journal article·2023-11Open access

Unravel the Tangle: Atomistic Insight into Ultrahigh Curcumin‐Loaded Polymer Micelles

Josef Kehrein, Ekinsu Gürsöz, Matthew Davies, Robert Luxenhofer, Alex Bunker

Small· Volume 19· Issue 44

Abstract

Abstract Amphiphilic ABA‐triblock copolymers, comprised of poly(2‐oxazoline) and poly(2‐oxazine), can solubilize poorly water‐soluble molecules in a structure‐dependent manner forming micelles with exceptionally high drug loading. All‐atom molecular dynamics simulations are conducted on previously experimentally characterized, curcumin‐loaded micelles to dissect the structure‐property relationships. Polymer–drug interactions for different levels of drug loading and variation in polymer structures of both the inner hydrophobic core and outer hydrophilic shell are investigated. In silico, the system with the highest experimental loading capacity shows the highest number of drug molecules encapsulated by the core. Furthermore, in systems with lower loading capacity outer A blocks show a greater extent of entanglement with the inner B blocks. Hydrogen bond analyses corroborate previous hypotheses: poly(2‐butyl‐2‐oxazoline) B blocks, found experimentally to have reduced loading capacity for curcumin compared to poly(2‐propyl‐2‐oxazine), establish fewer but longer‐lasting hydrogen bonds. This possibly results from different sidechain conformations around the hydrophobic cargo, which is investigated by unsupervised machine learning to cluster monomers in smaller model systems mimicking different micelle compartments. Exchanging poly(2‐methyl‐2‐oxazoline) with poly(2‐ethyl‐2‐oxazoline) leads to increased drug interactions and reduced corona hydration; this suggests an impairment of micelle solubility or colloidal stability. These observations can help driving forward a more rational a priori nanoformulation design.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Surfactants and Colloidal Systems · Advanced Polymer Synthesis and Characterization · Dendrimers and Hyperbranched Polymers

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Soft Matter Chemistry Department of Chemistry Faculty of Science University of Helsinki Helsinki 00014 Finland

Division of Pharmaceutical Biosciences Drug Research Program Faculty of Pharmacy University of Helsinki Helsinki 00014 Finland

Department of Physics and Astronomy The University of Western Ontario 1151 Richmond Street London Ontario N6A 5B7 Canada

Funding

Deutscher Akademischer Austauschdienst

References (100+)

Show source-provided references
1. 10.3389/fmolb.2020.60477010.3389/fmolb.2020.604770 ↗
2. 10.1016/j.jconrel.2021.12.03010.1016/j.jconrel.2021.12.030 ↗
3. 10.1021/acs.biomac.9b0061810.1021/acs.biomac.9b00618 ↗
4. Vinod N. · Bio‐Protocol · 2021 · 11
5. 10.1016/j.biomaterials.2010.02.05710.1016/j.biomaterials.2010.02.057 ↗
6. 10.1016/j.biomaterials.2018.05.02210.1016/j.biomaterials.2018.05.022 ↗
7. 10.1002/adhm.20200138210.1002/adhm.202001382 ↗
8. 10.1007/s10856-013-5034-y10.1007/s10856-013-5034-y ↗
9. 10.1016/j.eurpolymj.2015.01.01410.1016/j.eurpolymj.2015.01.014 ↗
10. 10.1021/jacs.7b0537610.1021/jacs.7b05376 ↗
11. 10.1021/acsami.9b2249510.1021/acsami.9b22495 ↗
12. M. S.Haider R.Luxenhofer (Preprint) 10.26434/chemrxiv‐2022‐s8xc3 Apr2022 unpublished.
13. 10.1002/anie.20190891410.1002/anie.201908914 ↗
14. 10.1021/acs.langmuir.9b0346010.1021/acs.langmuir.9b03460 ↗
15. 10.1016/j.bbamem.2016.02.02510.1016/j.bbamem.2016.02.025 ↗
16. 10.1016/j.jconrel.2021.08.03010.1016/j.jconrel.2021.08.030 ↗
17. 10.1021/acs.chemrev.8b0053810.1021/acs.chemrev.8b00538 ↗
18. 10.1021/acs.jpcb.6b0307510.1021/acs.jpcb.6b03075 ↗
19. 10.1021/jp906155z10.1021/jp906155z ↗
20. 10.1021/ja204043b10.1021/ja204043b ↗
21. 10.1016/j.sbi.2012.01.01010.1016/j.sbi.2012.01.010 ↗
22. 10.1021/acs.chemrev.6b0016310.1021/acs.chemrev.6b00163 ↗
23. 10.1063/1.47478410.1063/1.474784 ↗
24. 10.1063/1.497951410.1063/1.4979514 ↗
25. 10.1039/b818051b10.1039/b818051b ↗
26. 10.1016/j.jconrel.2012.06.02710.1016/j.jconrel.2012.06.027 ↗
27. 10.1002/smll.20210355210.1002/smll.202103552 ↗
28. 10.3390/ijms2005103310.3390/ijms20051033 ↗
29. 10.1002/chem.20190261910.1002/chem.201902619 ↗
30. 10.1021/acs.biomac.8b0070810.1021/acs.biomac.8b00708 ↗
31. 10.1126/sciadv.aav978410.1126/sciadv.aav9784 ↗
32. 10.1021/acs.macromol.2c0014110.1021/acs.macromol.2c00141 ↗
33. 10.1039/C8RA07023G10.1039/C8RA07023G ↗
34. 10.3390/polym1111180610.3390/polym11111806 ↗
35. 10.1039/C6PY01320A10.1039/C6PY01320A ↗
36. 10.1002/marc.20110058710.1002/marc.201100587 ↗
37. 10.1039/C8CP02026D10.1039/C8CP02026D ↗
38. 10.1063/5.001872510.1063/5.0018725 ↗
39. 10.1021/bi101926u10.1021/bi101926u ↗
40. 10.1021/acs.jpcb.9b0880010.1021/acs.jpcb.9b08800 ↗
41. 10.1021/la503949b10.1021/la503949b ↗
42. 10.1021/acs.macromol.2c0120610.1021/acs.macromol.2c01206 ↗
43. 10.1002/slct.20210035410.1002/slct.202100354 ↗
44. 10.1016/j.carbpol.2017.10.10210.1016/j.carbpol.2017.10.102 ↗
45. 10.1063/1.191775610.1063/1.1917756 ↗
46. 10.1016/j.jconrel.2019.04.01410.1016/j.jconrel.2019.04.014 ↗
47. 10.1002/mabi.20180015510.1002/mabi.201800155 ↗
48. 10.1021/acsnano.3c0072210.1021/acsnano.3c00722 ↗
49. 10.1021/acs.biomac.1c0077510.1021/acs.biomac.1c00775 ↗
50. 10.1016/j.bpj.2022.11.02410.1016/j.bpj.2022.11.024 ↗
51. Maaten L. · J. Mach. Learn. Res. · 2008 · 9 · 2579
52. 10.1145/306833510.1145/3068335 ↗
53. 10.1021/acs.jctc.5b0110610.1021/acs.jctc.5b01106 ↗
54. 10.1002/mats.20210006010.1002/mats.202100060 ↗
55. 10.1021/mp500068w10.1021/mp500068w ↗
56. 10.1016/j.commatsci.2016.03.01410.1016/j.commatsci.2016.03.014 ↗
57. 10.1021/la500572p10.1021/la500572p ↗
58. 10.1039/D0RA00408A10.1039/D0RA00408A ↗
59. 10.1186/1758-2946-4-1710.1186/1758-2946-4-17 ↗
60. 10.1186/1758-2946-3-3310.1186/1758-2946-3-33 ↗
61. 10.1002/jcc.2003510.1002/jcc.20035 ↗
62. 10.1093/nar/gkr28810.1093/nar/gkr288 ↗
63. 10.1039/c0cp00111b10.1039/c0cp00111b ↗
64. 10.1021/j100142a00410.1021/j100142a004 ↗
65. M. J.Frisch G. W.Trucks H. B.Schlegel G. E.Scuseria M. A.Robb J. R.Cheeseman G.Scalmani V.Barone G. A.Petersson H.Nakatsuji X.Li M.Caricato A. V.Marenich J.Bloino B. G.Janesko R.Gomperts B.Mennucci H. P.Hratchian J. V.Ortiz A. F.Izmaylov J. L.Sonnenberg Williams F. Ding F.Lipparini F.Egidi J.Goings B.Peng A.Petrone T.Henderson D.Ranasinghe et al. Gaussian 16 C.01 Wallingford CT2016.
66. 10.1021/acs.jctc.5b0025510.1021/acs.jctc.5b00255 ↗
67. 10.1016/j.jphotobiol.2017.06.01110.1016/j.jphotobiol.2017.06.011 ↗
68. 10.1063/5.001905610.1063/5.0019056 ↗
69. 10.1016/j.jmgm.2005.12.00510.1016/j.jmgm.2005.12.005 ↗
70. 10.1186/1756-0500-5-36710.1186/1756-0500-5-367 ↗
71. Case D. A. · 2022
72. 10.1002/jcc.2093310.1002/jcc.20933 ↗
73. 10.1002/jcc.2122410.1002/jcc.21224 ↗
74. 10.1002/jcc.1021610.1002/jcc.10216 ↗
75. 10.1063/1.44586910.1063/1.445869 ↗
76. 10.1007/s10822-016-9977-110.1007/s10822-016-9977-1 ↗
77. 10.1016/j.softx.2015.06.00110.1016/j.softx.2015.06.001 ↗
78. 10.1063/1.240842010.1063/1.2408420 ↗
79. 10.1016/0021-9991(74)90010-210.1016/0021-9991(74)90010-2 ↗
80. 10.1063/1.46439710.1063/1.464397 ↗
81. 10.1002/(SICI)1096-987X(199709)18:12<1463::AID-JCC4>3.0.CO;2-H10.1002/(SICI)1096-987X(199709)18:12<1463::AID-JCC4>3.0.CO;2-H ↗
82. 10.1103/PhysRevLett.45.119610.1103/PhysRevLett.45.1196 ↗
83. 10.1063/1.32869310.1063/1.328693 ↗
84. 10.1063/1.44324810.1063/1.443248 ↗
85. 10.1126/science.220.4598.67110.1126/science.220.4598.671 ↗
86. Gowers R. · 2016
87. 10.1002/jcc.2178710.1002/jcc.21787 ↗
88. 10.1016/0263-7855(96)00018-510.1016/0263-7855(96)00018-5 ↗
89. L. L. C.Schrödinger The PyMOL Molecular Graphics System Version 2.0 2015.
90. 10.1186/s13321-021-00548-610.1186/s13321-021-00548-6 ↗
91. 10.1021/acs.molpharmaceut.1c0080010.1021/acs.molpharmaceut.1c00800 ↗
92. G.Landrum RDKit: Open‐source cheminformatics http://www.rdkit.org 2022.
93. Todeschini R. · 2008 · 1004
94. 10.1063/1.492244510.1063/1.4922445 ↗
95. 10.1063/5.000796410.1063/5.0007964 ↗
96. 10.1007/s11249-021-01462-610.1007/s11249-021-01462-6 ↗
97. 10.1109/TIP.2003.81986110.1109/TIP.2003.819861 ↗
98. 10.1080/01621459.1957.1050139510.1080/01621459.1957.10501395 ↗
99. 10.1080/01621459.1972.1048127910.1080/01621459.1972.10481279 ↗
100. 10.1007/978-3-319-24277-410.1007/978-3-319-24277-4 ↗