Mechanistic Insights into 5-Fluorouracil Adsorption on Clinoptilolite Surfaces: Optimizing DFT Parameters for Natural Zeolites, Part II
Source abstract
Abstract
Even though clinoptilolite mineral is the most important natural zeolite for technical applications, the molecular-level insights and detailed knowledge of their true local structures and adsorption behavior are largely lacking. An experimental determination of their surface structures, in particular, could be very challenging due to the sensitivity of some facets to temperature and impurities. In this study, we present a robust multiscale modeling framework to investigate the adsorption of 5-fluorouracil, an anticancer drug, on dispersion-corrected density functional theory (DFT-D3)-optimized Na-clinoptilolite surfaces. Using a combination of interface force field and polymer consistent force field-based molecular dynamics with simulated annealing and parallel replica sampling, followed by DFT-D3 optimizations, we explore a wide configurational space of surface–molecule interactions. Our results show that Na-clinoptilolite surfaces support very strong adsorption, with adsorption energies ranging from −430.0 to −174.4 kJ/mol. Surface models with exposed Na cations consistently exhibit stronger binding, in contrast to their known steric hindrance effects in bulk environments. Furthermore, cation-free surfaces displayed relatively weaker interactions, yet configurations exposing the 8-membered rings (8 MR) demonstrated more favorable adsorption than those exposing 10 MR channels due to enhanced hydrogen bonding and spatial and entropic confinement effects. These findings reveal the importance of surface composition, local geometry, and configurational sampling in determining adsorption performance and lay the groundwork for future studies on cation-specific and multicationic clinoptilolite systems.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Surface Chemistry and Catalysis · Mesoporous Materials and Catalysis · Zeolite Catalysis and Synthesis
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Crystallography & Geomaterials Research, Faculty of Geosciences, University of Bremen, Klagenfurter Straße 2-4, 28359 Bremen, Germany
Bremen Center for Computational Materials Science and MAPEX Center for Materials and Processes, University of Bremen, 28359 Bremen, Germany
Funding
Deutsche Forschungsgemeinschaft (German Research Foundation, DFG) · Central Research Development Funds of the University of Bremen
References (81)
Show source-provided references
1. (2025, July 07). PubChem Fluorouracil, Available online: https://pubchem.ncbi.nlm.nih.gov/compound/3385.
2. Insight into the Loading Properties of Na+ Green-Functionalized Clinoptilolite as a Potential Carrier for the 5-Fluorouracil Drug, Its Release Kinetics, and Cytotoxicity10.1021/acsomega.1c06671 ↗
3. 5-Fluorouracil: Mechanisms of Resistance and Reversal Strategies10.3390/molecules13081551 ↗
4. Azwar, S., Seow, H.F., Abdullah, M., Faisal Jabar, M., and Mohtarrudin, N. (2021). Recent Updates on Mechanisms of Resistance to 5-Fluorouracil and Reversal Strategies in Colon Cancer Treatment. Biology, 10.10.3390/biology10090854 ↗
5. Ghafouri-Fard, S., Abak, A., Tondro Anamag, F., Shoorei, H., Fattahi, F., Javadinia, S.A., Basiri, A., and Taheri, M. (2021). 5-Fluorouracil: A Narrative Review on the Role of Regulatory Mechanisms in Driving Resistance to This Chemotherapeutic Agent. Front. Oncol., 11.10.3389/fonc.2021.658636 ↗
6. Long, S., Wang, J., Weng, F., Pei, Z., Zhou, S., Sun, G., and Xiang, D. (2022). ECM1 Regulates the Resistance of Colorectal Cancer to 5-FU Treatment by Modulating Apoptotic Cell Death and Epithelial-Mesenchymal Transition Induction. Front. Pharmacol., 13.10.3389/fphar.2022.1005915 ↗
7. 5-Fluorouracil Incorporation into RNA and DNA in Relation to Thymidylate Synthase Inhibition of Human Colorectal Cancers10.1093/annonc/mdh264 ↗
8. Hao, J., Stavljenić Milašin, I., Batu Eken, Z., Mravak-Stipetic, M., Pavelić, K., and Ozer, F. (2021). Effects of Zeolite as a Drug Delivery System on Cancer Therapy: A Systematic Review. Molecules, 26.10.3390/molecules26206196 ↗
9. Controlled Release of 5-Fluorouracil from Microporous Zeolites10.1016/j.nano.2013.06.016 ↗
10. Adsorption of 5-Fluorouracil, an Anticancer Drug, in Faujasite-Type Zeolites: Understanding Storage and Release with Density Functional Theory Calculations10.1039/D4CE00344F ↗
11. Potentiation of 5-Fluorouracil Encapsulated in Zeolites as Drug Delivery Systems for in Vitro Models of Colorectal Carcinoma10.1016/j.colsurfb.2013.07.042 ↗
12. Loading and Release of 5-Fluorouracil from HY Zeolites with Varying SiO2/Al2O3 Ratios10.1016/j.micromeso.2012.09.011 ↗
13. Different Zeolite Systems for Colon Cancer Therapy: Monitoring of Ion Release, Cytotoxicity and Drug Release Behavior10.1007/s40204-019-0115-8 ↗
14. Efficient and Accurate Description of Adsorption in Zeolites10.1063/1.5123425 ↗
15. Density Functional Theory Based-Study of 5-Fluorouracil Adsorption on β-Cristobalite (1 1 1) Hydroxylated Surface: The Importance of H-Bonding Interactions10.1016/j.apsusc.2015.10.147 ↗
16. Surface Energies of Elemental Crystals10.1038/sdata.2016.80 ↗
17. Efficient Creation and Convergence of Surface Slabs10.1016/j.susc.2013.05.016 ↗
18. Saeed, L., and Fischer, M. (2025). Computational Insights into Aluminum and Cation Placement in Clinoptilolite: Optimizing DFT Parameters for Natural Zeolites, Part I. Appl. Sci., 15.10.3390/app15073955 ↗
19. Python Materials Genomics (Pymatgen): A Robust, Open-Source Python Library for Materials Analysis10.1016/j.commatsci.2012.10.028 ↗
20. VESTA 3 for Three-Dimensional Visualization of Crystal, Volumetric and Morphology Data10.1107/S0021889811038970 ↗
21. (2025, June 23). VESTA. Available online: https://jp-minerals.org/vesta/en/.
22. A Topological Screening Heuristic for Low-Energy, High-Index Surfaces10.1016/j.susc.2017.11.007 ↗
23. Clinoptilotite-Heulandite: Applications and Basic Research10.1016/S0167-2991(01)81183-6 ↗
24. Cutting Materials in Half: A Graph Theory Approach for Generating Crystal Surfaces and Its Prediction of 2D Zeolites10.1021/acscentsci.7b00555 ↗
25. Silica Scale Formation and Effect of Sodium and Aluminium Ions-29Si NMR Study10.1039/C5EW00220F ↗
26. Dehydration Model for RO-Membrane Fouling: A Preliminary Approach10.1016/S0011-9164(02)01109-8 ↗
27. Technical Management of RO System10.1016/S0011-9164(00)90017-1 ↗
28. Tasci, E.S. (2024, April 29). How to Prepare an Input File for Surface Calculations. Available online: https://www.emresururi.com/physics/wp-content/uploads/2013/09/ETasci_2013_SurfacePreparationHowTo.pdf.
29. The Stability of Ionic Crystal Surfaces10.1088/0022-3719/12/22/036 ↗
30. The Theory of Metal—Ceramic Interfaces10.1088/0953-8984/8/32/003 ↗
31. Inhomogeneous Electron Gas10.1103/PhysRev.136.B864 ↗
32. Self-Consistent Equations Including Exchange and Correlation Effects10.1103/PhysRev.140.A1133 ↗
33. A Consistent and Accurate Ab Initio Parametrization of Density Functional Dispersion Correction (DFT-D) for the 94 Elements H-Pu10.1063/1.3382344 ↗
34. CP2K: An Electronic Structure and Molecular Dynamics Software Package—Quickstep: Efficient and Accurate Electronic Structure Calculations10.1063/5.0007045 ↗
35. Quickstep: Fast and Accurate Density Functional Calculations Using a Mixed Gaussian and Plane Waves Approach10.1016/j.cpc.2004.12.014 ↗
36. The Gaussian and Augmented-Plane-Wave Density Functional Method for Ab Initio Molecular Dynamics Simulations
37. Relativistic Separable Dual-Space Gaussian Pseudopotentials from H to Rn10.1103/PhysRevB.58.3641 ↗
38. Semiempirical GGA-type density functional constructed with a long-range dispersion correction10.1002/jcc.20495 ↗
39. Thirty Years of Density Functional Theory in Computational Chemistry: An Overview and Extensive Assessment of 200 Density Functionals10.1080/00268976.2017.1333644 ↗
40. The Convergence of a Class of Double-Rank Minimization Algorithms 1. General Considerations10.1093/imamat/6.1.76 ↗
41. A Rapidly Convergent Descent Method for Minimization10.1093/comjnl/6.2.163 ↗
42. A Family of Variable-Metric Methods Derived by Variational Means10.1090/S0025-5718-1970-0258249-6 ↗
43. Conditioning of Quasi-Newton Methods for Function Minimization10.1090/S0025-5718-1970-0274029-X ↗
44. DFT Insights into Surface Properties of Anti-Perovskite 3D Topological Crystalline Insulators: A Case Study of (001) Surfaces of Ca3SnO10.1016/j.physleta.2021.127469 ↗
45. First-Principles Modeling of Binary Layered Topological Insulators: Structural Optimization and Exchange-Correlation Functionals10.1103/PhysRevB.101.085140 ↗
46. First-Principles Calculations of Metal Surfaces. I. Slab-Consistent Bulk Reference for Convergent Surface Properties10.1103/PhysRevB.103.195426 ↗
47. Martin, R.M. (2020). Electronic Structure: Basic Theory and Practical Methods, Cambridge University Press. [2nd ed.].10.1017/9781108555586 ↗
48. Gaussian Basis Sets for Accurate Calculations on Molecular Systems in Gas and Condensed Phases10.1063/1.2770708 ↗
49. Force Fields and Molecular Dynamics Simulations10.1051/sfn/201112009 ↗
50. Frenkel, D., and Smit, B. (1996). Understanding Molecular Simulation: From Algorithms to Applications, Elsevier. [2nd ed.]. Physics Today.
51. LAMMPS—A Flexible Simulation Tool for Particle-Based Materials Modeling at the Atomic, Meso, and Continuum Scales10.1016/j.cpc.2021.108171 ↗
52. (2025, July 05). LAMMPS Molecular Dynamics Simulator. Available online: https://www.lammps.org/#gsc.tab=0.
53. (2025, July 05). LAMMPS Tutorials. Available online: https://lammpstutorials.github.io/.
54. Computational Screening of Hydrophobic Zeolites for the Removal of Emerging Organic Contaminants from Water10.1002/cphc.202400347 ↗
55. Thermodynamically Consistent Force Fields for the Assembly of Inorganic, Organic, and Biological Nanostructures: The INTERFACE Force Field10.1021/la3038846 ↗
56. Force Field for Computation of Conformational Energies, Structures, and Vibrational Frequencies of Aromatic Polyesters10.1002/jcc.540150708 ↗
57. COMPASS: An Ab Initio Force-Field Optimized for Condensed-Phase ApplicationsOverview with Details on Alkane and Benzene Compounds10.1021/jp980939v ↗
58. The COMPASS Force Field: Parameterization and Validation for Phosphazenes10.1016/S1089-3156(98)00042-7 ↗
59. Adsorption of CO2 on Gold Surfaces: Adsorbate Density Assumption Investigated Using Molecular Dynamics Simulations10.1021/acs.iecr.3c01993 ↗
60. (2025, July 05). Lammps/Tools/Msi2lmp/README at Develop Lammps/Lammps. Available online: https://github.com/lammps/lammps/blob/develop/tools/msi2lmp/README.
61. BIOVIA, Dassault Systèmes (2024). DS BIOVIA Materials Studio 2024, Dassault Systèmes.
62. Patiño, C.M., Alzate-Vargas, L., Li, C., Haley, B.P., and Strachan, A. (2025, May 07). LAMMPS Data-File Generator. Available online: https://nanohub.org/resources/struc2lammpsdf.
63. Optimization by Simulated Annealing10.1126/science.220.4598.671 ↗
64. Mitra, D., Romeo, F., and Sangiovanni-Vincentelli, A. (1985, January 11–13). Convergence and Finite-Time Behavior of Simulated Annealing. Proceedings of the 1985 24th IEEE Conference on Decision and Control, Fort Lauderdale, FL, USA.10.1109/CDC.1985.268600 ↗
65. Geyer, C.J. Markov Chain Monte Carlo Maximum Likelihood. Computing Science and Statistics, Proceedings of the 23rd Symposium on the Interface, Seattle, WA, USA, 21–24 April 1991, Interface Foundation of North America.
66. Replica-Exchange Molecular Dynamics Method for Protein Folding10.1016/S0009-2614(99)01123-9 ↗
67. Optimal Allocation of Replicas in Parallel Tempering Simulations10.1063/1.1831273 ↗
68. Norman, P., and Schwartzentruber, T. (2025, March 25). Using Simulated Annealing with Parallel Tempering to Create Low-Defect Silica Surfaces. Available online: https://www.lammps.org/workshops/Aug11/Norman/poster.pdf.
69. Simulated Annealing Coupled Replica Exchange Molecular Dynamics—An Efficient Conformational Sampling Method10.1016/j.jsb.2009.02.015 ↗
70. An Efficient Orbital Transformation Method for Electronic Structure Calculations10.1063/1.1543154 ↗
71. Generalized Gradient Approximation Made Simple-PBE10.1103/PhysRevLett.77.3865 ↗
72. Computational Insight into the Bioapplication of 2D Materials: A Review10.1016/j.nantod.2023.102007 ↗
73. Electronic Factors Determining the Reactivity of Metal Surfaces10.1016/0039-6028(96)80007-0 ↗
74. Competitive Paths for Methanol Decomposition on Pt(111)10.1021/ja037700z ↗
75. Atomic and Molecular Adsorption on Ni(111)10.1016/j.susc.2018.08.004 ↗
76. Atomic and Molecular Adsorption on Fe(110)10.1016/j.susc.2017.09.002 ↗
77. Initial Oxidation Behavior of α-U and γ-U Surfaces10.1016/j.jnucmat.2024.154964 ↗
78. Chemically Accurate Vibrational Free Energies of Adsorption from Density Functional Theory Molecular Dynamics: Alkanes in Zeolites10.1021/acs.jctc.1c00519 ↗
79. A Universal Descriptor for the Entropy of Adsorbed Molecules in Confined Spaces10.1021/acscentsci.8b00419 ↗
80. A Temperature Predictor for Parallel Tempering Simulations10.1039/b716554d ↗
81. (2025, January 15). Replica Exchange. Available online: https://epcced.github.io/archer2-advanced-use-of-lammps/05-replica-exchange/index.html.