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Tsompanas MA, Bull L, Adamatzky A, Balaz I. In silico optimization of cancer therapies with multiple types of nanoparticles applied at different times. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2021; 200:105886. [PMID: 33288217 DOI: 10.1016/j.cmpb.2020.105886] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Accepted: 11/23/2020] [Indexed: 06/12/2023]
Abstract
BACKGROUND AND OBJECTIVE Cancer tumors constitute a complicated environment for conventional anti-cancer treatments to confront, so solutions with higher complexity and, thus, robustness to diverse conditions are required. Alternations in the tumor composition have been documented, as a result of a conventional treatment, making an ensemble of cells drug resistant. Consequently, a possible answer to this problem could be the delivery of the pharmaceutic compound with the assistance of nano-particles (NPs) that modify the delivery characteristics and biodistribution of the therapy. Nonetheless, to tackle the dynamic response of the tumor, a variety of application times of different types of NPs could be a way forward. METHODS The in silico optimization was investigated here, in terms of the design parameters of multiple NPs and their application times. The optimization methodology used an open-source simulator to provide the fitness of each possible treatment. Because the number of different NPs that will achieve the best performance is not known a priori, the evolutionary algorithm utilizes a variable length genome approach, namely a metameric representation and accordingly modified operators. RESULTS The results highlight the fact that different application times have a significant effect on the robustness of a treatment. Whereas, applying all NPs at earlier time slots and without the ordered sequence unveiled by the optimization process, proved to be less effective. CONCLUSIONS The design and development of a dynamic tool that will navigate through the large search space of possible combinations can provide efficient solutions that prove to be beyond human intuition.
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Affiliation(s)
| | - Larry Bull
- Department of Computer Science and Creative Technologies, University of the West of England, Bristol BS16 1QY, UK
| | - Andrew Adamatzky
- Unconventional Computing Laboratory, University of the West of England, Bristol BS16 1QY, UK
| | - Igor Balaz
- Laboratory for Meteorology, Physics and Biophysics, Faculty of Agriculture, Trg Dositeja Obradovica 8, University of Novi Sad, Novi Sad, 21000, Serbia
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2
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Hydrophobic drug self-delivery systems as a versatile nanoplatform for cancer therapy: A review. Colloids Surf B Biointerfaces 2019; 180:202-211. [DOI: 10.1016/j.colsurfb.2019.04.050] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Revised: 04/23/2019] [Accepted: 04/24/2019] [Indexed: 12/24/2022]
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3
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Liu Q, Zhao K, Wang C, Zhang Z, Zheng C, Zhao Y, Zheng Y, Liu C, An Y, Shi L, Kang C, Liu Y. Multistage Delivery Nanoparticle Facilitates Efficient CRISPR/dCas9 Activation and Tumor Growth Suppression In Vivo. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2019; 6:1801423. [PMID: 30643726 PMCID: PMC6325604 DOI: 10.1002/advs.201801423] [Citation(s) in RCA: 104] [Impact Index Per Article: 20.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Revised: 09/19/2018] [Indexed: 05/04/2023]
Abstract
CRISPR/dCas9 systems can precisely control endogenous gene expression without interrupting host genomic sequence and have provided a novel and feasible strategy for the treatment of cancers at the transcriptional level. However, development of CRISPR/dCas9-based anti-cancer therapeutics remains challenging due to the conflicting requirements for the design of the delivery system: a cationic and membrane-binding surface facilitates the tumor accumulation and cellular uptake of the CRISPR/dCas9 system, but hinders the circulating stability in vivo. Here, a multistage delivery nanoparticle (MDNP) that can achieve tumor-targeted delivery of CRISPR/dCas9 systems and restore endogenous microRNA (miRNA) expression in vivo is described. MDNP is designed as a core-shell structure in which the shell is made of a responsive polymer that endows MDNP with the capability to present different surface properties in response to its surrounding microenvironment, allowing the MNDP overcoming multiple physiological barriers and delivering the payload to tumor tissues with an optimal efficiency. Systemic administration of MDNP/dCas9-miR-524 to tumor-bearing mice achieved effective upregulation of miR-524 in tumors, leading to the simultaneous interferences of multiple signal pathways related to cancer cell proliferation and presenting remarkable tumor growth retardation, suggesting the feasibility of utilizing MDNP to achieve tumor-targeting delivery of CRISPR/dCas9 with sufficient levels to realize its therapeutic effects.
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Affiliation(s)
- Qi Liu
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
| | - Kai Zhao
- Tianjin Neurological InstituteKey Laboratory of Post‐neurotrauma Neuro‐repair and Regeneration in Central Nervous SystemMinistry of Education and Tianjin CityDepartment of NeurosurgeryTianjin Medical University General HospitalTianjin300052China
| | - Chun Wang
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
| | - Zhanzhan Zhang
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
| | - Chunxiong Zheng
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
| | - Yu Zhao
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
| | - Yadan Zheng
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
| | - Chaoyong Liu
- Tianjin Neurological InstituteKey Laboratory of Post‐neurotrauma Neuro‐repair and Regeneration in Central Nervous SystemMinistry of Education and Tianjin CityDepartment of NeurosurgeryTianjin Medical University General HospitalTianjin300052China
| | - Yingli An
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
| | - Linqi Shi
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
| | - Chunsheng Kang
- Tianjin Neurological InstituteKey Laboratory of Post‐neurotrauma Neuro‐repair and Regeneration in Central Nervous SystemMinistry of Education and Tianjin CityDepartment of NeurosurgeryTianjin Medical University General HospitalTianjin300052China
| | - Yang Liu
- State Key Laboratory of Medicinal Chemical BiologyKey Laboratory of Functional Polymer Materials of Ministry of EducationCollege of ChemistryNankai UniversityTianjin300071China
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4
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Emerging transporter-targeted nanoparticulate drug delivery systems. Acta Pharm Sin B 2019; 9:49-58. [PMID: 30766777 PMCID: PMC6361857 DOI: 10.1016/j.apsb.2018.10.005] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2018] [Revised: 09/11/2018] [Accepted: 10/04/2018] [Indexed: 12/11/2022] Open
Abstract
Transporter-targeted nanoparticulate drug delivery systems (nano-DDS) have emerged as promising nanoplatforms for efficient drug delivery. Recently, great progress in transporter-targeted strategies has been made, especially with the rapid developments in nanotherapeutics. In this review, we outline the recent advances in transporter-targeted nano-DDS. First, the emerging transporter-targeted nano-DDS developed to facilitate oral drug delivery are reviewed. These include improvements in the oral absorption of protein and peptide drugs, facilitating the intravenous-to-oral switch in cancer chemotherapy. Secondly, the recent advances in transporter-assisted brain-targeting nano-DDS are discussed, focusing on the specific transporter-based targeting strategies. Recent developments in transporter-mediated tumor-targeting drug delivery are also discussed. Finally, the possible transport mechanisms involved in transporter-mediated endocytosis are highlighted, with special attention to the latest findings of the interactions between membrane transporters and nano-DDS.
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5
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Wickens JM, Alsaab HO, Kesharwani P, Bhise K, Amin MCIM, Tekade RK, Gupta U, Iyer AK. Recent advances in hyaluronic acid-decorated nanocarriers for targeted cancer therapy. Drug Discov Today 2017; 22:665-680. [PMID: 28017836 PMCID: PMC5413407 DOI: 10.1016/j.drudis.2016.12.009] [Citation(s) in RCA: 132] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2016] [Revised: 11/28/2016] [Accepted: 12/15/2016] [Indexed: 12/16/2022]
Abstract
The cluster-determinant 44 (CD44) receptor has a high affinity for hyaluronic acid (HA) binding and is a desirable receptor for active targeting based on its overexpression in cancer cells compared with normal body cells. The nanocarrier affinity can be increased by conjugating drug-loaded carriers with HA, allowing enhanced cancer cell uptake via the HA-CD44 receptor-mediated endocytosis pathway. In this review, we discuss recent advances in HA-based nanocarriers and micelles for cancer therapy. In vitro and in vivo experiments have repeatedly indicated HA-based nanocarriers to be a target-specific drug and gene delivery platform with great promise for future applications in clinical cancer therapy.
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Affiliation(s)
- Jennifer M Wickens
- Use-inspired Biomaterials & Integrated Nano Delivery (U-BiND) Systems Laboratory, Department of Pharmaceutical Sciences, Eugene Applebaum College of Pharmacy and Health Sciences, 259 Mack Ave, Wayne State University, Detroit, MI 48201, USA; Department of Chemistry, Lake Superior State University, 680 W. Easterday Avenue, Sault Ste. Marie, MI 49783, USA
| | - Hashem O Alsaab
- Use-inspired Biomaterials & Integrated Nano Delivery (U-BiND) Systems Laboratory, Department of Pharmaceutical Sciences, Eugene Applebaum College of Pharmacy and Health Sciences, 259 Mack Ave, Wayne State University, Detroit, MI 48201, USA
| | - Prashant Kesharwani
- Use-inspired Biomaterials & Integrated Nano Delivery (U-BiND) Systems Laboratory, Department of Pharmaceutical Sciences, Eugene Applebaum College of Pharmacy and Health Sciences, 259 Mack Ave, Wayne State University, Detroit, MI 48201, USA; The International Medical University, School of Pharmacy, Department of Pharmaceutical Technology, Jalan Jalil Perkasa 19, 57000 Kuala Lumpur, Malaysia
| | - Ketki Bhise
- Use-inspired Biomaterials & Integrated Nano Delivery (U-BiND) Systems Laboratory, Department of Pharmaceutical Sciences, Eugene Applebaum College of Pharmacy and Health Sciences, 259 Mack Ave, Wayne State University, Detroit, MI 48201, USA
| | - Mohd Cairul Iqbal Mohd Amin
- Centre for Drug Delivery Research, Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, 50300 Kuala Lumpur, Malaysia
| | - Rakesh Kumar Tekade
- National Institute of Pharmaceutical Education and Research (NIPER), Sarkhej - Gandhinagar Highway, Thaltej, Ahmedabad 380054, Gujarat, India
| | - Umesh Gupta
- Department of Pharmacy, School of Chemical Sciences and Pharmacy, Central University of Rajasthan, Bandarsindri, Ajmer, Rajasthan 305817, India
| | - Arun K Iyer
- Use-inspired Biomaterials & Integrated Nano Delivery (U-BiND) Systems Laboratory, Department of Pharmaceutical Sciences, Eugene Applebaum College of Pharmacy and Health Sciences, 259 Mack Ave, Wayne State University, Detroit, MI 48201, USA; Molecular Therapeutics Program, Barbara Ann Karmanos Cancer Institute, Wayne State University, School of Medicine, Detroit, MI 48201, USA.
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6
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Liu Y, Zhou C, Wang W, Yang J, Wang H, Hong W, Huang Y. CD44 Receptor Targeting and Endosomal pH-Sensitive Dual Functional Hyaluronic Acid Micelles for Intracellular Paclitaxel Delivery. Mol Pharm 2016; 13:4209-4221. [PMID: 27796093 DOI: 10.1021/acs.molpharmaceut.6b00870] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A novel CD44 receptor targeting and endosome pH-sensitive dual functional hyaluronic acid-deoxycholic acid-histidine (HA-DOCA-His) micellar system was designed for intracellular paclitaxel (PTX) delivery. The HA-DOCA-His micelles exhibited desirable endosome pH (5.0-6.0)-induced aggregation and deformation behavior verified by size distribution, critical micellar concentration, and zeta potential changes. The HA-DOCA-His micelles presented excellent encapsulation efficiency and loading capacity of 90.0% and 18.9% for PTX, respectively. The PTX release from HA-DOCA-His micelles was pH-dependent, with more rapid PTX release at pH 6.0 and 5.0 than those at pH 7.4 and 6.5. The cellular uptake performance of HA-DOCA-His micelles was enhanced comparing with pH-insensitive HA-DOCA micelles by qualitative and quantitative measurements. HA-DOCA-His micelles could be taken up via CD44-receptor mediated endocytosis, transported into endosomes, and triggered drug release to cytoplasm. In vitro cytotoxicity study exhibited PTX-loaded HA-DOCA-His micelles were more active in tumor cell growth inhibition in MCF-7 cells at pH 5.8 than those at pH 6.8 and pH 7.4. A superior antitumor efficacy was demonstrated with HA-DOCA-His micelles in a MCF-7 breast tumor model. These indicated that the dual functional HA-DOCA-His micelles combined targeted intracellular delivery and endosomal release strategies could be developed as a promising nanocarrier for anticancer efficacy improvement of PTX.
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Affiliation(s)
- Yanhua Liu
- Department of Pharmaceutics, School of Pharmacy, Ningxia Medical University , No. 1160, Shengli Street, Yinchuan 750004, China.,Key Laboratory of Hui Ethnic Medicine Modernization, Ministry of Education, Ningxia Medical University , Yinchuan 750004, China
| | - Chengming Zhou
- Department of Pharmacy, Tumor Hospital of General Hospital, Ningxia Medical University , Yinchuan 750004, China
| | - Wenping Wang
- Department of Pharmaceutics, School of Pharmacy, Ningxia Medical University , No. 1160, Shengli Street, Yinchuan 750004, China.,Key Laboratory of Hui Ethnic Medicine Modernization, Ministry of Education, Ningxia Medical University , Yinchuan 750004, China
| | - Jianhong Yang
- Department of Pharmaceutics, School of Pharmacy, Ningxia Medical University , No. 1160, Shengli Street, Yinchuan 750004, China.,Key Laboratory of Hui Ethnic Medicine Modernization, Ministry of Education, Ningxia Medical University , Yinchuan 750004, China
| | - Hao Wang
- Department of Pharmaceutics, School of Pharmacy, Ningxia Medical University , No. 1160, Shengli Street, Yinchuan 750004, China.,Key Laboratory of Hui Ethnic Medicine Modernization, Ministry of Education, Ningxia Medical University , Yinchuan 750004, China
| | - Wei Hong
- School of Chemistry and Chemical Engineering, Beifang University of Nationalities , Yinchuan 750021, China
| | - Yu Huang
- Department of Pharmaceutics, School of Pharmacy, Ningxia Medical University , No. 1160, Shengli Street, Yinchuan 750004, China.,Key Laboratory of Hui Ethnic Medicine Modernization, Ministry of Education, Ningxia Medical University , Yinchuan 750004, China
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7
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Evaluation of pharmacokinetics underlies the collaborated usage of lamivudine and oxymatrine in beagle dogs. Asian J Pharm Sci 2016. [DOI: 10.1016/j.ajps.2016.02.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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8
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Li Z, Zhang M, Liu C, Zhou S, Zhang W, Wang T, Zhou M, Liu X, Wang Y, Sun Y, Sun J. Development of Liposome containing sodium deoxycholate to enhance oral bioavailability of itraconazole. Asian J Pharm Sci 2016; 12:157-164. [PMID: 32104325 PMCID: PMC7032120 DOI: 10.1016/j.ajps.2016.05.006] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2016] [Revised: 05/07/2016] [Accepted: 05/13/2016] [Indexed: 01/25/2023] Open
Abstract
The aim of this study was to enhance oral bioavailability of itraconazole (ITZ) by developing Liposome containing sodium deoxycholate (ITZ-Lip-NaDC). The liposome, consisting of egg yolk lecithin and sodium deoxycholate, was prepared by thin-film dispersion method. Differential Scanning Calorimetry (DSC) results indicated an amorphous state in the liposome. The physicochemical characteristics including particle size, morphology, entrapment efficiency, dissolution properties were also investigated. The performance of single-pass intestinal infusion exhibited that the transport order of intestinal segment was jejunum, duodenum, colon and ileum, and that all the segments participated in the absorption of ITZ in intestinal tract. The bioavailability study in rats showed that the AUC0-72 of the liposome was nearly 1.67-fold higher than that of commercial capsules (SPORANOX) in terms of oral administration, and the RSD of AUC0-72 of ITZ-Lip-NaDC was also decreased. Our results indicated that ITZ-Lip-NaDC liposome was facilitated to improve dissolution efficiency, augment transmembrane absorption, and then enhance the oral bioavailability of ITZ, successfully.
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Affiliation(s)
- Zhenbao Li
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
| | - Meiyu Zhang
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
| | - Chang Liu
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
| | - Shiwei Zhou
- Suihua No. 1 hospital, Beilin Road, Heilongjiang 152000, China
| | - Wenjuan Zhang
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
| | - Tianyang Wang
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
| | - Mei Zhou
- School of further education, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
| | - Xiaohong Liu
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
| | - Yongjun Wang
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
| | - Yinghua Sun
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
- Corresponding author. School of Pharmacy, Shenyang Pharmaceutical University, No. 103 Wenhua Road, Shenyang 110016, China. Fax: +86 24 23986325.
| | - Jin Sun
- School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
- Municipal Key Laboratory of Biopharmaceutics, School of Pharmacy, Shenyang Pharmaceutical University, No. 103, Wenhua Road, Shenyang 110016, China
- Corresponding author. School of Pharmacy, Shenyang Pharmaceutical University, Shenyang 110016, China. Fax: +86 24 23986325.
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9
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Xu CF, Zhang HB, Sun CY, Liu Y, Shen S, Yang XZ, Zhu YH, Wang J. Tumor acidity-sensitive linkage-bridged block copolymer for therapeutic siRNA delivery. Biomaterials 2016; 88:48-59. [PMID: 26945455 DOI: 10.1016/j.biomaterials.2016.02.031] [Citation(s) in RCA: 89] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2015] [Revised: 02/14/2016] [Accepted: 02/19/2016] [Indexed: 10/22/2022]
Abstract
The design of ideal nanoparticle delivery systems should be capable of meeting the requirements of several stages of drug delivery, including prolonged circulation, enhanced accumulation and penetration in the tumor, facilitated cellular internalization and rapid release of the active drug in the tumor cells. However, among the current design strategies, meeting the requirements of one stage often conflicts with the other. Herein, a tumor pH-labile linkage-bridged block copolymer of poly(ethylene glycol) with poly(lacide-co-glycolide) (PEG-Dlinkm-PLGA) was used for siRNA delivery to fulfill all aforementioned requirements of these delivery stages. The obtained siRNA-encapsulating PEG-Dlinkm-PLGA nanoparticle gained efficiently prolonged circulation in the blood and preferential accumulation in tumor sites via the PEGylation. Furthermore, the PEG surface layer was detached in response to the tumor acidic microenvironment to facilitate cellular uptake, and the siRNA was rapidly released within tumor cells due to the hydrophobic PLGA layer. Hence, PEG-Dlinkm-PLGA nanoparticles met the requirements of several stages of drug delivery, and resulted in the enhanced therapeutic effect of the nanoparticular delivery systems.
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Affiliation(s)
- Cong-Fei Xu
- Hefei National Laboratory for Physical Sciences at the Microscale, University of Science and Technology of China, Hefei Anhui 230027, PR China
| | - Hou-Bing Zhang
- Hefei National Laboratory for Physical Sciences at the Microscale, University of Science and Technology of China, Hefei Anhui 230027, PR China
| | - Chun-Yang Sun
- CAS Center for Excellence in Nanoscience, School of Life Sciences and Medical Center, University of Science and Technology of China, Hefei Anhui 230027, PR China
| | - Yang Liu
- CAS Center for Excellence in Nanoscience, School of Life Sciences and Medical Center, University of Science and Technology of China, Hefei Anhui 230027, PR China
| | - Song Shen
- CAS Center for Excellence in Nanoscience, School of Life Sciences and Medical Center, University of Science and Technology of China, Hefei Anhui 230027, PR China
| | - Xian-Zhu Yang
- Hefei National Laboratory for Physical Sciences at the Microscale, University of Science and Technology of China, Hefei Anhui 230027, PR China.
| | - Yan-Hua Zhu
- CAS Center for Excellence in Nanoscience, School of Life Sciences and Medical Center, University of Science and Technology of China, Hefei Anhui 230027, PR China
| | - Jun Wang
- Hefei National Laboratory for Physical Sciences at the Microscale, University of Science and Technology of China, Hefei Anhui 230027, PR China; CAS Center for Excellence in Nanoscience, School of Life Sciences and Medical Center, University of Science and Technology of China, Hefei Anhui 230027, PR China; Innovation Center for Cell Signaling Network, University of Science and Technology of China, Hefei, Anhui 230027, PR China.
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10
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Yang M, Chen J, Shi X, Xu L, Xi Z, You L, An R, Wang X. Development of in Silico Models for Predicting P-Glycoprotein Inhibitors Based on a Two-Step Approach for Feature Selection and Its Application to Chinese Herbal Medicine Screening. Mol Pharm 2015; 12:3691-713. [PMID: 26376206 DOI: 10.1021/acs.molpharmaceut.5b00465] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
P-glycoprotein (P-gp) is regarded as an important factor in determining the ADMET (absorption, distribution, metabolism, elimination, and toxicity) characteristics of drugs and drug candidates. Successful prediction of P-gp inhibitors can thus lead to an improved understanding of the underlying mechanisms of both changes in the pharmacokinetics of drugs and drug-drug interactions. Therefore, there has been considerable interest in the development of in silico modeling of P-gp inhibitors in recent years. Considering that a large number of molecular descriptors are used to characterize diverse structural moleculars, efficient feature selection methods are required to extract the most informative predictors. In this work, we constructed an extensive available data set of 2428 molecules that includes 1518 P-gp inhibitors and 910 P-gp noninhibitors from multiple resources. Importantly, a two-step feature selection approach based on a genetic algorithm and a greedy forward-searching algorithm was employed to select the minimum set of the most informative descriptors that contribute to the prediction of P-gp inhibitors. To determine the best machine learning algorithm, 18 classifiers coupled with the feature selection method were compared. The top three best-performing models (flexible discriminant analysis, support vector machine, and random forest) and their ensemble model using respectively only 3, 9, 7, and 14 descriptors achieve an overall accuracy of 83.2%-86.7% for the training set containing 1040 compounds, an overall accuracy of 82.3%-85.5% for the test set containing 1039 compounds, and a prediction accuracy of 77.4%-79.9% for the external validation set containing 349 compounds. The models were further extensively validated by DrugBank database (1890 compounds). The proposed models are competitive with and in some cases better than other published models in terms of prediction accuracy and minimum number of descriptors. Applicability domain then was addressed by developing an ensemble classification model to obtain more reliable predictions. Finally, we employed these models as a virtual screening tool for identifying potential P-gp inhibitors in Traditional Chinese Medicine Systems Pharmacology (TCMSP) database containing a total of 13 051 unique compounds from 498 herbs, resulting in 875 potential P-gp inhibitors and 15 inhibitor-rich herbs. These predictions were partly supported by a literature search and are valuable not only to develop novel P-gp inhibitors from TCM in the early stages of drug development, but also to optimize the use of herbal remedies.
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Affiliation(s)
- Ming Yang
- Department of Chemistry, College of Pharmacy, Shanghai University of Traditional Chinese Medicine , Shanghai 200444, People's Republic of China.,Department of Pharmacy, Longhua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine , Shanghai 200032, People's Republic of China
| | - Jialei Chen
- Department of Pharmacy, Longhua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine , Shanghai 200032, People's Republic of China
| | - Xiufeng Shi
- Department of Pharmacy, Longhua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine , Shanghai 200032, People's Republic of China
| | - Liwen Xu
- Department of Pharmacy, Longhua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine , Shanghai 200032, People's Republic of China
| | - Zhijun Xi
- Department of Pharmacy, Longhua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine , Shanghai 200032, People's Republic of China
| | - Lisha You
- Department of Chemistry, College of Pharmacy, Shanghai University of Traditional Chinese Medicine , Shanghai 200444, People's Republic of China
| | - Rui An
- Department of Chemistry, College of Pharmacy, Shanghai University of Traditional Chinese Medicine , Shanghai 200444, People's Republic of China
| | - Xinhong Wang
- Department of Chemistry, College of Pharmacy, Shanghai University of Traditional Chinese Medicine , Shanghai 200444, People's Republic of China
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11
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Han X, Sun J, Wang Y, He Z. Recent Advances in Platinum (IV) Complex-Based Delivery Systems to Improve Platinum (II) Anticancer Therapy. Med Res Rev 2015; 35:1268-99. [PMID: 26280923 DOI: 10.1002/med.21360] [Citation(s) in RCA: 76] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Cisplatin and its platinum (Pt) (II) derivatives play a key role in the fight against various human cancers such as testicular, ovarian, head and neck, lung tumors. However, their application in clinic is limited due to dose- dependent toxicities and acquired drug resistances, which have prompted extensive research effort toward the development of more effective Pt (II) delivery strategies. The synthesis of Pt (IV) complex is one such an area of intense research fields, which involves their in vivo conversion into active Pt (II) molecules under the reducing intracellular environment, and has demonstrated encouraging preclinical and clinical outcomes. Compared with Pt (II) complexes, Pt (IV) complexes not only exhibit an increased stability and reduced side effects, but also facilitate the intravenous-to-oral switch in cancer chemotherapy. The overview briefly analyzes statuses of Pt (II) complex that are in clinical use, and then focuses on the development of Pt (IV) complexes. Finally, recent advances in Pt (IV) complexes in combination with nanocarriers are highlighted, addressing the shortcomings of Pt (IV) complexes, such as their instability in blood and irreversibly binding to plasma proteins and nonspecific distribution, and taking advantage of passive and active targeting effect to improve Pt (II) anticancer therapy.
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Affiliation(s)
- Xiaopeng Han
- School of Pharmacy, Shenyang Pharmaceutical University, Wenhua Road, Shenyang, 110016, China
| | - Jin Sun
- School of Pharmacy, Shenyang Pharmaceutical University, Wenhua Road, Shenyang, 110016, China.,Municipal Key Laboratory of Biopharmaceutics, School of Pharmacy, Shenyang Pharmaceutical University, Wenhua Road, Shenyang, 110016, China
| | - Yongjun Wang
- School of Pharmacy, Shenyang Pharmaceutical University, Wenhua Road, Shenyang, 110016, China
| | - Zhonggui He
- School of Pharmacy, Shenyang Pharmaceutical University, Wenhua Road, Shenyang, 110016, China
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12
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Poon W, Zhang X, Bekah D, Teodoro JG, Nadeau JL. Targeting B16 tumors in vivo with peptide-conjugated gold nanoparticles. NANOTECHNOLOGY 2015; 26:285101. [PMID: 26111959 DOI: 10.1088/0957-4484/26/28/285101] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
This study examines the effects of polyethylene glycol (PEG) and peptide conjugation on the biodistribution of ultrasmall (2.7 nm) gold nanoparticles in mice bearing B16 melanoma allografts. Nanoparticles were delivered intravenously, and biodistribution was measured at specific timepoints by organ digestion and inductively coupled plasma mass spectrometry. All major organs were examined. Two peptides were tested: the cyclic RGD peptide (cRGD, which targets integrins); and a recently described peptide derived from the myxoma virus. We found the greatest specific tumor delivery using the myxoma peptide, with or without PEGylation. Un-PEGylated cRGD performed poorly, but PEGylated RGD showed a significant transient collection in the tumor. Liver and kidney were the primary targets of all constructs. None of the particles were able to cross the blood-brain barrier. Although it was able to deliver Au to B16 cells, the myxoma peptide did not show any cytotoxic activity against these cells, in contrast to previous reports. These results indicate that the effect of passive targeting by PEGylation and active targeting by peptides can be independent or combined, and that they should be evaluated on a case-by-case basis when designing new nanosystems for targeted therapies. Both myxoma peptide and cRGD should be considered for specific targeting to melanoma, but a thorough investigation of the cytotoxicity of the myxoma peptide to different cell lines remains to be performed.
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Affiliation(s)
- Wilson Poon
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal QC H3A 2B4, Canada
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Mishin MV, Zamotin KY, Protopopova VS, Alexandrov SE. Atmospheric pressure PECVD nanoparticles: mechanism of nanoparticle self-organisation into micron sized fractal clusters on a solid surface. Phys Chem Chem Phys 2015; 17:7138-48. [DOI: 10.1039/c4cp05904b] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A physical model of the micron fractal clusters formation from nanoparticles synthesized in an atmospheric pressure PECVD process is proposed.
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Affiliation(s)
- M. V. Mishin
- Department of Physical Chemistry and Technology of Microsystem Devices
- Saint Petersburg State Polytechnical University
- Saint Petersburg
- Russia
| | - K. Y. Zamotin
- Laboratory of Applied Mathematics and Mechanics
- Saint Petersburg State Polytechnical University
- Saint Petersburg
- Russia
| | - V. S. Protopopova
- Department of Materials Science and Engineering
- Aalto University
- Aalto
- Finland
| | - S. E. Alexandrov
- Department of Physical Chemistry and Technology of Microsystem Devices
- Saint Petersburg State Polytechnical University
- Saint Petersburg
- Russia
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14
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Yan L, Zhang J, Lee CS, Chen X. Micro- and nanotechnologies for intracellular delivery. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2014; 10:4487-504. [PMID: 25168360 DOI: 10.1002/smll.201401532] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2014] [Revised: 07/18/2014] [Indexed: 05/24/2023]
Abstract
The majority of drugs and biomolecules need to be delivered into cells to be effective. However, the cell membranes, a biological barrier, strictly resist drugs or biomolecules entering cells, resulting in significantly reduced intracellular delivery efficiency. To overcome this barrier, a variety of intracellular delivery approaches including chemical and physical ways have been developed in recent years. In this review, the focus is on summarizing the nanomaterial routes involved in making use of a collection of receptors for the targeted delivery of drugs and biomolecules and the physical ways of applying micro- and nanotechnologies for high-throughput intracellular delivery.
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Affiliation(s)
- Li Yan
- Center of Super-Diamond and Advanced Films (COSDAF) and Department of Physics and Materials Science, City University of Hong Kong, Hong Kong SAR, PR China
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15
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Luo C, Sun J, Sun B, He Z. Prodrug-based nanoparticulate drug delivery strategies for cancer therapy. Trends Pharmacol Sci 2014; 35:556-66. [PMID: 25441774 DOI: 10.1016/j.tips.2014.09.008] [Citation(s) in RCA: 237] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2014] [Revised: 08/25/2014] [Accepted: 09/19/2014] [Indexed: 01/17/2023]
Abstract
Despite the rapid developments in nanotechnology and biomaterials, the efficient delivery of chemotherapeutic agents is still challenging. Prodrug-based nanoassemblies have many advantages as a potent platform for anticancer drug delivery, such as improved drug availability, high drug loading efficiency, resistance to recrystallization upon encapsulation, and spatially and temporally controllable drug release. In this review, we discuss prodrug-based nanocarriers for cancer therapy, including nanosystems based on polymer-drug conjugates, self-assembling small molecular weight prodrugs and prodrug-encapsulated nanoparticles (NPs). In addition, we discuss new trends in the field of prodrug-based nanoassemblies that enhance the delivery efficiency of anticancer drugs, with special emphasis on smart stimuli-triggered drug release, hybrid nanoassemblies, and combination drug therapy.
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Affiliation(s)
- Cong Luo
- Department of Pharmaceutics, School of Pharmacy, Shenyang Pharmaceutical University, Shenyang 110016, PR China
| | - Jin Sun
- Department of Biopharmaceutics, School of Pharmacy, Shenyang Pharmaceutical University, Shenyang 110016, PR China; Key Laboratory of Drug Delivery Technology and Pharmacokinetics, Tianjin Institute of Pharmaceutical Research, Tianjin 300193, PR China.
| | - Bingjun Sun
- Department of Pharmaceutics, School of Pharmacy, Shenyang Pharmaceutical University, Shenyang 110016, PR China
| | - Zhonggui He
- Department of Pharmaceutics, School of Pharmacy, Shenyang Pharmaceutical University, Shenyang 110016, PR China.
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16
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Bell IR, Sarter B, Koithan M, Banerji P, Banerji P, Jain S, Ives J. Integrative nanomedicine: treating cancer with nanoscale natural products. Glob Adv Health Med 2014; 3:36-53. [PMID: 24753994 PMCID: PMC3921611 DOI: 10.7453/gahmj.2013.009] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Finding safer and more effective treatments for specific cancers remains a significant challenge for integrative clinicians and researchers worldwide. One emerging strategy is the use of nanostructured forms of drugs, vaccines, traditional animal venoms, herbs, and nutraceutical agents in cancer treatment. The recent discovery of nanoparticles in traditional homeopathic medicines adds another point of convergence between modern nanomedicine and alternative interventional strategies. A way in which homeopathic remedies could initiate anticancer effects includes cell-to-cell signaling actions of both exogenous and endogenous (exosome) nanoparticles. The result can be a cascade of modulatory biological events with antiproliferative and pro-apoptotic effects. The Banerji Protocols reflect a multigenerational clinical system developed by homeopathic physicians in India who have treated thousands of patients with cancer. A number of homeopathic remedy sources from the Banerji Protocols (eg, Calcarea phosphorica; Carcinosin-tumor-derived breast cancer tissue prepared homeopathically) overlap those already under study in nonhomeopathic nanoparticle and nanovesicle tumor exosome cancer vaccine research. Past research on antineoplastic effects of nano forms of botanical extracts such as Phytolacca, Gelsemium, Hydrastis, Thuja, and Ruta as well as on homeopathic remedy potencies made from the same types of source materials suggests other important overlaps. The replicated finding of silica, silicon, and nano-silica release from agitation of liquids in glassware adds a proven nonspecific activator and amplifier of immunological effects. Taken together, the nanoparticulate research data and the Banerji Protocols for homeopathic remedies in cancer suggest a way forward for generating advances in cancer treatment with natural product-derived nanomedicines.
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Affiliation(s)
- Iris R Bell
- Department of Family and Community Medicine, The University of Arizona College of Medicine, Tucson (Dr Bell), United States
| | - Barbara Sarter
- Hahn School of Nursing and Health Sciences, University of San Diego, California, and Bastyr University - California (Dr Sarter), United States
| | - Mary Koithan
- College of Nursing, The University of Arizona (Drs Koithan), United States
| | | | - Pratip Banerji
- PBH Research Foundation, Kolkata, India (Drs Banerji), India
| | - Shamini Jain
- Samueli Institute, Alexandria, Virginia (Dr Jain), United States
| | - John Ives
- Samueli Institute, Alexandria, Virginia (Dr Ives), United States
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Liu Y, Sun J, Lian H, Cao W, Wang Y, He Z. Folate and CD44 Receptors Dual-Targeting Hydrophobized Hyaluronic Acid Paclitaxel-Loaded Polymeric Micelles for Overcoming Multidrug Resistance and Improving Tumor Distribution. J Pharm Sci 2014; 103:1538-47. [DOI: 10.1002/jps.23934] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2013] [Revised: 01/17/2014] [Accepted: 01/29/2014] [Indexed: 11/09/2022]
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