Open Access Article
Noora B. Shwayyeaa,
Mustafa K. Salmana,
Alaa M. Khudhairab,
Fouad N. Ajeel
ab and
Ali Ben Ahmed
*bc
aDepartment of Physics, College of Science, University of Sumer, Iraq, Thi-Qar 64000, Iraq
bDepartment of Physic, College of Science, University of Sfax, Sfax 3000, Tunisia. E-mail: ali.benahmed@isbs.usf.tn
cDepartment of Biomedical, Higher Institute of Biotechnology of Sfax, University of Sfax, Sfax 3000, Tunisia
First published on 10th March 2026
Cycloparaphenylenes (CPP) and their heteroatom-doped derivatives are emerging as interesting nanocarriers due to their adjustable electronic structures and π-conjugated frameworks. This study used density functional theory (DFT) to examine the structural, electrical, and adsorption characteristics of virgin CPP, nitrogen-doped CPP (N-CPP), and oxygen-doped CPP (O-CPP) in relation to two anticancer agents, hydroxyurea (HU) and thioguanine (TG). Geometry optimization verified the inherent stability of all carriers, whereas doping induced localized distortions that increased reactivity. Electronic tests indicated a consistent decrease in the energy gap after medication adsorption. HU functioned as a weak electron donor, resulting in little gap narrowing, whereas TG operated as a robust electron acceptor, causing substantial band-gap quenching-particularly in TG@O-CPP, where the gap practically disappeared, resulting in metallic-like behavior. Adsorption energies (−0.10 to −1.13 eV) and recovery periods revealed divergent kinetics: HU complexes desorbed almost quickly, while TG demonstrated more robust binding and extended residence lengths, especially on O-CPP. Charge-transfer research validated the contrasting donor–acceptor functions of HU and TG, supported by global reactivity indices indicating heightened electrophilicity and reduced hardness upon TG adsorption. The findings identify TG@O-CPP as the most promising system, with improved adsorption strength, substantial charge transfer, notable band-gap reduction, and adjustable electrical responsiveness. These results provide significant insights for the systematic design of CPP-based nanostructures in biosensing applications that need rapid reaction and in drug-delivery systems that require controlled release.
Conventional anticancer therapies, while somewhat effective, often exhibit inadequate absorption, fast elimination, and insufficient tumor selectivity.5 These disadvantages often result in systemic toxicity, multidrug resistance, and inadequate treatment results.6 Nanomaterials have emerged as viable solutions to address these restrictions, owing to their distinctive physicochemical features, such as a high surface-to-volume ratio, adjustable size, and surface functionalization potential.7 These characteristics enable nanocarriers to encapsulate hydrophobic or unstable pharmaceuticals, safeguard them from premature degradation, and promote regulated and prolonged release.8 Nanoscale carriers may use the increased permeability and retention (EPR) effect in tumor tissues, resulting in preferential accumulation at the tumor location while preserving healthy tissues. These benefits render nanomaterials essential in the development of next-generation cancer treatments.
Cycloparaphenylenes (CPPs), also referred to as carbon nanohoops, have recently been identified as prospective host materials for molecular encapsulation. This is a result of their well-defined internal cavities and cyclic π-conjugated frameworks.9–11 In contrast to extended carbon nanostructures like graphene and carbon nanotubes, CPPs have atomically precise and monodisperse architectures that allow for predictable host–guest interactions and tunable electronic properties.10,11
Structural uniformity, controllable cavity size, and improved electronic responsiveness are among the numerous benefits that CPPs provide in comparison to traditional nanocarriers. Carbon nanotubes may suffer from aggregation and toxicity concerns, while graphene-based systems frequently experience structural heterogeneity. Soft carriers, including liposomes and polymeric nanoparticles, generally lack electronic tunability.12,13 Nevertheless, CPP-based drug delivery systems are still in the early stages of development, facing obstacles such as the complexity of synthesis and the paucity of biological validation. Consequently, theoretical investigations are essential for comprehending adsorption mechanisms and directing rational design strategies, particularly through heteroatom doping to regulate electronic reactivity and drug-carrier interactions.
Hydroxyurea (HU) and thioguanine (TG) are the most widely recognized therapeutic agents for cancer treatment due to their demonstrated clinical efficacy. HU is an antineoplastic agent that has been approved for the treatment of chronic myeloid leukemia, sickle cell anemia, and some myeloproliferative disorders.14 It predominantly achieves its pharmacological effect by inhibiting ribonucleotide reductase, which in turn reduces DNA synthesis and suppresses the uncontrolled proliferation of malignant cells.15 While HU offers therapeutic advantages, its effectiveness is restricted by its non-specific distribution, brief plasma half-life, and dose-dependent cytotoxicity.16 In contrast, TG is a purine analogue that is frequently used as an antimetabolite in the management of acute myeloid leukemia and other malignancies.17 Ultimately, the drug induces apoptosis in quickly dividing tumor cells by causing cytotoxicity and disrupting nucleotide metabolism through its incorporation into DNA and RNA.18 However, the therapeutic window of TG is limited by its low solubility, systemic toxicity, and rapid enzymatic degradation.19 By incorporating HU and TG into nanocarrier systems, a promising approach is presented to improve tumor selectivity, prolong systemic circulation, and increase bioavailability, all while minimizing off-target toxicity.
In the last twenty years, the use of nanocarrier systems for drug administration has markedly increased, resulting in several advancements in cancer treatment. Initial research indicated that polymeric nanoparticles, liposomes, and dendrimers might augment the solubility and circulation duration of anticancer agents, hence improving treatment effectiveness relative to unencapsulated medicines.20 Liposomal doxorubicin serves as a seminal instance of an FDA-approved nanomedicine, demonstrating decreased cardiotoxicity and enhanced pharmacokinetics compared to traditional doxorubicin.21,22 Recent advancements have unveiled innovative carbon-based nanostructures, including graphene derivatives, and carbon nanotubes, which display distinctive π-conjugated topologies with promise for host–guest interactions and targeted delivery.9 Functional changes, such as nitrogen- and oxygen-doping, have augmented the flexibility of CPPs, allowing better electrical characteristics, increased solubility, and selective interactions with medicinal compounds.23 Concurrent advancements in stimulus-responsive nanocarriers, which may release medications in reaction to pH, temperature, or enzymatic stimuli, have emerged as effective solutions for precise and regulated administration.8,24,25
This work aims to construct and assess functionalized cycloparaphenylenes (CPPs), including nitrogen- and oxygen-doped variants, as nanocarrier systems for anticancer drug delivery. This study seeks to assess the potential of CPP-based frameworks to encapsulate and transport therapeutic compounds by examining their host–guest interactions, electrical characteristics, and structural changes, with a focus on enhancing stability, solubility, and tumor selectivity. The study aims to establish structure-property relationships governing drug-carrier binding through computational and theoretical analysis, thereby offering a rational foundation for the advancement of next-generation nanomedicine platforms that can address the limitations of conventional chemotherapy.
The Perdew–Burke–Ernzerhof (PBE) functional was implemented within the Generalized Gradient Approximation (GGA) to specify the exchange–correlation potential. Grimme's DFT-D3 correction scheme was implemented due to the critical function of van der Waals forces in adsorption processes.27 Additionally, the application of PseudoDojo norm-conserving pseudopotentials in conjunction with GGA28 guaranteed high accuracy while maintaining computational efficiency. The molecular dynamics protocols were also incorporated into the simulations to assess the thermodynamic stability of the optimized structures and to account for relaxation effects.
The pristine cycloparaphenylene (CPP) structure was selected as the reference system for the assessment of the impact of heteroatom contamination on drug-carrier interactions. Nitrogen- and oxygen-doped CPP models were generated through a substitutional methodology, which involved the substitution of one carbon atom in the CPP backbone with a nitrogen or oxygen atom, respectively. This substitution was implemented directly within the π-conjugated ring framework, while simultaneously maintaining the overall nanohoop architecture. All structures were completely optimized without symmetry constraints following the doping procedure to facilitate complete structural relaxation and electronic redistribution. Doping was exclusively restricted to backbone substitution; no atoms were introduced into the internal cavity of CPP. With the use of pristine CPP as an internal reference system, this comparative framework facilitates a consistent theoretical evaluation of doping-induced effects.
Through established relationships, electronic parameters were determined. The energy gap (Eg) and Fermi level (EFL) were determined by analyzing the lowest unoccupied molecular orbital (EL) and the highest occupied molecular orbital (EH).29
| Eg = EL − EH | (1) |
![]() | (2) |
The total energy difference was employed to calculate the adsorption energy (Eads), a critical stability descriptor:30
| Eads = Ecomplex structure − (Esubstrate + Eanticancer drug) | (3) |
Koopmans' theorem-based equations were employed to derive global reactivity descriptors, including electronegativity (χ), chemical potential (µ), hardness (η), and softness (S). These descriptors are as follows:31
| IP = −EH | (4) |
| EA = −EL | (5) |
![]() | (6) |
![]() | (7) |
![]() | (8) |
![]() | (9) |
The work function (Φ), which denotes the minimum energy necessary for an electron to escape from the surface and enter the vacuum, was also calculated:32
| Φ = Vel(+∞) − EFL | (10) |
![]() | (11) |
Finally, transition state theory was employed to estimate the recovery time (τ), which is indicative of the desorption rate of adsorbed molecules:33
![]() | (12) |
The attempt frequency is denoted by ν0, Boltzmann's constant is denoted by kB, and the absolute temperature is denoted by T.
The efficiency and reversibility of adsorption processes are directly correlated with this parameter, which is critically important in assessing the dynamic response of nanomaterials in drug delivery applications. Together, this computational protocol offers a dependable framework for comprehending adsorption phenomena, electronic modifications, and reactivity trends, thereby facilitating the rational design of nanocarriers for biomedical applications.
Fig. 2 illustrates the optimized adsorption complexes. The HU and TG molecules formed stable physisorbed states by preferentially aligning near the dopant atoms or along the interior cavity of the nanohoop. The two pharmaceuticals exhibit significant differences when the shortest heavy-atom contacts are meticulously examined. HU exhibited moderate non-covalent stabilization, as evidenced by its adsorption distances of 2.23–2.72 Å. On the other hand, TG exhibited the closest interactions with the carrier surface in the doped systems, with distances ranging from 1.92 to 2.63 Å. Specifically, TG@N-CPP and TG@O-CPP exhibited distances of approximately 1.9 to 2.0 Å. Table 1 summarizes the shortest heavy-atom contacts between the pharmaceuticals and the carrier frameworks, as extracted from the optimized geometries in Fig. 2. These values (1.9–2.7 Å) are within the typical physisorption regime and confirm the stronger stabilization of TG in comparison to HU, particularly in the doped systems.
| Structure | Shortest contact (Å) | Second contact (Å) | Δq (e) |
|---|---|---|---|
| HU@CPP | 2.23 | 2.49 | −0.177 |
| HU@N-CPP | 2.16 | 2.72 | −0.109 |
| HU@O-CPP | 2.06 | 2.44 | −0.154 |
| TG@CPP | 2.26 | 2.32 | 0.092 |
| TG@N-CPP | 1.92 | 2.63 | 0.141 |
| TG@O-CPP | 1.96 | 2.15 | 0.111 |
Intriguingly, the local polarity of the framework was heightened by oxygen doping, resulting in shortened drug-carrier contacts for both HU and TG (approximately 2.0–2.4 Å). Conversely, nitrogen doping facilitated directional interactions that enhanced TG binding. The systematic reduction in intermolecular separation that occurs as a result of doping is directly correlated with the adsorption-energy hierarchy, which is summarized in Table 2. Doped systems exhibit a stronger binding than pristine CPP. Additionally, TG's extended residence time on the carrier surface and greater stabilization energy are structurally justified by its closer approach to HU.
| Structure | ET | EFL | Φ | ΔΦ (%) | EH | EL | Eg | ΔEg(%) |
|---|---|---|---|---|---|---|---|---|
| CPP | −6048.426 | −5.342 | 5.342 | — | −6.865 | −3.819 | 3.045 | — |
| N-CPP | −6930.504 | −6.851 | 6.851 | 28.29 | −8.377 | −5.409 | 2.968 | −2.53 |
| O-CPP | −8389.816 | −5.870 | 5.870 | 9.89 | −5.893 | −4.005 | 1.888 | −38.00 |
| HU@CPP | −7682.943 | −5.223 | 5.223 | −2.23 | −6.697 | −3.756 | 2.941 | −3.41 |
| HU@N-CPP | −8564.448 | −6.689 | 6.689 | 25.21 | −8.163 | −5.277 | 2.886 | −5.23 |
| HU@O-CPP | −10024.475 | −5.780 | 5.780 | 8.20 | −5.793 | −5.771 | 0.022 | −99.28 |
| TG@CPP | −8631.440 | −5.381 | 5.381 | 0.73 | −6.702 | −4.042 | 2.660 | −12.64 |
| TG@N-CPP | −9512.909 | −6.168 | 6.168 | 15.47 | −6.693 | −5.618 | 1.074 | −64.72 |
| TG@O-CPP | −10972.705 | −6.184 | 6.184 | 15.77 | −6.178 | −6.171 | 0.006 | −99.80 |
In general, the structural optimization highlights the geometric adaptability of CPP-based frameworks and their ability to accommodate anticancer medications at separations that are conducive to efficient adsorption–desorption dynamics. A coherent structure-property relationship is established by the correlation between interatomic distances, adsorption energies, and dopant identity, which underpins the enhanced affinities of the N- and O-doped carriers. In the subsequent electronic analysis, the doping-induced modifications in band structure and density of states are thoroughly examined, based on these insights.
Pristine CPP exhibited a well-defined semiconducting nature, with the HOMO and LUMO located at −6.87 eV and −3.82 eV, respectively, resulting in a band gap of 3.05 eV. The electronic configuration was only minimally perturbed by nitrogen doping, which resulted in a gap of 2.97 eV. Conversely, oxygen doping caused a more substantial reduction to 1.89 eV. The introduction of localized dopant states is responsible for the narrowing observed during doping, which enhances reactivity and compresses the frontier orbitals.
The DOS profiles exhibited modest perturbations upon HU adsorption, with HU@CPP and HU@N-CPP maintaining gaps that were close to the pristine frameworks (2.94 and 2.89 eV, respectively). This suggests that HU primarily interacts through mild physisorption, which is consistent with its larger drug-carrier distances. In contrast, the gap in HU@O-CPP was nearly completely collapsed to 0.02 eV, indicating a significant orbital overlap between the HU frontier levels and the O-CPP host.
The electronic structure was even more significantly impacted by TG adsorption. The gap was moderately reduced to 2.66 eV by TG@CPP, while it was further reduced to 1.07 eV by TG@N-CPP. A remarkable feature of TG@O-CPP was its nearly nonexistent band gap (0.006 eV), which effectively shifted the system toward metallic behavior. The band-structure diagrams plainly demonstrate these trends, as the conduction and valence bands converge near the Fermi level as a result of drug adsorption on doped systems.
The band-gap variations for pristine and drug-loaded CPP frameworks are compared in (Fig. 6). The gaps in pristine CPP and N-CPP were relatively large (approximately 3.0 eV), and the values were only barely perturbed by HU adsorption, indicating a feeble interaction with the host. Conversely, TG resulted in a more substantial reduction, particularly in N-CPP, where the distance decreased to approximately 1.1 eV. The most remarkable effect was observed in O-CPP, where the gap was nearly completely suppressed by both HU and TG adsorption, resulting in near-zero values. These findings confirm the DOS and band-structure analyses (Fig. 3–5) and underscore the critical function of oxygen supplementation in enhancing the electronic response to drug binding.
In general, the combined DOS, band-structure, and HOMO–LUMO analyses indicate that pristine CPP maintains semiconducting characteristics upon drug loading, whereas modified frameworks, particularly O-CPP, undergo significant gap suppression. The potential of doped CPPs as tunable nanocarriers capable of responding sensitively to drug binding is underscored by this behavior, which also emphasizes the role of heteroatom doping in modulating the electronic response.
| Structure | Eads (s) | BSSE (eV) | EAds+coor (eV) | τ300 K (s) | τ310 K (s) |
|---|---|---|---|---|---|
| With BSSE | |||||
| HU@CPP | −0.801 | +0.812 | +0.010 | ∼1.0 × 10−13 s | ∼1.0 × 10−13 s |
| HU@N-CPP | −0.100 | +0.710 | +0.609 | ∼1.0 × 10−13 s | ∼1.0 × 10−13 s |
| HU@O-CPP | −0.778 | +0.746 | −0.033 | 3.6 × 10−13 s | 3.4 × 10−13 s |
| TG@CPP | −1.127 | +0.581 | −0.547 | 1.6 × 10−4 s | 7.8 × 10−5 s |
| TG@N-CPP | −0.650 | +0.448 | −0.202 | 2.5 × 10−10 s | 1.9 × 10−10 s |
| TG@O-CPP | −1.126 | +0.456 | −0.671 | 1.9 × 10−2 s | 8.1 × 10−3 s |
![]() |
|||||
| Without BSSE | |||||
| HU@CPP | −0.801 | — | −0.801 | 2.86 s | 1.05 s |
| HU@N-CPP | −0.100 | — | −0.100 | 4.8 × 10−12 s | 4.2 × 10−12 s |
| HU@O-CPP | −0.778 | — | −0.778 | 1.17 s | 0.45 s |
| TG@CPP | −1.127 | — | −1.127 | 8.6 × 105 s | 2.1 × 105 s |
| TG@N-CPP | −0.650 | — | −0.650 | 8.3 × 10−3 s | 3.7 × 10−3 s |
| TG@O-CPP | −1.126 | — | −1.126 | 8.2 × 105 s | 2.0 × 105 s |
The charge-transfer analysis demonstrates a clear distinction between HU and TG. The inherently distinct donor–acceptor character of HU and TG is underscored by the fact that HU donates electrons to the carrier (Δq ≈ −0.11 to −0.18 e) and TG accepts electrons (Δq ≈ 0.09–0.14 e). This opposing behavior is indicative of their intrinsic frontier orbital structures and has been documented in related research on anticancer medications adsorbed onto graphene and carbon nanotubes.35–37 Oxygen substitution increases the magnitude of Δq as a result of increased polarity, while nitrogen doping promotes directional interactions that more effectively stabilize TG. These effects are amplified by doping. Doped systems are particularly susceptible to drug adsorption due to the synergy of improved charge transfer and stronger binding.
Kinetic insight into the stability of drug binding is provided by recovery times (τ), where recovery time (τ) is frequently employed as a release tendency indicator in theoretical investigations. A shorter τ indicates a more rapid release and simpler desorption, while a longer τ indicates a lengthier residence and stronger retention. In the corrected scenario, the desorption of HU complexes occurs almost instantly (∼10−13 s), which is consistent with their limited stabilization. In contrast, TG complexes, particularly TG@CPP and TG@O-CPP, exhibit prolonged recovery periods of approximately 0.1 ms and 8–19 ms, respectively. This underscores the critical function of oxygen doping in extending the adsorption process. These millisecond timescales are particularly pertinent for biosensing applications that necessitate rapid response and regeneration.38 Conversely, the apparent recovery times of TG@CPP and TG@O-CPP are significantly longer when BSSE is disregarded, with desorption times of approximately 10 days and 2 days, respectively, at 300–310 K. Although these values are optimistic upper bounds, they are in close proximity to the therapeutically relevant window for controlled drug release, which is consistent with studies that have reported day-scale retention in nanocarbon-based carriers.39–41
When considered collectively, the analysis of adsorption energy, charge transfer, and recovery dynamics establishes a coherent structure-property relationship. HU functions as a weakly binding electron donor, resulting in rapid desorption, whereas TG functions as a stronger-binding electron acceptor with extended residence periods. The most plausible candidate is TG@O-CPP, as oxygen loading improves both adsorption strength and charge transfer. The uncorrected upper-bound scenario implies that TG@O-CPP could also be used in drug-delivery applications with the addition of additional chemical modifications (e.g., pH-sensitive or redox-cleavable linkers), while the corrected data identify this system as highly suitable for biosensing. The broader literature emphasizes the role of heteroatom doping in modulating adsorption energetics and release dynamics in nanocarbon-based systems, which is consistent with these findings.42–44
Significant changes in Φ were observed as a result of drug adsorption, which suggests that the interfacial charge was redistributed. HU@CPP and HU@N-CPP exhibited moderate increases in comparison to the pristine carriers, whereas HU@O-CPP exhibited a much greater variation, which was consistent with its nearly nonexistent band gap. The effects of TG complexes were even more pronounced: TG@CPP and TG@N-CPP shifted Φ by 10–15%, while TG@O-CPP exhibited the strongest modulation, with work-function values exceeding 25% change compared to virgin O-CPP. These differences are indicative of the combined impact of orbital overlap and charge-transfer directionality (donor versus acceptor behavior), which was previously addressed.
This tunability of Φ is of paramount importance for both sensing and delivery applications. In the field of biosensing, the accuracy of detection is improved by a higher work function, which also enhances surface sensitivity and charge-transfer efficiency.49–51 Modulation of Φ in drug delivery suggests a responsive interface that can be activated by external stimuli, such as pH or light, to initiate controlled release.52–54 The dual role of drug adsorption and doping in fine-tuning the electronic landscape of CPP-based carriers is emphasized by the observed trends, which provide a rational pathway to multifunctional nanoplatforms.
| Structure | IP | EA | S | η | µ | ω |
|---|---|---|---|---|---|---|
| CPP | 6.865 | 3.819 | 0.328 | 1.523 | 5.342 | 9.370 |
| N-CPP | 8.377 | 5.409 | 0.337 | 1.484 | 6.893 | 16.006 |
| O-CPP | 5.893 | 4.005 | 0.530 | 0.944 | 4.949 | 12.970 |
| HU@CPP | 6.697 | 3.756 | 0.340 | 1.470 | 5.227 | 9.290 |
| HU@N-CPP | 8.163 | 5.277 | 0.346 | 1.443 | 6.720 | 15.646 |
| HU@O-CPP | 5.793 | 5.771 | 46.384 | 0.011 | 5.782 | 1550.567 |
| TG@CPP | 6.702 | 4.042 | 0.376 | 1.330 | 5.372 | 10.850 |
| TG@N-CPP | 6.693 | 5.618 | 0.931 | 0.537 | 6.156 | 35.265 |
| TG@O-CPP | 6.178 | 6.171 | 157.429 | 0.003 | 6.174 | 6001.767 |
The intermediate hardness and low softness of pristine CPP, as illustrated in Fig. 7, are in accordance with its semiconducting nature and relatively wide band gap. Nitrogen supplementation results in a minor decrease in hardness and an increase in suppleness, which is indicative of improved electronic reactivity and polarizability. The more pronounced effect of oxygen supplementation is the reduction of η and the elevation of ω, which indicates a stronger electrophilic nature.
![]() | ||
| Fig. 7 Global reactivity indices illustrating the effect of doping and drug adsorption on CPP-based frameworks. | ||
The reactivity indices exhibit substantial fluctuations as a result of drug adsorption. Moderate alterations are observed in HU@O-CPP, with a modest decrease in µ and a small increase in softness, indicating that responsiveness has been enhanced without significant destabilization. In contrast, TG@O-CPP demonstrates the most significant alterations: a significant increase in ω and a decrease in hardness, which emphasizes its enhanced susceptibility to charge transfer and amplified electrophilic behavior. The charge-transfer analysis discussed in Section 3.3, which identified TG as a stronger electron acceptor, is corroborated by these results.
The global reactivity profile is substantially influenced by doping and drug adsorption, as evidenced by the radar chart (Fig. 7), which offers a comparative overview of these trends. TG@O-CPP is a prospective candidate for applications that require controlled reactivity and electronic responsiveness, as it possesses high electrophilicity and reduced hardness, which may facilitate robust interactions with biomolecular targets.
Collectively, these observations confirm that structural perturbations at the molecular level translate into tunable electronic properties and controlled drug-carrier interactions, thereby establishing a clear structure-property relationship that underpins the multifunctional potential of CPP-based nanoplatforms. As evidenced by the optimized geometries (Fig. 1 and 2) and interatomic distances summarized in Table 1, the introduction of nitrogen and oxygen dopants induced localized distortions within the CPP nanohoops, which facilitated closer drug-carrier contacts. These geometric perturbations correlate directly with the adsorption-energy hierarchy in Table 3, where doped frameworks consistently exhibit stronger binding relative to pristine CPP.
For instance, TG@O-CPP exhibits both the shortest interaction distances (∼1.96 Å) and the most negative corrected adsorption energy, highlighting the structural origin of its enhanced stabilization. This closer binding also manifests electronically, as shown in the DOS and band-structure analyses (Fig. 3–6), where doped systems exhibit a pronounced suppression of the energy gap, with TG@O-CPP reaching near-metallic behavior (0.006 eV, Table 2). The global reactivity descriptors (Table 4) further validate this relationship, as oxygen substitution simultaneously reduces chemical hardness and increases electrophilicity, thereby amplifying the carrier's susceptibility to charge transfer. Together, these results establish a coherent structure-property relationship: dopant-induced geometric distortions directly modulate adsorption strength, charge redistribution, and band-gap suppression, ultimately dictating the drug-carrier interaction dynamics. In our calculations the incorporation of N and O into the CPP backbone shortens the drug-carrier contact (HU: 2.06–2.23 Å; TG: 1.92–2.26 Å) and shifts the direction of charge transfer (HU donates ≈ −0.11 → −0.18 e; TG accepts ≈ +0.09 → +0.14 e), producing an adsorption-energy hierarchy from weak HU binding (uncorrected −0.10 → −0.80 eV; BSSE-corrected ≈ 0 → −0.78 eV) to substantially stronger TG binding (uncorrected down to −1.13 eV; corrected values remain more stabilizing than HU). These trends correlate with large electronic responses: TG@O-CPP shows near-metallic gap quenching (∼0.006 eV) whereas HU perturbs the host gap only slightly.
In summary, the structure-property relationship in CPP-based frameworks is dictated by dopant-induced geometric perturbations that redistribute electronic density and create preferential adsorption sites. Nitrogen and oxygen substitution systematically shorten drug-carrier distances, enhance charge transfer, and intensify band-gap suppression, particularly in TG@O-CPP, which approaches metallic behavior. HU acts as a weak electron donor with rapid desorption, whereas TG functions as a robust acceptor with stronger binding and extended residence times. These results confirm that local structural modifications translate into tunable electronic properties and controlled drug-carrier interactions, positioning doped CPPs as versatile candidates for both biosensing and targeted drug delivery applications.29,55,56
In the context of biosensing, CPP-based systems have the potential to function as sensitive platforms for the detection of biologically relevant molecules through adsorption-induced electronic modulation. Anticancer pharmaceuticals and nucleobase derivatives, as well as minor biomolecules like urea, glucose, dopamine, uric acid, and amino acids, are potential target analytes. The fundamental sensing mechanism in carbon-based nanomaterials is the measurable variations in key electronic parameters, such as band gap, density of states, charge transfer, and work function, that can be induced by the adsorption of such analytes.57,58 From a cellular standpoint, the electronic and adsorption characteristics that were identified in this study offer a preliminary understanding of the potential interactions between doped CPP systems and biological environments. Key parameters that influence cellular uptake, intracellular stability, and drug-carrier residence time include enhanced charge transfer, tunable work function, and controllable adsorption strength. It is possible that intracellular drug retention may be favored by moderate binding energies and finite recovery periods, while subsequent release is still possible. While the current DFT investigation does not encompass explicit cellular modeling, these findings provide a theoretical framework for future in vitro and in vivo studies of CPP-based nanocarriers.
Electronic investigations indicated that doping considerably reduces the band gap and promotes charge redistribution, especially in O-CPP systems. HU was recognized as a weakly interacting electron donor, resulting in very slight perturbations, whereas TG functioned as a more potent electron acceptor, causing significant band gap quenching and near-metallic behavior in TG@O-CPP. Global reactivity indices confirmed these findings, demonstrating increased electrophilicity and reduced hardness upon TG adsorption, particularly in the oxygen-doped framework.
The energetics and kinetics of adsorption further emphasized the differing behaviors of the two pharmaceuticals. HU complexes had minimal adsorption energies, negative charge transfer, and very quick recovery periods, indicative of swift release and inadequate retention. TG, in contrast, exhibited enhanced adsorption, positive charge transfer, and extended recovery durations, especially in TG@O-CPP, where the synergistic effects of doping and drug binding produced the most stable and responsive complex.
The findings together indicate that doping effectively adjusts the adsorption strength, electrical characteristics, and reactivity of CPP-based nanocarriers. Of all the systems analyzed, TG@O-CPP stands out as the most promising contender, exhibiting superior binding, robust charge transfer, and adjustable electrical responsiveness. These results provide significant insights into the methodical design of cycloparaphenylene-based nanostructures for applications in biosensing and drug delivery, necessitating careful regulation of drug-carrier interactions.
The proposed computational framework is not confined to hydroxyurea and thioguanine and may be easily expanded to include additional pharmacological substances. Specifically, tiny anticancer agents such 5-fluorouracil, methotrexate, doxorubicin, cisplatin derivatives, and nucleobase analogues are promising prospects for further research. This adaptability underscores the promise of doped CPP nanostructures as flexible platforms for evaluating drug-carrier interactions before experimental validation.
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