nanotubes

纳米管
  • 文章类型: Journal Article
    原理:细胞外囊泡(EV)被认为在发育和疾病过程中介导细胞间的通讯。然而,细胞间EV转移的生物学见解仍然难以捉摸,也在心里,并且在技术上具有挑战性。这里,我们的目的是研究心肌细胞来源的EV在新生儿心脏中的生物学转移。方法:我们利用CD9作为电动汽车的标志物,并产生了两系心肌细胞特异性EV报告小鼠:Tnnt2-Cre;双联反向CD9/EGFP和αMHC-MerCreMer;双联反向CD9/EGFP。两个小鼠系用于确定发育中的心肌细胞是否在体外和体内将EV转移到其他心脏细胞(非肌细胞和心肌细胞),并研究心肌细胞衍生的EV的细胞间转运途径。结果:在报告小鼠品系和出生后心脏的概念证明中都证实了心肌细胞的遗传标记,EGFP+/MYH1-非肌细胞的一部分牢固地存在,表明体内心肌细胞来源的EV转移。然而,两组直接和间接EGFP+/-心肌细胞共培养结果显示,心肌细胞衍生的EGFP+EV转移需要细胞-细胞接触,且从培养基中摄取EGFP+EV是有限的.当与小鼠巨噬细胞共培养时观察到相同的情况。进一步的机械见解表明,心肌细胞EV转移通过I型隧道纳米管发生。结论:虽然当前的概念假设电动汽车通过分泌物转移到周围环境中,我们的数据显示,在发育中的心脏中,心肌细胞衍生的EV转移通过相邻细胞之间的纳米管发生.这些数据是否是基本的,是否与成人心脏和其他器官有关还有待确定,但它们暗示EV转移的正常发育过程是通过细胞-细胞接触而不是通过细胞外室。
    Rationale: Extracellular vesicles (EVs) are thought to mediate intercellular communication during development and disease. Yet, biological insight to intercellular EV transfer remains elusive, also in the heart, and is technically challenging to demonstrate. Here, we aimed to investigate biological transfer of cardiomyocyte-derived EVs in the neonatal heart. Methods: We exploited CD9 as a marker of EVs, and generated two lines of cardiomyocyte specific EV reporter mice: Tnnt2-Cre; double-floxed inverted CD9/EGFP and αMHC-MerCreMer; double-floxed inverted CD9/EGFP. The two mouse lines were utilized to determine whether developing cardiomyocytes transfer EVs to other cardiac cells (non-myocytes and cardiomyocytes) in vitro and in vivo and investigate the intercellular transport pathway of cardiomyocyte-derived EVs. Results: Genetic tagging of cardiomyocytes was confirmed in both reporter mouse lines and proof of concept in the postnatal heart showed that, a fraction of EGFP+/MYH1- non-myocytes exist firmly demonstrating in vivo cardiomyocyte-derived EV transfer. However, two sets of direct and indirect EGFP +/- cardiac cell co-cultures showed that cardiomyocyte-derived EGFP+ EV transfer requires cell-cell contact and that uptake of EGFP+ EVs from the medium is limited. The same was observed when co-cultiring with mouse macrophages. Further mechanistic insight showed that cardiomyocyte EV transfer occurs through type I tunneling nanotubes. Conclusion: While the current notion assumes that EVs are transferred through secretion to the surroundings, our data show that cardiomyocyte-derived EV transfer in the developing heart occurs through nanotubes between neighboring cells. Whether these data are fundamental and relate to adult hearts and other organs remains to be determined, but they imply that the normal developmental process of EV transfer goes through cell-cell contact rather than through the extracellular compartment.
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  • 文章类型: Journal Article
    聚苯胺负载的金属纳米颗粒(M@PANIs)已广泛用作有机反应的催化剂。传统上,可以通过在苯胺单体上引入官能团来提高材料的催化活性,但它可能会提高催化剂成本并降低材料的产量。这项工作报告了一种提高M@PANIs催化活性的新策略。发现在聚合氮化碳催化剂和铜掺杂剂存在下由可见光诱导,简单苯胺的氧化聚合缓慢而有序地发生,生成铜掺杂的聚苯胺纳米管。独特的管状结构保护了内部的催化活性Cu(I),并使催化位点与反应物的接触更加充分,从而使材料在C-N偶联反应中表现出优异的催化性能。
    Polyaniline-supported metal nanoparticles (M@PANIs) have been widely employed as catalysts for organic reactions. Traditionally, the catalytic activities of the materials can be improved by introducing functional groups onto the aniline monomers, but it may enhance the catalyst cost and reduce the production yield of the material. This work reports a new strategy for improving the catalytic activity of M@PANIs. It was found that induced by visible light in the presence of a polymeric carbon nitride catalyst and copper dopant, the oxidative polymerization of simple aniline occurred slowly and orderly to produce the copper-doped polyaniline nanotubes. The unique tubular structure protected the catalytically active Cu(I) inside and endowed even more sufficient contact of the catalytic sites with reactants so that the material exhibited excellent catalytic performances in C-N coupling reactions.
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  • 文章类型: Journal Article
    DNA折纸纳米结构(DOs)是包括药物递送在内的应用的有前途的工具,生物传感,检测生物分子,探测染色质亚结构。将这些纳米设备靶向哺乳动物细胞核可以为探测提供有效的方法,可视化,并控制活细胞内的生物分子过程。我们提出了一种将DO递送到活细胞核中的方法。我们表明,这些DO在细胞培养基或细胞提取物中24小时内不会发生可检测的结构降解。为了将DOs传递到人类U2OS细胞的细胞核中,我们将30纳米DO纳米棒与针对核因子的抗体结合起来,特别是RNA聚合酶II(PolII)的最大亚基。我们发现DO在细胞中保持结构完整24小时,包括在细胞核内部。我们证明了电穿孔的抗PolII抗体缀合的DOs被搭载到细胞核中,并在细胞核内表现出亚扩散运动。我们的结果建立了具有核因子的接口DO作为将纳米设备递送到活细胞核的有效方法。
    DNA origami nanostructures (DOs) are promising tools for applications including drug delivery, biosensing, detecting biomolecules, and probing chromatin substructures. Targeting these nanodevices to mammalian cell nuclei could provide impactful approaches for probing, visualizing, and controlling biomolecular processes within live cells. We present an approach to deliver DOs into live-cell nuclei. We show that these DOs do not undergo detectable structural degradation in cell culture media or cell extracts for 24 hours. To deliver DOs into the nuclei of human U2OS cells, we conjugated 30-nanometer DO nanorods with an antibody raised against a nuclear factor, specifically the largest subunit of RNA polymerase II (Pol II). We find that DOs remain structurally intact in cells for 24 hours, including inside the nucleus. We demonstrate that electroporated anti-Pol II antibody-conjugated DOs are piggybacked into nuclei and exhibit subdiffusive motion inside the nucleus. Our results establish interfacing DOs with a nuclear factor as an effective method to deliver nanodevices into live-cell nuclei.
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  • 文章类型: Journal Article
    天然抗微生物肽(AMP)和酶(AME)是有希望的抗微生物耐药性的非抗生素候选物,但效率低且稳定性差。这里,我们开发了通过从头设计和肽组装模拟AMPs和AMEs作用模式的肽纳米酶。通过建模,通过将AMP和AME中的关键氨基酸与疏水性异亮氨酸组合以进行组装,提出了IHIHICI的最小构造块。实验验证表明,IHIHICI组装成具有乙酸调节的螺旋β-折叠纳米管,并具有Ni配位的磷脂酶C样和过氧化物酶样活性,表现出高的热稳定性和对酶降解的抗性。组装的纳米管表现出级联抗真菌作用,包括外甘露聚糖对接,墙壁破坏,脂质过氧化和随后的铁细胞死亡,在消毒垫上10分钟内协同杀死>90%的白色念珠菌。这些发现证明了开发具有多种抗微生物作用模式的材料的有效从头设计策略。
    Natural antimicrobial peptides (AMPs) and enzymes (AMEs) are promising non-antibiotic candidates against antimicrobial resistance but suffer from low efficiency and poor stability. Here, we develop peptide nanozymes which mimic the mode of action of AMPs and AMEs through de novo design and peptide assembly. Through modelling a minimal building block of IHIHICI is proposed by combining critical amino acids in AMPs and AMEs and hydrophobic isoleucine to conduct assembly. Experimental validations reveal that IHIHICI assemble into helical β-sheet nanotubes with acetate modulation and perform phospholipase C-like and peroxidase-like activities with Ni coordination, demonstrating high thermostability and resistance to enzymatic degradation. The assembled nanotubes demonstrate cascade antifungal actions including outer mannan docking, wall disruption, lipid peroxidation and subsequent ferroptotic death, synergistically killing >90% Candida albicans within 10 min on disinfection pad. These findings demonstrate an effective de novo design strategy for developing materials with multi-antimicrobial mode of actions.
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  • 文章类型: Journal Article
    背景:最近的研究证明了自噬在间充质干细胞(MSCs)功能和再生特性中的作用。应该解决自噬调节如何以及通过何种机制影响MSCs的并分泌相互作用。这里,研究了自噬在隧穿纳米管(TNTs)形成和同型线粒体捐献中的作用.
    方法:将MSCs与15µM二甲双胍(Met)和/或3µM3-甲基腺嘌呤(3-MA)孵育48小时。使用亮场和SEM图像评估TNTs的形成。使用流式细胞术分析监测线粒体密度和ΔΦ值。使用RT-PCR和蛋白质阵列,自噬之间的密切相互作用和共享介质,凋亡,和Wnt信号通路也被监测。使用气相色谱法评估总脂肪酸谱。
    结果:数据表明TNT长度和数量增加,以及诱导自噬后的其他细胞投射,而这些特征在3-MA处理的MSC中被钝化(p<0.05)。Western印迹显示Rab8和p-FAK在3-MA处理的MSCs中显著减少(p<0.05)。表明抑制TNT组装和囊泡运输。同样,与3-MA处理的MSCs相比,自噬刺激增加了自噬通量和线粒体膜完整性.尽管有这些发现,线粒体膜Miro1和2蛋白水平在自噬抑制/刺激后没有变化(p>0.05)。我们发现自噬的抑制/刺激可以影响蛋白质,与不同细胞生物活性相关的Wnt和凋亡信号通路相关的几种介质的转录水平。数据证实暴露于自噬刺激物的MSC中单和多不饱和/饱和脂肪酸比例的显著增加。
    结论:总之,自噬调节可能会影响同型线粒体捐赠所需的TNT形成。因此,自噬的调节为提高基于细胞的治疗效率创造了一个有希望的观点.
    BACKGROUND: Recent studies have proved the role of autophagy in mesenchymal stem cell (MSCs) function and regenerative properties. How and by which mechanism autophagy modulation can affect the juxtacrine interaction of MSCs should be addressed. Here, the role of autophagy was investigated in the formation of tunneling nanotubes (TNTs) and homotypic mitochondrial donation.
    METHODS: MSCs were incubated with 15 µM Metformin (Met) and/or 3 µM 3-methyladenine (3-MA) for 48 h. The formation of TNTs was assessed using bright-field and SEM images. The mitochondria density and ΔΨ values were monitored using flow cytometry analysis. Using RT-PCR and protein array, the close interaction and shared mediators between autophagy, apoptosis, and Wnt signaling pathways were also monitored. The total fatty acid profile was assessed using gas chromatography.
    RESULTS: Data indicated the increase of TNT length and number, along with other cell projections after the induction of autophagy while these features were blunted in 3-MA-treated MSCs (p < 0.05). Western blotting revealed the significant reduction of Rab8 and p-FAK in 3-MA-treated MSCs (p < 0.05), indicating the inhibition of TNT assembly and vesicle transport. Likewise, the stimulation of autophagy increased autophagic flux and mitochondrial membrane integrity compared to 3-MA-treated MSCs. Despite these findings, protein levels of mitochondrial membrane Miro1 and 2 were unchanged after autophagy inhibition/stimulation (p > 0.05). We found that the inhibition/stimulation of autophagy can affect the protein, and transcription levels of several mediators related to Wnt and apoptosis signaling pathways involved in different cell bioactivities. Data confirmed the profound increase of mono and polyunsaturated/saturated fatty acid ratio in MSCs exposed to autophagy stimulator.
    CONCLUSIONS: In summary, autophagy modulation could affect TNT formation which is required for homotypic mitochondrial donation. Thus, the modulation of autophagy creates a promising perspective to increase the efficiency of cell-based therapies.
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  • 文章类型: Journal Article
    无机层状化合物(2D材料),特别是过渡金属二硫属化物(TMDC),是近年来深入研究的焦点。在1991年发现碳纳米管(CNT)后不久,人们假设2D材料的纳米结构也可以折叠和接缝形成,从而纳米管(NT)。的确,在CNT之后不久报道了WS2的纳米管(和富勒烯样纳米颗粒)以及随后来自MoS2的纳米管(和富勒烯样纳米颗粒)。然而,TMDC纳米管比CNT受到的关注要少得多,直到最近,可能是因为它们不能容易地生产为具有明确定义的手性角度的单壁纳米管。尽管如此,最近几年来无机层状化合物的NTs已成为一个肥沃的研讨领域。在高温合成不同类型的TMDC纳米管方面取得了很大进展,以及它们的表征以及它们的性质和潜在应用的研究。他们的多墙结构被发现是一种祝福而不是诅咒,导致有趣的观察。这篇简明的小综述致力于TMDC纳米管研究的最新进展。在回顾了它们的合成和结构表征的进展后,他们对能量转换和储存研究领域的贡献,聚合物纳米复合材料,和独特的光电设备正在审查中。这些研究表明TMDC纳米管在各种技术中的许多潜在应用,简要讨论。
    Inorganic layered compounds (2D-materials), particularly transition metal dichalcogenide (TMDC), are the focus of intensive research in recent years. Shortly after the discovery of carbon nanotubes (CNTs) in 1991, it was hypothesized that nanostructures of 2D-materials can also fold and seam forming, thereby nanotubes (NTs). Indeed, nanotubes (and fullerene-like nanoparticles) of WS2 and subsequently from MoS2 were reported shortly after CNT. However, TMDC nanotubes received much less attention than CNT until recently, likely because they cannot be easily produced as single wall nanotubes with well-defined chiral angles. Nonetheless, NTs from inorganic layered compounds have become a fertile field of research in recent years. Much progress has been achieved in the high-temperature synthesis of TMDC nanotubes of different kinds, as well as their characterization and the study of their properties and potential applications. Their multiwall structure is found to be a blessing rather than a curse, leading to intriguing observations. This concise minireview is dedicated to the recent progress in the research of TMDC nanotubes. After reviewing the progress in their synthesis and structural characterization, their contributions to the research fields of energy conversion and storage, polymer nanocomposites, andunique optoelectronic devices are being reviewed. These studies suggest numerous potential applications for TMDC nanotubes in various technologies, which are briefly discussed.
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  • 文章类型: Journal Article
    在这项研究中,我们评估了通过各种施加电压序列通过阳极氧化制造的直径定制的TiO2纳米管层的药物释放行为:常规的恒定施加电位为20V(45nm)和60V(80nm),20/60V步进电位(50nm[两个直径]),和20-60V扫描电位(49nm[全锥形])(括号中的值表示纳米管层顶部的内管直径)。50nm(两个直径)和49nm(全锥形)样品的结构在纳米管层顶部的内径小于80nm样品的内径,而纳米管层底部的外径与80nm样品的尺寸几乎相同。80nm的样品,具有最大的纳米管直径和长度,展示了最大的爆发释放,其次是50nm(两个直径),49nm(全锥形),和45nm样品。较小的管顶部显著抑制了从50nm(两个直径)和49nm(全锥形)样品的初始突释药物量和释放速率。另一方面,对于50nm(两个直径)样品,观察到缓慢释放的药物量占总释放药物量的最大比例。因此,50nm(两个直径)实现了抑制的初始爆发释放和大的存储容量。因此,这项研究,第一次,应用具有调制直径(两个直径和全锥形)的TiO2纳米管层以实现具有定制药物释放特性的局部药物递送系统(LDDS)。
    In this study, we evaluated the drug release behavior of diameter customized TiO2 nanotube layers fabricated by anodization with various applied voltage sequences: conventional constant applied potentials of 20 V (45 nm) and 60 V (80 nm), a 20/60 V stepped potential (50 nm [two-diameter]), and a 20-60 V swept potential (49 nm [full-tapered]) (values in parentheses indicate the inner tube diameter at the top part of nanotube layers). The structures of the 50 nm (two-diameter) and 49 nm (full-tapered) samples had smaller inner diameters at the top part of nanotube layers than that of the 80 nm sample, while the outer diameters at the bottom part of nanotube layers were almost the same size as the 80 nm sample. The 80 nm sample, which had the largest nanotube diameter and length, exhibited the greatest burst release, followed by the 50 nm (two-diameter), 49 nm (full-tapered), and 45 nm samples. The initial burst released drug amounts and release rates from the 50 nm (two-diameter) and 49 nm (full-tapered) samples were significantly suppressed by the smaller tube top. On the other hand, the largest proportion of the slow released drug amount to the total released drug amount was observed for the 50 nm (two-diameter) sample. Thus, 50 nm (two-diameter) achieved suppressed initial burst release and large storage capacity. Therefore, this study has, for the first time, applied TiO2 nanotube layers with modulated diameters (two-diameter and full-tapered) to the realization of a localized drug delivery system (LDDS) with customized drug release properties.
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  • 文章类型: Journal Article
    受碳纳米管强烈光吸收的启发,我们提出了一种制造方法,涉及一维TiO2/Bi2S3QDs纳米管(TBNTs)具有可见红光可激发的光电性能。通过整合异质结的构造,量子限制效应,和形态学修饰,光电流达到9.22μA/cm2,是TiO2纳米管(TNTs)的66倍。然后,通过将红光响应的光电活性水凝胶敷料(TBCHA)将TBNTs嵌入到具有良好生物相容性的基于胶原/透明质酸的仿生细胞外基质水凝胶中,旨在促进伤口愈合和皮肤功能恢复。这种方法主要基于电刺激在调节神经功能和免疫反应中的公认重要性。严重烧伤常伴有上皮神经网络的广泛损伤,导致兴奋功能丧失和难以自发愈合,而常规敷料不足以解决神经神经支配的关键需求。此外,我们强调了TBCHA光电水凝胶促进神经末梢神经支配的非凡能力,促进皮肤亚结构的修复,并调节深度烧伤模型中的免疫反应。这种水凝胶不仅支持伤口闭合和胶原蛋白合成,而且促进血管重建,免疫调节,和神经恢复。这种基于光电的疗法为深度烧伤和功能性组织再生的全面修复提供了强大的解决方案。意义:我们探索了具有可见红光兴奋性和高光电转换性能的1DTiO2/Bi2S3纳米管的制备。通过集成异质结,量子吸收效应,和形态学修饰,TiO2/Bi2S3纳米管的光电流可达9.22μA/cm²,在625nm的光照下,这是TiO2纳米管的66倍。有效的红光兴奋性解决了由短波激发引起的生物安全性差和组织穿透率低的问题。此外,我们强调了TiO2/Bi2S3纳米管集成光电水凝胶在促进神经末梢神经支配和调节免疫反应方面的显着能力。这项工作提出了一种新兴的远程治疗策略,被动电刺激,为修复深度烧伤伤口提供了强大的助力。
    Inspired by the strong light absorption of carbon nanotubes, we propose a fabrication approach involving one-dimensional TiO2/Bi2S3 QDs nanotubes (TBNTs) with visible red-light excitable photoelectric properties. By integrating the construction of heterojunctions, quantum confinement effects, and morphological modifications, the photocurrent reached 9.22 µA/cm2 which is 66 times greater than that of TiO2 nanotubes (TNTs). Then, a red light-responsive photoelectroactive hydrogel dressing (TBCHA) was developed by embedding TBNTs into a collagen/hyaluronic acid-based biomimetic extracellular matrix hydrogel with good biocompatibility, aiming to promote wound healing and skin function restoration. This approach is primarily grounded in the recognized significance of electrical stimulation in modulating nerve function and immune responses. Severe burns are often accompanied by extensive damage to epithelial-neural networks, leading to a loss of excitatory function and difficulty in spontaneous healing, while conventional dressings inadequately address the critical need for nerve reinnervation. Furthermore, we highlight the remarkable ability of the TBCHA photoelectric hydrogel to promote the reinnervation of nerve endings, facilitate the repair of skin substructures, and modulate immune responses in a deep burn model. This hydrogel not only underpins wound closure and collagen synthesis but also advances vascular reformation, immune modulation, and neural restoration. This photoelectric-based therapy offers a robust solution for the comprehensive repair of deep burns and functional tissue regeneration. STATEMENT OF SIGNIFICANCE: We explore the fabrication of 1D TiO2/Bi2S3 nanotubes with visible red-light excitability and high photoelectric conversion properties. By integrating heterojunctions, quantum absorption effects, and morphological modifications, the photocurrent of TiO2/Bi2S3 nanotubes could reach 9.22 µA/cm², which is 66 times greater than that of TiO2 nanotubes under 625 nm illumination. The efficient red-light excitability solves the problem of poor biosafety and low tissue penetration caused by shortwave excitation. Furthermore, we highlight the remarkable ability of the TiO2/Bi2S3 nanotubes integrated photoelectric hydrogel in promoting the reinnervation of nerve endings and modulating immune responses. This work proposes an emerging therapeutic strategy of remote, passive electrical stimulation, offering a robust boost for repairing deep burn wounds.
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  • 文章类型: Journal Article
    通过水热合成开发了ZnO纳米棒无纺布(ZNRN),以促进预防呼吸道病原体的传播。通过响应面法提高了ZNRN的超疏水性和抗菌性能。合成的材料表现出显著的防水性,水接触角为163.9°,因此对大肠杆菌的抗菌率为91.8%(E.大肠杆菌)和79.75%的金黄色葡萄球菌(S.金黄色葡萄球菌)。这表明具有较薄肽聚糖的大肠杆菌可能比金黄色葡萄球菌更容易被杀死。这项研究确定了合成条件对抗菌效果的显着影响,全面的多变量分析阐明了潜在的相关性。此外,通过SEM和XRD分析对ZNRN的ZnO纳米棒结构进行了表征。它赋予超疏水性(从而防止细菌粘附到ZNRN表面)和抗菌能力(从而通过刺穿这些纳米棒破坏细胞)的性质。因此,希望将两个这样的特征对齐,以帮助支持个人防护设备的开发,这有助于避免呼吸道感染的传播。
    ZnO nanorod nonwoven fabrics (ZNRN) were developed through hydrothermal synthesis to facilitate the prevention of the transmission of respiratory pathogens. The superhydrophobicity and antibacterial properties of ZNRN were improved through the response surface methodology. The synthesized material exhibited significant water repellency, indicated by a water contact angle of 163.9°, and thus demonstrated antibacterial rates of 91.8% for Escherichia coli (E. coli) and 79.75% for Staphylococcus aureus (S. aureus). This indicated that E. coli with thinner peptidoglycan may be more easily killed than S. aureus. This study identified significant effects of synthesis conditions on the antibacterial effectiveness, with comprehensive multivariate analyses elucidating the underlying correlations. In addition, the ZnO nanorod structure of ZNRN was characterized through SEM and XRD analyses. It endows the properties of superhydrophobicity (thus preventing bacteria from adhering to the ZNRN surface) and antibacterial capacity (thus damaging cells through the puncturing of these nanorods). Consequently, the alignment of two such features is desired to help support the development of personal protective equipment, which assists in avoiding the spread of respiratory infections.
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  • 文章类型: Journal Article
    减少肾移植排斥反应的追求强调了发展非侵入性,精确的诊断技术。这些技术旨在检测抗体介导的排斥反应(ABMR)和T细胞介导的排斥反应(TCMR)。无症状,有潜在肾损害的风险。管理由ABMR和TCMR引起的拒绝的协议不同,和诊断传统上依赖于侵入性活检程序。因此,使用纳米传感芯片的会聚系统,拉曼光谱,并引入AI技术,以便于使用从没有重大异常的患者获得的血清样本进行诊断,ABMR,和肾移植后的TCMR。组织活检和Banff评分分析在组间进行验证,将同时获得的5μL血清添加到基于Au-ZnO纳米棒的表面增强拉曼散射传感芯片上,获得拉曼光谱信号。机器学习算法对主成分-线性判别分析和主成分-偏最小二乘判别分析的准确率分别为93.53%和98.82%,分别。胶原蛋白(肾损伤的指示),肌酐,和氨基酸衍生的信号(肾功能标志物)有助于这种准确性;然而,这种高准确性主要是由于该系统能够分析广谱的各种生物标志物.
    The quest to reduce kidney transplant rejection has emphasized the urgent requirement for the development of non-invasive, precise diagnostic technologies. These technologies aim to detect antibody-mediated rejection (ABMR) and T-cell-mediated rejection (TCMR), which are asymptomatic and pose a risk of potential kidney damage. The protocols for managing rejection caused by ABMR and TCMR differ, and diagnosis has traditionally relied on invasive biopsy procedures. Therefore, a convergence system using a nano-sensing chip, Raman spectroscopy, and AI technology was introduced to facilitate diagnosis using serum samples obtained from patients with no major abnormality, ABMR, and TCMR after kidney transplantation. Tissue biopsy and Banff score analysis were performed across the groups for validation, and 5 μL of serum obtained at the same time was added onto the Au-ZnO nanorod-based Surface-Enhanced Raman Scattering sensing chip to obtain Raman spectroscopy signals. The accuracy of machine learning algorithms for principal component-linear discriminant analysis and principal component-partial least squares discriminant analysis was 93.53% and 98.82%, respectively. The collagen (an indicative of kidney injury), creatinine, and amino acid-derived signals (markers of kidney function) contributed to this accuracy; however, the high accuracy was primarily due to the ability of the system to analyze a broad spectrum of various biomarkers.
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