Abstract
To study their physicochemical and antimicrobial properties, zinc oxide nanoparticles were synthesized using a simple chemical route and 4-dimethylaminobenzaldehyde (4DB) as an organic additive. ZnO nanoparticles were characterized with XRD analysis, which confirmed the presence of a hexagonal wurtzite structure with different crystalline sizes. The SEM morphology of the synthesized nanoparticles confirmed the presence of nanorods in both modifications of ZnO nanoparticles. EDS analysis proved the chemical composition of the synthesized samples via different chemical approaches. In addition, the optical absorption results indicated that the use of 4DB increased the band gap energy of the synthesized nanoparticles. The synthesized Zn8O8 and Zn8O8:4DB clusters were subjected to HOMO–LUMO analysis, and their ionization energy (I), electron affinity (A), global hardness (η), chemical potential (σ), global electrophilicity index (ω), dipole moment (μ), polarizability (αtot), first-order hyperpolarizability (βtot), and other thermodynamic properties were determined. Furthermore, the antimicrobial properties of the ZnO nanoparticles were studied against G+ (S. aureus and B. subtilis) and G− (K. pneumoniae and E. coli) bacteria in a nutrient agar according to guidelines of the Clinical and Laboratory Standards Institute (CLSI).
Keywords: ZnO, Zn8O8 clusters, organic additives, optical properties, first-order hyperpolarizability, thermal properties, antimicrobial properties
1. Introduction
Nanotechnology research is widely used in materials science for various applications, such as innovative fabric compounds, agricultural production, medicinal techniques, and food processing methods. The synthesis and characterization of materials in the nanometer scale region of 1–100 nm have been explored for various chemical modifications [1,2,3]. This new technology focuses on the synthesis of controlled nanomaterials to enhance their physicochemical and biological properties. Biosensors, gas sensors, electrochemical sensors, supercapacitors, nanomedicine, and bionanotechnology have all made extensive use of nanoscale materials [4,5]. With the use of various chemical modifications, these metal oxides have been widely used for their antimicrobial activity against various pathogenic bacteria [6,7]. The improved antimicrobial properties are due to the metal oxides’ important role in oxidation and the inhibition of reactive oxygen species in biological conditions. Zinc oxide (ZnO) is considered a next-generation material for chemical or biosensors because of its piezo activity, transparency, and conductivity [8,9]. ZnO is one of the most promising materials for short-wavelength light-emitting devices and technological applications due to its band gap energy of 3.37 eV [10] and high exciton-binding energy of 60 meV. The large excitonic-binding energy of ZnO nanoparticles (NPs) and the extreme stability of excitons at room temperature (RT) enable devices to function at low threshold voltages. The optical properties of ZnO NPs are more interesting, since the confinement of charge carriers in the restricted volume of the small particles can lead to the enlargement of the band gap [10]. Recently, several new routes, such as organometallic precursors [11], sol–gel synthesis [12], precipitation [13], and solvothermal and hydrothermal methods [14,15], have been developed for the synthesis of ZnO nanostructures. Moreover, ZnO NPs’ morphologies have been controlled by the different reaction conditions and additives used in experiments. Zinc nitrate and hexamethylenetetramine compounds were used to create highly uniform microrods and tubes of ZnO nanoparticles [16,17]. Different morphologies of ZnO nanoparticles have been generated using ethylene diamine for potential applications in sensors and as antimicrobial agents [18,19]. The hexagonal, prismatic, and pancake-like morphologies of ZnO with block copolymers have been used in various applications [17,18,19]. The spiral growth of ZnO plates in aqueous media in the presence of sodium citrate has shown different morphologies for various biological applications [20,21]. Nanosheet-like ZnO morphologies resulted from the use of phosphate ions (PO43−) in an aqueous solvent for antimicrobial applications [22,23]. The specific adsorption of functional groups with the structural modification of ZnO NPs has resulted in improved antimicrobial results. Various organic dye modifications of ZnO NPs using eosin Y have been used with an electrochemical process for the purification of different water samples [24,25,26]. Hence, various morphological properties of ZnO NPs on organic molecules have been achieved with different chemical approaches. This may be due to the molecular interactions and the nature of the crystal surface and bonding behavior of nanoparticles in composite systems. In the present study, 4-dimethylaminobenzaldehyde (4DB) was selected as an organic additive in the preparation of ZnO NPs formation of the 4DB metal complexes with various metal ions [27], and sodium acetate, succinic acid, and salicylic acid were used as additives to form different morphologies of ZnO NPs. The organic molecules linked with anionic groups and their morphological properties have various potential applications in the biological field [28]. Additionally, ZnO NPs can be grown at low temperatures by forming soluble zinc amine, which precipitates out as ZnO when the solution temperature is raised [29]. Furthermore, the optical properties of ZnO NPs were found to be improved by optimizing parameters such as pH, precursor concentration, growth time, and temperature. In the present investigation, pure and 4-dimethylaminobenzaldehyde (4DB)-added ZnO NPs were synthesized with a simple chemical route. The ZnO NPs were characterized with X-ray diffraction (XRD), scanning electron microscopy, EDX analysis, UV–Vis NIR, and photoluminescence spectroscopy. These clusters have become an increasingly interesting topic in physics, chemistry, and microscopic materials research for various potential applications. Although numerous theoretical and experimental studies on the structures and properties of bulk ZnO have been performed, only a few investigations have been devoted to (ZnO)n clusters [30,31]. In this work, the HOMO–LUMO energy gap, ionization energy (I), electron affinity (A), global hardness (η), chemical potential (σ), global electrophilicity index (ω), dipole moment (μ), polarizability (αtot), first-order hyperpolarizability (βtot), and other thermodynamic properties were calculated using the B3LYP/6-311 G (d, p) level of the basic set available in the Gaussian 09W Program. In addition, ZnO NPs can be endowed with unique antimicrobial and antibacterial properties and excellent morphological behaviors via different chemical modifications. The physicochemical properties of ZnO-based metal oxides have been improved in previous studies with environmental influence and different concentrations [32,33,34]. As a result, this study focused on ZnO NPs in 4-dimethylaminobenzaldehyde liquid with varying morphologies and their antimicrobial properties against Gram-positive and Gram-negative bacteria in biological conditions [35].
2. Experimental Details
2.1. Materials
Analytical-grade zinc nitrate hexahydrate (Zn (NO3)2·6H2O) (98%), sodium hydroxide NaOH (≥98%), and 4-dimethylaminobenzaldehyde (4DB) (99%) were received from Sigma–Aldrich, India.
2.2. Synthesis of the ZnO Nanoparticles
To prepare ZnO NPs, a simple chemical one-pot method with 0.1 M of Zn (CH3COO)2 was used. First, 25 mL of water and a 0.8 M NaOH solution were slowly added to a solution with continuous stirring to obtain a white precipitate. The reaction temperature was maintained at 60 °C while stirring and heating for 4 h. This solution was refluxed at RT for 24 h. A clear solution, which was found to be stable at ambient conditions, was then obtained. After the solution was washed several times with double-distilled water and ethanol, the precipitate was finally dried at 200 °C. Thus, ZnO NPs were obtained for use in various structural, morphological, and antimicrobial studies.
2.3. Synthesis of the ZnO:4DB Nanoparticles
4DB-added ZnO NP suspensions were synthesized as described above. A particular amount of 4-dimethylaminobenzaldehyde (4DB) was separately dissolved in a methanol solution. These 4DB solutions were separately added to the respective pure ZnO solutions and stirred for 20 min. The resulting suspension was found to be yellow in color, and after the precipitate was repeatedly rinsed with ethanol and double-distilled water, it was finally dried at 200 °C. Thus, ZnO:4DB nanopowders were acquired for use in physicochemical and antimicrobial studies. Scheme 1 shows a schematic of the synthesis of the ZnO:4DB nanoparticles.
2.4. Materials Characterization
ZnO NPs were characterized with X-ray diffractometry (X’PERT PRO PANalytical). The diffraction patterns of the ZnO NPs were recorded in the range of 25–80° using a monochromatic light of wavelength 1.54 (Cu–Kα). Scanning electron microscopy (SEM) observations were carried out using a JEOL/EO type-JSM-6390, and the elemental compositions were estimated using energy-dispersive X-ray analysis (EDX) (Model; OXFORD). UV–Vis–NIR spectra were recorded in the range of 190–1200 nm using a UV–Vis–NIR spectrometer (Model: Lambda 35). Photoluminescence spectroscopy (PL) measurements were performed with a PerkinElmer fluorescence spectrometer, and the corresponding spectra were recorded in the range of 360–560 nm for the ZnO NP samples.
2.5. Computational Analysis
The quantum chemical calculations for the Zn8O8 and Zn8O8:4DB clusters were performed using the B3LYP/6-311 G (d, p) level of the Gaussian 09W basic program with the initial geometries of the ground-state structure of the Zn8O8 and Zn8O8:4DB clusters without symmetry constraint [36].
2.6. Antibacterial Assay
Following the guidelines of the Clinical and Laboratory Standards Institute (CLSI), the antibacterial activity of the ZnONPs and ZnO:4DB NPs was investigated using the well diffusion method and tested against G+ (S. aureus and B. subtilis) and G− (K. pneumoniae and E. coli) bacteria in a nutrient agar. After inoculation, wells loaded with 1 mg/mL of the test samples were placed on bacteria-seeded well plates using micropipettes. The plates with the bacterial seeds were incubated at 37 °C for 24 h. Then, the inhibition zone was measured. To assess antimicrobial properties, amoxicillin (Hi-Media) was used as a positive control against the G+ and G− bacteria.
3. Results and Discussion
3.1. Growth Mechanism
Figure 1 shows a possible mechanism for the formation of the pure and 4DB-added ZnO nanorods. This can be discussed based on both its internal structure and the growth habit of the 4-dimethylaminobenzaldehyde-added ZnO nanorods, which are affected by external factors, such as solution pH, zinc source, the presence of any organic impurities, nucleation condition, and the extent of supersaturation. The structure of ZnO can be described as a number of alternative planes composed of tetrahedrally coordinated O2− and Zn2+ ions stacked along the c-axis. ZnO is a polar crystal that has a polar axis, and it possesses positive and negative faces due to the asymmetric distribution of Zn and O atoms along its polar axis. The oppositely charged ions produce positively charged (0001) Zn-polar and negatively charged (000−1) O-polar surfaces, resulting in a normal dipole moment and spontaneous polarization along the c-axis. The ZnO growth along the c-axis occurs along the hexagonal (0001) plane of ZnO nanorods. However, polycrystalline aggregate morphology is present when growing under high driving force conditions [37]. Organic molecules are used to control the growth direction and shape of nanoparticles for different chemical approaches [38]. Furthermore, the aggregation of the nanorods in the 4DB added to ZnO samples in this study was found to be decreased, and the promoted growth along the c-axis resulted in the formation of ZnO nanorods.
3.2. Structural Characterization
Figure 2 shows the XRD patterns of the pure and 4DB-added ZnO NPs. The pronounced diffraction peaks corresponding to the (100), (002), (101), (102), (110), (103), (200), (112), (201), (004), and (202) planes clearly showed the crystalline nature of the samples. The standard diffraction peaks showed that the crystal structure of the ZnO NPs was a hexagonal wurtzite structure (space group P63mc, JCPDS data Card No: 36-1451) with preferred orientation along the (101) plane. This was found to be the most stable phase of ZnO. The ‘a’ and ‘c’ lattice constants of the wurtzite structure of ZnO can be calculated using the following relation [39]:
(1) |
with the first-order approximation (n = 1) for the (100) plane. The lattice constant ‘a’ was calculated with the relation a = λ/√3sinθ, while the lattice constant ‘c’ was derived for the (002) plane with the relation c = λ/sinθ. The calculated values of ‘a’ and ‘c’ were 0.3257 and 0.5217 nm, respectively for the pure ZnO NPs, whereas those values for the 4DB-added ZnO NPs were 0.3255 and 0.5213 nm, respectively. The values showed decreases in the lattice constants due to the effect of the 4DB molecules on ZnO. Table 1 shows the lattice parameter values.
V = 0.866 a2 c | (2) |
Table 1.
Sample | Lattice Parameter Values (nm) | Atomic Packing Factor (c/a) | Volume (V; Å3) | Crystalline Size D (nm) | |
---|---|---|---|---|---|
a | c | ||||
Pure ZnO | 0.3257 | 0.5217 | 1.6014 | 47.9554 | 45 |
ZnO:4DB | 0.3255 | 0.5213 | 1.6012 | 47.8487 | 43 |
Standard values (JCPDS Card No: 36-1451) | 0.3249 | 0.5206 | 1.6023 |
The unit cell volumes were calculated using the above relation as 47.9554 and 47.8487 Å for the pure and 4DB-added ZnO NPs, respectively. The unit cell volume also decreased when adding 4DB to the ZnO.
The average crystalline size of the samples was calculated with the Debye–Scherrer relation:
(3) |
where λ is the wavelength of the radiation (1.54056 Å for Cu–Kα radiation), K is a constant that is equal to 0.94, β is the peak width at half-maximum intensity, and θ is the peak position. The average crystalline size was reduced from 45 to 43 nm. This clearly demonstrated the presence of nanosized particles in the samples. The reduction in the crystalline size was mainly due to distortion in the host ZnO lattice due to the foreign impurity, i.e., 4DB, which decreased the nucleation and subsequent growth rate of the ZnO NPs.
3.3. Morphology and Chemical Composition Analysis
Figure 3a,b shows the surface morphologies of the pure and 4DB-added ZnO NPs, respectively. Many uniform, quality ZnO nanorods with good coverage were formed in the pure ZnO and 4DB-added ZnO NP samples. The average particle sizes of the pure and 4DB-added ZnO NPs were found to be 65 and 71 nm, respectively. An increase in the average particle size of the 4DB-added ZnO was observed. A possible mechanism of the formation of nanorods is discussed in Section 3.1 based on both the internal structure and growth of ZnO NPs. The ZnO and ZnO:4DB NPs were subjected to EDAX elemental analysis, and Figure 3c,d shows their respective EDAX spectral results. Table 2 shows the chemical composition of the synthesized samples annealed at 200 °C. The EDAX analysis revealed that the required phase was present in the samples. The results indicated the formation of high-purity ZnO NPs. For the pure ZnO, the chemical compositional atomic percentage was 61.07 and 38.93% for Zn and O, respectively, whereas for the 4DB-added ZnO, the zinc percentage decreased while the oxygen percentage increased (Table 2).
Table 2.
Samples | Element | Atomic% |
---|---|---|
ZnO | O | 61.07 |
Zn | 38.93 | |
ZnO:4DB | O | 57.57 |
Zn | 42.43 |
3.4. UV–Vis NIR Spectroscopic Analysis
Figure 4a shows the UV–Vis–NIR optical absorption spectra of the pure and 4DB-added ZnO NPs that were recorded in the range of 190–1100 nm. Absorbance is expected to depend on several factors, such as the optical band gap, oxygen deficiency, surface roughness, and impurity center [40,41]. According to the recorded absorption spectra, absorption peaks were found at 341 nm for the pure ZnO NPs and 338 nm for the 4DB-added ZnO NPs, which can be attributed to the photoexcitation of electron from the valence band to the conduction band. The position of the absorption spectra was observed to shift toward the lower wavelength side for the 4DB-added ZnO NPs. This indicated that the band gap of ZnO NPs increased with the addition of 4DB to the ZnO NPs.
The relation between the absorption coefficient α and the incident photon energy hυ can be written as follows [42]: the band gap increased from 3.26 to 3.285 eV with the addition of 4DB to ZnO. The addition of 4DB to the ZnO NPs induced an increasing band gap compared with the ZnO nanomaterials. Usually, the band gap was increased when the absorption edge shifted toward the lower wavelength side because of the substitution of 4DB into the ZnO surface matrix.
3.5. Photoluminescence Spectroscopic Analysis
Figure 5a,b shows the photoluminescence spectra of the as-synthesized ZnO NPs and 4DB:ZnO NP samples recorded with the excitation wavelength of 341 nm. In the photoluminescence (PL) spectra of the ZnO NPs, there are emission bands in the UV and visible regions [40,41,42,43]. In the current study, UV emissions are observed at 394 and 374 nm for the formation of ZnO NPs and 4DB: ZnO NPs, respectively, which corresponded to near band edge (NBE) emission. The pure ZnO NPs and 4DB:ZnO NPs had different emissions that were observed at 414, 458, 478, 493, 520, and 551 nm and at 408, 440, 475, 493, 519, 530, and 560 nm, respectively. The violet emission peak observed at 414 and 408 nm was due to an electron transition from a shallow donor level of natural zinc interstitials to the top level of the valence band [44]. The blue band emissions that were observed at 458, 478, and 493 nm and at 440, 475, and 493 nm may have been due to surface defects in the ZnO NPs corresponding to oxygen vacancies and oxygen interstitial defects, respectively. The green emission peaks observed at 520 and 551 nm and at 519, 530, and 560 nm were assigned to a deep level emission that is usually caused by the presence of an ionized charged state of the defects in zinc oxide. Interestingly, the 4DB-added ZnO NPs only exhibited green emissions, the amount of which was increased compared with ZnO due to the effect of 4-dimethylaminobenzaldehyde.
3.6. Computational Studies on the Zn8O8 and Zn8O8:DB Clusters
3.6.1. The Structures of the Zn8O8 and Zn8O8:4DB Clusters
Figure 6a,b shows the calculated ground configuration of the Zn8O8 bell-like structure and Zn8O8:4DB clusters, respectively. The Zn-O bond was found to be primarily ionic, transferring charge from Zn to O atoms. The structural properties of the Zn8O8 were in good agreement with those reported in the literature [45]. According to the present calculations, the bond lengths of Zn–O and Zn–Zn were found to be 1.40078 and 2.48506 Å, respectively. The bond angle of Zn–O–Zn was calculated as 122.00566 degrees. These values were consistent with previously reported values [46].
3.6.2. HOMO–LUMO Analysis
To evaluate the electronic properties of the Zn8O8 clusters, we calculated the energy gaps between their HOMO and LUMO states. Electronic absorption corresponds to the transition from the ground state to the first excited state, and it is mainly described by one electron’s excitation from the highest occupied molecular orbital (HOMO) to the lowest unoccupied molecular orbital (LUMO). HOMO represents the ability to donate an electron, and LUMO represents the ability to obtain an electron. Figure 6 shows the calculated energy gaps of the frontier molecular orbitals of the Zn8O8 and Zn8O8:4DB clusters. In general, clusters with larger HOMO–LUMO gaps are more chemically inert [47,48,49,50,51,52,53,54] because improving electrons to a high-lying LUMO or extracting electrons from a low-lying HOMO is energetically unfavorable. For the Zn8O8 cluster, the HOMO energy value was found to be −0.11650 a.u., and the LUMO energy value was found to be −0.08407 a.u. The HOMO–LUMO energy gap value was estimated as −0.03234 a.u. The HOMO was delocalized over all Zn8O8 clusters in the 4-dimethylaminobenzaldehyde-added Zn8O8 clusters, while the LUMO was located over the entire benzaldehyde group. Consequently, the HOMO–LUMO transition implied an electron density transfer from the benzaldehyde group. The HOMO energy value was found to be −0.11078 a.u. for the 4-dimethylaminobenzaldehyde-added Zn8O8 clusters. Their LUMO energy and HOMO–LUMO energy gap were calculated as −0.09186 and −0.01892 a.u., respectively. Compared with Zn8O8:4DB with Zn8O8 clusters, the energy values of Zn8O8 were decreased due to the effect of charge density, which was unequally shared by the cluster in the organic molecules. The calculated self-consistent field (SCF) energy values for the Zn8O8 and Zn8O8:4DB clusters were calculated as −14,833.2275 and −15,312.7238 a.u., respectively. In the case of the Zn8O8-added 4DB clusters, the SCF energy increased due to the effect of 4-dimethylamino benzaldehyde, which increased the surface energy of the Zn8O8 clusters.
3.6.3. Calculation of Ionization Energy (I), Electron Affinity (A), Global Hardness (η), Chemical Potential (σ), Global Electrophilicity Index (ω) and Dipole Moment (μ)
The ionization energy and electron affinity of clusters are also sensitive quantities that provide fundamental insight into electronic structures. The HOMO–LUMO energy gap reflects the chemical activity of a molecule. Within the framework of SCF MO theory, ionization energy and electron affinity can be expressed through HOMO and LUMO orbital energies as I = −EHOMO and A = −ELUMO, respectively. Ionization energy is defined as the energy difference between cationic and the neutral structures. In this study, the cationic ZnO structures were frozen at the optimized neutral clusters because the ‘‘hole’’ left by removing an electron almost instantaneously recombined with an incoming electron from the whole system. Figure 7a shows that the ionization energy decreased in the 4DB-added Zn8O8 clusters compared with the pure Zn8O8 due to the effect of the energy gap. The electron affinity was calculated based on the optimized geometry of the neutral cluster. The energy difference between the optimized neutral system and the energy of the negative system at the same geometry was interpreted as the electron affinity of the cluster. The calculated results of the Zn8O8 clusters are shown in Figure 7a. The electron affinity increased in the Zn8O8:4DB clusters compared with pure Zn8O8. The hardness corresponded to the gap between the HOMO and LUMO orbital energies. The larger the HOMO–LUMO energy gap, the harder the molecules. Global hardness is given by η = 1/2(ELUMO − EHOMO). The hardness of a chemical system is associated with its stability. The estimation of chemical hardness confirmed the high chemical inertness of the Zn8O8 clusters (0.0162 a.u.) and the low chemical reactivity of the Zn8O8:4DB cluster (0.0094 a.u.).
When electron affinity is combined with ionization energy, the electronic chemical potential is given by = 1/2 (EHOMO + ELUMO). The electronic chemical potential was mostly found to be the same for the Zn8O8 and Zn8O8:4DB clusters. The global electrophilicity index is a measure of energy lowering due to the maximal electron flow between a donor and acceptor. The global electrophilicity index is calculated with the relation ω = μ2/2η. When two molecules react, the one with the higher (lower) electrophilicity index acts as an electrophile (nucleophile). This new reactivity index measures the stabilization in energy when a system acquires an additional electronic charge ∆N from the environment. Electrophilicity is a reactivity descriptor that allows for the quantitative classification of a molecule’s global electrophilic nature on a relative scale. Here, the Zn8O8:4DB clusters were found to have a more electrophilic nature than the pure Zn8O8 clusters due to the total energy of the system.
The amount of a molecule’s overall charge determines its polarity. Polarity is therefore a measure of the dipole moment. A chemical bond results from the accumulation of charge density in the binding region to an extent that can sufficiently balance the forces of repulsion. Covalent and ionic charge distributions exhibit radically different chemical and physical properties. Here, the dipole moment of the Zn8O8 clusters was found to be 7.4989 Debye, whereas that of the Zn8O8:4DB clusters was found to be 5.3239 Debye. The difference in the dipole moment was due to the effect of charge density, which was unequally shared in the Zn8O8:4DB clusters. This asymmetry of the charge distribution effect decreased the dipole moment for the Zn8O8:4DB clusters, as shown in Figure 7b. The calculated values are given in Table 3.
Table 3.
Molecular Properties | Zn8O8 | Zn8O8:4DB |
---|---|---|
I (a.u.) | 0.1165 | 0.1107 |
A (a.u.) | 0.0840 | 0.0918 |
η (a.u.) | 0.0162 | 0.0094 |
σ (a.u.) | −0.1002 | −0.1013 |
ω (a.u.) | 0.3098 | 0.5422 |
μ (Debye) | 7.4989 | 5.3239 |
3.6.4. Non-Linear Optical Properties
The mean polarizability (αtot), anisotropy of polarizability (∆α), and average value of the first-order hyperpolarizability (βtot) of the Zn8O8 and Zn8O8:4DB clusters were calculated using the B3LYP/6-311 G(d, p) basis set based on the finite-field approach. In the presence of an applied electric field, the energy of a system is a function of the electric field. First-order hyperpolarizability is a third-rank tensor that can be described by 3 × 3 × 3 matrices. The 27 components of a 3D matrix can be reduced to 10 components due to Kleinman symmetry, and this matrix can be given in the lower tetrahedral format. It is obvious that the lower part of 3 × 3 × 3 matrices is tetrahedral. The components of β are defined as the coefficients in the Taylor series expansion of the energy in the external electric field. When the external electric field is weak and homogeneous, this expansion becomes:
E = E0 − μα Fα − 1/2ααβ Fα Fβ − 1/6 βαβγ Fα Fβ Fγ +…… | (4) |
where E0 is the energy of the unperturbed molecules; Fα is the field at the region; and μα, ααβ and βαβγ are the components of dipole moments, polarizability, and the first-order hyperpolarizability, respectively. Polarizability (μxx, μxy, μyy, μxz, μyz, and μzz) and first-order hyperpolarizability (βxxx, βxxy, βxyy, βyyy, βxxz, βxyz, βyyz, βxzz, βyzz, and βzzz) tensors can be obtained from the output file of Gaussian 09W. However, the α and β values of Gaussian output are in atomic units (a.u.). Therefore, they were converted into electronic units (esu) (for αtot, 1 a.u. = 0.1482 × 10−24 esu; for βtot, 1 a.u. = 8.6393 × 10−33 esu) in this study. The mean polarizability (αtot), anisotropy of polarizability (∆α), and average value of the first-order hyperpolarizability (βtot) can be calculated using Equations (5)–(7), respectively.
(5) |
(6) |
βtot = [(βxxx + βxyy + βxzz)2 + (βyyy + βyzz + βyxx)2 + (βzzz + βzxx + βzyy)2]1/2 | (7) |
The calculated parameters as described above are shown in Table 4 and Figure 8 for the Zn8O8 and Zn8O8:4DB clusters. Polarizability was used to measure the response of electrons against an external electric field. The weak binding of nuclei to electrons and large delocalization volumes tend to promote polarizability magnitude. Cluster stability can be used to estimate the capacity of the electrons flowing within a cluster, and the delocalization volume is also an important factor that affects polarizability. The calculated polarizability αij had non-zero values and was dominated by the diagonal components. The total polarizability (αtot) was calculated as 40.1698 × 10−24 esu and 80.0811 × 10−24 esu for the Zn8O8 and Zn8O8:4DB clusters, respectively, using B3LYP/6-311 G(d, p) basis set values. The first-order hyperpolarizability was derived from the electron excitations that involve both the ground and excited states. Besides transition energy and the transition dipole moment, the dipole moment difference between the ground and excited states is also important in the calculation of βtot. The first-order hyperpolarizability value of the pure Zn8O8 clusters was decreased compared with that of the Zn8O8:4DB clusters due to the effect of the total energy. The first-order hyperpolarizability values (βtot) of the Zn8O8 and Zn8O8:4DB clusters were found to be 157,935.5078 × 10−33 esu and 1,199,485.513 × 10−33 esu, respectively. The first-order hyperpolarizability βtot was dominated by the longitudinal components βtot. The dominance of one component indicated a significant delocalization of charges in its direction.
Table 4.
Components of Polarizability | Polarizability Calculated at B3LYP/6-311G(d, p) × 10−24 Esu | Components of Hyperpolarizability | Hyperpolarizability Calculated at B3LYP/6-311G(d, p) × 10−33 Esu | ||
---|---|---|---|---|---|
Zn8O8 | Zn8O8:4DB | Zn8O8 | Zn8O8:4DB | ||
αxx | 57.6498 | 131.898 | βxxx | −132,958.4546 | −466,939.2138 |
αxy | 0.3525 | −33.1547 | βxxy | −35,765.0199 | 529,810.8661 |
αyy | 58.1952 | 94.1920 | βxyy | 54,938.1812 | −390,712.8298 |
αxz | 0.00281 | 13.1502 | βyyy | −101,508.2113 | 302,165.4907 |
αyz | 0.00417 | 1.9488 | βxxz | −10.7187 | −26,820.01052 |
αzz | 4.5323 | 14.0905 | βxyz | 4.3835 | 24,730.43081 |
αtot | 40.1698 | 80.0811 | βyyz | −2.9658 | −20,203.86439 |
∆α | 53.4573 | 119.0966 | βxzz | −19.6103 | −3073.7264 |
βyzz | −34.4561 | 1886.9311 | |||
βzzz | −0.03887 | −95.8616 | |||
βtot | 157,935.5078 | 1,199,485.513 |
3.6.5. Thermodynamic Properties
The zero-point vibrational energies (ZPVE), rotational constant, rotation temperature, thermal energy, molar capacity at constant volume, and entropy were calculated with the B3LYP/6-311 G (d, p) basis set. The thermodynamic parameters are given in Table 5. The thermodynamic zero-point vibrational energies, thermal energy (E), molar capacity at constant volume (CV), and entropy (S) of total energy increased in the Zn8O8:4DB clusters compared with the Zn8O8 clusters due to the effect of dimethylaminobenzaldehyde on Zn8O8. The parameters are shown in Figure 9.
Table 5.
Parameters | Zn8O8 | Zn8O8:4DB |
---|---|---|
Zero-point vibrational energy (Kcal/Mol) | 44.29109 | 157.49130 |
Rotational constants (GHz) | ||
A | 0.35044 | 0.15856 |
B | 0.18725 | 0.05579 |
C | 0.12204 | 0.04164 |
Rotational temperature(K) | ||
A | 0.01682 | 0.00761 |
B | 0.00899 | 0.00268 |
C | 0.00586 | 0.00200 |
Thermal energy (KCal/Mol) | ||
Total | 46.332 | 164.466 |
Translation | 0.889 | 0.889 |
Rotational | 0.889 | 0.889 |
Vibrational | 44.554 | 162.688 |
Molar capacity at constant volume (Cal/Mol-Kelvin) | ||
Total | 9.430 | 43.655 |
Translation | 2.981 | 2.981 |
Rotational | 2.981 | 2.981 |
Vibrational | 3.468 | 37.694 |
Entropy (Cal/Mol-Kelvin) | ||
Total | 81.327 | 115.186 |
Translation | 45.248 | 45.873 |
Rotational | 34.950 | 38.009 |
Vibrational | 1.128 | 31.303 |
3.6.6. Antimicrobial Activity of the Synthesized ZnO Nanoparticles ANTIBACTERIAL Assay
ZnO, ZnO:4DB NPs, and conventional antibiotic amoxicillin were tested for antibacterial activity against Gram-positive (S. aureus and B. subtilis) and Gram-negative (K. pneumoniae and E. coli) bacterial strains using the agar well diffusion method, as shown in Figure 10 and Figure 11. The ZnO NP, ZnO:4DB NP, and conventional antibiotic amoxicillin samples exhibited antibacterial activity. The ZnO:4DB NPs exhibited more potent antibacterial activity than the ZnO NPs. However, as the concentration of ZnO NPs increased, so did their ability to kill both Gram-positive and Gram-negative bacteria. The zone inhibition of bacterial cells may be partially due to disturbances of the cell membrane but is mainly due to their size, surface areas, oxygen vacancies, ion release, and the capacity of the reactant molecules to diffuse; nanoparticles heavily rely on the formation of active free radicals (also known as reactive oxygen species or ROS). According to the PL spectra of the present work, surface defects (oxygen vacancies for ZnO at 530 and 551 nm and ZnO:4DB NPs at 519, 530, and 560 nm) and surface charge density increased at the ZnO surface matrix with the encapsulation of 4-dimethylamino benzaldehyde compared with ZnO NPs. Nanomaterials with enhanced antibacterial activity frequently increase the production of highly reactive hydroxyl radicals (OH) by breaking water molecules inside the cell cytoplasm.
4. Conclusions
A straightforward chemical process was used to create ZnO NPs, employing 4DB as an organic additive. The produced particles were discovered to have a hexagonal wurtzite structure using X-ray diffraction analysis. It was found that the 4-dimethylamino benzaldehyde-added ZnO nanoparticles grew more quickly along the c-axis, which produced ZnO nanorods. According to SEM examination, the morphologies of both the pure and 4DB-added ZnO NPs indicated nanorods. EDX analysis provided an approximation of the chemical makeup of the synthesized ZnO NPs. The 4DB-added ZnO NPs’ band gap rose from 3.26 to 3.285 eV. The photoluminescence spectra revealed that all of the peaks were in the visible area and that the deep level emission (DLE) of the ZnO NPs with the addition of 4DB was also reduced. The basic set’s B3LYP/6-311 G (d, p) level was used to conduct the HOMO–LUMO analysis of the Zn8O8 and Zn8O8:4DB clusters. The samples of zinc oxide, zinc oxide:4DB nanoparticles, and amoxicillin (a common antibiotic) all displayed antibacterial activity. In comparison with ZnO, ZnO:4DB NPs displayed stronger antibacterial activity. However, when the ZnO NPs’ concentration rose, so did their capacity to eradicate both Gram-positive and Gram-negative bacteria.
Author Contributions
S.R.: experiment, methodology, writing—original draft; C.K.: formal analysis; A.S.H.: editing and formal analysis; N.A.: formal analysis; Y.-J.L.: formal analysis; A.S.: review and editing; J.-H.K.: funding and review; H.S.K.: funding, supervision, review, and editing. All authors have read and agreed to the published version of the manuscript.
Data Availability Statement
Not applicable.
Conflicts of Interest
The authors declare no conflict of interest.
Funding Statement
The work was supported from NRF-2020R1A2C1006613 and also supported by Korea Institute for Advancement of Technology (KIAT) grant funded by the Korea Government (MOITE)(P0008458, HRD Program for Industrial Innovation) and also supported by the institute of Civil Military Technology Cooperation Center, which was funded by the Defense Acquisition Program Administration and Ministry of Trade, Industry and Energy the Korean Government under grant no.20-CM-BR-05.
Footnotes
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.
References
- 1.Chatterjee A.P., Mitra P., Mukhopadhyay A.K. Chemically deposited zinc oxide thin film gas sensor. J. Mater. Sci. 1999;34:4225–4231. doi: 10.1023/A:1004694501646. [DOI] [Google Scholar]
- 2.Roy V.A.L., Djurisic A.B., Chan W.K., Gao J., Lui H.F., Surya C. Luminescent and structural properties of ZnO nanorods prepared under different conditions. Appl. Phys. Lett. 2003;83:141–143. doi: 10.1063/1.1589184. [DOI] [Google Scholar]
- 3.Klingshirn C. The luminescence of ZnO under high one- and two-quantum excitation. Status Solidi B. 1975;71:547–556. doi: 10.1002/pssb.2220710216. [DOI] [Google Scholar]
- 4.Xia C., Wang N., Lidong L., Lin G. Synthesis and characterization of waxberry -like microstructures ZnO for biosensors. Sens. Actuators B Chem. 2008;129:268–273. doi: 10.1016/j.snb.2007.08.003. [DOI] [Google Scholar]
- 5.Chan Y., Bagnall D.M., Koh H., Park K., Hiraga K., Zhu Z., Yao T. Plasma assisted molecular beam epitaxy of ZnO on c -plane sapphire: Growth and characterization. J. Appl. Phys. 1998;84:3912–3918. doi: 10.1063/1.368595. [DOI] [Google Scholar]
- 6.Kotrange H., Najda A., Bains A., Gruszecki R., Chawla P., Tosif M.M. Metal and metal oxide nanoparticle as a novel antibiotic carrier for the direct delivery of antibiotics. Int. J. Mol. Sci. 2021;22:9596. doi: 10.3390/ijms22179596. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Chawla P., Kumar N., Bains A., Dhull S.B., Kumar M., Kaushik R., Punia S. Gum arabic capped copper nanoparticles: Synthesis, characterization, and applications. Int. J. Biol. Macromol. 2020;146:232–242. doi: 10.1016/j.ijbiomac.2019.12.260. [DOI] [PubMed] [Google Scholar]
- 8.Sheng X.L., Zhao Y., Zhai J. Development and application of ZnO based photo-anode in dye sensitized solar cells. Prog. Chem. 2007;19:59–65. [Google Scholar]
- 9.Yue H.Y., Fei W.D., Li Z.J., Wang L.D. Sol–gel process of ZnO and ZnAl2O4 coated aluminum borate whiskers. J. Sol-Gel Sci. Technol. 2007;44:259–262. doi: 10.1007/s10971-007-1633-8. [DOI] [Google Scholar]
- 10.Sergey V., Dmitriy G., Burmistrov E., Serov D.A., Rebezov M.B., Semenova A.A., Lisitsyn A.B. A mini review of antibacterial properties of ZnO nanoparticles. Front. Phys. 2021;9:641481. [Google Scholar]
- 11.Du H., Yue M., Huang X., Duan G., Yang Z., Huang W., Shenand W., Yin X. Preparation, application and enhancement dyeing properties of ZnO nanoparticles in silk fabrics dyed with natural dyes. Nanomaterials. 2022;12:3953. doi: 10.3390/nano12223953. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Pascariu P., Homocianu M. ZnO-based ceramic nanofibers: Preparation, properties and applications. Ceram. Int. 2019;45:11158–11173. doi: 10.1016/j.ceramint.2019.03.113. [DOI] [Google Scholar]
- 13.Vayssieres L. Growth of Arrayed nanorods and nanowires of ZnO from Aqueous solutions. Materials. 2003;15:464–466. doi: 10.1002/adma.200390108. [DOI] [Google Scholar]
- 14.Vayssieres L., Keis K., Hagfeldt A., Lindquist S.E. Three-dimensional array of highly oriented crystalline ZnO Microtubes. Chem. Mater. 2001;13:4395–4398. doi: 10.1021/cm011160s. [DOI] [Google Scholar]
- 15.Saeed T., Brien P.O. Deposition and characterization of ZnO thin films grown by chemical bath deposition. Thin Solid Films. 1995;271:35–38. doi: 10.1016/0040-6090(95)06826-0. [DOI] [Google Scholar]
- 16.Brien P.O., Saeed T., Knowles J. Speciation and the nature of ZnO thin films from chemical bath deposition. J. Mater. Chem. 1996;6:1135–1139. doi: 10.1039/jm9960601135. [DOI] [Google Scholar]
- 17.Gao X., Li X., Yu W. Flowerlike ZnO nanostructures via hexamethylenetetramine-assisted thermolysis of zinc-ethylenediamine complex. J. Phys. Chem. B. 2005;109:1155–1161. doi: 10.1021/jp046267s. [DOI] [PubMed] [Google Scholar]
- 18.Hoffmann R., Fuchs T., Niesen T.P., Bill J., Aldinger F. Influence of PMAA-graft-PEO copolymers on the formation of thin ZnO films from aqueous solutions. Surf. Interface Anal. 2002;34:708–711. doi: 10.1002/sia.1393. [DOI] [Google Scholar]
- 19.Taubert A., Palms D., Piccini M.T., Weiss O., Batchelder D.N. Polymer-assisted control of particle morphology and particle size of zinc oxide precipitated from aqueous solution. Chem. Mater. 2002;14:2594–2601. doi: 10.1021/cm011670m. [DOI] [Google Scholar]
- 20.Tian Z.R., Voigt J.A., Liu J., Mckenzie B., Mcdermott M.J. Biomimetic arrays of oriented helical ZnO nanorods and Columns. J. Am. Chem. Soc. 2002;124:12954–12955. doi: 10.1021/ja0279545. [DOI] [PubMed] [Google Scholar]
- 21.Tian Z.R., Voigt J.A., Liu J., McKenzie B., Mcdermott M.J., Rodrigues M.A., Konishi H., Xu H. Complex and oriented ZnO nanostructures. Nat. Mater. 2003;2:821–826. doi: 10.1038/nmat1014. [DOI] [PubMed] [Google Scholar]
- 22.Imai H., Iwai S., Yamabi S. Phosphate-mediated ZnO Nanosheets with a Mosaic Structure. Chem. Lett. 2004;33:768–769. doi: 10.1246/cl.2004.768. [DOI] [Google Scholar]
- 23.Yamabi S., Yahiro J., Iwai S., Imai H. Formation of cellular films consisting of wurtzite-type zinc oxide nanosheets by mediation of phosphate anions. Thin Solid Films. 2005;489:23–30. doi: 10.1016/j.tsf.2005.04.073. [DOI] [Google Scholar]
- 24.Yoshida T., Pauporte T., Lincot D., Oekermann T., Minoura H. Cathodic electrodeposition of ZnO/eosin Y hybrid thin films fromo-saturated aqueous solution of ZnCl2 and eosin Y. J. Electrochem. Soc. 2003;150:C608–C615. doi: 10.1149/1.1598213. [DOI] [Google Scholar]
- 25.Oekermann T., Yoshida T., Minoura H., Wijayantha K.G.U., Peter L.M. Electrochemical Self-Assembly of CuSCN/4-cyano-4’-(N’-Methyl)stilbazolium hybrid thin films. J. Phys. Chem. B. 2004;108:8364–8370. doi: 10.1021/jp037831m. [DOI] [Google Scholar]
- 26.Yoshida T., Terada K., Schlettwein D., Oekermann T., Sugiura T., Minoura H. Electrochemical self-assembly of nanoporous ZnO/Eosin Y thin films and their sensitized photoelectrochemical performance. Adv. Mater. 2000;12:1214–1217. doi: 10.1002/1521-4095(200008)12:16<1214::AID-ADMA1214>3.0.CO;2-Z. [DOI] [Google Scholar]
- 27.Yazicilar T.K., Yilmat V.T., Olmez H. Synthesis and characterization of p-dimethylamino benzaldehyde Complexes of Cr(III), Mn(II), Fe(III), Co(II), Ni(II), Cu(II) and Zn(II)Synth. React. Inorg. Met-Org. Chem. 1997;27:825–833. [Google Scholar]
- 28.Murugadoss A., Pasricha R., Chattopadhyay A. Ascorbic acid as a mediator and template for assembling metallic nanoparticles. J. Colloid Interface Sci. 2007;311:303–310. doi: 10.1016/j.jcis.2007.02.073. [DOI] [PubMed] [Google Scholar]
- 29.Richardson J.J., Lange F.F. Controlling low temperature aqueous synthesis of ZnO2. A Novel continuous circulation reactor. Cryst. Growth Des. 2009;9:2576–2581. [Google Scholar]
- 30.Gold K., Slay B., Knackstedt M., Gaharwar A.K. Antimicrobial activity of metal and metal-oxide based nanoparticles. Adv. Therap. 2018;1:1700033. doi: 10.1002/adtp.201700033. [DOI] [Google Scholar]
- 31.Reber A.C., Khanna S.N., Hunjan J.S., Beltran M.R. Rings, towers, cages of ZnO. Eur. Phys. J. D. 2007;43:221–224. doi: 10.1140/epjd/e2007-00087-7. [DOI] [Google Scholar]
- 32.Gaussian 09W Program. Gaussian Inc.; Wallingford, CT, USA: 2009. [Google Scholar]
- 33.Huag A., Caro J. Novel zinc oxide twins with perfect mirror symmetry by solvothermal synthesis method. Cryst. Eng. Commun. 2010;12:685–687. [Google Scholar]
- 34.Rai P., Tripathy S.K., Park N.H., Joong K.O., Lee I.H., Yu Y.T. Synthesis of violet light emitting single crystalline ZnO nanorods by using CTAB-assisted hydrothermal method. J. Mater. Sci. Mater. Electro. 2009;20:967–971. doi: 10.1007/s10854-008-9816-9. [DOI] [Google Scholar]
- 35.Suryanarayaa C., Norton M.G. X-ray Diffraction: A Practical Approach. Plenum Press; New York, NY, USA: 1998. [Google Scholar]
- 36.Azam A., Arham S., Hamed M., Ansari S., Shafeeq M.M., Naqvi A.H. Study of electrical properties of nickel doped SnO2 ceramic nanoparticles. J. Alloys Compd. 2010;506:237–242. doi: 10.1016/j.jallcom.2010.06.184. [DOI] [Google Scholar]
- 37.Yang P., Xiao X., Li Z., Ding Y., Qiang P., Tan X., Mai W., Lin Z., Wu W., Li T., et al. Hydrogenated ZnO core-Shell nanocables for flexible supercapacitors and self-powered systems. ACS Nano. 2013;7:2617–2626. doi: 10.1021/nn306044d. [DOI] [PubMed] [Google Scholar]
- 38.Xiao L., Lie S.H., Hui Z., Bin L.B. Optical properties of nanosized ZnO films prepared by sol-gel process. Trans. Nonferrous Met. Soc. 2007;17:814–817. [Google Scholar]
- 39.Pankove J.I. Optical Process in Semiconductors. Prentice-Hall; Hoboken, NJ, USA: 1971. [Google Scholar]
- 40.Vanheusden K., Warren W.L., Seager C.H., Tallant D.R., Voigt J.A., Gnade B.E. Mechanisms behind green photoluminescence in ZnO phosphor powders. J. Appl. Phys. 1996;79:7983–7990. doi: 10.1063/1.362349. [DOI] [Google Scholar]
- 41.Zhang W.C., Wu X.L., Chen H.T., Zhu J., Huang G.S. An investigation of electrical current induced phase transformations in the NiPtSi/polysilicon system. J. Appl. Phys. 2008;103:093718–093722. doi: 10.1063/1.2924421. [DOI] [Google Scholar]
- 42.Fan X.M., Lian J.S., Zhao L., Liu Y. Single violet luminescence emitted from ZnO films obtained by oxidation of Zn film on quartz glass. Appl. Surf. Sci. 2005;252:420–424. doi: 10.1016/j.apsusc.2005.01.018. [DOI] [Google Scholar]
- 43.Li L., Zhou Z., Wang X., Huang W., He Y., Yang M. Phys. First-principles study of static polarizability, first and second hyperpolarizabilities of small-sized ZnO clusters. Chem. Chem. Phys. 2008;10:6829–6835. doi: 10.1039/b811610e. [DOI] [PubMed] [Google Scholar]
- 44.Goldberg A., Halls M.D., Kung P., Liang J.J. Density functional theory study of Al23, Al26 and Al92 clusters. J. Phys. B At. Mol. Opt. Phys. 2009;42:125103. doi: 10.1088/0953-4075/42/12/125103. [DOI] [Google Scholar]
- 45.Rastogi K., Palafox M.A., Tanwar R.P., Mittal L. 3,5-Difluorobenzonitrile: Ab initio calculations, FTIR and Raman spectra. Spectrochim. Acta A. 2002;58:1989–1996. doi: 10.1016/S1386-1425(01)00650-3. [DOI] [PubMed] [Google Scholar]
- 46.Kleinman D.A. Theory of second harmonic generation of Light. Phys. Rev. 1962;128:1761–1775. doi: 10.1103/PhysRev.128.1761. [DOI] [Google Scholar]
- 47.Perera D.C., Rasaiah J.C. Exchange functionals and basis sets for density functional theory studies of waters on selected ZnO Nanocluster Catalysts. ACS Omega. 2022;7:12556–12569. doi: 10.1021/acsomega.1c05666. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Nataliya B., Lucja P., Igor I., Grzegorz N., Marcin J., Ewa J., Stefan J. ZnO size and shape effect on antibacterial activity and cytotoxicity profile. Sci. Rep. 2022;12:8148. doi: 10.1038/s41598-022-12134-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Xie Y., He Y., Irwin P.L., Jin T., Shi X. Antibacterial Activity and mechanism of action of zinc oxide nanoparticles against Campylobacter jejuni. Appl. Environ. Microbiol. 2011;77:2325–2331. doi: 10.1128/AEM.02149-10. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Sawai J. Quantitative evaluation of antibacterial activities of metallic oxide powders (ZnO, MgO and CaO) by conductimetric assay. J. Microbiol. Methods. 2003;54:177–182. doi: 10.1016/S0167-7012(03)00037-X. [DOI] [PubMed] [Google Scholar]
- 51.Tsurumi N., Tsuji Y., Masago N., Yoshizawa K. Elucidation of adhesive interaction between the epoxy molding compound and Cu lead frames. ACS Omega. 2021;6:34173–34184. doi: 10.1021/acsomega.1c05914. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Sirelkhatim A., Mahmud S., Seeni A., Haida N., Kaus M., Chuo Ann L., Mohd Bakhori S.K., Hasan H., Mohamad D. Review on zinc oxide nanoparticles: Antibacterial Activity and Toxicity Mechanism. Nano-Micro Lett. 2015;7:219–242. doi: 10.1007/s40820-015-0040-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Samanta P.K., Mandal A.K. Effect of Nanoparticles on Biodiversity of Soil and Water Microorganism Community. J. Tissue Sci. Eng. 2017;8:1. doi: 10.4172/2157-7552.1000196. [DOI] [Google Scholar]
- 54.Tolossa W.K., Shibeshi P.T. Structural, optical and enhanced antibacterial activities of ZnO and (Co, Fe) co-doped ZnO nanoparticles by sol-gel combustion method. Chem. Phys. Lett. 2022;795:139519. doi: 10.1016/j.cplett.2022.139519. [DOI] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
Not applicable.