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1.
pH-sensitive N-naphthyl-N,O-succinyl chitosan (NSCS) and N-octyl-N,O-succinyl chitosan (OSCS) polymeric micelles carriers have been developed to incorporate curcumin (CUR) for colon-targeted drug delivery. The physical entrapment methods (dialysis, co­solvent evaporation, dropping, and O/W emulsion) were applied. The CUR-loaded micelles prepared by the dialysis method presented the highest loading capacity. Increasing initial amount of CUR from 5 to 40 wt% to polymer resulted in the increase in loading capacity of the polymeric micelles. Among the hydrophobic cores, there were no significant differences in the loading capacity of CUR-loaded micelles. The particle sizes of all CUR-loaded micelles were in the range of 120–338 nm. The morphology of the micelles changed after being contacted with medium with different pH values, confirming the pH-responsive properties of the micelles. The release characteristics of curcumin from all CUR-loaded micelles were pH-dependent. The percent cumulative release of curcumin from all CUR-loaded micelles in simulated gastric fluid (SGF) was limited to about 20%. However, the release amount was significantly increased after contacted with simulated intestinal fluid (SIF) (50–55%) and simulated colonic fluid (SCF) (60–70%). The released amount in SIF and SCF was significantly greater than the release of CUR from CUR powder. CUR-loaded NSCS exhibited the highest anti-cancer activity against HT-29 colorectal cancer cells. The stability studies indicated that all CUR-loaded micelles were stable for at least 90 days. Therefore, the colon targeted, pH-sensitive NSCS micelles may have potential to be a prospective candidate for curcumin delivery to the colon.  相似文献   

2.

Background

The present study was motivated by the need to design a safe nano-carrier for the delivery of doxorubicin which could be tolerant to normal cells. PCL63-b-PNVP90 was loaded with doxorubicin (6 mg/ml), and with 49.8% drug loading efficiency; it offers a unique platform providing selective immune responses against lymphoma.

Methods

In this study, we have used micelles of amphiphilic PCL63-b-PNVP90 block copolymer as nano-carrier for controlled release of doxorubicin (DOX). DOX is physically entrapped and stabilized in the hydrophobic cores of the micelles and biological roles of these micelles were evaluated in lymphoma.

Results

DOX loaded PCL63-b-PNVP90 block copolymer micelles (DOX-PCL63-b-PNVP90) shows enhanced growth inhibition and cytotoxicity against human (K-562, JE6.1 and Raji) and mice lymphoma cells (Dalton''s lymphoma, DL). DOX-PCL63-b-PNVP90 demonstrates higher levels of tumoricidal effect against DOX-resistant tumor cells compared to free DOX. DOX-PCL63-b-PNVP90 demonstrated effective drug loading and a pH-responsive drug release character besides exhibiting sustained drug release performance in in-vitro and intracellular drug release experiments.

Conclusion

Unlike free DOX, DOX-PCL63-b-PNVP90 does not show cytotoxicity against normal cells. DOX-PCL63-b-PNVP90 prolonged the survival of tumor (DL) bearing mice by enhancing the apoptosis of the tumor cells in targeted organs like liver and spleen.  相似文献   

3.
Polyelectrolyte complex (PEC) micelles modified with cancer cell targeting moieties were prepared for intracellular delivery of vascular endothelial growth factor (VEGF) small interfering RNA (siRNA). A luteinizing hormone-releasing hormone (LHRH) peptide analogue was coupled as a cancer targeting ligand to the distal end of the poly(ethylene glycol) (PEG)-siRNA conjugate. The siRNA-PEG-LHRH conjugate self-assembled to form nanosized PEC micelles upon mixing with poly(ethylenimine) (PEI) via ionic interactions. The PEC micelles showed spherical morphology with a hydrodynamic diameter of ca. 150 nm. For LHRH receptor overexpressing ovarian cancer cells (A2780), the PEC micelles with LHRH exhibited enhanced cellular uptake compared to those without LHRH, resulting in increased VEGF gene silencing efficiency via receptor-mediated endocytosis. This study showed that PEC micelles decorated with specific cell-recognizable targeting ligands could be used for targeted delivery of siRNA.  相似文献   

4.
Multi-arm star amphiphilic block copolymers (SABCs) with approximately 32 arms were synthesized and characterized for drug delivery applications. A hyperbranched polyester, boltorn® H40 (H40), was used as the macroinitiator for the ring-opening polymerization of ?-caprolactone (?-CL). The resulting multi-arm H40-poly(?-caprolactone) (H40-PCL-OH) was further reacted with carboxyl terminated methoxy poly(ethylene glycol) (MPEG-COOH) to form H40-PCL-b-MPEG copolymers. The resulting SABCs were characterized by 1H NMR spectroscopy and gel permeation chromatography (GPC). The critical aggregation concentration (CAC) of H40-PCL-b-MPEG was 3.8 mg/L as determined by fluorescence spectrophotometry. Below the CAC, stable unimolecular micelles were formed with an average diameter of 18 nm as measured by TEM. Above the CAC, unimolecular micelles exhibited agglomeration with an average diameter of 98 nm. The hydrodynamic diameter of these agglomerates was found to be 122 nm, as measured by dynamic light scattering (DLS). The drug loading efficacy of the H40-PCL-b-MPEG micelles was 26 wt%. Drug release study showed an initial burst followed by a sustained release of the entrapped hydrophobic model drug, 5-fluorouracil, over a period of 9–140 h. These results indicate that the H40-PCL-b-MPEG micelles have great potential as hydrophobic drug delivery carriers.  相似文献   

5.
Polymeric micelles were studied as delivery carriers of diazepam, a practically insoluble drug in water, for rectal administration. The diazepam-loaded polymeric micelles were developed by using poloxamer 407 (P407), poloxamer 188, and d-α-tocopheryl poly(ethylene glycol) 1000 succinate (TPGS). Among the used polymers, TPGS resulted in polymeric micelles with good characteristics for encapsulation of diazepam which had the small particle size of 8–12 nm and narrow size distribution (PI 0.053–0.275). Additionally, 7.5% w/v of TPGS could entirely entrap the desired concentration of diazepam (5 mg/mL). To improve the physical stability upon lyophilization, an addition of P407 of 1% w/v prevented aggregation, increased physical stability, and maintained chemical stability of the lyophilized powders of diazepam-loaded polymeric micelles for 3 months storage at 4°C. The rate and amount of diazepam release from TPGS polymeric micelles mainly depended on the concentration of TPGS. The release data were fitted to Higuchi''s model suggesting that the drug release mechanism was controlled by Fickian diffusion. In conclusion, 10% w/v TPGS and 1% w/v P407 were the optimum formulation of lyophilized diazepam-loaded polymeric micelles.Key words: diazepam, lyophilization, poloxamer 407, polymeric micelles, d-α-tocopheryl poly(ethylene glycol) 1000 succinate (TPGS)  相似文献   

6.
Chitosan (CS) nanoparticles have been extensively studied for siRNA delivery; however, their stability and efficacy are highly dependent on the types of cross-linker used. To address this issue, three common cross-linkers; tripolyphosphate (TPP), dextran sulphate (DS) and poly-D-glutamic acid (PGA) were used to prepare siRNA loaded CS-TPP/DS/PGA nanoparticles by ionic gelation method. The resulting nanoparticles were compared with regard to their physicochemical properties including particle size, zeta potential, morphology, binding and encapsulation efficiencies. Among all the formulations prepared with different cross linkers, CS-TPP-siRNA had the smallest particle size (ranged from 127 ± 9.7 to 455 ± 12.9 nm) with zeta potential ranged from +25.1 ± 1.5 to +39.4 ± 0.5 mV, and high entrapment (>95%) and binding efficiencies. Similarly, CS-TPP nanoparticles showed better siRNA protection during storage at 4˚C and as determined by serum protection assay. TEM micrographs revealed the assorted morphology of CS-TPP-siRNA nanoparticles in contrast to irregular morphology displayed by CS-DS-siRNA and CS-PGA-siRNA nanoparticles. All siRNA loaded CS-TPP/DS/PGA nanoparticles showed initial burst release followed by sustained release of siRNA. Moreover, all the formulations showed low and concentration-dependent cytotoxicity with human colorectal cancer cells (DLD-1), in vitro. The cellular uptake studies with CS-TPP-siRNA nanoparticles showed successful delivery of siRNA within cytoplasm of DLD-1 cells. The results demonstrate that ionically cross-linked CS-TPP nanoparticles are biocompatible non-viral gene delivery system and generate a solid ground for further optimization studies, for example with regard to steric stabilization and targeting.  相似文献   

7.
In this study, 5-methylmellein (5-MM) loaded bovine serum albumin nanoparticles (BSA NPs) were developed using desolvation technique. The developed nanoparticles were characterized for their mean particle size, polydispersity, zeta potential, loading efficiency, X-ray diffractometry (XRD), differential scanning calorimetry (DSC) and release profile. The developed nanoparticles were spherical in shape under transmission electron microscopy (TEM) and atomic force microscopy (AFM). The developed 5-MM loaded BSA NPs demonstrated a mean particle size with a diameter of 154.95?±?4.44?nm. The results from XRD and DSC studies demonstrated that the crystal state of the 5-MM was converted to an amorphous state in polymeric matrix. The encapsulation and loading efficiency was found to be 73.26?±?4.48% and 7.09?±?0.43%. The in vitro cytotoxicity in human prostate cancer cell line (PC-3), human colon cancer cells (HCT-116) and human breast adenocarcinoma cell line (MCF-7) cells demonstrated enhanced cytotoxicity of 5-MM BSA NPs as compared to native 5-MM after 72-h treatment. The enhancement in cytotoxicity of 5-MM BSA NPs was also supported by increase in cellular apoptosis, mitochondrial membrane potential loss and generation of high reactive oxygen species (ROS). In conclusion, these findings collectively indicated that BSA nanoparticles may serve as promising drug delivery system for improving the efficacy of 5-methylmellein.  相似文献   

8.
Natural polysaccharides, due to their outstanding merits, have received more and more attention in the field of drug delivery. In the present study tamoxifen citrate, TMX (a non-steroidal antiestrogenic drug) loaded guar gum nanoparticles, GG NPs, crosslinked with glutaraldehyde were prepared for treatment of breast cancer. An oil in water (o/w) emulsion polymer cross-linking method was employed for preparation of blank and drug loaded sustained release nature biodegradable nanoparticles. Prepared nanoparticles were characterized by morphology in scanning electron microscope (SEM), size distribution in transmission electron microscope (TEM), TMX loading by high performance liquid chromatography (HPLC) and in vitro drug release characteristics. An overall sustained release of the drug from the biodegradable nanoparticles was observed in in vitro release studies. The release of TMX from GG NPs was found to be effected by guar gum and glutaraldehyde concentration. Regression coefficient (R2) analysis suggested that the predominant mechanism behind the drug release from the nanoparticles was time dependent release and diffusion. In vivo studies on female albino mice demonstrated maximum uptake of the drug by mammary tissue after 24 h of administration with drug loaded guar gum nanoparticles in comparison with that with the tablet form of the drug. These findings demonstrate that controlled release of TMX from GG NPs could be a potential alternative pharmaceutical formulation in passive targeting of TMX in breast cancer treatments.  相似文献   

9.
Mesoporous nano-hydroxyapatite (n-HA) has gained more and more attention as drug storage and release hosts.The aim of this study is to observe the effect of the ratio of surfactant to the theoretical yield of HA on the mesoporous n-HA,then to reveal the effect of the mesoporous nanostrueture on protein delivery.The mesoporous n-HA was synthesized using the wet precipitation in the presence of cetyltrimethylammonium bromide (CTAB) at ambient temperature and normal atmospheric pressure.The morphology,size,crystalline phase,chemical composition and textural characteristics of the product were well characterized by X-ray Powder Diffraction (XRD),Fourier Transform Infrared Spectroscopy (FTIR),Scanning Electron Microscopy (SEM),Transmission Electron Microscopy (TEM),Dynamic Light Scattering (DLS) and N2 adsorption/desorption,respectively.The protein adsorption/release studies were also carried out by using Bovine Serum Albumin (BSA) as a model protein.The results reveal that the mesoporous n-HA synthesized with CTAB exhibits high pure phase,low crystallinity and the typical characteristics of the mesostructure.The BSA loading increases with the specific surface area and the pore volume of n-HA,and the release rates of BSA are different due to their different pore sizes and pore structures,n-HA synthesized with 0.5% CTAB has the highest BSA loading and the slowest release rate because of its highest surface area and smaller pore size.These mesoporous n-HA materials demonstrate a potential application in the field of protein delivery due to their bioaetive,biocompatible and mesoporous properties.  相似文献   

10.
Water-soluble chitosan (WSC)-poly(l-aspartic acid) (PASP)-polyethylene glycol (PEG) nanoparticles (CPP nanoparticles) were prepared spontaneously under quite mild conditions by polyelectrolyte complexation. These nanoparticles were well dispersed and stable in aqueous solution, and their physicochemical properties were characterized by turbidity, FTIR spectroscopy, dynamic light scattering (DLS), transmission electron microscope (TEM), and zeta potential. PEG was chosen to modify WSC-PASP nanoparticles to make a protein-protective agent. Investigation on the encapsulation efficiency and loading capacity of the bovine serum albumin (BSA)-loaded CPP nanoparticles was also conducted. Encapsulation efficiency was obviously decreased with the increase of initial BSA concentration. Furthermore, its in vitro release characteristics were evaluated at pH 1.2, 2.5, and 7.4. In vitro release showed that these nanoparticles provided an initial burst release, followed by a slowly sustained release for more than 24 h. The BSA released from CPP nanoparticles showed no significant conformational change compared with native BSA, which is superior to the BSA released from nanoparticles without PEG. A cell viability study suggested that the nanoparticles had good biocompatibility. This nanoparticle system was considered promising as an advanced drug delivery system for the peptide and protein drug delivery.  相似文献   

11.
The complex design of multifunctional nanomedicine is beneficial to overcome the multiple biological barriers of drug delivery, but it also presents additional hurdles to clinical translation (e.g., scaling-up and quality control). To address this dilemma, we employed a simple imidazole-bearing polymer micelle for enhanced cellular uptake, facilitated endosomal escape, and on-demand release of a model drug, SN-38. The micelles were crosslinked by the reversible imidazole/Zn2+ coordination with a drug loading of ca. 4% (w/w) and a diameter less than 200 nm. Under mimicked tumor microenvironment (pH 6.8), the surface charge of micelles reversed from negative to positive, leading to enhanced micelles uptake by model 4T1 cells. Such effect was verified by fluorescent labelling of micelles. Compared to imidazole-free nanocarriers, the charge-reversal micelles delivered significantly more SN-38 to 4T1 cells. Due to the proton sponge effect, imidazole-bearing micelles could rapidly escape from endosomes compared to the control micelles, as evidenced by the kinetic analysis of micelle/endosome co-localization. The coordination crosslinking also enabled the acid-triggered drug release. This work provides a “three birds with one stone” approach to achieve the multifunctionality of nanocarriers without complicated particle design, and opens new avenues of advancing nanomedicine translation via simple tailored nanocarriers.  相似文献   

12.
The purpose of this study is to explore and develop a novel biocompatibility drug delivery carrier for controllingontrolled drug release. The a-eleostearic acid grafted hydroxyapatite (a-ESA-g-HA) composite was synthesized by using silane coupling agent and characterized by Fourier Transformation Infrared Spectroscopy (FT-IR), Thermal Gravimetric Analysis (TGA) and Scanning Electron Microscope (SEM), respectively. The in vitro drug loading and controlled release behaviors of a-ESA-g-HA composite were investigated using ciprofloxacin as the model drug. The amount of ciprofloxacin loading and released was cal- culated by absorbance value which was determined by UV-Vis spectrophotometry at wavelength of 277 nm. The biocompatibility of a-ESA-g-HA composite was assessed by 3-(4,5)-dimethylthiahiazo(-z-yl)-3,5-di-phenytetrazoliumromide(MTT) assay, nuclear morphology and platelet adhesion. The results showed that the a-ESA-g-HA had nontoxic and good biocompatibility. According to the results mentioned above, the a-ESA-g-HA is an effective drug delivery carrier, which could increase drug loading capacity and control drug release, so further studies are necessary to evaluate clinical application and human health care.  相似文献   

13.
Luteolin (LUT) and luteoloside (LUS) belong to flavonoids with high anticancer potential and were loaded into biodegradable diblock copolymer micelles of methoxy polyethylene glycol-polycaprolactone (mPEG5K-PCL10K), methoxy polyethylene glycol-polylactide-co-glycolide (mPEG5K-PLGA10K), and methoxy polyethylene glycol-polylactide (mPEG5K-PDLLA10K) by a self-assembly method, creating water-soluble LUT and LUS copolymer micelles, respectively. The solubilization formulations of the copolymer micelles were optimized with response surface methodology (RSM). The obtained drug micelles are torispherical under transmission electron microscope (TEM) with an average diameter of about 70 nm. The mPEG5K-PLGA10K exhibited higher loading capacity for LUS which was 4.33%, and LUT- (or LUS)-loaded mPEG5K-PCL10K exhibited a better stability and encapsulation efficiency which was 65.1 and 55.8%, respectively. The in vitro drug release study showed above 47% of LUT was released from micelles at pH 7.4 PBS; however, no more than 35% of LUT was released at pH 6.4 PBS within 24 h. Meanwhile, no more than 30% of LUS was released from micelles whether at pH 6.4 or 7.4 PBS solution within 24 h.  相似文献   

14.
目的:本文目的是制备氟维司群纳米聚合物胶束,并对其体外特性进行表征。方法:采用生物可降解材料甲氧基聚乙二醇-b-聚D,L-丙交酯(m PEG-b-PDLLA),并用固体分散法制备氟维司群聚合物胶束。利用透射电子显微镜与马尔文激光粒度测定仪分析胶束的形态与粒径。用X射线单晶体衍射仪定性测试胶束包封性。建立并验证氟维司群高效液相色谱(HPLC)分析方法,定量测定胶束载药量与包封率。采用透析袋法分析胶束体外释放情况。结果:氟维司群聚合物胶束形态圆整、分散均匀无粘连,粒径为89.97±4.33 nm,多分散指数为0.162±0.023,载药量与包封率达8.95%±0.86%与97.25%±0.86%。胶束释药具有明显的缓释特点。结论:成功制备氟维司群胶束并显著提高其水溶性,表现良好的缓释行为,能够开发为氟维司群的新型纳米制剂。  相似文献   

15.
Cannell and Allen (1984. Biophys. J. 45:913–925) introduced the use of a multi-compartment model to estimate the time course of spread of calcium ions (Ca2+) within a half sarcomere of a frog skeletal muscle fiber activated by an action potential. Under the assumption that the sites of sarcoplasmic reticulum (SR) Ca2+ release are located radially around each myofibril at the Z line, their model calculated the spread of released Ca2+ both along and into the half sarcomere. During diffusion, Ca2+ was assumed to react with metal-binding sites on parvalbumin (a diffusible Ca2+- and Mg2+-binding protein) as well as with fixed sites on troponin. We have developed a similar model, but with several modifications that reflect current knowledge of the myoplasmic environment and SR Ca2+ release. We use a myoplasmic diffusion constant for free Ca2+ that is twofold smaller and an SR Ca2+ release function in response to an action potential that is threefold briefer than used previously. Additionally, our model includes the effects of Ca2+ and Mg2+ binding by adenosine 5′-triphosphate (ATP) and the diffusion of Ca2+-bound ATP (CaATP). Under the assumption that the total myoplasmic concentration of ATP is 8 mM and that the amplitude of SR Ca2+ release is sufficient to drive the peak change in free [Ca2+] (Δ[Ca2+]) to 18 μM (the approximate spatially averaged value that is observed experimentally), our model calculates that (a) the spatially averaged peak increase in [CaATP] is 64 μM; (b) the peak saturation of troponin with Ca2+ is high along the entire thin filament; and (c) the half-width of Δ[Ca2+] is consistent with that observed experimentally. Without ATP, the calculated half-width of spatially averaged Δ[Ca2+] is abnormally brief, and troponin saturation away from the release sites is markedly reduced. We conclude that Ca2+ binding by ATP and diffusion of CaATP make important contributions to the determination of the amplitude and the time course of Δ[Ca2+].  相似文献   

16.
Dermatan sulfate (DS), a glycosaminoglycan family, was investigated as a additive to enhance the stability of therapeutic protein with low p/ value loaded in poly(lactide-co-glycolide) (PLGA) microspheres prepared by water-in-oil-in-water (W1/O/W2) method. DS maintains negative charge below pH 3.0 because of its sulfate groups, while most anionic polymer with carboxyl groups becomes neutral charge at that pH. Thus, at pH 3.0 DS can form a polyelectrolyte complex with a protein with lower p/ such as exendin-4, insulin, and human growth hormone. In order to complex with DS, bovine serum albumin (BSA) was employed as a model protein, which has low p/value (p/= 4.8). The complex prepared at pH 3.0 showed a nano-size in the range of 100∼200 nm with a mono distribution. During the preparation of PLGA depot, DS concentration in water phase increases with decreasing the formation of non-covalent BSA aggregates and enhancing BSA loading efficiency. It means that DS/BSA complex system enabled to keep a stability of BSA at the water/organic interface. In an in vitro BSA release test, PLGA depot with DS exhibited a lower initial burst kinetic than only PLGA depot and continuous BSA release in almost 100% for 23 days. From the results, it was concluded that DS as an additive in PLGA depot, has a potential for the long-term delivery of therapeutic proteins with lower p/ value.  相似文献   

17.
A poly(vinylalcohol) (PVA) electrospun/magnetic/chitosan nanocomposite fibrous cross-linked network was fabricated using in situ cross-linking electrospinning technique and used for bovine serum albumin (BSA) loading and release applications. Sodium tripolyphosphate (TPP) and glutaraldehyde (GA) were used as cross-linkers which modified magnetic-Fe3O4 chitosan as Fe3O4/CS/TPP and Fe3O4/CS/GA, respectively. BSA was used as a model protein drugs which was encapsulated to form Fe3O4/CS/TPP/BSA and Fe3O4/CS/GA/BSA nanoparticles. The composites were electrospun with PVA to form nanofibers. Nanofibers were characterized by field emission scanning electron microscopy (FESEM) and Fourier transform infrared spectroscopy (FTIR). The characterization results suggest that Fe3O4 nanoparticles with average size of 45 nm were successfully bound on the surface of chitosan. The cross-linked nanofibers were found to contain uniformly dispersed Fe3O4 nanoparticles. The size and morphology of the nanofibers network was controlled by varying the cross-linker type. FTIR data show that these two polymers have intermolecular interactions. The sample with TPP cross-linker showed an enhancement of the controlled release properties of BSA during 30-h experimental investigation.

Graphical Abstract

Open in a separate windowᅟKEY WORDS: cross-linker, electrospun, magnetite, mano-composite, protein loading  相似文献   

18.
The development of thermo-responsive and reduction-sensitive polymeric micelles based on an amphiphilic block copolymer poly[(PEG-MEMA)-co-(Boc-Cyst-MMAm)]-block-PEG (denoted PEG-P-SS-HP) for the intracellular delivery of anticancer drugs is reported. PTX, as model drug, was loaded into the PEG-P-SS-HP micelles with an encapsulation efficiency >90%, resulting in a high drug loading content (up to 35?wt%). The PTX-loaded PEG-P-SS-HP micelles show slow drug release in PBS and rapid release after incubation with DTT. The PTX-loaded micelles display a better cytotoxic effect than the free drug, whereas empty micelles are found to be non-toxic. The thermo-responsive and reduction-sensitive polymeric micelles described may serve as promising carriers for cytostatic drugs.  相似文献   

19.
Controlled drug delivery technology of proteins/peptides from biodegradable nanoparticles has emerged as one of the eminent areas to overcome formulation associated problems of the macromolecules. The purpose of the present investigation was to develop protein-loaded nanoparticles using biodegradable polymer poly l-lactide-co-glycolidic acid (PLGA) with bovine serum albumin (BSA) as a model protein. Despite many studies available with PLGA-based protein-loaded nanoparticles, production know-how, process parameters, protein loading, duration of protein release, narrowing polydispersity of particles have not been investigated enough to scale up manufacturing of protein-loaded nanoparticles in formulations. Different process parameters such as protein/polymer ratio, homogenizing speed during emulsifications, particle surface morphology and surface charges, particle size analysis and in-vitro protein release were investigated. The in-vitro protein release study suggests that release profile of BSA from nanoparticles could be modulated by changing protein-polymer ratios and/or by varying homogenizing speed during multiple-emulsion preparation technique. The formulation prepared with protein-polymer ratio of 1:60 at 17,500 rpm gave maximum protein-loading, minimum polydispersion with maximally sustained protein release pattern, among the prepared formulations. Decreased (10,000 rpm) or enhanced (24,000 rpm) homogenizing speeds resulted in increased polydispersion with larger particles having no better protein-loading and -release profiles in the present study.  相似文献   

20.
Self-assembled nano-micelles of amphiphilic polymers represent a novel anticancer drug delivery system. However, their full clinical utilization remains challenging because the quantitative structure-property relationship (QSPR) between the polymer structure and the efficacy of micelles as a drug carrier is poorly understood. Here, we developed a series of QSPR models to account for the drug loading capacity of polymeric micelles using the genetic function approximation (GFA) algorithm. These models were further evaluated by internal and external validation and a Y-randomization test in terms of stability and generalization, yielding an optimization model that is applicable to an expanded materials regime. As confirmed by experimental data, the relationship between microstructure and drug loading capacity can be well-simulated, suggesting that our models are readily applicable to the quantitative evaluation of the drug-loading capacity of polymeric micelles. Our work may offer a pathway to the design of formulation experiments.  相似文献   

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