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Synthesis and Properties of Poly(ethylene succinate)-b-poly(butylene carbonate) Multiblock Copolymers 聚丁二酸乙烯-b-聚碳酸丁烯多嵌段共聚物的合成及性能研究
2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-02-06 DOI: 10.1007/s10118-025-3532-2
Xu-Cheng Du, Zhen-Chao Li, Ai-min Mao, Pei-Xian Wang, Jun Ma, Ziqing Wang
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引用次数: 0
Electrosynthesis and Memristive Properties of Metallopolymers with Distinct D-π Hybridizations 具有不同D-π杂化的金属聚合物的电合成和忆阻性质
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-23 DOI: 10.1007/s10118-025-3492-6
Jing Li, Yong-Fang Li, Ling-Yun Shen, Xuan Pang

D-π hybridization is a key structural feature that may significantly affect the intrinsic electronic properties of metallopolymers. Herein, we present the electrosynthesis and memristive properties of metallopolymers using the distinct d-π hybridization monomers R1 and R2. R1 (RuII-(tpz)Cl2) features tetradentate ligands (tpz, 6,6′-di(1H-pyrazol-1-yl)-2,2′-bipyridine) enforcing quasi-octahedral geometry; R2 (RuII-(bpp)2) incorporates tridentate ligands (bpp, 2,6-di(1H-pyrazol-1-yl)pyridine) inducing pronounced geometric distortion. The planar ligand (tpz) in R1 facilitates ordered molecular assembly through high conformational rigidity and extensive π-π stacking, resulting in increased molecular densities and enhanced morphological uniformity compared to R2 metallopolymers. Due to pyrazole’s weaker π-acceptance and stronger σ-donation compared to pyridine, R1 exhibits a 119 nm red-shift in metal-to-ligand charge transfer (MLCT) band and a 30 mV anodic shift in Ru+2/+3 redox potential relative to R2. Coupled with a reduced HOMO–LUMO gap, the uniform and ordered structure leads to a lower conductance decay constant in R1. Additionally, R2 metallopolymers exhibit superior memristive performance (characterized by lower switching voltage and higher switching ratio) via redox-induced aromatic transitions in axial ligands enhancing electronic delocalization. This work compares two metallopolymers with different ligand geometries, revealing how this difference leads to distinct charge transport and memristive behaviors.

D-π杂化是影响金属聚合物本征电子性质的关键结构特征。本文采用不同的d-π杂化单体R1和R2,研究了金属聚合物的电合成和忆阻性质。R1 (RuII-(tpz)Cl2)具有四齿配体(tpz, 6,6 ' -二(1h -吡唑-1-基)-2,2 ' -联吡啶),具有准八面体的几何结构;R2 (RuII-(bpp)2)含有三齿配体(bpp, 2,6-二(1h -吡唑-1-基)吡啶),引起明显的几何畸变。与R2金属聚合物相比,R1中的平面配体(tpz)通过高构象刚性和广泛的π-π堆积促进了有序的分子组装,从而增加了分子密度和增强了形态均匀性。与吡啶相比,吡唑具有较弱的π接受性和较强的σ给予性,R1在金属到配体电荷转移(MLCT)带中表现出119 nm的红移,Ru+2/+3氧化还原电位相对R2表现出30 mV的阳极位移。再加上减小的HOMO-LUMO间隙,均匀有序的结构导致R1的电导衰减常数降低。此外,R2金属聚合物通过氧化还原诱导的轴向配体芳香族跃迁增强了电子离域,表现出优异的忆阻性能(具有更低的开关电压和更高的开关比)。这项工作比较了两种具有不同配体几何形状的金属聚合物,揭示了这种差异如何导致不同的电荷传输和记忆行为。
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引用次数: 0
Water-soluble Polymer Ligand Mediated Synthesis of Superparamagnetic Iron Oxide Nanoparticles for Magnetic Resonance Imaging 水溶性聚合物配体介导的超顺磁性氧化铁纳米颗粒的合成及其磁共振成像研究
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-23 DOI: 10.1007/s10118-025-3522-4
Ping-Ting Gong, Jiao-Jiao Guo, Chang Gao, Wei-Tao Yang, Chun-Sheng Xiao, Yi Xu, Yue Yao, Irshad Hussain, Wen Fan, Wei Yan

Magnetic resonance imaging (MRI) is one of the most widely used diagnostic techniques. Iron oxide nanoparticles, as a promising kind of contrast agents, have attracted intense research interest due to their low toxicity and superparamagnetism. However, it is still a great challenge to prepare ideal iron oxide based contrast agents with high uniformity, excellent water solubility and biocompatibility. In this paper, a novel water-soluble polymer ligand pentaerythritol tetrakis 3-mercaptopropionate-poly(N-vinyl-2-pyrrolidone) (PTMP-PVP) was used as a capping reagent to prepare iron oxide nanoparticles MIONs@PTMP-PVP through one-step co-precipitation of iron precursors in aqueous solution at 100 °C. The obtained nanoparticles MIONs@PTMP-PVP had a small size and narrow size distribution, and they were found to be biocompatible as determined through CCK-8 assay and histology analysis. In vivo MRI study demonstrated that the obtained MIONs@PTMP-PVP can be potentially used as an effective T2-weighted MRI contrast agent.

磁共振成像(MRI)是应用最广泛的诊断技术之一。氧化铁纳米颗粒作为一种极具发展前景的造影剂,因其低毒性和超顺磁性而引起了广泛的研究兴趣。然而,制备具有高均匀性、水溶性和生物相容性的理想氧化铁基造影剂仍然是一个很大的挑战。本文以新型水溶性聚合物配体季戊四醇四akis 3-巯基丙酸-聚(n -乙烯基-2-吡咯烷酮)(PTMP-PVP)为封盖剂,在100℃的水溶液中一步共沉淀法制备了氧化铁纳米颗粒MIONs@PTMP-PVP。所得纳米颗粒MIONs@PTMP-PVP粒径小,粒径分布窄,通过CCK-8测定和组织学分析发现其具有良好的生物相容性。体内MRI研究表明,获得的MIONs@PTMP-PVP可以潜在地用作有效的t2加权MRI造影剂。
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引用次数: 0
Robust and Readily Functionalized Microcapsules from Interfacial Click Polymerization of Amphiphilic Alternating Copolymers 两亲交替共聚物界面点击聚合制备坚固且易于功能化的微胶囊
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-23 DOI: 10.1007/s10118-025-3504-6
Qing-Song Xu, Min-Jiang Zhu, Xiu-Ting Li, Jie Dong, Xin Zhao, Qing-Hua Zhang, Yong-Feng Zhou

The preparation and functionalization of polymeric capsules attract intense attention due to their application in various areas. Herein we presented an amphiphilic alternating copolymer (ACP)-based microcapsule which is both robust and readily-functionalized through interfacial click polymerization. A water-in-oil emulsion was constructed to act as the reaction medium, the hydrophilic 1,3-butadiene diepoxide (BDE) in water phase reacted with the oleophilic 1,4-dibutanedithiol (BDT) in oil phase at the water-oil interface to form the amphiphilic ACP named poly(2,3-dihydroxy butylene-alt-butylene dithioether) (abbreviated as P(DHB-a-BDT) below), which would deposite in situ to form the micro-sized capsules. Significantly, the dried capsules are robust enough to be rehydrated once the water was added and almost restored their original morphologies. Further elucidation showed that the Young’s modulus of these capsules exceeded 1 GPa. As long as we know, it is the first time for the mechanical properties of the ACP-based microstructures being investigated. Besides, functionalization could be achieved simultaneously with the formation process. As a proof of concept, positive-charged capsules were successfully obtained through click copolymerization. Stemming from the unique characteristics of amphiphilic ACPs which combined both merits of click chemistry and interfacial reactions, all these features of the current method as well as the resultant capsules may promote the application of the polymeric capsules.

高分子胶囊的制备及其功能化在各个领域的应用备受关注。本文提出了一种基于两亲交替共聚物(ACP)的微胶囊,该微胶囊既坚固又易于通过界面点击聚合实现功能化。以油包水乳液为反应介质,水相亲水的1,3-丁二烯二氧化物(BDE)与油相亲油的1,4-二丁二硫醇(BDT)在水-油界面处反应生成两亲ACP,命名为聚2,3-二羟基丁烯-邻丁烯二硫醚(以下简称P(DHB-a-BDT)),在原位沉积形成微尺寸胶囊。值得注意的是,干燥的胶囊足够坚固,一旦加水就可以再水化,几乎恢复了原来的形态。进一步分析表明,这些胶囊的杨氏模量超过1 GPa。据我们所知,这是第一次对acp基微观组织的力学性能进行研究。此外,功能化可以在形成过程中同时实现。作为概念验证,通过点击共聚成功获得了带正电荷的胶囊。由于两亲ACPs结合了点击化学和界面反应的优点,现有方法的所有这些特点以及所制得的胶囊都可能促进聚合物胶囊的应用。
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引用次数: 0
Dual-mode All-PEDOT:PSS Organic Electrochemical Transistors: Enzyme/Metal-free Platform for Ultrasensitive Multiplexed Biosensing of Biomarkers 双模All-PEDOT:PSS有机电化学晶体管:用于生物标志物超灵敏多路生物传感的无酶/金属平台
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-23 DOI: 10.1007/s10118-025-3513-5
Xiao-Fang Liu, Jia-Hui Lai, Cheng Liu, Pei-Pei Liu, Yin-Xiu Zuo, Huan-Huan Qiu, Rong-Ri Tan, Jing Li, Yu-Kou Du, Jing-Kun Xu, Feng-Xing Jiang

Glucose, ascorbic acid (AA), uric acid (UA), and dopamine (DA) are vital biomarkers whose dynamic concentrations correlate with critical diseases; however, multiplexed detection remains challenging for conventional electrochemical sensors because of their limited sensitivity and selectivity. Here, we present a millimeter-scale all-poly(3,4-ethylenedioxythiophene):poly(styrenesulfonate) (PEDOT:PSS) organic electrochemical transistor (OECT) platform that integrates dual-mode sensing with enzyme/metal-free operation for ultrasensitive biomarker monitoring. By engineering polycrystalline PEDOT:PSS channels via H2SO4 post-treatment, the device achieves record-high conductivity (about (2312.0±29.9) S·cm−1), maximum transconductance (about (2.82±0.12) mS), and on/off ratio (about 210.0±7.8), enabling signal amplification at low gate voltages. The dual-mode strategy combines the selectivity of electrochemistry with the sensitivity of OECTs, realizing simultaneous detection of glucose, AA, UA, and DA with clinical-level sensitivity: detection limits down to 8 nmol·L−1 (glucose), 0.5 nmol·L−1 (AA), 5 nmol·L−1 (DA), and 0.5 nmol·L−1 (UA). Validation using human urine samples yielded recovery rates of 94%–114%. This flexible sensing platform provides a new pathway for the development of wearable biosensors for precision diagnostics.

葡萄糖、抗坏血酸(AA)、尿酸(UA)和多巴胺(DA)是重要的生物标志物,其动态浓度与危重疾病相关;然而,由于传统电化学传感器的灵敏度和选择性有限,多路检测仍然是一个挑战。在这里,我们提出了一个毫米级的全聚(3,4-乙烯二氧噻吩):聚苯乙烯磺酸(PEDOT:PSS)有机电化学晶体管(OECT)平台,该平台集成了双模式传感和无酶/金属操作,用于超灵敏的生物标志物监测。通过H2SO4后处理的工程多晶PEDOT:PSS通道,器件实现了创纪录的高电导率(约(2312.0±29.9)S·cm−1),最大跨导(约(2.82±0.12)mS)和通/关比(约210.0±7.8),实现了低栅极电压下的信号放大。该双模式策略结合了电化学的选择性和OECTs的灵敏度,实现了葡萄糖、AA、UA和DA的同时检测,具有临床水平的灵敏度:检测限低至8 nmol·L−1(葡萄糖)、0.5 nmol·L−1 (AA)、5 nmol·L−1 (DA)和0.5 nmol·L−1 (UA)。使用人尿样本进行验证,回收率为94%-114%。这种灵活的传感平台为可穿戴式精密诊断生物传感器的发展提供了新的途径。
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引用次数: 0
Femtosecond Laser Direct Writing of Biopolymeric Nanocomposite for Biocompatible 3D Features 飞秒激光直写生物聚合物纳米复合材料的生物相容性3D特征
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-23 DOI: 10.1007/s10118-025-3519-z
Feng Jin, Xian-Zi Dong, Jie Liu, Mei-Ling Zheng

Biopolymeric nanocomposites have attracted considerable attention because of their biocompatibility, biodegradability, and unique physicochemical properties. It is essential to manufacture three-dimensional (3D) biocompatible micro/nanostructures using biopolymeric nanocomposites. Herein, we demonstrate the high-fidelity fabrication of biocompatible 3D features with sub-50 nm resolution using femtosecond laser direct writing (FsLDW) of a biopolymeric nanocomposite composed of egg white and sulfonated graphene (S-graphene). The biopolymer nanocomposite acts as a negative photoresist suitable for water-based lithography. The introduction of S-graphene not only dramatically lowered the laser power threshold but also significantly modulated the morphology of the 3D features constructed by FsLDW. Microstructures with porous, rough, or smooth morphologies were obtained by optimizing the S-graphene concentration and laser scanning speed. The fabricated egg-white/S-graphene microstructures exhibited biocompatibility and environmental degradability. Egg white/S-graphene was also employed to fabricate diffractive gratings with superior optical quality. This study provides a promising method to manufacture biocompatible 3D features with controllable morphology, which has potential applications in biological and photonic fields.

生物聚合物纳米复合材料因其生物相容性、生物可降解性和独特的物理化学性质而受到广泛关注。利用生物聚合物纳米复合材料制造三维(3D)生物相容性微/纳米结构至关重要。在此,我们展示了使用飞秒激光直接写入(FsLDW)由蛋清和磺化石墨烯(s -石墨烯)组成的生物聚合物纳米复合材料的高保真度制备低于50 nm分辨率的生物相容性3D特征。该生物聚合物纳米复合材料作为一种适用于水基光刻的负光刻胶。s -石墨烯的引入不仅显著降低了激光功率阈值,而且显著调节了FsLDW构建的三维特征的形态。通过优化s -石墨烯浓度和激光扫描速度,获得了多孔、粗糙和光滑形貌的微观结构。制备的蛋白/ s -石墨烯微结构具有生物相容性和环境降解性。蛋清/ s -石墨烯也被用于制作具有优异光学质量的衍射光栅。该研究提供了一种具有生物相容性和可控制形态的三维特征的制备方法,在生物和光子领域具有潜在的应用前景。
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引用次数: 0
Engineering Light-responsive Azo-polyurethane Actuators: Integrated Self-healing and Reshaping via Synergistic Disulfide-hydrogen Bonding 工程光响应偶氮聚氨酯致动器:通过协同二硫化物-氢键集成自修复和重塑
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-23 DOI: 10.1007/s10118-025-3518-0
Lin Zhang, Ya-Nan Wang, Xiao-Meng Xiang, Wen-Qian Liu, Hao-Kai Yuan, Yi-Ran Wang, Bin Chen, Hong-Fei Jiang, Jue-Xin Zhao, Lu Wang, Chuan-Yong Zong

Azobenzene-based polymer actuators show great promise for photoactuation owing to their unique photoisomerization behavior and tailorable molecular programmability. However, conventional systems are limited by inadequate mechanical robustness, self-healing, and recyclability, hindering their practical implementation. Herein, we present a high-performance azobenzene-functionalized polyurethane (AzoPU) elastomer actuator designed via molecular engineering of photoactive azobenzene moieties and dynamic disulfide bonds. AzoPU exhibits exceptional mechanical properties with retained performance after multiple reshaping cycles, enabled by well-engineered hard-soft segments and synergistic stress dissipation from weak covalent bonds/hierarchical hydrogen bonds. It achieves over 93% self-healing efficiency at room temperature owing to the synergistic interplay of disulfide bonds in the polymer backbone and intermolecular hydrogen bonds. Furthermore, it demonstrates remarkable light-triggered actuation behavior, achieving a phototropic bending angle exceeding 180° toward the light source within 45 s. To showcase its practical potential, proof-of-concept photoactuated devices with flower-, hook-, and gripper-like and local-orientation processed strip-shaped structures were fabricated, which exhibited rapid and reversible light-triggered deformation. This study proposes a novel strategy for the development of intelligent polymeric materials that integrate light responsiveness, self-healing, and recyclability, thus holding great promise for applications in flexible electronics, smart actuators, and sustainable functional materials.

偶氮苯基聚合物致动剂由于其独特的光异构化行为和可定制的分子可编程性,在光致动方面显示出巨大的前景。然而,传统系统受到机械稳健性、自愈性和可回收性不足的限制,阻碍了它们的实际实施。在此,我们提出了一种高性能的偶氮苯功能化聚氨酯(AzoPU)弹性体驱动器,通过光活性偶氮苯部分和动态二硫键的分子工程设计。AzoPU表现出优异的机械性能,在多次重塑循环后仍能保持性能,这得益于精心设计的软硬段和弱共价键/分层氢键的协同应力消散。由于聚合物主链中的二硫键和分子间氢键的协同作用,在室温下自愈效率达到93%以上。此外,它还表现出了出色的光触发驱动行为,在45秒内实现了对光源的致光弯曲角超过180°。为了展示其实际应用潜力,我们制作了具有花状、钩状和爪状以及局部定向加工的条形结构的概念验证光致动装置,这些装置表现出快速和可逆的光触发变形。本研究提出了一种开发智能聚合物材料的新策略,该材料集光响应性、自修复性和可回收性于一体,因此在柔性电子、智能执行器和可持续功能材料方面的应用前景广阔。
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引用次数: 0
Short-chain Length Dependence of Equilibrium Dynamics and Nonlinear Rheology in Unentangled Long-chain/Short-chain Polymer Blends 非纠缠长链/短链聚合物共混物中平衡动力学和非线性流变的短链长度依赖性
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-22 DOI: 10.1007/s10118-025-3514-4
Xiao-Yang Wang, Bo Liu, Li-Jia An, Zhen-Hua Wang, Yu-Yuan Lu

The equilibrium dynamics and nonlinear rheology of unentangled polymer blends remain inadequately understood, especially regarding the influence of short-chain matrix length NS on the structure and rheological behavior of dispersed long chains. Using molecular dynamics simulations based on the Kremer-Grest model, we systematically explore the NS-dependence of static conformations, equilibrium dynamics, and nonlinear shear responses in unentangled long-chain/short-chain polymer blends. Our results demonstrate a decoupling between the static and dynamic sensitivity to NS: while the static chain size, Rg, follows Flory theory with slight swelling at small NS due to incomplete excluded volume screening, the diffusion coefficient, D, and the relaxation time, τ0, exhibit a strong, non-monotonic NS-dependence, transitioning from monomeric friction dominance at small NS to collective segmental rearrangement at large NS. Additionally, we observe partial decoupling between the viscous and normal stress responses: while the zero-shear viscosity, η, is strongly NS-dependent, the first and second normal stress coefficients, Ψ1 and Ψ2, collapse onto universal curves when scaled by the dimensionless shear rate, (dot{gamma}tau_{0}), suggesting a common mechanism of orientation and stretching. Under shear, long chains compress in the vorticity direction λzWi−0.2, which reduces collision frequency and contributes to shear thinning, while the scaling of weaker orientation resistance mGWi0.35 reflects hydrodynamic screening by the short-chain matrix. These findings highlight the limitations of single-chain models and emphasize the necessity of considering NS-dependent matrix dynamics and flow-induced structural changes in understanding the rheology of unentangled polymer blends.

未纠缠聚合物共混物的平衡动力学和非线性流变学尚未得到充分的了解,特别是关于短链基质长度NS对分散长链结构和流变行为的影响。利用基于Kremer-Grest模型的分子动力学模拟,我们系统地探索了非纠缠长链/短链聚合物共混物中静态构象、平衡动力学和非线性剪切响应的ns依赖性。我们的研究结果表明,静态链尺寸Rg遵循Flory理论,在小NS下由于不完全排除的体积筛选而轻微膨胀,扩散系数D和弛豫时间τ0表现出强烈的非单调NS依赖性,从小NS下的单体摩擦优势过渡到大NS下的集体节段重排。此外,我们观察到粘性和正应力响应之间的部分解耦:虽然零剪切粘度η与ns密切相关,但当用无因次剪切速率(dot{gamma}tau_{0})进行缩放时,第一和第二正应力系数Ψ1和Ψ2会坍塌到通用曲线上,这表明取向和拉伸的共同机制。剪切作用下,长链向涡度方向λz ~ Wi−0.2压缩,减少了碰撞频率,有利于剪切减薄,而较弱取向阻力mG ~ Wi0.35的标度反映了短链矩阵的水动力筛选。这些发现突出了单链模型的局限性,并强调了在理解无纠缠聚合物共混物的流变学时考虑依赖于ns的矩阵动力学和流动引起的结构变化的必要性。
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引用次数: 0
Study on Hyaluronic Acid-g-lipoic acid Microsphere-based Injectable Hydrogel for Treating Early Knee Osteoarthritis 透明质酸-g-硫辛酸微球注射水凝胶治疗早期膝关节骨关节炎的研究
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-22 DOI: 10.1007/s10118-025-3511-7
Mu-Zhi Zhang, Jia-Tian Qian, Da-Wei Niu, Yan-Cheng Chen, Shi-Ao Li, Jiu-Jiang Zeng, Kun-Xi Zhang, Yan-Li Song, Pei-Liang Fu

Early knee osteoarthritis (KOA) is characterized by progressive degeneration of the articular cartilage, synovial inflammation, and excessive accumulation of reactive oxygen species (ROS). At present, intra-articular injection of hyaluronic acid (HA) is widely used to alleviate symptoms; however, its lubrication persistence, antioxidant, and anti-inflammatory abilities are limited, and it is difficult to effectively delay the early process of cartilage degeneration. Based on this, hyaluronic acid-g-lipoic acid (HA-LA) was synthesized by esterification reaction, and HA-LA microspheres were prepared by a reversed-phase emulsion method, which was combined with a macromolecular HA-LA solution to form injectable hydrogels. The objective of this study was to evaluate the efficacy of an injectable hydrogel based on hyaluronic acid-g-lipoic acid microspheres (HA-LA MS) for the treatment of KOA and to verify its injectability, lubricity, reactive oxygen species (ROS) scavenging ability, and anti-inflammatory effects. The results show that the HA-LA MS hydrogel has excellent shear thinning characteristics and continuous injectability, and its microsphere structure significantly reduces the interfacial friction coefficient through the rolling effect. In vitro experiments have shown that the hydrogel can efficiently scavenge ROS, reduce the expression of inflammatory factors, and is non-cytotoxic. The HA-LA MS injectable hydrogel has excellent lubricity, ROS scavenging ability, and anti-inflammatory effects in vivo, which can effectively delay the degeneration of early KOA cartilage, and its efficacy is significantly better than that of traditional hyaluronic acid, making it a promising intra-articular injection preparation.

早期膝骨关节炎(KOA)的特征是关节软骨进行性变性、滑膜炎症和活性氧(ROS)的过度积累。目前,关节内注射透明质酸(HA)被广泛用于缓解症状;然而,它的润滑持久性、抗氧化和抗炎能力有限,难以有效延缓软骨退变的早期过程。在此基础上,通过酯化反应合成透明质酸-g-硫辛酸(HA-LA),并通过反相乳化法制备HA-LA微球,与大分子HA-LA溶液结合形成可注射水凝胶。本研究旨在评价透明质酸-g-硫辛酸微球(HA-LA MS)可注射水凝胶治疗KOA的疗效,并验证其可注射性、润滑性、清除活性氧(ROS)能力和抗炎作用。结果表明,HA-LA MS水凝胶具有优异的剪切减薄特性和连续注射性,其微球结构通过滚动效应显著降低了界面摩擦系数。体外实验表明,该水凝胶能有效清除ROS,降低炎症因子的表达,且无细胞毒性。HA-LA MS注射水凝胶在体内具有优异的润滑性、清除ROS能力和抗炎作用,可有效延缓早期KOA软骨退行性变,其疗效明显优于传统透明质酸,是一种很有前景的关节内注射制剂。
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引用次数: 0
Physics-informed Neural Network-based Prediction of Multi-factor Coupled Thermal-oxidative Aging Behavior in Polyamide66-Glass Fiber Composites 基于物理信息的神经网络预测聚酰胺66-玻璃纤维复合材料多因素热氧化老化行为
IF 4 2区 化学 Q2 POLYMER SCIENCE Pub Date : 2026-01-22 DOI: 10.1007/s10118-025-3509-1
Hui Zhan, Jie Liu, Sen-Hua Zhan, Bo Wu, Tong-Fei Shi

Accelerated aging tests are widely used to rapidly evaluate the durability of materials, of which thermal-oxidative aging is the most common approach. To quantitatively predict the effects of multiple coupled factors, this study takes polyamide66 reinforced with glass fiber (PA66-GF) as a model system and proposed a high-precision paradigm for coupled thermal-oxidative aging. By integrating Arrhenius-type reaction kinetics with oxygen diffusion, a predictive formula that holistically captures the nonlinear synergistic effects of multiple factors was developed, thereby overcoming the limitations of traditional single-variable models. A systematic evaluation of the stepwise improved formulas through nonlinear fitting showed that the coefficient of determination (R2) increased from 0.223 to 0.803, elucidating the fundamental reason why conventional approaches fail in quantitative prediction. These formulae were further embedded as physical constraints into a physics-informed neural network (PINN), which further enhanced the predictive performance, with the proposed formula achieving a peak R2 of 0.946. The results highlight that robust data fitting alone is insufficient; the decisive factor for the success of PINN lies in whether the embedded formula faithfully reflects the underlying physical mechanisms. When applied to polyamide 6 reinforced with glass fiber (PA6-GF), the Formula-constrained PINN maintained a high level of accuracy (R2=0.916), demonstrating its strong cross-system generalizability. In summary, this work establishes a robust hybrid physics-machine learning framework that combines high accuracy with transferability for predicting the thermal-oxidative aging behavior of composite material systems.

加速老化试验被广泛用于快速评价材料的耐久性,其中热氧化老化是最常用的方法。为了定量预测多种耦合因素的影响,本研究以玻璃纤维增强聚酰胺66 (PA66-GF)为模型体系,提出了热-氧化耦合老化的高精度范式。通过将arrhenius型反应动力学与氧扩散相结合,建立了一个整体捕捉多因素非线性协同效应的预测公式,从而克服了传统单变量模型的局限性。通过非线性拟合对逐步改进的公式进行系统评价,结果表明,决定系数(R2)从0.223提高到0.803,阐明了传统方法无法定量预测的根本原因。这些公式作为物理约束进一步嵌入到物理信息神经网络(PINN)中,进一步提高了预测性能,所提公式的峰值R2为0.946。结果表明,单靠稳健的数据拟合是不够的;PINN成功的决定性因素在于嵌入的公式是否忠实地反映了潜在的物理机制。当应用于玻璃纤维增强聚酰胺6 (PA6-GF)时,公式约束的PINN保持了较高的精度(R2=0.916),显示出较强的跨系统泛化性。总之,这项工作建立了一个强大的混合物理-机器学习框架,将高精度与可转移性结合起来,用于预测复合材料系统的热氧化老化行为。
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Chinese Journal of Polymer Science
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