101
|
Randhawa HK, Gautam A, Sharma M, Bhatia R, Varshney GC, Raghava GPS, Nandanwar H. Cell-penetrating peptide and antibiotic combination therapy: a potential alternative to combat drug resistance in methicillin-resistant Staphylococcus aureus. Appl Microbiol Biotechnol 2016; 100:4073-83. [DOI: 10.1007/s00253-016-7329-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2015] [Revised: 01/06/2016] [Accepted: 01/17/2016] [Indexed: 10/22/2022]
|
102
|
Salerno JC, Ngwa VM, Nowak SJ, Chrestensen CA, Healey AN, McMurry JL. Novel cell-penetrating peptide-adaptors effect intracellular delivery and endosomal escape of protein cargos. J Cell Sci 2016; 129:893-7. [PMID: 26801086 DOI: 10.1242/jcs.182113] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2015] [Accepted: 01/20/2016] [Indexed: 11/20/2022] Open
Abstract
The use of cell-penetrating peptides (CPPs) as biomolecular delivery vehicles holds great promise for therapeutic and other applications, but development has been stymied by poor delivery and lack of endosomal escape. We have developed a CPP-adaptor system capable of efficient intracellular delivery and endosomal escape of user-defined protein cargos. The cell-penetrating sequence of HIV transactivator of transcription was fused to calmodulin, which binds with subnanomolar affinity to proteins containing a calmodulin binding site. Our strategy has tremendous advantage over prior CPP technologies because it utilizes high-affinity non-covalent, but reversible coupling between CPP and cargo. Three different cargo proteins fused to a calmodulin binding sequence were delivered to the cytoplasm of eukaryotic cells and released, demonstrating the feasibility of numerous applications in living cells including alteration of signaling pathways and gene expression.
Collapse
Affiliation(s)
- John C Salerno
- Department of Molecular & Cellular Biology and Kennesaw State University, Kennesaw, GA 30144, USA
| | - Verra M Ngwa
- Department of Chemistry & Biochemistry, Kennesaw State University, Kennesaw, GA 30144, USA
| | - Scott J Nowak
- Department of Molecular & Cellular Biology and Kennesaw State University, Kennesaw, GA 30144, USA
| | - Carol A Chrestensen
- Department of Chemistry & Biochemistry, Kennesaw State University, Kennesaw, GA 30144, USA
| | | | - Jonathan L McMurry
- Department of Molecular & Cellular Biology and Kennesaw State University, Kennesaw, GA 30144, USA
| |
Collapse
|
103
|
Singh S, Chaudhary K, Dhanda SK, Bhalla S, Usmani SS, Gautam A, Tuknait A, Agrawal P, Mathur D, Raghava GPS. SATPdb: a database of structurally annotated therapeutic peptides. Nucleic Acids Res 2016; 44:D1119-26. [PMID: 26527728 PMCID: PMC4702810 DOI: 10.1093/nar/gkv1114] [Citation(s) in RCA: 139] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2015] [Revised: 09/30/2015] [Accepted: 10/13/2015] [Indexed: 01/10/2023] Open
Abstract
SATPdb (http://crdd.osdd.net/raghava/satpdb/) is a database of structurally annotated therapeutic peptides, curated from 22 public domain peptide databases/datasets including 9 of our own. The current version holds 19192 unique experimentally validated therapeutic peptide sequences having length between 2 and 50 amino acids. It covers peptides having natural, non-natural and modified residues. These peptides were systematically grouped into 10 categories based on their major function or therapeutic property like 1099 anticancer, 10585 antimicrobial, 1642 drug delivery and 1698 antihypertensive peptides. We assigned or annotated structure of these therapeutic peptides using structural databases (Protein Data Bank) and state-of-the-art structure prediction methods like I-TASSER, HHsearch and PEPstrMOD. In addition, SATPdb facilitates users in performing various tasks that include: (i) structure and sequence similarity search, (ii) peptide browsing based on their function and properties, (iii) identification of moonlighting peptides and (iv) searching of peptides having desired structure and therapeutic activities. We hope this database will be useful for researchers working in the field of peptide-based therapeutics.
Collapse
Affiliation(s)
- Sandeep Singh
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | - Kumardeep Chaudhary
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | - Sandeep Kumar Dhanda
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | - Sherry Bhalla
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | | | - Ankur Gautam
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | - Abhishek Tuknait
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | - Piyush Agrawal
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | - Deepika Mathur
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | - Gajendra P S Raghava
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| |
Collapse
|
104
|
Agrawal P, Bhalla S, Usmani SS, Singh S, Chaudhary K, Raghava GPS, Gautam A. CPPsite 2.0: a repository of experimentally validated cell-penetrating peptides. Nucleic Acids Res 2015; 44:D1098-103. [PMID: 26586798 PMCID: PMC4702894 DOI: 10.1093/nar/gkv1266] [Citation(s) in RCA: 240] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2015] [Accepted: 11/03/2015] [Indexed: 11/14/2022] Open
Abstract
CPPsite 2.0 (http://crdd.osdd.net/raghava/cppsite/) is an updated version of manually curated database (CPPsite) of cell-penetrating peptides (CPPs). The current version holds around 1850 peptide entries, which is nearly two times than the entries in the previous version. The updated data were curated from research papers and patents published in last three years. It was observed that most of the CPPs discovered/ tested, in last three years, have diverse chemical modifications (e.g. non-natural residues, linkers, lipid moieties, etc.). We have compiled this information on chemical modifications systematically in the updated version of the database. In order to understand the structure-function relationship of these peptides, we predicted tertiary structure of CPPs, possessing both modified and natural residues, using state-of-the-art techniques. CPPsite 2.0 also maintains information about model systems (in vitro/in vivo) used for CPP evaluation and different type of cargoes (e.g. nucleic acid, protein, nanoparticles, etc.) delivered by these peptides. In order to assist a wide range of users, we developed a user-friendly responsive website, with various tools, suitable for smartphone, tablet and desktop users. In conclusion, CPPsite 2.0 provides significant improvements over the previous version in terms of data content.
Collapse
Affiliation(s)
- Piyush Agrawal
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India
| | - Sherry Bhalla
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India
| | | | - Sandeep Singh
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India
| | - Kumardeep Chaudhary
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India
| | - Gajendra P S Raghava
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India
| | - Ankur Gautam
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India
| |
Collapse
|
105
|
Kauffman WB, Fuselier T, He J, Wimley WC. Mechanism Matters: A Taxonomy of Cell Penetrating Peptides. Trends Biochem Sci 2015; 40:749-764. [PMID: 26545486 DOI: 10.1016/j.tibs.2015.10.004] [Citation(s) in RCA: 248] [Impact Index Per Article: 24.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Revised: 10/06/2015] [Accepted: 10/08/2015] [Indexed: 11/30/2022]
Abstract
The permeability barrier imposed by cellular membranes limits the access of exogenous compounds to the interior of cells. Researchers and patients alike would benefit from efficient methods for intracellular delivery of a wide range of membrane-impermeant molecules, including biochemically active small molecules, imaging agents, peptides, peptide nucleic acids, proteins, RNA, DNA, and nanoparticles. There has been a sustained effort to exploit cell penetrating peptides (CPPs) for the delivery of such useful cargoes in vitro and in vivo because of their biocompatibility, ease of synthesis, and controllable physical chemistry. Here, we discuss the many mechanisms by which CPPs can function, and describe a taxonomy of mechanisms that could be help organize future efforts in the field.
Collapse
Affiliation(s)
- W Berkeley Kauffman
- Department of Biochemistry and Molecular Biology, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - Taylor Fuselier
- Department of Biochemistry and Molecular Biology, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - Jing He
- Department of Biochemistry and Molecular Biology, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - William C Wimley
- Department of Biochemistry and Molecular Biology, Tulane University School of Medicine, New Orleans, LA 70112, USA.
| |
Collapse
|
106
|
Ettayapuram Ramaprasad AS, Singh S, Gajendra P. S R, Venkatesan S. AntiAngioPred: A Server for Prediction of Anti-Angiogenic Peptides. PLoS One 2015; 10:e0136990. [PMID: 26335203 PMCID: PMC4559406 DOI: 10.1371/journal.pone.0136990] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2015] [Accepted: 08/11/2015] [Indexed: 12/25/2022] Open
Abstract
The process of angiogenesis is a vital step towards the formation of malignant tumors. Anti-angiogenic peptides are therefore promising candidates in the treatment of cancer. In this study, we have collected anti-angiogenic peptides from the literature and analyzed the residue preference in these peptides. Residues like Cys, Pro, Ser, Arg, Trp, Thr and Gly are preferred while Ala, Asp, Ile, Leu, Val and Phe are not preferred in these peptides. There is a positional preference of Ser, Pro, Trp and Cys in the N terminal region and Cys, Gly and Arg in the C terminal region of anti-angiogenic peptides. Motif analysis suggests the motifs "CG-G", "TC", "SC", "SP-S", etc., which are highly prominent in anti-angiogenic peptides. Based on the primary analysis, we developed prediction models using different machine learning based methods. The maximum accuracy and MCC for amino acid composition based model is 80.9% and 0.62 respectively. The performance of the models on independent dataset is also reasonable. Based on the above study, we have developed a user-friendly web server named "AntiAngioPred" for the prediction of anti-angiogenic peptides. AntiAngioPred web server is freely accessible at http://clri.res.in/subramanian/tools/antiangiopred/index.html (mirror site: http://crdd.osdd.net/raghava/antiangiopred/).
Collapse
Affiliation(s)
| | - Sandeep Singh
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh, India
| | | | - Subramanian Venkatesan
- Chemical Laboratory, Central Leather Research Institute, Council of Scientific and Industrial Research, Adyar, Chennai, India
| |
Collapse
|
107
|
Li H, Tsui TY, Ma W. Intracellular Delivery of Molecular Cargo Using Cell-Penetrating Peptides and the Combination Strategies. Int J Mol Sci 2015; 16:19518-19536. [PMID: 26295227 PMCID: PMC4581311 DOI: 10.3390/ijms160819518] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2015] [Revised: 07/11/2015] [Accepted: 07/30/2015] [Indexed: 12/15/2022] Open
Abstract
Cell-penetrating peptides (CPPs) can cross cellular membranes in a non-toxic fashion, improving the intracellular delivery of various molecular cargos such as nanoparticles, small molecules and plasmid DNA. Because CPPs provide a safe, efficient, and non-invasive mode of transport for various cargos into cells, they have been developed as vectors for the delivery of genetic and biologic products in recent years. Most common CPPs are positively charged peptides. While delivering negatively charged molecules (e.g., nucleic acids) to target cells, the internalization efficiency of CPPs is reduced and inhibited because the cationic charges on the CPPs are neutralized through the covering of CPPs by cargos on the structure. Even under these circumstances, the CPPs can still be non-covalently complexed with the negatively charged molecules. To address this issue, combination strategies of CPPs with other typical carriers provide a promising and novel delivery system. This review summarizes the latest research work in using CPPs combined with molecular cargos including liposomes, polymers, cationic peptides, nanoparticles, adeno-associated virus (AAV) and calcium for the delivery of genetic products, especially for small interfering RNA (siRNA). This combination strategy remedies the reduced internalization efficiency caused by neutralization.
Collapse
Affiliation(s)
- Hua Li
- Department of Basic Medical Science, Huzhou University School of Medicine, Huzhou 313000, China.
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Martinistr. 52, 20246 Hamburg, Germany.
| | - Tung Yu Tsui
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Martinistr. 52, 20246 Hamburg, Germany.
| | - Wenxue Ma
- Moores Cancer Center, University of California San Diego, La Jolla, CA 92093-0820, USA.
| |
Collapse
|
108
|
Kumar R, Chaudhary K, Singh Chauhan J, Nagpal G, Kumar R, Sharma M, Raghava GP. An in silico platform for predicting, screening and designing of antihypertensive peptides. Sci Rep 2015; 5:12512. [PMID: 26213115 PMCID: PMC4515604 DOI: 10.1038/srep12512] [Citation(s) in RCA: 124] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2015] [Accepted: 06/19/2015] [Indexed: 11/30/2022] Open
Abstract
High blood pressure or hypertension is an affliction that threatens millions of lives worldwide. Peptides from natural origin have been shown recently to be highly effective in lowering blood pressure. In the present study, we have framed a platform for predicting and designing novel antihypertensive peptides. Due to a large variation found in the length of antihypertensive peptides, we divided these peptides into four categories (i) Tiny peptides, (ii) small peptides, (iii) medium peptides and (iv) large peptides. First, we developed SVM based regression models for tiny peptides using chemical descriptors and achieved maximum correlation of 0.701 and 0.543 for dipeptides and tripeptides, respectively. Second, classification models were developed for small peptides and achieved maximum accuracy of 76.67%, 72.04% and 77.39% for tetrapeptide, pentapeptide and hexapeptides, respectively. Third, we have developed a model for medium peptides using amino acid composition and achieved maximum accuracy of 82.61%. Finally, we have developed a model for large peptides using amino acid composition and achieved maximum accuracy of 84.21%. Based on the above study, a web-based platform has been developed for locating antihypertensive peptides in a protein, screening of peptides and designing of antihypertensive peptides.
Collapse
Affiliation(s)
| | | | | | | | | | - Minakshi Sharma
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Gajendra P.S. Raghava
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| |
Collapse
|
109
|
Durzyńska J, Przysiecka Ł, Nawrot R, Barylski J, Nowicki G, Warowicka A, Musidlak O, Goździcka-Józefiak A. Viral and other cell-penetrating peptides as vectors of therapeutic agents in medicine. J Pharmacol Exp Ther 2015; 354:32-42. [PMID: 25922342 DOI: 10.1124/jpet.115.223305] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2015] [Accepted: 04/27/2015] [Indexed: 03/08/2025] Open
Abstract
Efficient delivery of heterologous molecules for treatment of cells is a great challenge in modern medicine and pharmacology. Cell-penetrating peptides (CPPs) may improve efficient delivery of a wide range of macromolecular cargos, including plasmid DNA, small interfering RNA, drugs, nanoparticulate pharmaceutical carriers, and anticancer drugs. In this paper, we present the history of CPPs' discovery with special attention drawn to sequences of viral origin. We also describe different CPP families with regard to their physicochemical properties and numerous mechanisms of CPP cell uptake by direct penetration and endocytotic pathways. A detailed description is focused on formation of carrier-cargo complexes, which are needed for practical use of CPPs in medicine and biotechnology. Examples of successful application of CPPs in treatment of human diseases are also presented, including decreased tumor growth and induction of cancer cell death. Finally, we review modern design approaches to novel CPPs and prediction of their activity. To sum up, the current review presents a thorough and up-to-date knowledge of CPPs and may be a valuable source of information for researchers in pharmacology designing new therapeutic agents.
Collapse
Affiliation(s)
- Julia Durzyńska
- Department of Molecular Virology (J.D., R.N., J.B., G.N., O.M., A.G.-J.), and NanoBioMedical Center (Ł.P., A.W.), Adam Mickiewicz University, Poznań, Poland
| | - Łucja Przysiecka
- Department of Molecular Virology (J.D., R.N., J.B., G.N., O.M., A.G.-J.), and NanoBioMedical Center (Ł.P., A.W.), Adam Mickiewicz University, Poznań, Poland
| | - Robert Nawrot
- Department of Molecular Virology (J.D., R.N., J.B., G.N., O.M., A.G.-J.), and NanoBioMedical Center (Ł.P., A.W.), Adam Mickiewicz University, Poznań, Poland
| | - Jakub Barylski
- Department of Molecular Virology (J.D., R.N., J.B., G.N., O.M., A.G.-J.), and NanoBioMedical Center (Ł.P., A.W.), Adam Mickiewicz University, Poznań, Poland
| | - Grzegorz Nowicki
- Department of Molecular Virology (J.D., R.N., J.B., G.N., O.M., A.G.-J.), and NanoBioMedical Center (Ł.P., A.W.), Adam Mickiewicz University, Poznań, Poland
| | - Alicja Warowicka
- Department of Molecular Virology (J.D., R.N., J.B., G.N., O.M., A.G.-J.), and NanoBioMedical Center (Ł.P., A.W.), Adam Mickiewicz University, Poznań, Poland
| | - Oskar Musidlak
- Department of Molecular Virology (J.D., R.N., J.B., G.N., O.M., A.G.-J.), and NanoBioMedical Center (Ł.P., A.W.), Adam Mickiewicz University, Poznań, Poland
| | - Anna Goździcka-Józefiak
- Department of Molecular Virology (J.D., R.N., J.B., G.N., O.M., A.G.-J.), and NanoBioMedical Center (Ł.P., A.W.), Adam Mickiewicz University, Poznań, Poland
| |
Collapse
|
110
|
The J-domain of heat shock protein 40 can enhance the transduction efficiency of arginine-rich cell-penetrating peptides. BIOMED RESEARCH INTERNATIONAL 2015; 2015:698067. [PMID: 26075258 PMCID: PMC4449882 DOI: 10.1155/2015/698067] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/01/2014] [Revised: 11/28/2014] [Accepted: 12/16/2014] [Indexed: 11/20/2022]
Abstract
Sense and antisense oligonucleotide pairs encoding cell-penetrating peptides PTD (Tat47–57), DPV3A, E162, pVEC, R11, and TP13 were used to construct two sets of pET22b-CPP-DsRed and pET22b-CPP-J-DsRed vectors for CPP-DsRed and CPP-J-DsRed recombinant proteins expression. PTD-DsRed, DPV3A-DsRed, PTD-J-DsRed, and DPV3A-J-DsRed recombinant proteins were expressed in a soluble form. PTD-J-DsRed and DPV3A-J-DsRed recombinant proteins were able to escape from E. coli host cells into the culture medium. The membrane-penetrating activity of PTD-J-DsRed and DPV3A-J-DsRed recombinant proteins to mammalian cells was more effective than that of PTD-DsRed and DPV3A-DsRed. The route of the cellular membrane translocation of these recombinant proteins is suggested via macropinocytosis followed by an endosomal escape pathway.
Collapse
|
111
|
Freire JM, Santos NC, Veiga AS, Da Poian AT, Castanho MARB. Rethinking the capsid proteins of enveloped viruses: multifunctionality from genome packaging to genome transfection. FEBS J 2015; 282:2267-78. [DOI: 10.1111/febs.13274] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2015] [Revised: 03/05/2015] [Accepted: 03/17/2015] [Indexed: 11/29/2022]
Affiliation(s)
- João M. Freire
- Instituto de Medicina Molecular; Faculdade de Medicina; Universidade de Lisboa; Lisbon Portugal
| | - Nuno C. Santos
- Instituto de Medicina Molecular; Faculdade de Medicina; Universidade de Lisboa; Lisbon Portugal
| | - Ana Salomé Veiga
- Instituto de Medicina Molecular; Faculdade de Medicina; Universidade de Lisboa; Lisbon Portugal
| | - Andrea T. Da Poian
- Instituto de Bioquímica Médica Leopoldo de Meis; Universidade Federal do Rio de Janeiro; Rio de Janeiro Brazil
| | | |
Collapse
|
112
|
Freire JM, Almeida Dias S, Flores L, Veiga AS, Castanho MA. Mining viral proteins for antimicrobial and cell-penetrating drug delivery peptides. Bioinformatics 2015; 31:2252-6. [DOI: 10.1093/bioinformatics/btv131] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Accepted: 02/25/2015] [Indexed: 11/14/2022] Open
|
113
|
Lyu SK, Kwon H. Preparation of cell-permeable Cre recombinase by expressed protein ligation. BMC Biotechnol 2015; 15:7. [PMID: 25888446 PMCID: PMC4339299 DOI: 10.1186/s12896-015-0126-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2014] [Accepted: 02/09/2015] [Indexed: 12/14/2022] Open
Abstract
Background Protein transduction is safer than viral vector-mediated transduction for the delivery of a therapeutic protein into a cell. Fusion proteins with an arginine-rich cell-penetrating peptide have been produced in E. coli, but the low solubility of the fusion protein expressed in E. coli impedes the large-scale production of fusion proteins from E. coli. Results Expressed protein ligation is a semisynthetic method to ligate a bacterially expressed protein with a chemically synthesized peptide. In this study, we developed expressed protein ligation-based techniques to conjugate synthetic polyarginine peptides to Cre recombinase. The conjugation efficiency of this technique was higher than 80%. Using this method, we prepared semisynthetic Cre with poly-L-arginine (ssCre-R9), poly-D-arginine (ssCre-dR9) and biotin (ssCre-dR9-biotin). We found that ssCre-R9 was delivered to the cell to a comparable level or more efficiently compared with Cre-R11 and TAT-Cre expressed as recombinant fusion proteins in E. coli. We also found that the poly-D-arginine cell-penetrating peptide was more effective than the poly-L-arginine cell-penetrating peptide for the delivery of Cre into cell. We visualized the cell transduced with ssCre-dR9-biotin using avidin-FITC. Conclusions Collectively, the results demonstrate that expressed protein ligation is an excellent technique for the production of cell-permeable Cre recombinase with polyarginine cell-penetrating peptides. In addition, this approach will extend the use of cell-permeable proteins to more sophisticated applications, such as cell imaging. Electronic supplementary material The online version of this article (doi:10.1186/s12896-015-0126-z) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Soo Kyung Lyu
- Department of Bioscience and Biotechnology and Protein Research Center for Bio-Industry, Hankuk University of Foreign Studies, Yongin, 449-791, Republic of Korea.
| | - Hyockman Kwon
- Department of Bioscience and Biotechnology and Protein Research Center for Bio-Industry, Hankuk University of Foreign Studies, Yongin, 449-791, Republic of Korea.
| |
Collapse
|
114
|
Abstract
Aim: Before starting preclinical studies, we have analyzed the integrity in serum of DPT-C9h, a promising therapeutic peptide, and performed modifications in order to improve its stability. Materials & methods: Mutant peptides exchanging arginine 8 for either lysine, asparagine or alanine were synthesized and compared with the parental peptide. Results: All mutants clearly improved peptide stability while keeping their functional activity. PK studies showed an enhanced stability, being Mut3DPT-C9h the most promising candidate. Biodistribution studies demonstrate that the modified peptide is able to reach the targeted tumor and accumulate there at higher concentration than the parental peptide. Discussion: Small modifications in the peptide sequence result in improvements allowing the selection of better candidates for preclinical studies.
Collapse
|
115
|
Helmfors H, Lindberg S, Langel Ü. SCARA Involvement in the Uptake of Nanoparticles Formed by Cell-Penetrating Peptides. Methods Mol Biol 2015. [PMID: 26202269 DOI: 10.1007/978-1-4939-2806-4_11] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
The investigation of uptake mechanisms for cell-penetrating peptides (CPPs) is and has been an ongoing project for as long as the peptides have been known, a time period that now spans over two decades. The ultimate answer is yet to be revealed and the current understanding is that no "one" mechanism will ever be found. The reason for this is that the uptake mechanism seems to be dependent on a multitude of factors that include which CPP, what cells are used, whether or not there is cargo and what the cargo is. CPPs are capable of delivering a variety of bio-macromolecules that are by themselves unable to enter into cells. Our group has reported on many different peptides in recent years, many aimed at delivering various oligonucleotide-based cargoes. These peptides have utilized the inherent positive charge of the peptides and some rationally designed modifications to non-covalently complex oligonucleotides and bring them into cells. In this chapter, we present a brief overview of the current proposals for the uptake mechanisms of CPPs and describe methods for detecting and evaluating the role of scavenger receptor class A receptors in the uptake of non-covalent cell-penetrating peptide:oligonucleotide complexes.
Collapse
Affiliation(s)
- Henrik Helmfors
- Department of Neurochemistry, Stockholm University, Stockholm, 10691, Sweden,
| | | | | |
Collapse
|
116
|
Gautam A, Sharma M, Vir P, Chaudhary K, Kapoor P, Kumar R, Nath SK, Raghava GP. Identification and characterization of novel protein-derived arginine-rich cell-penetrating peptides. Eur J Pharm Biopharm 2015; 89:93-106. [DOI: 10.1016/j.ejpb.2014.11.020] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Revised: 11/19/2014] [Accepted: 11/24/2014] [Indexed: 11/17/2022]
|
117
|
Gautam A, Chaudhary K, Kumar R, Raghava GPS. Computer-Aided Virtual Screening and Designing of Cell-Penetrating Peptides. Methods Mol Biol 2015; 1324:59-69. [PMID: 26202262 DOI: 10.1007/978-1-4939-2806-4_4] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Cell-penetrating peptides (CPPs) have proven their potential as versatile drug delivery vehicles. Last decade has witnessed an unprecedented growth in CPP-based research, demonstrating the potential of CPPs as therapeutic candidates. In the past, many in silico algorithms have been developed for the prediction and screening of CPPs, which expedites the CPP-based research. In silico screening/prediction of CPPs followed by experimental validation seems to be a reliable, less time-consuming, and cost-effective approach. This chapter describes the prediction, screening, and designing of novel efficient CPPs using "CellPPD," an in silico tool.
Collapse
Affiliation(s)
- Ankur Gautam
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Sector-39A, Chandigarh, India
| | | | | | | |
Collapse
|
118
|
Rey J, Deschavanne P, Tuffery P. BactPepDB: a database of predicted peptides from a exhaustive survey of complete prokaryote genomes. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2014; 2014:bau106. [PMID: 25377257 PMCID: PMC4221844 DOI: 10.1093/database/bau106] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
With the recent progress in complete genome sequencing, mining the increasing amount of genomic information available should in theory provide the means to discover new classes of peptides. However, annotation pipelines often do not consider small reading frames likely to be expressed. BactPepDB, available online at http://bactpepdb.rpbs.univ-paris-diderot.fr, is a database that aims at providing an exhaustive re-annotation of all complete prokaryotic genomes—chromosomal and plasmid DNA—available in RefSeq for coding sequences ranging between 10 and 80 amino acids. The identified peptides are classified as (i) previously identified in RefSeq, (ii) entity-overlapping (intragenic) or intergenic, and (iii) potential pseudogenes—intergenic sequences corresponding to a portion of a previously annotated larger gene. Additional information is related to homologs within order, predicted signal sequence, transmembrane segments, disulfide bonds, secondary structure, and the existence of a related 3D structure in the Protein Databank. As a result, BactPepDB provides insights about candidate peptides, and provides information about their conservation, together with some of their expected biological/structural features. The BactPepDB interface allows to search for candidate peptides in the database, or to search for peptides similar to a query, according to the multiple properties predicted or related to genomic localization. Database URL:http://www.yeastgenome.org/
Collapse
Affiliation(s)
- Julien Rey
- INSERM, U973, MTi, F-75205 Paris, France, Université Paris Diderot, Sorbonne Paris Cité, F-75205 Paris, France and RPBS, F-75205 Paris, France INSERM, U973, MTi, F-75205 Paris, France, Université Paris Diderot, Sorbonne Paris Cité, F-75205 Paris, France and RPBS, F-75205 Paris, France INSERM, U973, MTi, F-75205 Paris, France, Université Paris Diderot, Sorbonne Paris Cité, F-75205 Paris, France and RPBS, F-75205 Paris, France
| | - Patrick Deschavanne
- INSERM, U973, MTi, F-75205 Paris, France, Université Paris Diderot, Sorbonne Paris Cité, F-75205 Paris, France and RPBS, F-75205 Paris, France INSERM, U973, MTi, F-75205 Paris, France, Université Paris Diderot, Sorbonne Paris Cité, F-75205 Paris, France and RPBS, F-75205 Paris, France
| | - Pierre Tuffery
- INSERM, U973, MTi, F-75205 Paris, France, Université Paris Diderot, Sorbonne Paris Cité, F-75205 Paris, France and RPBS, F-75205 Paris, France INSERM, U973, MTi, F-75205 Paris, France, Université Paris Diderot, Sorbonne Paris Cité, F-75205 Paris, France and RPBS, F-75205 Paris, France INSERM, U973, MTi, F-75205 Paris, France, Université Paris Diderot, Sorbonne Paris Cité, F-75205 Paris, France and RPBS, F-75205 Paris, France
| |
Collapse
|
119
|
Tyagi A, Tuknait A, Anand P, Gupta S, Sharma M, Mathur D, Joshi A, Singh S, Gautam A, Raghava GPS. CancerPPD: a database of anticancer peptides and proteins. Nucleic Acids Res 2014; 43:D837-43. [PMID: 25270878 PMCID: PMC4384006 DOI: 10.1093/nar/gku892] [Citation(s) in RCA: 252] [Impact Index Per Article: 22.9] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
CancerPPD (http://crdd.osdd.net/raghava/cancerppd/) is a repository of experimentally verified anticancer peptides (ACPs) and anticancer proteins. Data were manually collected from published research articles, patents and from other databases. The current release of CancerPPD consists of 3491 ACP and 121 anticancer protein entries. Each entry provides comprehensive information related to a peptide like its source of origin, nature of the peptide, anticancer activity, N- and C-terminal modifications, conformation, etc. Additionally, CancerPPD provides the information of around 249 types of cancer cell lines and 16 different assays used for testing the ACPs. In addition to natural peptides, CancerPPD contains peptides having non-natural, chemically modified residues and D-amino acids. Besides this primary information, CancerPPD stores predicted tertiary structures as well as peptide sequences in SMILES format. Tertiary structures of peptides were predicted using the state-of-art method, PEPstr and secondary structural states were assigned using DSSP. In order to assist users, a number of web-based tools have been integrated, these include keyword search, data browsing, sequence and structural similarity search. We believe that CancerPPD will be very useful in designing peptide-based anticancer therapeutics.
Collapse
Affiliation(s)
- Atul Tyagi
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Abhishek Tuknait
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Priya Anand
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Sudheer Gupta
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Minakshi Sharma
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Deepika Mathur
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Anshika Joshi
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Sandeep Singh
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Ankur Gautam
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| | - Gajendra P S Raghava
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, Punjab, India
| |
Collapse
|
120
|
Vijayakumar S, PTV L. ACPP: A Web Server for Prediction and Design of Anti-cancer Peptides. Int J Pept Res Ther 2014. [DOI: 10.1007/s10989-014-9435-7] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
121
|
Montrose K, Yang Y, Krissansen GW. X-pep, a novel cell-penetrating peptide motif derived from the hepatitis B virus. Biochem Biophys Res Commun 2014; 453:64-8. [PMID: 25251474 DOI: 10.1016/j.bbrc.2014.09.057] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Accepted: 09/15/2014] [Indexed: 12/19/2022]
Abstract
Cell-penetrating peptides (CPPs) are able to penetrate the plasma membrane and gain access to the interior of any replicating or non-replicating cell, and are being considered as drug delivery agents. Here we describe the serendipitous discovery of a novel CPP motif (MAARLCCQ), designated X-pep, located at the extreme N-terminus of the X-protein of the hepatitis B virus. X-pep, and a C-terminally truncated form of the peptide (MAARL), readily penetrated HepG2 cells. Further truncation by removal of the terminal leucine residue impaired the cell-penetrating activity of peptide, indicating that MAARL is the active core of the peptide. X-pep is located adjacent to another CPP, namely Xentry, and like Xentry is unable to penetrate unactivated resting lymphocytes suggesting selective cell uptake. A D-isomeric form of the MAARL peptide was not cell-permeable, indicating that the cell-penetrating function of the peptide involves stereoselective interaction with a chiral receptor. The discovery of X-pep, which bears no resemblance to known CPPs, allows studies to be undertaken to determine additional characteristics of this novel CPP.
Collapse
Affiliation(s)
- Kristopher Montrose
- Department of Molecular Medicine & Pathology, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Yi Yang
- Department of Molecular Medicine & Pathology, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Geoffrey W Krissansen
- Department of Molecular Medicine & Pathology, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand.
| |
Collapse
|
122
|
Gupta S, Chavan S, Deobagkar DN, Deobagkar DD. Bio/chemoinformatics in India: an outlook. Brief Bioinform 2014; 16:710-31. [PMID: 25159593 DOI: 10.1093/bib/bbu028] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2014] [Accepted: 07/28/2014] [Indexed: 12/25/2022] Open
Abstract
With the advent of significant establishment and development of Internet facilities and computational infrastructure, an overview on bio/chemoinformatics is presented along with its multidisciplinary facts, promises and challenges. The Government of India has paved the way for more profound research in biological field with the use of computational facilities and schemes/projects to collaborate with scientists from different disciplines. Simultaneously, the growth of available biomedical data has provided fresh insight into the nature of redundant and compensatory data. Today, bioinformatics research in India is characterized by a powerful grid computing systems, great variety of biological questions addressed and the close collaborations between scientists and clinicians, with a full spectrum of focuses ranging from database building and methods development to biological discoveries. In fact, this outlook provides a resourceful platform highlighting the funding agencies, institutes and industries working in this direction, which would certainly be of great help to students seeking their career in bioinformatics. Thus, in short, this review highlights the current bio/chemoinformatics trend, educations, status, diverse applicability and demands for further development.
Collapse
|
123
|
Sharma A, Singla D, Rashid M, Raghava GPS. Designing of peptides with desired half-life in intestine-like environment. BMC Bioinformatics 2014; 15:282. [PMID: 25141912 PMCID: PMC4150950 DOI: 10.1186/1471-2105-15-282] [Citation(s) in RCA: 71] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2014] [Accepted: 08/13/2014] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND In past, a number of peptides have been reported to possess highly diverse properties ranging from cell penetrating, tumor homing, anticancer, anti-hypertensive, antiviral to antimicrobials. Owing to their excellent specificity, low-toxicity, rich chemical diversity and availability from natural sources, FDA has successfully approved a number of peptide-based drugs and several are in various stages of drug development. Though peptides are proven good drug candidates, their usage is still hindered mainly because of their high susceptibility towards proteases degradation. We have developed an in silico method to predict the half-life of peptides in intestine-like environment and to design better peptides having optimized physicochemical properties and half-life. RESULTS In this study, we have used 10mer (HL10) and 16mer (HL16) peptides dataset to develop prediction models for peptide half-life in intestine-like environment. First, SVM based models were developed on HL10 dataset which achieved maximum correlation R/R2 of 0.57/0.32, 0.68/0.46, and 0.69/0.47 using amino acid, dipeptide and tripeptide composition, respectively. Secondly, models developed on HL16 dataset showed maximum R/R2 of 0.91/0.82, 0.90/0.39, and 0.90/0.31 using amino acid, dipeptide and tripeptide composition, respectively. Furthermore, models that were developed on selected features, achieved a correlation (R) of 0.70 and 0.98 on HL10 and HL16 dataset, respectively. Preliminary analysis suggests the role of charged residue and amino acid size in peptide half-life/stability. Based on above models, we have developed a web server named HLP (Half Life Prediction), for predicting and designing peptides with desired half-life. The web server provides three facilities; i) half-life prediction, ii) physicochemical properties calculation and iii) designing mutant peptides. CONCLUSION In summary, this study describes a web server 'HLP' that has been developed for assisting scientific community for predicting intestinal half-life of peptides and to design mutant peptides with better half-life and physicochemical properties. HLP models were trained using a dataset of peptides whose half-lives have been determined experimentally in crude intestinal proteases preparation. Thus, HLP server will help in designing peptides possessing the potential to be administered via oral route (http://www.imtech.res.in/raghava/hlp/).
Collapse
|
124
|
Mehta D, Anand P, Kumar V, Joshi A, Mathur D, Singh S, Tuknait A, Chaudhary K, Gautam SK, Gautam A, Varshney GC, Raghava GPS. ParaPep: a web resource for experimentally validated antiparasitic peptide sequences and their structures. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2014; 2014:bau051. [PMID: 24923818 PMCID: PMC4054663 DOI: 10.1093/database/bau051] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
ParaPep is a repository of antiparasitic peptides, which provides comprehensive information related to experimentally validated antiparasitic peptide sequences and their structures. The data were collected and compiled from published research papers, patents and from various databases. The current release of ParaPep holds 863 entries among which 519 are unique peptides. In addition to peptides having natural amino acids, ParaPep also consists of peptides having d-amino acids and chemically modified residues. In ParaPep, most of the peptides have been evaluated for growth inhibition of various species of Plasmodium, Leishmania and Trypanosoma. We have provided comprehensive information about these peptides that include peptide sequence, chemical modifications, stereochemistry, antiparasitic activity, origin, nature of peptide, assay types, type of parasite, mode of action and hemolytic activity. Structures of peptides consisting of natural, as well as modified amino acids have been determined using state-of-the-art software, PEPstr. To facilitate users, various user-friendly web tools, for data fetching, analysis and browsing, have been integrated. We hope that ParaPep will be advantageous in designing therapeutic peptides against parasitic diseases. Database URL: http://crdd.osdd.net/raghava/parapep/
Collapse
Affiliation(s)
- Divya Mehta
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Priya Anand
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Vineet Kumar
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Anshika Joshi
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Deepika Mathur
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Sandeep Singh
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Abhishek Tuknait
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Kumardeep Chaudhary
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Shailendra K Gautam
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Ankur Gautam
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Grish C Varshney
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| | - Gajendra P S Raghava
- Cell biology and Immunology Division and Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh-160036, India
| |
Collapse
|
125
|
de Figueiredo IR, Freire JM, Flores L, Veiga AS, Castanho MARB. Cell-penetrating peptides: A tool for effective delivery in gene-targeted therapies. IUBMB Life 2014; 66:182-194. [PMID: 24659560 DOI: 10.1002/iub.1257] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2014] [Accepted: 03/06/2014] [Indexed: 12/24/2022]
Abstract
The current landscapes of novel therapeutic approaches rely mostly on gene-targeted technologies, enabling to fight rare genomic diseases, from infections to cancer and hereditary diseases. Although, reaching the action-site for this novel treatments requires to deliver nucleic acids, or other macromolecules into cells, which may pose difficult tasks to pharmaceutical companies. To overcome this technological limitation, a wide variety of vectors have been developed in the past decades and have proven to be successful in delivering various therapeutics. Cell-penetrating peptides (CPP) have been one of the technologies widely studied and have been increasingly used to transport small RNA/DNA, plasmids, antibodies, and nanoparticles into cells. Despite the already proved huge potential that these peptide-based approaches may suggest, few advances have been put to pharmacological or clinical use. This review will describe the origin, development, and usage of CPP to deliver therapeutic agents into cells, with special emphasis on their current application to gene-therapies. Specifically, we will describe the current trials being conducted to treat cancer, gene disorders, and autoimmune diseases using CPP-based therapies. © 2014 IUBMB Life, 66(3):182-194, 2014.
Collapse
Affiliation(s)
- Inês Rego de Figueiredo
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - João Miguel Freire
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Luís Flores
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Ana Salomé Veiga
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Miguel A R B Castanho
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| |
Collapse
|
126
|
Freire JM, Veiga AS, Conceição TM, Kowalczyk W, Mohana-Borges R, Andreu D, Santos NC, Da Poian AT, Castanho MARB. Intracellular nucleic acid delivery by the supercharged dengue virus capsid protein. PLoS One 2013; 8:e81450. [PMID: 24339931 PMCID: PMC3855322 DOI: 10.1371/journal.pone.0081450] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Accepted: 10/14/2013] [Indexed: 12/20/2022] Open
Abstract
Supercharged proteins are a recently identified class of proteins that have the ability to efficiently deliver functional macromolecules into mammalian cells. They were first developed as bioengineering products, but were later found in the human proteome. In this work, we show that this class of proteins with unusually high net positive charge is frequently found among viral structural proteins, more specifically among capsid proteins. In particular, the capsid proteins of viruses from the Flaviviridae family have all a very high net charge to molecular weight ratio (> +1.07/kDa), thus qualifying as supercharged proteins. This ubiquity raises the hypothesis that supercharged viral capsid proteins may have biological roles that arise from an intrinsic ability to penetrate cells. Dengue virus capsid protein was selected for a detailed experimental analysis. We showed that this protein is able to deliver functional nucleic acids into mammalian cells. The same result was obtained with two isolated domains of this protein, one of them being able to translocate lipid bilayers independently of endocytic routes. Nucleic acids such as siRNA and plasmids were delivered fully functional into cells. The results raise the possibility that the ability to penetrate cells is part of the native biological functions of some viral capsid proteins.
Collapse
Affiliation(s)
- João Miguel Freire
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Ana Salomé Veiga
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Thaís M. Conceição
- Instituto de Bioquímica Médica, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Wioleta Kowalczyk
- Department of Experimental and Health Sciences, Pompeu Fabra University, Barcelona Biomedical Research Park, Barcelona, Spain
| | - Ronaldo Mohana-Borges
- Instituto de Biofísica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - David Andreu
- Department of Experimental and Health Sciences, Pompeu Fabra University, Barcelona Biomedical Research Park, Barcelona, Spain
| | - Nuno C. Santos
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Andrea T. Da Poian
- Instituto de Bioquímica Médica, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Miguel A. R. B. Castanho
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
- * E-mail:
| |
Collapse
|
127
|
Freire JM, Veiga AS, Rego de Figueiredo I, de la Torre BG, Santos NC, Andreu D, Da Poian AT, Castanho MARB. Nucleic acid delivery by cell penetrating peptides derived from dengue virus capsid protein: design and mechanism of action. FEBS J 2013; 281:191-215. [DOI: 10.1111/febs.12587] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2013] [Revised: 10/03/2013] [Accepted: 10/24/2013] [Indexed: 01/09/2023]
Affiliation(s)
- João M. Freire
- Instituto de Medicina Molecular; Faculdade de Medicina, Universidade de Lisboa; Portugal
| | - Ana Salomé Veiga
- Instituto de Medicina Molecular; Faculdade de Medicina, Universidade de Lisboa; Portugal
| | | | - Beatriz G. de la Torre
- Department of Experimental and Health Sciences; Pompeu Fabra University; Barcelona Biomedical Research Park; Spain
| | - Nuno C. Santos
- Instituto de Medicina Molecular; Faculdade de Medicina, Universidade de Lisboa; Portugal
| | - David Andreu
- Department of Experimental and Health Sciences; Pompeu Fabra University; Barcelona Biomedical Research Park; Spain
| | - Andrea T. Da Poian
- Instituto de Bioquímica Médica; Universidade Federal do Rio de Janeiro; Brazil
| | | |
Collapse
|
128
|
Synthesis, characterization and applications of carboxylated and polyethylene-glycolated bifunctionalized InP/ZnS quantum dots in cellular internalization mediated by cell-penetrating peptides. Colloids Surf B Biointerfaces 2013; 111:162-70. [DOI: 10.1016/j.colsurfb.2013.05.038] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2013] [Revised: 05/09/2013] [Accepted: 05/26/2013] [Indexed: 12/18/2022]
|
129
|
Gautam A, Chaudhary K, Singh S, Joshi A, Anand P, Tuknait A, Mathur D, Varshney GC, Raghava GPS. Hemolytik: a database of experimentally determined hemolytic and non-hemolytic peptides. Nucleic Acids Res 2013; 42:D444-9. [PMID: 24174543 PMCID: PMC3964980 DOI: 10.1093/nar/gkt1008] [Citation(s) in RCA: 106] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Hemolytik (http://crdd.osdd.net/raghava/hemolytik/) is a manually curated database of experimentally determined hemolytic and non-hemolytic peptides. Data were compiled from a large number of published research articles and various databases like Antimicrobial Peptide Database, Collection of Anti-microbial Peptides, Dragon Antimicrobial Peptide Database and Swiss-Prot. The current release of Hemolytik database contains ∼3000 entries that include ∼2000 unique peptides whose hemolytic activities were evaluated on erythrocytes isolated from as many as 17 different sources. Each entry in Hemolytik provides comprehensive information about a peptide, like its name, sequence, origin, reported function, property such as chirality, types (linear and cyclic), end modifications as well as details pertaining to its hemolytic activity. In addition, tertiary structure of each peptide has been predicted, and secondary structure states have been assigned. To facilitate the scientific community, a user-friendly interface has been developed with various tools for data searching and analysis. We hope, Hemolytik will be useful for researchers working in the field of designing therapeutic peptides.
Collapse
Affiliation(s)
- Ankur Gautam
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India and Cell Biology and Immunology Division, CSIR-Institute of Microbial Technology, Chandigarh 160036, India
| | | | | | | | | | | | | | | | | |
Collapse
|
130
|
Holton TA, Pollastri G, Shields DC, Mooney C. CPPpred: prediction of cell penetrating peptides. ACTA ACUST UNITED AC 2013; 29:3094-6. [PMID: 24064418 DOI: 10.1093/bioinformatics/btt518] [Citation(s) in RCA: 122] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Cell penetrating peptides (CPPs) are attracting much attention as a means of overcoming the inherently poor cellular uptake of various bioactive molecules. Here, we introduce CPPpred, a web server for the prediction of CPPs using a N-to-1 neural network. The server takes one or more peptide sequences, between 5 and 30 amino acids in length, as input and returns a prediction of how likely each peptide is to be cell penetrating. CPPpred was developed with redundancy reduced training and test sets, offering an advantage over the only other currently available CPP prediction method.
Collapse
Affiliation(s)
- Thérèse A Holton
- Complex and Adaptive Systems Laboratory, Conway Institute of Biomolecular and Biomedical Science, School of Medicine and Medical Science, Food For Health Ireland and School of Computer Science and Informatics, University College Dublin, Belfield, Dublin 4, Ireland
| | | | | | | |
Collapse
|
131
|
Liu BR, Lo SY, Liu CC, Chyan CL, Huang YW, Aronstam RS, Lee HJ. Endocytic Trafficking of Nanoparticles Delivered by Cell-penetrating Peptides Comprised of Nona-arginine and a Penetration Accelerating Sequence. PLoS One 2013; 8:e67100. [PMID: 23840594 PMCID: PMC3694042 DOI: 10.1371/journal.pone.0067100] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2013] [Accepted: 05/15/2013] [Indexed: 11/18/2022] Open
Abstract
Cell-penetrating peptides (CPPs) can traverse cellular membranes and deliver biologically active molecules into cells. In this study, we demonstrate that CPPs comprised of nona-arginine (R9) and a penetration accelerating peptide sequence (Pas) that facilitates escape from endocytic lysosomes, denoted as PR9, greatly enhance the delivery of noncovalently associated quantum dots (QDs) into human A549 cells. Mechanistic studies, intracellular trafficking analysis and a functional gene assay reveal that endocytosis is the main route for intracellular delivery of PR9/QD complexes. Endocytic trafficking of PR9/QD complexes was monitored using both confocal and transmission electron microscopy (TEM). Zeta-potential and size analyses indicate the importance of electrostatic forces in the interaction of PR9/QD complexes with plasma membranes. Circular dichroism (CD) spectroscopy reveals that the secondary structural elements of PR9 have similar conformations in aqueous buffer at pH 7 and 5. This study of nontoxic PR9 provides a basis for the design of optimized cargo delivery that allows escape from endocytic vesicles.
Collapse
Affiliation(s)
- Betty R Liu
- Department of Natural Resources and Environmental Studies, National Dong Hwa University, Hualien, Taiwan
| | | | | | | | | | | | | |
Collapse
|
132
|
Intracellular delivery of nanoparticles and DNAs by IR9 cell-penetrating peptides. PLoS One 2013; 8:e64205. [PMID: 23724035 PMCID: PMC3665793 DOI: 10.1371/journal.pone.0064205] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2013] [Accepted: 04/09/2013] [Indexed: 11/19/2022] Open
Abstract
Cell-penetrating peptides (CPPs) comprised of basic amino residues are able to cross cytoplasmic membranes and are able to deliver biologically active molecules inside cells. However, CPP/cargo entrapment in endosome limits biomedical utility as cargoes are destroyed in the acidic environment. In this study, we demonstrate protein transduction of a novel CPP comprised of an INF7 fusion peptide and nona-arginine (designated IR9). IR9 noncovalently interacts with quantum dots (QDs) and DNAs to form stable IR9/QD and IR9/DNA complexes which are capable of entering human A549 cells. Zeta-potentials were a better predictor of transduction efficiency than gel shift analysis, emphasizing the importance of electrostatic interactions of CPP/cargo complexes with plasma membranes. Mechanistic studies revealed that IR9, IR9/QD and IR9/DNA complexes may enter cells by endocytosis. Further, IR9, IR9/QD and IR9/DNA complexes were not cytotoxic at concentrations below 30, 5 and 20.1 µM, respectively. Without labor intensive production of fusion proteins from prokaryotes, these results indicate that IR9 could be a safe carrier of genes and drugs in biomedical applications.
Collapse
|
133
|
Alhakamy NA, Berkland CJ. Polyarginine molecular weight determines transfection efficiency of calcium condensed complexes. Mol Pharm 2013; 10:1940-8. [PMID: 23534410 PMCID: PMC4207646 DOI: 10.1021/mp3007117] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Cell penetrating peptides (CPPs) have been extensively studied in polyelectrolyte complexes as a means to enhance the transfection efficiency of plasmid DNA (pDNA). Increasing the molecular weight of CPPs often enhances gene expression but poses a risk of increased cytotoxicity and immunogenicity compared to low molecular weight CCPs. Conversely, low molecular weight CPPs typically have low transfection efficiency due to large complex size. Complexes made using low molecular weight CPPs were found to be condensed to a small size by adding calcium. In this study, complexes of low molecular weight polyarginine and pDNA were condensed with calcium. These complexes showed high transfection efficiency and low cytotoxicity in A549 carcinomic human alveolar basal epithelial cells. The relationships between transfection efficiency and polyarginine size (5, 7, 9, or 11 amino acids), polyarginine/pDNA charge ratios, and calcium concentrations were studied. Polyarginine 7 was significantly more effective than other polyarginines under most formulation conditions, suggesting a link between cell penetration ability and transfection efficiency.
Collapse
Affiliation(s)
- Nabil A. Alhakamy
- Department of Pharmaceutical Chemistry, University of Kansas, Lawrence, KS, USA 66047
| | - Cory J. Berkland
- Department of Pharmaceutical Chemistry, University of Kansas, Lawrence, KS, USA 66047
- Department of Chemical & Petroleum Engineering, University of Kansas, Lawrence, KS, USA 66047
| |
Collapse
|
134
|
Gautam A, Chaudhary K, Kumar R, Sharma A, Kapoor P, Tyagi A, Raghava GPS. In silico approaches for designing highly effective cell penetrating peptides. J Transl Med 2013; 11:74. [PMID: 23517638 PMCID: PMC3615965 DOI: 10.1186/1479-5876-11-74] [Citation(s) in RCA: 229] [Impact Index Per Article: 19.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2012] [Accepted: 03/11/2013] [Indexed: 11/23/2022] Open
Abstract
Background Cell penetrating peptides have gained much recognition as a versatile transport vehicle for the intracellular delivery of wide range of cargoes (i.e. oligonucelotides, small molecules, proteins, etc.), that otherwise lack bioavailability, thus offering great potential as future therapeutics. Keeping in mind the therapeutic importance of these peptides, we have developed in silico methods for the prediction of cell penetrating peptides, which can be used for rapid screening of such peptides prior to their synthesis. Methods In the present study, support vector machine (SVM)-based models have been developed for predicting and designing highly effective cell penetrating peptides. Various features like amino acid composition, dipeptide composition, binary profile of patterns, and physicochemical properties have been used as input features. The main dataset used in this study consists of 708 peptides. In addition, we have identified various motifs in cell penetrating peptides, and used these motifs for developing a hybrid prediction model. Performance of our method was evaluated on an independent dataset and also compared with that of the existing methods. Results In cell penetrating peptides, certain residues (e.g. Arg, Lys, Pro, Trp, Leu, and Ala) are preferred at specific locations. Thus, it was possible to discriminate cell-penetrating peptides from non-cell penetrating peptides based on amino acid composition. All models were evaluated using five-fold cross-validation technique. We have achieved a maximum accuracy of 97.40% using the hybrid model that combines motif information and binary profile of the peptides. On independent dataset, we achieved maximum accuracy of 81.31% with MCC of 0.63. Conclusion The present study demonstrates that features like amino acid composition, binary profile of patterns and motifs, can be used to train an SVM classifier that can predict cell penetrating peptides with higher accuracy. The hybrid model described in this study achieved more accuracy than the previous methods and thus may complement the existing methods. Based on the above study, a user- friendly web server CellPPD has been developed to help the biologists, where a user can predict and design CPPs with much ease. CellPPD web server is freely accessible at http://crdd.osdd.net/raghava/cellppd/.
Collapse
Affiliation(s)
- Ankur Gautam
- Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India
| | | | | | | | | | | | | | | |
Collapse
|
135
|
A novel cell-penetrating peptide derived from human eosinophil cationic protein. PLoS One 2013; 8:e57318. [PMID: 23469189 PMCID: PMC3587609 DOI: 10.1371/journal.pone.0057318] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2012] [Accepted: 01/21/2013] [Indexed: 11/19/2022] Open
Abstract
Cell-penetrating peptides (CPPs) are short peptides which can carry various types of molecules into cells; however, although most CPPs rapidly penetrate cells in vitro, their in vivo tissue-targeting specificities are low. Herein, we describe cell-binding, internalization, and targeting characteristics of a newly identified 10-residue CPP, denoted ECP32–41, derived from the core heparin-binding motif of human eosinophil cationic protein (ECP). Besides traditional emphasis on positively charged residues, the presence of cysteine and tryptophan residues was demonstrated to be essential for internalization. ECP32–41 entered Beas-2B and wild-type CHO-K1 cells, but not CHO cells lacking of cell-surface glycosaminoglycans (GAGs), indicating that binding of ECP32–41 to cell-surface GAGs was required for internalization. When cells were cultured with GAGs or pre-treated with GAG-digesting enzymes, significant decreases in ECP32–41 internalization were observed, suggesting that cell-surface GAGs, especially heparan sulfate proteoglycans were necessary for ECP32–41 attachment and penetration. Furthermore, treatment with pharmacological agents identified two forms of energy-dependent endocytosis, lipid-raft endocytosis and macropinocytosis, as the major ECP32–41 internalization routes. ECP32–41 was demonstrated to transport various cargoes including fluorescent chemical, fluorescent protein, and peptidomimetic drug into cultured Beas-2B cells in vitro, and targeted broncho-epithelial and intestinal villi tissues in vivo. Hence this CPP has the potential to serve as a novel vehicle for intracellular delivery of biomolecules or medicines, especially for the treatment of pulmonary or gastrointestinal diseases.
Collapse
|
136
|
Freire JM, Veiga AS, de la Torre BG, Andreu D, Castanho MARB. Quantifying molecular partition of cell-penetrating peptide-cargo supramolecular complexes into lipid membranes: optimizing peptide-based drug delivery systems. J Pept Sci 2013; 19:182-9. [PMID: 23322613 DOI: 10.1002/psc.2477] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2012] [Revised: 11/23/2012] [Accepted: 11/26/2012] [Indexed: 11/08/2022]
Abstract
One of the major challenges in the drug development process is biodistribution across epithelia and intracellular drug targeting. Cellular membrane heterogeneity is one of the major drawbacks in developing efficient and sustainable drug delivery systems, which brings the need to study their interaction with lipids in order to unravel their mechanisms of action and improve their delivery capacities. Cell penetrating peptides (CPPs) are able to translocate almost any cell membrane carrying cargo molecules. However, different CPP use different entry mechanisms, which are often concentration-dependent and cargo-dependent. Being able to quantify the lipid affinity of CPP is of obvious importance and can be achieved by studying the partition extent of CPP into lipid bilayers. The partition constant (Kp) reflects the lipid-water partition extent. However, all currently available methodologies are only suitable to determine the partition of single molecules into lipid membranes or entities, being unsuitable to determine the partition of bimolecular or higher order supramolecular complexes. We derived and tested a mathematical model to determine the Kp of supramolecular CPP-cargo complexes from fluorescence spectroscopy data, using DNA oligomers as a model cargo. As a proof-of-concept example, the partition extent of two new membrane active peptides derived from dengue virus capsid protein (DENV C protein) with potential CPP properties, in both scenarios (free peptide and complexed with a molecular cargo), were tested. We were able to identify the lipid affinity of these CPP:DNA complexes, thus gaining valuable insights into better CPP formulations.
Collapse
Affiliation(s)
- João Miguel Freire
- Instituto de Medicina Molecular, University of Lisbon, Physical Biochemistry Unit, Lisbon, Portugal
| | | | | | | | | |
Collapse
|
137
|
The potential role of cell penetrating peptides in the intracellular delivery of proteins for therapy of erythroid related disorders. Pharmaceuticals (Basel) 2013; 6:32-53. [PMID: 24275786 PMCID: PMC3816679 DOI: 10.3390/ph6010032] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2012] [Revised: 12/20/2012] [Accepted: 12/27/2012] [Indexed: 01/08/2023] Open
Abstract
The erythroid related disorders (ERDs) represent a large group of hematological diseases, which in most cases are attributed either to the deficiency or malfunction of biosynthetic enzymes or oxygen transport proteins. Current treatments for these disorders include histo-compatible erythrocyte transfusions or allogeneic hematopoietic stem cell (HSC) transplantation. Gene therapy delivered via suitable viral vectors or genetically modified HSCs have been under way. Protein Transduction Domain (PTD) technology has allowed the production and intracellular delivery of recombinant therapeutic proteins, bearing Cell Penetrating Peptides (CPPs), into a variety of mammalian cells. Remarkable progress in the field of protein transduction leads to the development of novel protein therapeutics (CPP-mediated PTs) for the treatment of monogenetic and/or metabolic disorders. The “concept” developed in this paper is the intracellular protein delivery made possible via the PTD technology as a novel therapeutic intervention for treatment of ERDs. This can be achieved via four stages including: (i) the production of genetically engineered human CPP-mediated PT of interest, since the corresponding native protein either is missing or is mutated in the erythroid progenitor cell (ErPCs) or mature erythrocytes of patients; (ii) isolation of target cells from the peripheral blood of the selected patients; (iii) ex vivo transduction of cells with the CPP-mediated PT of interest; and (iv) re-administration of the successfully transduced cells back into the same patients.
Collapse
|
138
|
Montrose K, Yang Y, Sun X, Wiles S, Krissansen GW. Xentry, a new class of cell-penetrating peptide uniquely equipped for delivery of drugs. Sci Rep 2013; 3:1661. [PMID: 23588666 PMCID: PMC3627194 DOI: 10.1038/srep01661] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2013] [Accepted: 03/27/2013] [Indexed: 01/25/2023] Open
Abstract
Here we describe an entirely new class of cell-penetrating peptide (CPP) represented by the short peptide Xentry (LCLRPVG) derived from an N-terminal region of the X-protein of the hepatitis B virus. Xentry permeates adherent cells using syndecan-4 as a portal for entry, and is uniquely restricted from entering syndecan-deficient, non-adherent cells, such as resting blood cells. Intravenous injection of Xentry alone or conjugated to β-galactosidase led to its delivery to most tissues in mice, except circulating blood cells. There was a predilection for uptake by epithelia. Anti-B-raf antibodies and siRNAs linked to Xentry were capable of killing B-raf-dependent melanoma cells. Xentry represents a new class of CPP with properties that are potentially advantageous for life science and therapeutic applications.
Collapse
Affiliation(s)
- Kristopher Montrose
- Department of Molecular Medicine & Pathology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1005, New Zealand
| | - Yi Yang
- Department of Molecular Medicine & Pathology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1005, New Zealand
| | - Xueying Sun
- Department of Molecular Medicine & Pathology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1005, New Zealand
| | - Siouxsie Wiles
- Department of Molecular Medicine & Pathology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1005, New Zealand
| | - Geoffrey W. Krissansen
- Department of Molecular Medicine & Pathology, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1005, New Zealand
| |
Collapse
|