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Isolation-free measurement of single urinary extracellular vesicles by imaging flow cytometry 成像流式细胞术对单个尿细胞外囊泡的无隔离测定
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2022.102638
Liang Wu MD , Wouter W. Woud MSC , Carla C. Baan PhD , Dennis A. Hesselink MD, PhD , Edwin van der Pol PhD , Guido Jenster PhD , Karin Boer PhD

Urinary extracellular vesicles (uEVs) are promising biomarkers for various diseases. However, many tools measuring uEVs rely on time-consuming uEV isolation methods, which could induce sample bias. This study demonstrates the detection of single uEVs without isolation using imaging flow cytometry (IFCM). Unstained urine samples contained auto-fluorescent (A-F) particles when characterized with IFCM. Centrifugation successfully removed A-F particles from the unprocessed urine. Based on the disappearance of A-F particles, a gate was defined to distinguish uEVs from A-F particles. The final readouts of IFCM were verified as single EVs based on detergent treatment and serial dilutions. When developing this protocol to measure urine samples with abnormally high protein levels, 25 mg/mL dithiothreitol (DTT) showed improved uEV recovery over 200 mg/mL DTT. This study provides an isolation-free protocol using IFCM to quantify and phenotype single uEVs, eliminating the hindrance and influence of A-F particles, protein aggregates, and coincidence events.

尿细胞外囊泡(uEVs)是一种很有前景的生物标志物。然而,许多测量uEV的工具依赖于耗时的uEV分离方法,这可能会导致样本偏差。本研究展示了成像流式细胞术(IFCM)在不分离的情况下检测单个uev。未染色的尿液样本含有自动荧光(A-F)颗粒,用IFCM进行表征。离心成功地从未处理的尿液中去除A-F颗粒。基于a - f粒子的消失,定义了一个栅极来区分uev和a - f粒子。根据洗涤剂处理和连续稀释,IFCM的最终读数被验证为单个ev。在制定该方案以测量异常高蛋白水平的尿液样本时,25 mg/mL二硫苏糖醇(DTT)比200 mg/mL DTT显示出更高的uEV回收率。本研究提供了一种无分离的方案,使用IFCM对单个uev进行量化和表型分析,消除了A-F颗粒、蛋白质聚集体和巧合事件的阻碍和影响。
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引用次数: 0
VEGF loaded nanofiber membranes inhibit chronic cerebral hypoperfusion-induced cognitive dysfunction by promoting HIF-1a/VEGF mediated angiogenesis VEGF负载纳米纤维膜通过促进HIF-1a/VEGF介导的血管生成来抑制慢性脑低灌注诱导的认知功能障碍
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2022.102639
Yi-Fang Wu MSc , Kai-Yan Jin MSc , Da-Peng Wang PhD, MD , Qi Lin PhD , Jun Sun MSc , Shao-Hua Su PhD, MD , Jian Hai PhD, MD

We investigated the potential effects and mechanisms of vascular endothelial growth factor (VEGF)-nanofiber membranes (NFMs) treatment in a rat model of chronic cerebral hypoperfusion (CCH). VEGF-NFMs treatment promoted angiogenesis in surgical temporal cortex and hippocampus, alleviating decreased CBF in these two cerebral regions. VEGF-NFMs application improved reduced NAA/Cr ratio, preventing neuronal loss. VEGF-NFMs sticking decreased the number of TUNEL-positive cells in surgical temporal cortex, ameliorated impaired synaptic plasticity, and inhibited the release of pro-inflammatory cytokines and the activation of microglia and astrocytes in surgical temporal cortex and hippocampus. Furthermore, BDNF-TrkB/PI3K/AKT, BDNF-TrkB/ERK and HIF-1a/VEGF/ERK pathways were involved in the treatment of VEGF-NFMs against CCH-induced neuronal injury. These results showed the neuroprotective effects of VEGF-NFMs sticking may initiate from neurovascular repairing followed by inhibition of neuronal apoptosis and neuronal and synaptic damage, eventually leading to the suppression of cognitive dysfunction, which provided theoretical foundation for further clinical transformation of VEGF-NFMs.

我们研究了血管内皮生长因子(VEGF)-纳米纤维膜(NFMs)治疗大鼠慢性脑灌注不足(CCH)模型的潜在作用和机制。VEGF-NFMs治疗促进手术颞叶皮层和海马的血管生成,缓解这两个大脑区域的CBF减少。vegf - nfm的应用改善了NAA/Cr比率的降低,防止了神经元的丢失。VEGF-NFMs粘附可减少手术颞叶皮层tunel阳性细胞的数量,改善受损的突触可塑性,抑制手术颞叶皮层和海马中促炎细胞因子的释放和小胶质细胞和星形胶质细胞的激活。此外,BDNF-TrkB/PI3K/AKT、BDNF-TrkB/ERK和HIF-1a/VEGF/ERK通路参与了VEGF- nfms对cch诱导的神经元损伤的治疗。这些结果表明,vegf - nfm粘附的神经保护作用可能从修复神经血管开始,进而抑制神经元凋亡和神经元及突触损伤,最终抑制认知功能障碍,为vegf - nfm进一步临床转化提供理论基础。
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引用次数: 1
A new platform for autoimmune diseases. Inducing tolerance with liposomes encapsulating autoantigens 自体免疫疾病的新平台用脂质体包裹自身抗原诱导耐受性
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2022.102635
Lidia Almenara-Fuentes MSc , Silvia Rodriguez-Fernandez PhD , Estela Rosell-Mases MSc , Katerina Kachler PhD , Axel You PhD , Miriam Salvado PhD , Darja Andreev PhD , Ulrike Steffen PhD , Holger Bang PhD , Aline Bozec PhD , Georg Schett PhD , Rozen Le Panse PhD , Joan Verdaguer MD, PhD , Marti Dalmases MD, PhD , Silvia Rodriguez-Vidal BSc , Bruna Barneda-Zahonero PhD , Marta Vives-Pi PhD

Autoimmune diseases (AIDs) are caused by the loss of self-tolerance and destruction of tissues by the host's immune system. Several antigen-specific immunotherapies, focused on arresting the autoimmune attack, have been tested in clinical trials with discouraging results. Therefore, there is a need for innovative strategies to restore self-tolerance safely and definitively in AIDs. We previously demonstrated the therapeutic efficacy of phosphatidylserine (PS)-liposomes encapsulating autoantigens in experimental type 1 diabetes and multiple sclerosis. Here, we show that PS-liposomes can be adapted to other autoimmune diseases by simply replacing the encapsulated autoantigen. After administration, they are distributed to target organs, captured by phagocytes and interact with several immune cells, thus exerting a tolerogenic and immunoregulatory effect. Specific PS-liposomes demonstrate great preventive and therapeutic efficacy in rheumatoid arthritis and myasthenia gravis. Thus, this work highlights the therapeutic potential of a platform for several autoimmunity settings, which is specific, safe, and with long-term effects.

自身免疫性疾病(艾滋病)是由宿主免疫系统丧失自身耐受性和破坏组织引起的。几种专注于阻止自身免疫攻击的抗原特异性免疫疗法已经在临床试验中进行了测试,结果令人沮丧。因此,有必要采取创新的战略,以安全和明确地恢复艾滋病的自我容忍。我们之前证明了磷脂酰丝氨酸(PS)脂质体包封自身抗原对实验性1型糖尿病和多发性硬化症的治疗效果。在这里,我们表明ps脂质体可以通过简单地替换包被的自身抗原来适应其他自身免疫性疾病。给药后,它们分布到靶器官,被吞噬细胞捕获,并与多种免疫细胞相互作用,从而发挥耐受性和免疫调节作用。特异性ps -脂质体对类风湿关节炎和重症肌无力有很好的预防和治疗作用。因此,这项工作强调了一个平台对几种自身免疫设置的治疗潜力,这是特异性的,安全的,具有长期效果。
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引用次数: 1
Effect of modification of polystyrene nanoparticles with different bile acids on their oral transport 不同胆汁酸改性聚苯乙烯纳米颗粒对其口腔转运的影响
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2022.102629
Feiyang Deng PhD, You Han Bae PhD

Bile acid-modified nanomedicine is a promising strategy to improve oral bioavailability. However, the efficiencies of different bile acids have not been clarified. To clarify this issue, deoxycholic acid (DCA) and cholic acid (CA) and glycocholic acid (GCA) were conjugated to carboxylated polystyrene nanoparticle (CPN). The endocytosis, intracellular and transcellular transport among the NPs were compared in Caco-2 cells, and their oral pharmacokinetics profiles were studied in C57BL/6 J mice. It was found that DCPN demonstrated higher uptake and transcytosis rate. With modification by different bile acids, the transport pathways of the NPs were altered. In mice, GCPN showed the highest absorption speed and oral bioavailability. It was found that the synergic effect of hydrophobicity and ASBT affinity might lead to the difference between in vitro and in vivo transport. This study will build a basis for the rational design of bile acid-modified nanomedicines.

胆汁酸修饰的纳米药物是一种很有前途的提高口服生物利用度的策略。然而,不同胆汁酸的效率尚未明确。为了澄清这一问题,将脱氧胆酸(DCA)、胆酸(CA)和胆酸(GCA)偶联到羧化聚苯乙烯纳米颗粒(CPN)上。比较了NPs在Caco-2细胞中的内吞作用、胞内转运和胞外转运,并研究了它们在C57BL/6 J小鼠体内的口服药代动力学。发现DCPN具有较高的摄取率和胞吞率。通过不同胆汁酸的修饰,NPs的转运途径发生改变。在小鼠体内,GCPN具有最高的吸收速度和口服生物利用度。发现疏水性和ASBT亲和力的协同作用可能导致体外和体内转运的差异。本研究将为胆汁酸修饰纳米药物的合理设计奠定基础。
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引用次数: 2
Muscle cytotoxicity and immuno-reactivity analysis of the porous carbon nanospheres fabricated by high temperature calcination 高温煅烧制备多孔碳纳米球的肌肉细胞毒性和免疫反应性分析
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2022.102632
JingWen Huang MD, PhD , XiaoTing Jian M.S. , MengMeng Xu PhD , Han Wang M.S. , ZhaoHong Liao MD, PhD , HaiQiang Lan MD, PhD , LinGe Wang PhD , JiJie Hu MD, PhD , QianQian Yu PhD , Hua Liao MD, PhD

Carbon-based nanomaterials have a high specific surface area, biocompatibility, and controlled mesopore structures. These characteristics make carbon nanospheres excellent carriers for drugs, biological dyes, photosensitizers, etc. Nevertheless, little is known about the impact of topological features on the surface of carbon nanomaterials on their in vivo immunoreactivity. In this study, we fabricated mesoporous carbon nanoparticles (MCNs) and solvent-processable carbon vesicles (CVs) by high-temperature calcination. The hematoxylin and eosin (H&E) staining suggested CVs' relatively poor dispersion capacity compared to MCNs and carbon precursors (CPs), leading to more severe muscle inflammation and necrosis. Immunostaining and Fluorescence Activated Cell Sorter (FACS) analysis further showed that both MCNs and CVs triggered a transient immune response in transplanted muscle and muscle-draining lymph nodes, but did not alter muscle resistance to exogenous viruses. In conclusion, this study provides insights into how carbon nanoparticles modulate the activation of immune responses in vivo.

碳基纳米材料具有高比表面积、生物相容性和可控的介孔结构。这些特性使碳纳米球成为药物、生物染料、光敏剂等的优良载体。然而,对于碳纳米材料表面的拓扑特征对其体内免疫反应性的影响知之甚少。在这项研究中,我们通过高温煅烧制备了介孔碳纳米颗粒(MCNs)和溶剂可加工碳囊泡(CVs)。苏木精和伊红(H&E)染色表明,与mcn和碳前体(CPs)相比,CVs的分散能力相对较差,导致更严重的肌肉炎症和坏死。免疫染色和荧光活化细胞分选(FACS)分析进一步表明,mcn和CVs在移植肌肉和肌肉引流淋巴结中触发了短暂的免疫反应,但没有改变肌肉对外源性病毒的抵抗力。总之,本研究提供了碳纳米颗粒如何调节体内免疫反应激活的见解。
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引用次数: 0
Neuroprotective effects of niosomes loaded with thymoquinone in the cerebral ischemia model of male Wistar rats 载百里醌脑小体对雄性Wistar大鼠脑缺血模型的神经保护作用
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2022.102637
Somayyeh Hatami Nemati Ph.D candidate , Mohammad Reza Bigdeli Ph.D , Fatemeh Mortazavi Moghadam Ph.D , Kazem Sharifi Ph.D

The complex stroke pathophysiology, like oxidative stress and inflammatory reactions, causes substantially challenged in stroke treatment. Thymoquinone (TQ) is attributed to pharmacological actions like antioxidant and anti-inflammation. Thymoquinone is chemically hydrophobic, which causes poor solubility and bioavailability. To overcome this challenge Thymoquinone niosome was applied in this in-vivo study. The results demonstrated a significant reduction in rats treated with Thymoquinone niosome compared to free Thymoquinone and control groups (SOD), (TAC), and (GPX) activities were increased in the TQN group compared to the MCAO control group. The decrease in (MDA) level was seen in the Thymoquinone niosome group compared to the MCAO control group. The inflammation factors expression rates of IL-IB, IL-6, TNFα in I/R Thymoquinone niosome group were decreased. This study indicated that Thymoquinone niosome might be utilized as a promising novel carrier to improve Thymoquinone bioavailability and therapeutic effect in treating cerebral I/R injury.

复杂的脑卒中病理生理,如氧化应激和炎症反应,给脑卒中治疗带来了很大的挑战。百里醌(TQ)具有抗氧化和抗炎等药理作用。百里醌在化学上是疏水性的,这导致溶解度和生物利用度差。为了克服这一挑战,在体内研究中应用了百里醌niosome。结果表明,与游离百里醌组和对照组相比,经百里醌niosome处理的大鼠(SOD)、(TAC)和(GPX)活性显著降低,TQN组与MCAO对照组相比,SOD、(TAC)和(GPX)活性升高。与MCAO对照组相比,百里醌niosome组MDA水平明显降低。I/R百里醌niosome组炎症因子IL-IB、IL-6、tnf - α表达率降低。研究表明,百里醌niosome有望作为一种新型载体,提高百里醌在脑I/R损伤中的生物利用度和治疗效果。
{"title":"Neuroprotective effects of niosomes loaded with thymoquinone in the cerebral ischemia model of male Wistar rats","authors":"Somayyeh Hatami Nemati Ph.D candidate ,&nbsp;Mohammad Reza Bigdeli Ph.D ,&nbsp;Fatemeh Mortazavi Moghadam Ph.D ,&nbsp;Kazem Sharifi Ph.D","doi":"10.1016/j.nano.2022.102637","DOIUrl":"https://doi.org/10.1016/j.nano.2022.102637","url":null,"abstract":"<div><p>The complex stroke pathophysiology, like oxidative stress and inflammatory reactions, causes substantially challenged in stroke treatment. Thymoquinone (TQ) is attributed to pharmacological actions like antioxidant and anti-inflammation. Thymoquinone is chemically hydrophobic, which causes poor solubility and bioavailability. To overcome this challenge Thymoquinone niosome was applied in this in-vivo study. The results demonstrated a significant reduction in rats treated with Thymoquinone niosome compared to free Thymoquinone and control groups (SOD), (TAC), and (GPX) activities were increased in the TQN group compared to the MCAO control group. The decrease in (MDA) level was seen in the Thymoquinone niosome group compared to the MCAO control group. The inflammation factors expression rates of IL-IB, IL-6, TNFα in I/R Thymoquinone niosome group were decreased. This study indicated that Thymoquinone niosome might be utilized as a promising novel carrier to improve Thymoquinone bioavailability and therapeutic effect in treating cerebral I/R injury.</p></div>","PeriodicalId":396,"journal":{"name":"Nanomedicine: Nanotechnology, Biology and Medicine","volume":null,"pages":null},"PeriodicalIF":5.5,"publicationDate":"2023-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"3457444","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Treatment of infection and inflammation associated with COVID-19, multi-drug resistant pneumonia and fungal sinusitis by nebulizing a nanosilver solution 雾化纳米银溶液治疗COVID-19相关感染和炎症、耐多药肺炎和真菌性鼻窦炎
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2023.102654
Patricia L. Nadworny PhD , William L. Hickerson MD , Holly Denise Holley-Harrison MSN/NP , David C. Bloom PhD , Tristan R. Grams BS , Terri G. Edwards BS , Gregory S. Schultz PhD , Robert E. Burrell PhD

Solutions containing Ag0 nanoclusters, Ag+1, and higher oxidation state silver, generated from nanocrystalline silver dressings, were anti-inflammatory against porcine skin inflammation. The dressings have clinically-demonstrated broad-spectrum antimicrobial activity, suggesting application of nanosilver solutions in treating pulmonary infection.

Nanosilver solutions were tested for antimicrobial efficacy; against HSV-1 and SARS-CoV-2; and nebulized in rats with acute pneumonia. Patients with pneumonia (ventilated), fungal sinusitis, burns plus COVID-19, and two non-hospitalized patients with COVID-19 received nebulized nanosilver solution.

Nanosilver solutions demonstrated pH-dependent antimicrobial efficacy; reduced infection and inflammation without evidence of lung toxicity in the rat model; and inactivated HSV-1 and SARS-CoV-2. Pneumonia patients had rapidly reduced pulmonary symptoms, recovering pre-illness respiratory function. Fungal sinusitis-related inflammation decreased immediately with infection clearance within 21 days. Non-hospitalized patients with COVID-19 experienced rapid symptom remission.

Nanosilver solutions, due to anti-inflammatory, antiviral, and antimicrobial activity, may be effective for treating respiratory inflammation and infections caused by viruses and/or microbes.

含有Ag0纳米团簇、Ag+1和高氧化态银(由纳米晶银敷料产生)的溶液对猪皮肤炎症具有抗炎作用。该敷料具有临床证明的广谱抗菌活性,提示纳米银溶液在治疗肺部感染中的应用。测试纳米银溶液的抗菌效果;抗HSV-1和SARS-CoV-2;并在急性肺炎大鼠中雾化。肺炎(通气)、真菌性鼻窦炎、烧伤合并COVID-19患者和2例未住院的COVID-19患者接受雾化纳米银溶液。纳米银溶液显示出ph依赖的抗菌效果;在大鼠模型中减少感染和炎症,无肺毒性证据;灭活的HSV-1和SARS-CoV-2。肺炎患者肺部症状迅速减轻,恢复病前呼吸功能。真菌性鼻窦炎相关炎症在21天内感染清除后立即减少。未住院的COVID-19患者症状缓解迅速。纳米银溶液由于具有抗炎、抗病毒和抗菌活性,可有效治疗由病毒和/或微生物引起的呼吸道炎症和感染。
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引用次数: 3
Theranostic doxorubicin encapsulated FeAu alloy@metal-organic framework nanostructures enable magnetic hyperthermia and medical imaging in oral carcinoma 治疗性阿霉素封装FeAu alloy@metal-organic框架纳米结构使口腔癌的磁热疗和医学成像成为可能
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2023.102652
Udesh Dhawan PhD , Ching-Li Tseng PhD , Ping-Hsuan Wu MSc , Mei-Yi Liao PhD , Huey-Yuan Wang DDS , Kevin C.-W. Wu PhD , Ren-Jei Chung PhD

Metal-organic frameworks (MOFs) have emerged as attractive candidates in cancer theranostics due to their ability to envelop magnetic nanoparticles, resulting in reduced cytotoxicity and high porosity, enabling chemodrug encapsulation. Here, FeAu alloy nanoparticles (FeAu NPs) are synthesized and coated with MIL-100(Fe) MOFs to fabricate FeAu@MOF nanostructures. We encapsulated Doxorubicin within the nanostructures and evaluated the suitability of this platform for medical imaging and cancer theranostics. FeAu@MOF nanostructures (FeAu@MIL-100(Fe)) exhibited superparamagnetism, magnetic hyperthermia behavior and displayed DOX encapsulation and release efficiency of 69.95 % and 97.19 %, respectively, when stimulated with alternating magnetic field (AMF). In-vitro experiments showed that AMF-induced hyperthermia resulted in 90 % HSC-3 oral squamous carcinoma cell death, indicating application in cancer theranostics. Finally, in an in-vivo mouse model, FeAu@MOF nanostructures improved image contrast, reduced tumor volume by 30-fold and tumor weight by 10-fold, which translated to enhancement in cumulative survival, highlighting the prospect of this platform for oral cancer treatment.

金属有机框架(mof)由于能够包裹磁性纳米颗粒,从而降低细胞毒性和高孔隙率,使化学药物包封成为癌症治疗领域有吸引力的候选者。本文合成了FeAu纳米颗粒(FeAu NPs),并涂覆MIL-100(Fe) mof以制备FeAu@MOF纳米结构。我们将阿霉素封装在纳米结构中,并评估了该平台用于医学成像和癌症治疗的适用性。FeAu@MOF纳米结构(FeAu@MIL-100(Fe))在交变磁场(AMF)刺激下表现出超顺磁性和磁热行为,DOX包封和释放效率分别为69.95%和97.19%。体外实验表明,amf诱导的热疗导致90%的HSC-3口腔鳞癌细胞死亡,提示其在癌症治疗中的应用。最后,在体内小鼠模型中,FeAu@MOF纳米结构改善了图像对比度,将肿瘤体积缩小了30倍,肿瘤重量减少了10倍,从而提高了累积生存期,突出了该平台用于口腔癌治疗的前景。
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引用次数: 4
Development of a porous layer-by-layer microsphere with branched aliphatic hydrocarbon porogens 具有支链脂肪烃成孔剂的多孔层状微球的研制
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2022.102644
Farah Shahjin PhD , Milankumar Patel MS , Mahmudul Hasan MPharm , Jacob D. Cohen BS , Farhana Islam BPharm , Md Ashaduzzaman BSc , Mohammad Ullah Nayan BPharm , Mahadevan Subramaniam PhD , You Zhou PhD , Irene Andreu PhD , Howard E. Gendelman MD , Bhavesh D. Kevadiya PhD

Porous polymer microspheres are employed in biotherapeutics, tissue engineering, and regenerative medicine. Porosity dictates cargo carriage and release that are aligned with the polymer physicochemical properties. These include material tuning, biodegradation, and cargo encapsulation. How uniformity of pore size affects therapeutic delivery remains an area of active investigation. Herein, we characterize six branched aliphatic hydrocarbon-based porogen(s) produced to create pores in single and multilayered microspheres. The porogens are composed of biocompatible polycaprolactone, poly(lactic-co-glycolic acid), and polylactic acid polymers within porous multilayered microspheres. These serve as controlled effective drug and vaccine delivery platforms.

多孔聚合物微球应用于生物治疗、组织工程和再生医学。孔隙率决定了货物的运输和释放,这与聚合物的物理化学性质一致。这些包括材料调整、生物降解和货物封装。孔径均匀性如何影响治疗递送仍然是一个积极研究的领域。在此,我们描述了六种支链脂肪族烃基孔隙剂,这些孔隙剂可以在单层和多层微球中形成孔隙。多孔性微球由生物相容性聚己内酯、聚乳酸-羟基乙酸和聚乳酸聚合物组成。这些平台是受控制的有效药物和疫苗输送平台。
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引用次数: 0
Data analytics-guided rational design of antimicrobial nanomedicines against opportunistic, resistant pathogens 数据分析指导抗微生物纳米药物的合理设计,以对抗机会性耐药病原体
IF 5.5 4区 医学 Q1 Social Sciences Pub Date : 2023-02-01 DOI: 10.1016/j.nano.2022.102647
Adam S. Mullis PhD , Scott R. Broderick PhD , Kruttika S. Phadke BS , Nathan Peroutka-Bigus PhD , Bryan H. Bellaire PhD , Krishna Rajan PhD , Balaji Narasimhan ScD

Nanoparticle carriers can improve antibiotic efficacy by altering drug biodistribution. However, traditional screening is impracticable due to a massive dataspace. A hybrid informatics approach was developed to identify polymer, antibiotic, and particle determinants of antimicrobial nanomedicine activity against Burkholderia cepacia, and to model nanomedicine performance. Polymer glass transition temperature, drug octanol-water partition coefficient, strongest acid dissociation constant, physiological charge, particle diameter, count and mass mean polydispersity index, zeta potential, fraction drug released at 2 h, and fraction release slope at 2 h were highly correlated with antimicrobial performance. Graph analysis provided dimensionality reduction while preserving nonlinear descriptor-property relationships, enabling accurate modeling of nanomedicine performance. The model successfully predicted particle performance in holdout validation, with moderate accuracy at rank-ordering. This data analytics-guided approach provides an important step toward the development of a rational design framework for antimicrobial nanomedicines against resistant infections by selecting appropriate carriers and payloads for improved potency.

纳米颗粒载体可以通过改变药物的生物分布来提高抗生素的疗效。然而,由于数据空间庞大,传统的筛选方法难以实现。开发了一种混合信息学方法来鉴定抗洋葱伯克霍尔德菌抗菌纳米药物活性的聚合物,抗生素和颗粒决定因素,并模拟纳米药物的性能。聚合物玻璃化转变温度、药物辛醇-水分配系数、最强酸解离常数、生理电荷、颗粒直径、计数和质量平均多分散性指数、zeta电位、2 h药物释放分数和2 h药物释放斜率与抗菌性能高度相关。图分析提供了降维,同时保留了非线性描述符-属性关系,使纳米药物性能的准确建模成为可能。该模型在hold - out验证中成功预测了颗粒性能,在排序上具有中等精度。这种以数据分析为指导的方法通过选择合适的载体和有效载荷来提高效力,为抗耐药性感染的抗菌纳米药物的合理设计框架的发展提供了重要的一步。
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引用次数: 1
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