面的前景。
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引用次数: 0
Continuous and Scalable Production of Multifunctional Phenolic Resin Beads in a Flow System for Portable Water Treatment 在流动系统中连续和规模化生产多功能酚醛树脂珠用于便携式水处理。
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-23 DOI: 10.1021/acs.nanolett.5c05580
Jianlong He, , , Hansong Yu, , , Min Hao, , , Kei Kwan Li, , , Jiaqi Zhang, , , Yong Ding, , and , Younan Xia*, 

We report a template-free and scalable method for the continuous production of mesoporous phenolic resin beads using a flow system. The synthesis can be monitored in situ using spectroscopic methods to capture the stepwise transition from soluble oligomers to insoluble polymer networks. With a combination of high porosity, abundant functional groups, and hydrophilic/hydrophobic surface features, the mesoporous beads interact favorably with a broad range of micropollutants. When incorporated with superparamagnetic nanoparticles and fluorescein isothiocyanate, the resultant beads exhibit magnetic separability and fluorescence traceability under ultraviolet light. The multifunctionality allows the beads to efficiently adsorb Pb2+, methylene blue, and rhodamine B for rapid removal from a suspension using a magnet, making them well-suited for portable water treatment. This approach is extendible to the scalable synthesis of other functional nanomaterials for environmental remediation.

我们报告了一种使用流动系统连续生产介孔酚醛树脂珠的无模板和可扩展方法。利用光谱方法可以现场监测合成,以捕获从可溶性低聚物到不溶性聚合物网络的逐步过渡。由于具有高孔隙率、丰富的官能团和亲/疏水的表面特征,介孔珠与广泛的微污染物相互作用良好。当与超顺磁性纳米颗粒和异硫氰酸荧光素结合时,所得珠在紫外线下表现出磁性可分离性和荧光可追溯性。多功能性允许珠有效吸附Pb2+,亚甲基蓝,罗丹明B快速从悬浮液中去除使用磁铁,使其非常适合便携式水处理。该方法可扩展到其他用于环境修复的功能纳米材料的可扩展合成。
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引用次数: 0
How Did I Start and Where Am I Going? From a General Water Transfer Protocol of Inorganic Nanoparticles to the Nanotech Approach to Tackle Cancer 我是如何开始的,我要去哪里?从无机纳米颗粒的一般水转移协议到纳米技术方法来解决癌症。
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-23 DOI: 10.1021/acs.nanolett.5c06139
Teresa Pellegrino*, 
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引用次数: 0
Electrochemical Nucleation and Growth in Battery Electrodes under Reactant-Limited Conditions 反应物限制条件下电池电极的电化学成核和生长。
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-23 DOI: 10.1021/acs.nanolett.5c06068
Jing Yu, , , Irina Martynova, , , Zeyan Li, , , Canhuang Li, , , Chaoqi Zhang, , , Qing Sun, , , Jordi Arbiol, , and , Andreu Cabot*, 

Nucleation and growth of solid phases from species dissolved in an electrolyte govern battery performance, defining capacity, efficiency, rate capability, stability, and safety. However, classical nucleation–growth models often do not realistically describe working cells, failing to capture highly asymmetric out-of-plane growth and finite reactant supply. Here, we introduce a nucleation–growth model to fit potentiostatic nucleation transients that explicitly accounts for a finite amount of reactant and its depletion, reproducing the characteristic current rise upon nucleation, peak, and subsequent decay without ad hoc corrections. Both instantaneous nucleation and progressive nucleation are considered. The model is applied to the nucleation and growth of Li2S at a catalyzed electrode from a lithium polysulfide solution, yielding nucleus densities of up to 6.7 × 109 cm–2 and an effective reaction rate constant of 1.8 × 10–3 s–1. Beyond Li–S batteries, the framework can be extended to other conversion and metal-deposition chemistries in which finite-supply effects dominate.

溶解在电解质中的物质的固相的成核和生长决定着电池的性能,决定着容量、效率、速率、能力、稳定性和安全性。然而,经典的成核生长模型往往不能真实地描述工作细胞,无法捕捉高度不对称的面外生长和有限的反应物供应。在这里,我们引入了一个成核生长模型来拟合恒电位成核瞬态,该模型明确地考虑了有限数量的反应物及其耗竭,再现了成核时的特征电流上升、峰值和随后的衰减,而无需特别修正。同时考虑瞬时成核和渐进成核。该模型应用于Li2S在多硫化锂溶液催化电极上的成核和生长,得到的核密度高达6.7 × 109 cm-2,有效反应速率常数为1.8 × 10-3 s-1。除了锂硫电池之外,该框架还可以扩展到其他有限供应效应占主导地位的转换和金属沉积化学领域。
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引用次数: 0
Self-Heating of Top-Down Manufactured ITO Sensors for Accurately Monitoring ppb-Level O3 用于精确监测ppb-Level O3的自上而下制造ITO传感器的自加热
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-23 DOI: 10.1021/acs.nanolett.5c05216
Xiaohua Ji, , , Meng Li, , , Ruoqing Zhang, , , Ruofan Zhang, , , Lunzhen Hu, , , Zanhong Deng, , , Shimao Wang, , , Qingchuan Guo, , , Huadong Lu, , and , Gang Meng*, 

Wafer-scale fabrication of high-performance metal oxide semiconductor (MOS) gas sensors, with good reproductivity/uniformity, is essential for their batch deployments as either selective sensors or smart electronic noses, but it remains a big challenge. In this work, we propose a top-down approach for manufacturing O3 sensors from commercial indium tin oxide (ITO) glasses, which mainly involves laser patterning (etching) and Ar/H2 plasma treatment. Increased surface roughness induced by Ar/H2 plasma treatment (60 min) and localized heating (180 °C) via self-heating enable an exceptional O3 sensing performance, including a drastically improved O3 response, good selectivity, weak humidity interference and long-term stability. The present ITO sensor enables real-time precise monitoring of ambient O3 from background-level ∼25 to 200 ppb, verified by the UV photometric ozone analyzer. Moreover, wafer-scale fabrication of sensor arrays with uniform O3 sensing performance has been demonstrated, raising the hope of smart O3 sensors for ambient ppb-level O3 monitoring.

高性能金属氧化物半导体(MOS)气体传感器的晶圆级制造具有良好的再现性/均匀性,对于批量部署选择性传感器或智能电子鼻至关重要,但这仍然是一个很大的挑战。在这项工作中,我们提出了一种自上而下的方法,从商业氧化铟锡(ITO)玻璃制造O3传感器,主要涉及激光图像化(蚀刻)和Ar/H2等离子体处理。Ar/H2等离子体处理(60分钟)和自加热局部加热(180°C)提高了表面粗糙度,使O3传感性能得到了显著提高,包括O3响应、良好的选择性、弱湿度干扰和长期稳定性。目前的ITO传感器能够实时精确地监测从背景水平~ 25到200 ppb的环境O3,并通过紫外线光度臭氧分析仪进行验证。此外,具有均匀O3传感性能的传感器阵列的晶圆级制造已经被证明,提高了智能O3传感器用于环境ppb级O3监测的希望。
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引用次数: 0
Strong and Tough Hydrogel with High Ionic Conductivity via Coarse-Grained Network 通过粗粒网络制备的高离子电导率的强韧水凝胶
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-23 DOI: 10.1021/acs.nanolett.5c04964
Jingxuan Pan, , , Zijun Dai, , and , Shuze Zhu*, 

High mechanical strength and high ionic conductivity are mutually exclusive in conventional hydrogels. Herein, we report a hydrogel that overcomes this trade-off by incorporating trace MXene into a PVA/ANF matrix via a salting-out strategy. MXene induces a coarse-grained porous structure, where thick pore walls enhance mechanics while enlarged pores facilitate ion transport. The resulting hydrogel achieves a tensile strength of 6.08 MPa, toughness of 9.59 MJ/m3, fracture strain of 250%, and ionic conductivity of 3.4 S/m. It also exhibits high strain sensitivity (GF = 3.26) within 0–120% strain. Attached to the human body, the hydrogel enables precise motion monitoring, demonstrating promise for wearable sensing. Our findings suggest a general structural engineering strategy to overcome the trade-off between ionic conductivity and mechanical properties in soft materials.

在传统的水凝胶中,高机械强度和高离子电导率是相互排斥的。在这里,我们报告了一种水凝胶,通过盐析策略将痕量MXene纳入PVA/ANF基质中,克服了这种权衡。MXene诱导粗粒多孔结构,其中厚的孔壁增强了力学性能,而扩大的孔有利于离子的传输。制备的水凝胶抗拉强度为6.08 MPa,韧性为9.59 MJ/m3,断裂应变为250%,离子电导率为3.4 S/m。在0 ~ 120%的应变范围内,具有较高的应变敏感性(GF = 3.26)。水凝胶附着在人体上,可以实现精确的运动监测,展示了可穿戴传感的前景。我们的研究结果提出了一种通用的结构工程策略,以克服软材料中离子电导率和机械性能之间的权衡。
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引用次数: 0
Heterogeneous Corrosion Pathways in Pt–Ni Nanododecahedra Revealed by In Situ Liquid Cell TEM 原位液体电池透射电镜研究Pt-Ni纳米十二面体的非均相腐蚀途径
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-23 DOI: 10.1021/acs.nanolett.5c05291
Jiana Zheng, , , Qiubo Zhang, , , Daewon Lee, , , Yi Chen, , , Karen C. Bustillo, , and , Haimei Zheng*, 

Unraveling nanoscale corrosion pathways is essential for understanding materials degradation mechanisms and designing corrosion-resistant metal alloys. Here, we directly visualize the corrosion of Pt–Ni nanododecahedra in 0.1 M HCl using liquid cell TEM. Each nanoparticle features a Ni-rich core and a Pt-rich frame. Our observation reveals that corrosion proceeds in two distinct stages: first the Ni-rich core dissolves without forming porosity, yielding small Pt nanocrystals and transient NiCl2·6H2O at the retreating interfaces; then the Pt-rich frame fragments into ∼5 nm Pt3Ni nanocrystals that subsequently dissolve uniformly, accompanied by fleeting Pt chlorides. A percolation-based theory explains the observed behaviors: The core’s ∼8% Pt lies below the Pt connectivity threshold, preventing Pt scaffold formation, whereas the frame’s 48% Ni exceeds the Ni percolation threshold and collapses. Ordered Pt3Ni suppresses Ni percolation, thereby enforcing uniform dissolution. These findings reveal how composition and structural ordering govern heterogeneous corrosion in Pt–Ni architectured nanoparticles.

揭示纳米级腐蚀途径对于理解材料降解机制和设计耐腐蚀金属合金至关重要。在这里,我们直接观察了Pt-Ni纳米十二面体在0.1 M HCl中的腐蚀。每个纳米粒子具有一个富镍核和一个富铂框架。我们的观察表明,腐蚀过程分为两个不同的阶段:首先,富镍岩心溶解而不形成孔隙,在退缩界面产生小的Pt纳米晶体和瞬态NiCl2·6H2O;然后,富含Pt的框架碎片变成约5 nm的Pt3Ni纳米晶体,随后均匀溶解,伴随着短暂的Pt氯化物。基于渗透的理论解释了观察到的行为:核心的~ 8%的Pt低于Pt连接阈值,阻止了Pt支架的形成,而框架的48%的Ni超过了Ni渗透阈值而坍塌。有序的Pt3Ni抑制Ni的渗透,从而促进均匀溶解。这些发现揭示了组成和结构顺序如何控制Pt-Ni结构纳米颗粒的非均相腐蚀。
{"title":"Heterogeneous Corrosion Pathways in Pt–Ni Nanododecahedra Revealed by In Situ Liquid Cell TEM","authors":"Jiana Zheng,&nbsp;, ,&nbsp;Qiubo Zhang,&nbsp;, ,&nbsp;Daewon Lee,&nbsp;, ,&nbsp;Yi Chen,&nbsp;, ,&nbsp;Karen C. Bustillo,&nbsp;, and ,&nbsp;Haimei Zheng*,&nbsp;","doi":"10.1021/acs.nanolett.5c05291","DOIUrl":"10.1021/acs.nanolett.5c05291","url":null,"abstract":"<p >Unraveling nanoscale corrosion pathways is essential for understanding materials degradation mechanisms and designing corrosion-resistant metal alloys. Here, we directly visualize the corrosion of Pt–Ni nanododecahedra in 0.1 M HCl using liquid cell TEM. Each nanoparticle features a Ni-rich core and a Pt-rich frame. Our observation reveals that corrosion proceeds in two distinct stages: first the Ni-rich core dissolves without forming porosity, yielding small Pt nanocrystals and transient NiCl<sub>2</sub>·6H<sub>2</sub>O at the retreating interfaces; then the Pt-rich frame fragments into ∼5 nm Pt<sub>3</sub>Ni nanocrystals that subsequently dissolve uniformly, accompanied by fleeting Pt chlorides. A percolation-based theory explains the observed behaviors: The core’s ∼8% Pt lies below the Pt connectivity threshold, preventing Pt scaffold formation, whereas the frame’s 48% Ni exceeds the Ni percolation threshold and collapses. Ordered Pt<sub>3</sub>Ni suppresses Ni percolation, thereby enforcing uniform dissolution. These findings reveal how composition and structural ordering govern heterogeneous corrosion in Pt–Ni architectured nanoparticles.</p>","PeriodicalId":53,"journal":{"name":"Nano Letters","volume":"26 4","pages":"1313–1320"},"PeriodicalIF":9.1,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146034090","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
Atomic-Scale Optical Microscopy with Continuous-Wave Mid-Infrared Radiation. 连续波中红外辐射的原子尺度光学显微镜。
IF 10.8 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-22 DOI: 10.1021/acs.nanolett.5c05319
Felix Schiegl,Valentin Bergbauer,Svenja Nerreter,Valentin Giessibl,Fabian Sandner,Franz J Giessibl,Yaroslav A Gerasimenko,Thomas Siday,Markus A Huber,Rupert Huber
Understanding matter at the most fundamental level requires optical microscopy with ever-higher spatial resolution. Scanning near-field optical microscopy (SNOM) has enabled important advances, circumventing the diffraction limit of light by confining it to the apex of a sharp metallic tip. However, the mesoscopic tip geometry restricts the spatial resolution to the nanometer scale. Here, using a conventional tabletop continuous-wave mid-infrared laser and intensity-based detection we observe optical signals modulated on Ångstrom length scales, consistent with light emission from atomically confined tunneling currents. The emergence of near-field optical tunneling emission (NOTE) ─ considered a strong-field excitation process ─ under continuous-wave driving is remarkable, as it typically requires ultrashort high-intensity laser pulses. Further, we find that anharmonic tip oscillation can influence the signal and propose strategies to mitigate this effect. Our findings enable the use of this tunneling-mediated contrast mechanism with standard optical setups, establishing a pathway to optical imaging with unprecedented resolution.
在最基本的层面上理解物质需要具有更高空间分辨率的光学显微镜。扫描近场光学显微镜(SNOM)实现了重要的进步,通过将光限制在尖锐的金属尖端的顶端,从而绕过了光的衍射极限。然而,针尖的介观几何结构限制了其空间分辨率仅为纳米尺度。在这里,使用传统的台式连续波中红外激光器和基于强度的检测,我们观察到在Ångstrom长度尺度上调制的光信号,与原子约束隧道电流的光发射一致。在连续波驱动下,近场光隧穿发射(NOTE)的出现(被认为是一种强场激发过程)是值得注意的,因为它通常需要超短的高强度激光脉冲。此外,我们发现非谐波尖端振荡会影响信号,并提出了减轻这种影响的策略。我们的研究结果使这种隧道介导的对比度机制与标准光学装置的使用成为可能,从而建立了一种具有前所未有分辨率的光学成像途径。
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引用次数: 0
Two-Dimensional Metal–Insulator Transition in Ultrathin VO2 Nanosheets via Remote van der Waals Epitaxy 远距离范德华外延技术在超薄氧化钒纳米片中的二维金属-绝缘体过渡。
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-22 DOI: 10.1021/acs.nanolett.5c05107
Su-Ar Oh, , , Yuseong Heo, , , Young-Min Kim*, , and , Seong Chu Lim*, 

Vanadium dioxide (VO2) undergoes a rutile-to-monoclinic metal–insulator transition (MIT) at 340 K. Marked by abrupt resistivity changes of 104–105 Ω·cm, this property has long attracted interest for electronic applications. However, when VO2 is a few nanometers thick, substrate-induced strain destabilizes the MIT, which limits device performance. To overcome this, two-dimensional (2D) VO2 nanostructures grown with a remote distance from substrates can reveal intrinsic strain-free electrical behavior and enable high-performance MIT-based devices. We report the growth of few-nanometer-thick 2D VO2 via remote van der Waals epitaxy. Transmission electron microscopy confirmed the monoclinic (M1) crystal structure. Conductive atomic force microscopy (c-AFM) measurements demonstrated a complete onset of 2D MIT at 1.5 V, achieving an on/off ratio of nearly 104.

二氧化钒(VO2)在340 K时经历金红石到单斜金属绝缘体的转变(MIT)。以104-105 Ω·cm的电阻率突变为标志,这一特性长期以来一直引起电子应用的兴趣。然而,当VO2只有几纳米厚时,衬底引起的应变会使MIT不稳定,从而限制了器件的性能。为了克服这个问题,在远离衬底的距离上生长的二维(2D) VO2纳米结构可以揭示固有的无应变电学行为,并使基于麻省理工学院的高性能器件成为可能。我们报道了通过远端范德华外延生长出几纳米厚的2D VO2。透射电镜证实了单斜(M1)晶体结构。导电原子力显微镜(c-AFM)测量显示,在1.5 V下,二维MIT完全启动,实现了接近104的开/关比。
{"title":"Two-Dimensional Metal–Insulator Transition in Ultrathin VO2 Nanosheets via Remote van der Waals Epitaxy","authors":"Su-Ar Oh,&nbsp;, ,&nbsp;Yuseong Heo,&nbsp;, ,&nbsp;Young-Min Kim*,&nbsp;, and ,&nbsp;Seong Chu Lim*,&nbsp;","doi":"10.1021/acs.nanolett.5c05107","DOIUrl":"10.1021/acs.nanolett.5c05107","url":null,"abstract":"<p >Vanadium dioxide (VO<sub>2</sub>) undergoes a rutile-to-monoclinic metal–insulator transition (MIT) at 340 K. Marked by abrupt resistivity changes of 10<sup>4</sup>–10<sup>5</sup> Ω·cm, this property has long attracted interest for electronic applications. However, when VO<sub>2</sub> is a few nanometers thick, substrate-induced strain destabilizes the MIT, which limits device performance. To overcome this, two-dimensional (2D) VO<sub>2</sub> nanostructures grown with a remote distance from substrates can reveal intrinsic strain-free electrical behavior and enable high-performance MIT-based devices. We report the growth of few-nanometer-thick 2D VO<sub>2</sub> via remote van der Waals epitaxy. Transmission electron microscopy confirmed the monoclinic (M1) crystal structure. Conductive atomic force microscopy (c-AFM) measurements demonstrated a complete onset of 2D MIT at 1.5 V, achieving an on/off ratio of nearly 10<sup>4</sup>.</p>","PeriodicalId":53,"journal":{"name":"Nano Letters","volume":"26 4","pages":"1261–1266"},"PeriodicalIF":9.1,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146027763","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
Automated High-Throughput Raman Spectral Framework for Cellular Differentiation Monitoring 用于细胞分化监测的自动化高通量拉曼光谱框架。
IF 9.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-22 DOI: 10.1021/acs.nanolett.5c05396
Piyush Raj, , , Menglu Li, , , Yukiko Ueyama-Toba, , , Hiroyuki Mizuguchi, , , Katsumasa Fujita*, , and , Ishan Barman*, 

High-throughput, label-free monitoring of cellular differentiation remains a major challenge in stem cell biology and regenerative medicine. Raman spectroscopy offers rich molecular specificity without perturbing the cell state, but the analytical complexity of large, unlabeled spectral data sets has limited its adoption. Here, we introduce a scalable computational framework that adapts algorithms from single-cell genomics for the analysis of line-illumination Raman spectroscopy data. Applying this approach, we track the stepwise differentiation of human induced pluripotent stem cells into hepatocyte-like cells at single-cell resolution across more than 1.8 million spectra. By integration of unsupervised clustering with supervised learning, our pipeline enables rapid analysis (<2 min per imaging field), monitoring key biochemical markers, such as cytochromes, glycogen, and lipids, and real-time discrimination of successful and aberrant differentiation without labeling. This work establishes a generalizable strategy for Raman-based cell state profiling and supports non-invasive, in-line monitoring in stem cell manufacturing pipelines.

高通量、无标记的细胞分化监测仍然是干细胞生物学和再生医学的主要挑战。拉曼光谱在不干扰细胞状态的情况下提供丰富的分子特异性,但大型未标记光谱数据集的分析复杂性限制了其采用。在这里,我们引入了一个可扩展的计算框架,该框架采用单细胞基因组学算法来分析线照明拉曼光谱数据。应用这种方法,我们在超过180万个光谱的单细胞分辨率下跟踪人类诱导多能干细胞逐步分化为肝细胞样细胞。通过整合无监督聚类和监督学习,我们的流水线能够快速分析(每个成像场<2分钟),监测关键生化标志物,如细胞色素、糖原和脂质,并在没有标记的情况下实时区分成功和异常分化。这项工作建立了一种基于拉曼的细胞状态分析的通用策略,并支持干细胞制造管道中的非侵入式在线监测。
{"title":"Automated High-Throughput Raman Spectral Framework for Cellular Differentiation Monitoring","authors":"Piyush Raj,&nbsp;, ,&nbsp;Menglu Li,&nbsp;, ,&nbsp;Yukiko Ueyama-Toba,&nbsp;, ,&nbsp;Hiroyuki Mizuguchi,&nbsp;, ,&nbsp;Katsumasa Fujita*,&nbsp;, and ,&nbsp;Ishan Barman*,&nbsp;","doi":"10.1021/acs.nanolett.5c05396","DOIUrl":"10.1021/acs.nanolett.5c05396","url":null,"abstract":"<p >High-throughput, label-free monitoring of cellular differentiation remains a major challenge in stem cell biology and regenerative medicine. Raman spectroscopy offers rich molecular specificity without perturbing the cell state, but the analytical complexity of large, unlabeled spectral data sets has limited its adoption. Here, we introduce a scalable computational framework that adapts algorithms from single-cell genomics for the analysis of line-illumination Raman spectroscopy data. Applying this approach, we track the stepwise differentiation of human induced pluripotent stem cells into hepatocyte-like cells at single-cell resolution across more than 1.8 million spectra. By integration of unsupervised clustering with supervised learning, our pipeline enables rapid analysis (&lt;2 min per imaging field), monitoring key biochemical markers, such as cytochromes, glycogen, and lipids, and real-time discrimination of successful and aberrant differentiation without labeling. This work establishes a generalizable strategy for Raman-based cell state profiling and supports non-invasive, in-line monitoring in stem cell manufacturing pipelines.</p>","PeriodicalId":53,"journal":{"name":"Nano Letters","volume":"26 4","pages":"1357–1365"},"PeriodicalIF":9.1,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146021611","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
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