DOI:
10.1039/D2RA06340A
(Paper)
RSC Adv., 2022,
12, 32142-32155
Synthesis of Al/starch co-doped in CaO nanoparticles for enhanced catalytic and antimicrobial activities: experimental and DFT approaches
Received
8th October 2022
, Accepted 28th October 2022
First published on 9th November 2022
Abstract
In this work, aluminum/starch (St)-doped CaO nanoparticles (NPs) were synthesized by a co-precipitation method to degrade harmful dyes in various pH media. Systematic characterization was performed to investigate the influence of Al/St dopants on the composition, crystal structure, functional groups present, optical characteristics, and morphology of CaO NPs. Further hybrid density functional analyses corroborated that the band gap energy was reduced as the Al concentration in starch-doped CaO is increased. Optical absorption spectra of the synthesized materials revealed a redshift upon doping, which indicated depletion in the band gap energy of Al/St-doped CaO. PL spectroscopy showed that the intensity of CaO was reduced by the incorporation of Al and St assigned to minimum electron–hole pair recombination. Interlayer spacing and morphological features were determined by HR-TEM. HRTEM revealed that the control sample has cubic NPs and the incorporation of St showed overlapping around agglomerated NPs. The d-spacing of CaO was little enhanced by the inclusion of dopants. Experimental outcomes indicated that the addition of Co-dopants improved the catalytic potential of CaO NPs. Al (4%)/St-doped CaO NPs expressed a significant reduction of methylene blue in a basic environment. The maximum bactericidal performance was observed as 10.25 mm and 4.95 mm in the inhibition zone against S. aureus and E. coli, respectively, after the addition of Al and St in CaO.
1 Introduction
Water is an essential ingredient for many aspects of our lives, including growth and development, and its accessibility in its original form is crucial for all living things on the earth.1,2 Although 71% of earth's crust is protected with water, hardly 0.03% is contemplated as fresh water that can be employed at firsthand.3 The availability of purified and unpolluted water is affected by numerous factors with the elevated rate of population growth and the quick progress of industries.2,4 Water is frequently contaminated with harmful compounds including different dyes, fertilizers, heavy metal ions, oil, and other unknown substances in industrial sectors of fabric, paper, food, and cosmetics.5 Annually 1/10th million varieties of different dyes are produced from various textile industries, with MB accounting for 10–15% of the total. Industrial dyes and pollutants can cause major sickness in humans and animals, like cancer, skin sensitivities, allergies, or liver malfunction.6 Over the last decade, a substantial burden on the dairy industry is mastitis, which is followed by somatic variation in the milk and irregularity of mammary gland function. Mastitis is attributable to species, namely, bacteria, fungi, and viruses.7 S. aureus and E. coli are found to be common pathogenic bacteria causing a threat to human health.8 Membrane separation, chemical oxidation, coagulation, flocculation, chemical precipitation, catalysis, photocatalysis, and adsorption processes were employed for removing heavy metals and dyes from water resources.9–14 However, there are several limitations linked to these methodologies including incompetence, complicated and expensive procedure, elevated application and usage of a significant amount of energy.2 Metal oxides including ZnO·Pr6O11, La2O3, TiO2, CdO, CeO2, CaO, and Fe2O3, and zero-valent metals (ZVM) are frequently chosen as promising co-catalysts.15 They can be used in several applications including efficient catalysis, medical diagnosis, and UV protection.16 Among them, calcium oxide (CaO) is advantageous because of its non-poisonous nature, as well as low cost, extensive band gap energy (Eg), more stability, and higher catalytic activity (CA). The oxygen ion absorption is also enhanced using CaO, which is crucial for the catalysis process. CaO in bulk has a large Eg of 7.1 eV (ref. 17 and 18) and a high ε of 11.8 (dielectric constant). However, CaO has limitations such as large Eg and disability to utilize visible light in the degradation of dyes.19–21 To overcome these limitations, various approaches have been adopted, which increase catalytic degradation as well as antibacterial action of CaO by doping polymers including St, acrylic binder, alginate, chitosan, and polyimide.22 Recently, St has been proven to be an important industrial raw material that is utilized in different industries including foods, chemicals and medicines, as a fat substitute, water treatment agent and catalyst.23,24 St is a naturally occurring biological macromolecule that acts as a catalyst for the elimination of dyes.25 The CA of CaO can be further increased by doping group III members; Al-doped metal oxides exhibit less electrical resistance and good optical transmission in the visible region. However, we choose Al as a dopant.26 In the present work, we adopted a co-precipitation approach to synthesize Al and St-doped CaO with different concentrations of Al (0, 2 and 4 wt%). The prepared products act as catalysts to remove the harmful dye MB. Its antibacterial action against different bacteria was also investigated.
2 Experimental section
2.1 Materials
Aluminum oxide (AL2O3), NaOH (98%), calcium chloride dihydrate (CaCl2·2H2O, 99%), and starch ((C6H10O5)n, 99.6%) were acquired from Sigma-Aldrich. HCl (37%) was obtained from “Analar”.
2.2 Synthesis of Al/starch-doped CaO
First, 0.5 M CaCl2·2H2O was utilized to synthesize CaO NPs by a co-precipitation approach under constant stirring at 90 °C. Afterwards, a desired amount of precipitating agent NaOH was added to obtain precipitates. Moreover, a colloidal solution was centrifuged two times at 7500 rpm for 6 min and heated overnight at 100 °C to get a fine powder. Similarly, to synthesize Al/St-doped CaO NPs, different concentrations of Al (2% and 4%) and St (5%) were prepared, as depicted in Fig. 1.
|
| Fig. 1 Schematic diagram of the synthesis of Al/St-doped CaO NPs. | |
2.3 Catalytic activity
The reduction efficacy of dyes in the presence of NaBH4 (reducing agent) and prepared catalysts was calculated through CA (Fig. 2). Using a quartz cell, 400 mL of NaBH4 solution was combined with 3 mL MB. Adsorption appeared by incorporating 400 μL Al/St-doped CaO in the MB solution. The reaction rate can be estimated by visualizing the decolorization and alteration in the intensity of dye consumption over time. The percentage degradation was calculated using the following formula:
% Degradation = (C0 − Ct)/C0 × 100 |
|
| Fig. 2 Schematic diagram showing CA. | |
During catalysis, the shifting of e− from NaBH4 to MB (oxidizing agent) promotes the redox reaction. The breakdown of MB occurred due to absorption of e−. The degradation of MB in the presence of NaBH4 is slow and time-consuming. The incorporation of catalysts in oxidation reduction reactions acts as an electron relay that shifts e− from the donor (BH4−) to MB. The absorption of MB and BH4− ions increased in the presence of catalysts due to the large number of active sites allowing them to react quickly with each other causing a significant dye reduction efficacy.
2.4 Segregation and characterization of S. aureus and E. coli
Mastitis was accumulated from animal hospitals in Punjab, Pakistan, swabbed at 5% sheep blood agar for initial culturing. Overnight development at 37 °C continued and generated bacteria were refined by streaking on mannitol salt agar (MSA) and MacConkey agar (MA) in triplicate.
Isolated colonies were recognized by biochemical tests (catalase and coagulase) and topographically using the gram staining.
2.5 Antimicrobial activity
The in vitro antimicrobial activity of Al and St-doped CaO proceeded by adopting an agar well diffusion method on isolated Gram +ve and Gram −ve microbes. Different concentrations of Al/St-doped CaO (0.5 mg and 1.0 mg/50 μL) associated with less and high doses, respectively, were tipped into a 6 mm – wide well that is made by utilizing a sterile cork borer. Ciprofloxacin (5 μg/50 μL) was employed as a +ve control, while DIW (50 μL) was designated a −ve control. The antibacterial performances of all generated products were measured using a vernier caliper after the incubation of Petri dishes at 37 °C for 12 h. One-way analysis of variance was employed to evaluate the antibacterial effects of Al/St-doped CaO.
3 Results and discussion
XRD technique was applied on pristine CaO and Al/St-doped CaO in the 2θ range of 10–60° to investigate the crystallite size, phase constitution, and crystal structure, as demonstrated in Fig. 3(a). The observed reflection peaks located at ∼28.4159°, 31.7182°, 35.83°, 39.53°, 47.24° and 56.49° were assigned to the (111), (114), (222), (310), (202), and (410) facets, respectively. These crystallographic facet corresponds to the cubic structure of CaO associated with the standard spectrum (ICDD card no. 00-7017-0912) along with the space group Fmm.27 Additional peaks sited at 2θ = 16.41° (110), 34.22° (220), and 45.51° (410) correspond to the hexagonal phase of CaCO3 (H2O) along with the space group P31 (JCPDS no. 083-1923). These peaks are attributed to the carbonic nature of calcite (CaCO3) owing to trigger by the carbonic reaction of Ca(OH)2 in which its generation stems from the hydration of clinker minerals.28 St was ascribed to peaks at 10.95°, 13.02°, 18.08°, 22.99° and 43.01°.29,30 Upon Al doping, extra peaks were observed at 50.9° (110) and 54.3° (111), which correspond to the tetragonal structure of Al2O3 (JCPDS card no. 016-0494).31 These supplementary peaks justified the presence of crystalline Al particles on the CaO surface. Peaks became broad with the increase in the doping ion concentration (St and Al), which could be attributed to the lattice strain in the samples. The broadening of the diffraction peak can be due to the small nanosize of the crystalline sample, strain, and instrumental factors.3,32 The average crystallite sizes were determined from line broadening using the Scherer formula and, as a result, the crystallite sizes were 11, 26.03, 25.72 and 30.02 nm for CaO, St-CaO, and Al (2, 4%)/St-CaO. The existence of the functional group and chemical bond formation of pure and Al/St-doped CaO were assessed with the FTIR spectra, as illustrated in Fig. 3(b). Due to the Al–OH group stretching vibration, a large band appeared at around 3639 cm−1.33 The band at 3434 cm−1 was assigned to the H–O–H bending vibration caused by adsorbed water molecules.34 The bands at 1411, 864, and 702 cm−1 represented the Ca–OH, Ca–O, and C–O stretching vibration, correspondingly,35 which indicates the presence of CaO. However, common signals are depicted in the St spectrum, such as bands at 3372, 2975, 1664, 1066 and 702 cm−1 corresponding to the O–H, C–H, –OH, and C–O stretching vibrations respectively.35,36 The SAED pattern displayed distinct rings associated with different planes, i.e., (111), (110), (114), and (202) of primeval and doped samples, as demonstrated in Fig. 3(c–f). These results confirming the crystalline material matched well with the XRD data.
|
| Fig. 3 (a) XRD spectra, (b) FTIR analysis of prepared samples and (c–f) SAED pattern of CaO, St/CaO, and Al (2 and 4%)/St-CaO. | |
The optical characteristics of dopant-free and Al/St-doped CaO were examined through the UV-vis absorption spectra displayed (220–450 nm) in Fig. 4(a). The highest absorption peak of CaO was detected at 250 nm, which was attributed to the transfer of an electron from the 2p to 4s state of the VB of O2− to the CB of Ca2+, respectively,37 and the absorption peak of St was sited at 255 nm.38 The Eg values were calculated from the UV-vis spectra, and direct Eg was found to be 4.94,39 4.86, 4.45, 4.28, and 4.13 eV for CaO, St, St-CaO, 2% Al/St-doped CaO and 4% Al/St-doped CaO, respectively. Furthermore, with the addition of St and Al (2, 4)%, the absorption peak was moved to a higher wavelength and a redshift assigned to the quantum confinement effect was detected.40 The PL spectra displayed the charge carrier movement and electron–hole recombination ability. The PL emission spectra of pure Al/St and doped CaO NPs were recorded from 370 to 480 nm at an excitation wavelength of 350 nm, as illustrated in Fig. 4(b). The emission peak of CaO and St was observed at 411 nm, which exhibited the direct transition (band-to-band) produced by an electron–hole recombination that occurred at different Eg regions.41 Additionally, when Al and St were added to a pure material, a slight blue-shift to 409 nm occurred and the intensity decreased in contrast to CaO. The decrease in the PL intensity of Al/St-doped CaO is attributed to the minimum exciton recombination, which is suitable for CA.42–44
|
| Fig. 4 (a) UV-vis spectra and (b) PL spectra of CaO, St, St/CaO, and Al (2 and 4%)/St-CaO. | |
The FESEM technique was used to analyze the morphology of primeval and doped CaO. The pure sample revealed the random distribution, non-uniform and polycrystalline morphology of particles, as demonstrated in Fig. 5(a). The particles scattered and increased in size with the addition of St, as shown in Fig. 5(b). Upon the addition of Al, a higher level of agglomeration of non-homogenous particles was observed and this trend increased with the increasing amount of Al, as illustrated in Fig. 5(c and d).
|
| Fig. 5 FESEM images of (a) CaO, (b) St-CaO, (c) Al (2%)/St-CaO and (d) Al (4%)/St-CaO. | |
EDS analysis examined the weight percentage of various elements contained in Al/St-CaO NPs. The presence of Ca and O peaks confirmed the synthesis of CaO, as shown in Fig. 6(a). The spectra of doped materials are nearly similar to that of the pure material, excluding the peaks of C attributed to the doping of St, as shown in Fig. 6(b). In Fig. 6(c and d), the Al peak shows dopant incorporation. Due to the gold coating sputtering over the sample to reduce the charging effect, an Au peak was detected in the spectra.45 Additional peaks of Na found in the spectra were assigned to the NaOH solution, which was used to adjust the pH during the synthesis of materials.46
|
| Fig. 6 EDS analysis of (a) CaO, (b) St-CaO, (c) Al (2%)/St-CaO and (d) Al (4%)/St-CaO. | |
HR-TEM analysis was undertaken to determine the morphological characteristics of the prepared nanocatalysts. In Fig. 7(a), the HR-TEM micrographs demonstrate the formation of regular cubic-shaped NPs. After that, the incorporation of St showed overlapping around agglomerated NPs, as shown in Fig. 7(b). The higher degree of agglomeration of NPs was observed by Al doping. This pattern was increased by a higher concentration of Al that confirmed the partial interaction between Al and CaO NPs, as demonstrated in Fig. 7(c and d).
|
| Fig. 7 HR-TEM image of (a) CaO, (b) St-CaO, (c) Al (2%)/St-CaO and (d) Al (4%)/St-CaO. | |
The d-spacing of pristine and Al/St-doped CaO was determined using the HR-TEM image at a higher magnification up to 5–10 nm. The calculated d-spacing of CaO was ∼0.23 nm, which correlated with the (310) facet of XRD, as illustrated in Fig. 8(a). Upon St and Al doping, the d-spacing was slightly increased to ∼0.30, 0.34, and 0.46 nm, which is in accordance with the XRD results, as elaborated in Fig. 8(b–d).
|
| Fig. 8 d-spacing of (a) CaO, (b) St-CaO, (c) Al (2%)/St-CaO and (d) Al (4%)/St-CaO. | |
The XRD spectra revealed the cubic structure of CaO NPs and no significant changes occurred upon doping of St and Al. The crystallite size was enhanced from 11 to 30.02 nm upon doping. The UV-vis spectra exhibited a red-shift upon doping and Eg was also decreased. The HR-TEM image displayed the formation of cubic-shaped NPs of CaO and agglomeration was observed by the addition of St and Al.
The dye elimination of MB during CA of pristine and Al/St-doped CaO was investigated by utilizing NaBH4 as a reducing agent. The maximum degradation of pure and doped samples was 78.88–92.71% in a neutral medium, 72.48–93.21% in a basic medium, and 73.79–86.17% in an acidic medium found statistically significant (P < 0.05), as illustrated in Fig. 9(a–c). The largest CA was obtained with 4 percent Al/St-doped CaO in all media in terms of percentage degradation. The crystallinity, structure, and surface area of NPs all affect CA. During CA, the reduction of MB occurs in the existence of NaBH4, and synthesized catalysts operate as electron relays that shift electrons from BH4− ions to MB ensuring the dye reduction. The nanostructure having plenteous active sites elevates the BH4− ion and dye molecules. Generally, a catalyst associated with a large surface area possesses a high CA owing to the delivery of more active sites to react with each other.47,48 The pH of the synthesized solution has a significant impact on degradation efficiency. The increased generation of H+ ions accessible to be captivated on the NP surface was attributable to improved CA in the acidic medium. The large number of OH− in the basic medium (NaOH) cause the oxidation of reduced products and lower the CA.47,49,50
|
| Fig. 9 Catalysis of CaO, St, St/CaO, Al (2 and 4%)/St-CaO in (a) neutral, (b) basic and (c) acidic media in terms of percentage degradation. | |
If CA is considered in terms of degradation rate, then 2% Al/St-doped CaO NPs exhibit the best catalytic behavior in the acidic environment, as elaborated in Fig. 10.
|
| Fig. 10 Catalysis of CaO, St, St/CaO, and Al (2 and 4%)/St-CaO in neutral, basic and acidic media in terms of rate degradation (%). | |
The degradation rate can be calculated as follows:
Fig. 11 represents the antibacterial action of pure and Al/St-doped CaO against S. aureus and E. coli by the agar well diffusion method, which is summarized in Table 1. For Al/St-doped CaO, the significant inhibition result of S. aureus was obtained to be 1.35–6.45 mm and 2.25–10.25 mm, and similarly, 0–3.45) and (1–4.95 mm for E. coli at both doses. The consequences of inhibition zones of bacteria were compared by utilizing the −ve control DIW (0 mm) and +ve control ciprofloxacin (11.30 mm) and (5.35 mm), for S. aureus and E. coli respectively compared with DIW (0 mm). The results indicated that bare and Al/St-doped CaO NPs showed high performance against G +ve compared to G −ve bacteria. The antibacterial activity of CaO NPs could be assigned to different factors such as connections with OH− and H2O existence at the surface, which generates the reactive oxygen species (ROS), as shown in Fig. 12. ROS spread around the bacteria, resulting in protruding cytoplasmic components, thereby killing the bacteria.51 The contrast of current work with the literature is depicted in Table 2.
|
| Fig. 11 Antibacterial activity of the synthesized samples against (a–c) S. aureus at high and low doses and (d–f) E. coli at maximal and minimal doses. | |
Table 1 Antimicrobial activity of pure and Al/St-doped CaO NPs
Samples |
Inhibition areasa (mm) |
Inhibition areasb (mm) |
0.5 mg/50 μL |
1 mg/50 μL |
0.5 mg/50 μL |
1 mg/50 μL |
Inhibition zones (mm) Al/St doped CaO for S. aureus. Inhibition area (mm) measurement of Al/St doped CaO for E. coli. |
CaO |
0 |
1.05 |
0 |
0.6 |
St/CaO |
1.35 |
2.25 |
0 |
1 |
Al (2%) |
5.80 |
7.35 |
1.25 |
1.40 |
Al (4%) |
6.45 |
10.25 |
3.45 |
4.95 |
Ciprofloxacin |
11.30 |
11.30 |
5.35 |
5.35 |
DIW |
0 |
0 |
0 |
0 |
|
| Fig. 12 Antibacterial mechanism of Al/St-doped CaO NPs. | |
Table 2 Literature comparison of catalysis and antibacterial activity of 4% Al/St-doped CaO NPs
Materials |
Synthesis route |
Catalytic activity |
Antimicrobial activity |
Ref. |
Cao NPs |
Co-precipitation |
72.2% |
2.25 mm and 3.30 mm against E. coli and S. aureus respectively |
52 |
Ag/CaO nanocomposite |
Green synthesis |
70% |
6.30 mm and 9.15 mm against E. coli and S. aureus respectively |
53 |
CaO NPs |
Green syntheses |
— |
6 mm against E. coli |
54 |
CaO nano flowers |
Green synthesis |
76% |
— |
55 |
CaO NPs |
Co-precipitation |
70.64% |
3.30 mm and 2.25 mm against E. coli and S. aureus respectively |
56 |
4% Al/St doped CaO NPs |
Co-precipitation |
93.21% |
10.25 mm and 4.95 m against E. coli and S. aureus respectively |
Present study |
To gain an in-depth understanding of St/Al-doped CaO, the calculations reported mainly depend upon the density functional theory (DFT) performed using the Quantum Atomistix ToolKit (QuantumATK) computer code.57 Throughout the calculations, the local combination of atomic orbitals (LCAO) method and the generalized gradient approximation (GGA) using the Perdew–Burke–Ernzerhof (PBE) method58 were used. The PseudoDojo-medium norm-conserving pseudopotential59 and a cut-off energy of 105 Ha were considered for simulation. The Brillouin region was sampled using a 7 × 7 × 1 k-point mesh produced by the Monkhorst–Pack grid method. The density of states (DOS) was computed using a more accurate Heyd–Scuseria–Ernzerhof (HSE06) functional.60,61 The optimized lattice constant of bulk cubic CaO was found to be a = 4.839 Å, which matches well with the experimental values (a = 4.8105 Å).62 Periodic slabs with a p (4 × 4) lateral cell having a thickness of four atomic layers and a vacuum gap of 15 Å in the direction perpendicular to the surface were used to model the CaO (001) surface of the optimized bulk structure, as shown in Fig. 6(a). Because the CaO (001) surface is the most stable surface, it was chosen as the model for simulating St adsorption.63 To examine the interactions between St and CaO, we calculated the St Adsorption on the CaO surface and St/Al-doped CaO surface. The adsorption energy was calculated using the following expression:64,65 Eads = E(molecule+slab) − Eslab − Emolecule, where Emolecule+slab, Eslab, and Emolecule denote the total energies of the St-CaO (001) and St/Al-CaO (001) complexes, pure surface, and the isolated gas molecule, respectively. The calculated Eads values of −0.98 eV and −0.93 eV with respect to St on the CaO (001) surface and St/Al-CaO (001) surface systems show endothermic adsorption energy. The bond distance of O in St–Ca is 2.360 Å for the St-CaO (001) surface. Meanwhile, the bond distance of O in starch-Ca decreased to 2.280 Å in the St/Al-CaO (001) surface system.
We calculated the total and partial density of states (DOS) using the HSE06 functional, as illustrated in Fig. 13(b). The calculated band gap of 3.45 eV for CaO (001) is consistent with our experimental measurements (4.94 eV). The analysis of the PDOS plot (Fig. 13(b)) reveals that the significant contribution to the valence band maximum (VBM) comes from O 2p states (see Fig. 13(a)). However, the unoccupied conduction band minimum (CBM) is mainly constructed by the unoccupied Ca 4s states with a contribution of Ca 3d and 3 p states.
|
| Fig. 13 Optimized structures (a) side view (red: O; cyan: Ca), and (b) the calculated DOSs of the CaO (001) surface. | |
We, therefore, performed the electronic calculations on starch on the CaO (001) and St/Al-CaO (001) surfaces by investigating the total and partial DOS, as shown in Fig. 14. For St on CaO (001), the band structure shows that flat bands are formed near the edge of valence and conduction bands. It was found that St on CaO (001) induced the in-gap state near CBM mainly due to the H s states, whereas O 2p orbitals mainly construct the flat band near VBM. A more interesting point noticed here is that the bandgap decreases at a value of 3.55 eV. Al doping in the St-CaO (001) complex follows the DOS plots that the conduction and valence band edges are shifted to lower energies. Moreover, a similar feature is observed in electronic structures.
|
| Fig. 14 Total and partial DOS and schematic of the slab model of (a) and (b) St on the CaO (001) surface and (c) and (d) Al/St on the CaO (001) surface. (cyan: Ca; red: O; silver: Al; brown: C; light blue: N; gray: H). | |
4 Conclusion
Al/St-doped CaO NPs have been successfully synthesized by a co-precipitation approach and found to be efficient in reducing dyes from polluted water. The XRD spectra confirmed the cubic structure of CaO, and no variations occurred in the cubic phase by doping of St and Al. The crystallite size was enhanced from 11 to 30.02 nm upon doping. Moreover, the band gap energy was reduced as the Al concentration in the starch-doped CaO system was raised, according to the hybrid density functional investigation. The addition of co-dopants to the optical absorption spectra of the synthesized materials exhibited a redshift in the absorption spectra. Moreover, the Eg value of CaO NPs was reduced by St and Al doping. TEM exhibited the formation of cubic-shaped NPs of CaO by a co-precipitation method. EDS spectra revealed the elemental composition and successful incorporation of dopants. Al (4%)/St-CaO NPs exhibited a maximum degradation of 93.21% in a basic media compared to the pure material. Obtainable samples demonstrated statistically significant outcomes against S. aureus at minimum and maximum concentrations with a diameter ranging from 1.35 to 6.45 mm and 2.25 to 10.25 mm, respectively. E. coli had the least resistance and the most significant findings from diameters ranging from 0 to 3.45 and 1 to 4.95 mm for the minimum and maximum concentrations, respectively. Al/St-doped CaO NPs (2% and 4%) have shown higher antibacterial activities against E. coli than against S. aureus.
Author contributions
Muhammad Ikram: conceptualization, supervision, Ali Haider: investigation, data curation, Syeda Tayaba Bibi: writing – original draft, Anwar Ul-Hamid: methodology, Junaid Haider: methodology, Iram Shahzadi: writing – original draft, Walid Nabgan: project administration, Sawaira Moeen: writing – original draft, Salamat Ali: resources, souraya Goumri-said: software, Benali Kanoun: formal analysis.
Conflicts of interest
The authors declare no conflict of interest.
Acknowledgements
Authors are grateful to HEC, Pakistan, for financial support through NRPU-20-17615.
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