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Investigation of graphene-based nanomaterial as nanocarrier for adsorption of paclitaxel anticancer drug: a molecular dynamics simulation study

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Abstract

In this work, molecular dynamics simulations are used to study the adsorption of paclitaxel (PTX) drug on the graphene-based nanomaterials including graphene (G), graphene oxide (GO), and functionalized GO with chitosan (GO-CS). The drug is adsorbed through different patterns on the surface of graphene-based nanomaterials. Our results show that PTX on graphene is adsorbed more quickly than other systems. Comparing center of mass (COM) in GO and GO-CS systems indicated that PTX approaches GO-CS surface faster than GO surface. The binding of PTX molecule to graphene surface is stronger than the other investigated systems. Our study indicated that π−π stacking and hydrophobic interactions are the main driving forces for the adsorption of the drug on graphene, while the adsorption of PTX on GO-CS is dominated by the formation of hydrogen bonds. It is found that the number of hydrogen bonds in PTX-GO-CS system is more than that of PTX−GO emphasizing the advantages of the functional group of chitosan in improving the adsorption of the drug onto nanomaterial. These results suggest that hydrogen bond, π-π stacking, and hydrophobic interactions play a key role in the adsorption of PTX in graphene-based nanomaterials. In spite of similar dimensions of investigated nanomaterials, the difference in surface chemistries and also the type of functional group can be effective factors in determining their interactions with PTX.

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References

  1. Yin T, Wang L, Yin L et al (2015) Co-delivery of hydrophobic paclitaxel and hydrophilic AURKA specific siRNA by redox-sensitive micelles for effective treatment of breast cancer. Biomaterials 61:10–25

    Article  CAS  Google Scholar 

  2. Huizing MT, Misser VS, Pieters RC et al. (1995) Taxanes: a new class of antitumor agents. Cancer Invest 13:381–404

    Article  CAS  Google Scholar 

  3. Rowinsky EK, Cazenave LA, Donehower RC (1990) Taxol: a novel investigational antimicrotubule agent. J Natl Cancer Inst 82:1247–1259

    Article  CAS  Google Scholar 

  4. Wall ME, Wani MC (1995) Camptothecin and taxol: discovery to clinic—thirteenth Bruce F. Cain Memorial Award Lecture. Cancer Res 55:753–760

    CAS  Google Scholar 

  5. Yeh MK, Coombes AGA, Jenkins PG et al. (1995) A novel emulsification-solvent extraction technique for production of protein loaded biodegradable microparticles for vaccine and drug delivery. J Controlled Release 33:437–445

    Article  CAS  Google Scholar 

  6. Yeung TK, Germond C, Chen X et al. (1999) The mode of action of taxol: apoptosis at low concentration and necrosis at high concentration. Biochem Biophys Res Commun 263:398–404

    Article  CAS  Google Scholar 

  7. Feng SS, Huang G (2001) Effects of emulsifiers on the controlled release of paclitaxel (Taxol®) from nanospheres of biodegradable polymers. J Controlled Release 71:53–69

    Article  CAS  Google Scholar 

  8. Liao PC, Lieu CH (2005) Cell cycle specific induction of apoptosis and necrosis by paclitaxel in the leukemic U937 cells. Life Sci 76:1623–1639

    Article  CAS  Google Scholar 

  9. Brannon-Peppas L, Blanchette JO (2004) Nanoparticle and targeted systems for cancer therapy. Ad Drug Deliery Re 56:1649–1659

    Article  CAS  Google Scholar 

  10. Singla AK, Garg A, Aggarwal D (2002) Paclitaxel and its formulations. Int J Pharm 235:179–192

    Article  CAS  Google Scholar 

  11. Jin J, Lee WS, Joo KM et al. (2011) Preparation of blood-brain barrier-permeable paclitaxel-carrier conjugate and its chemotherapeutic activity in the mouse glioblastoma model. Med Chem Commun 2:270–273

    Article  CAS  Google Scholar 

  12. Mathew AE, Mejillano MR, Nath JP et al. (1992) Synthesis and evaluation of some water-soluble prodrugs and derivatives of taxol with antitumor activity. J Med Chem 35:145–151

    Article  CAS  Google Scholar 

  13. Vashist SK, Zheng D, Pastorin G et al. (2011) Delivery of drugs and biomolecules using carbon nanotubes. Carbon 49:4077–4097

    Article  CAS  Google Scholar 

  14. Liu Z, Wang Y, Zhang N (2012) Micelle-like nanoassemblies based on polymer–drug conjugates as an emerging platform for drug delivery. Expert Opin Drug Discovery 9:805–822

    Article  CAS  Google Scholar 

  15. Pahuja P, Arora S, Pawar P (2012) Ocular drug delivery system: a reference to natural polymers. Expert Opin Drug Discovery 9:837–861

    Article  CAS  Google Scholar 

  16. Szűts A, Szabó-Révész P (2012) Sucrose esters as natural surfactants in drug delivery systems—a mini-review. Int J Pharm 433:1–9

    Article  Google Scholar 

  17. Sun X, Feng Z, Hou T et al. (2014) Mechanism of graphene oxide as an enzyme inhibitor from molecular dynamics simulations. ACS Appl Mater Interfaces 6:7153–7163

    Article  CAS  Google Scholar 

  18. Geim AK, Novoselov KS (2007) The rise of graphene. Nat Mater 6:183–191

    Article  CAS  Google Scholar 

  19. Liu F, Ming P, Li J (2007) Ab initio calculation of ideal strength and phonon instability of graphene under tension. Phys Rev B 76:064120–7

    Article  Google Scholar 

  20. Lee C, Wei X, Kysar JW et al. (2008) Measurement of the elastic properties and intrinsic strength of monolayer graphene. Science 321:385–388

    Article  CAS  Google Scholar 

  21. He H, Klinowski J, Forster M et al. (1998) A new structural model for graphite oxide. Chem Phys Lett 287:53–56

  22. Yang HF, Shan CS, Li FH et al. (2009) Covalent functionalization of polydisperse chemically-converted graphene sheets with amine-terminated ionic liquid. Chem Commun 14:3880–3882

    Article  Google Scholar 

  23. Liu Z, Robinson JT, Sun X et al. (2008) PEGylated nanographene oxide for delivery of water-insoluble cancer drugs. J Am Chem Soc 130:10876–10877

    Article  CAS  Google Scholar 

  24. Thein-Han WW, Saikhun J, Pholpramoo C et al. (2009) Chitosan–gelatin scaffolds for tissue engineering: physico-chemical properties and biological response of buffalo embryonic stem cells and transfectant of GFP–buffalo embryonic stem cells. Acta Biomater 5:3453–3466

    Article  CAS  Google Scholar 

  25. Thein-Han WW, Kitiyanant Y, Misra RDK (2008) Chitosan as scaffold matrix for tissue engineering. Mater Sci Technol 24:1062–1075

    Article  CAS  Google Scholar 

  26. Rana VK, Choi MC, Kong JY et al. (2011) Synthesis and drug‐delivery behavior of chitosan‐functionalized graphene oxide hybrid nanosheets. Macromol Mater Eng 296:131–140

    Article  CAS  Google Scholar 

  27. Bao H, Pan Y, Ping Y et al. (2011) Chitosan‐functionalized graphene oxide as a nanocarrier for drug and gene delivery. Small 7:1569–1578

    Article  CAS  Google Scholar 

  28. Guo QF, Cao H, Li XH et al. (2015) Thermosensitive hydrogel drug delivery system containing doxorubicin loaded CS–GO nanocarriers for controlled release drug in situ. Mater Technol 30:294–300

    Article  CAS  Google Scholar 

  29. Frisch A, Dennington RD, Keith TA et al. (2003) GaussView Version 3.0. Gaussian Inc., Pittsburgh, PA

  30. Ricci CG, de Andrade AS, Mottin M et al. (2010) Molecular dynamics of DNA: comparison of force fields and terminal nucleotide definitions. J Phys Chem B 114:9882–9893

    Article  CAS  Google Scholar 

  31. Berendsen HJ, Postma JV, van Gunsteren WF et al. (1984) Molecular dynamics with coupling to an external bath. J Chem Phys 81:3684–3690

  32. Darden T, York D, Pedersen L (1993) Particle mesh Ewald: an N⋅ log (N) method for Ewald sums in large systems. J Chem Phys 98:10089–10092

    Article  CAS  Google Scholar 

  33. Hess B, Bekker H, Berendsen HJ et al. (1997) LINCS: a linear constraint solver for molecular simulations. J Comput Chem 18:1463–1472

    Article  CAS  Google Scholar 

  34. Humphrey W, Dalke A, Schulten K (1996) VMD: visual molecular dynamics. J Mol Graphics 14:33–38

    Article  CAS  Google Scholar 

  35. Zaboli M, Raissi H (2016) The influence of nicotine on pioglitazone encapsulation into carbon nanotube: the investigation of molecular dynamic and density functional theory. J Biomol Struct Dyn. doi:10.1080/07391102.2016.1152565

    Google Scholar 

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Correspondence to Zohre Hasanzade.

Electronic supplementary material

The different parameters such as the center of mass, the number of contacts, contact area, RMSD plots, radial distribution function, interaction energies between the nanomaterials, and drug molecule for first and second runs are available in supplementary information.

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Hasanzade, Z., Raissi, H. Investigation of graphene-based nanomaterial as nanocarrier for adsorption of paclitaxel anticancer drug: a molecular dynamics simulation study. J Mol Model 23, 36 (2017). https://doi.org/10.1007/s00894-017-3207-1

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  • DOI: https://doi.org/10.1007/s00894-017-3207-1

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