Green synthesis of copper oxide nanoparticles using genus Inula and evaluation of biological therapeutics and environmental applications
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Abdulaziz Alangari
, Jeevan Kumar Reddy Modigunta
Abstract
In this research, we produced copper oxide nanoparticles (CuO NPs) using extracts from the entire above-ground portion of plants of genus Inula (Inula graveolens). The synthesis of CuO NPs was verified through various physicochemical analytical methods, including UV–visible, Fourier transform infrared, and transmission electron microscopy. The CuO NPs were found to be around 20 nm in size and spherical in shape. Subsequently, the synthesized compounds were evaluated for their anticancer properties. After treating A549 cells with CuO NPs at concentrations of 15 and 30 μg, we examined their cytotoxicity, lipid peroxidation activity (malondialdehyde level), and antioxidant activity (catalase, superoxide dismutase, and glutathione levels). Additionally, we analyzed the expression of apoptotic marker genes (p53, caspase-3, and caspase-9), cytokine levels (IL-6 and TNF-α), and DNA fragmentation. Our findings demonstrated that CuO NPs enhanced the expression of apoptotic genes, suggesting that phytochemical-derived NPs from Inula extracts induce apoptosis by upregulating tumor suppressor genes and downregulating oncogenes in A549 cells. Furthermore, CuO NPs exhibited higher susceptibility toward B. subtilis and S. aureus compared to ampicillin. Using the response surface methodology, we determined that CuO NPs are effective adsorbents for removing Pb2+ ions from aqueous solutions, making them promising for environmental applications. Overall, our results indicate that CuO NPs have potential as antimicrobial, antioxidant, and anticancer agents and as efficient adsorbents.
Graphical abstract

1 Introduction
Metal nanoparticles (NPs), with their unique properties due to high surface area, are being heavily researched for their potential in various fields. Nanotechnology, particularly in food and agriculture, is a hot area with applications in areas such as food security, disease treatment, and environmental protection [1]. Bionanoscience, utilizing effective NPs, is also attracting attention for its uses in catalysis [2], cancer detection [3], and bioimaging [4].
Traditional methods for creating metal NPs offer precise control but often rely on harsh chemicals [5]. Biosynthesis presents a game-changing approach at the intersection of nanotechnology and biotechnology. This eco-friendly method utilizes biomolecules as safe and effective alternatives to chemical reductants, making it a highly attractive solution for sustainable NP production [6]. The biocompatible nature of these biomolecules adds another layer of advantage, promoting the development of NPs for applications in medicine and other fields [7,8]. Metallic NPs, including gold, silver, iron, zinc, and metal oxide NPs, have garnered attention for their potential in biomedical applications [9,10].
Copper (Cu) is a crucial metal used for the cross-linking of connective tissues, as well as for iron and lipid metabolism, but at high dose exposure it causes toxicity [11,12,13]. Owing to its antibacterial and antiviral properties, Cu and its compounds have been employed as disinfectants for ages [14]. Owing to its availability, Cu has been used to create copper oxide nanoparticles (CuO NPs). However, the challenges in the field of research include agglomeration and rapid oxidation. Like other metallic NPs, CuO NPs have a high surface-to-volume ratio that results in extremely high antibacterial capabilities [15,16].
CuO NPs were synthesized using the Gloriosa superba L. extract and have an aspect size of 5–10 nm [17]. Further, the CuO NPs exhibited superior antimicrobial efficiency toward Gram positive and Gram negative bacterial strains. Udayabhanu et al. synthesized CuO NPs of size around 6–8 nm and with a sponge-like structure using the Tinospora cordifolia water extract and successfully evaluated their photocatalytic, antioxidant, and antibacterial activities [18]. Velsankar et al. reported the biogenic synthesis of CuO NPs using the Allium sativum extract; the obtained CuO NPs were 20–40 nm in size and their antioxidant, antibacterial, and antilarvicidal activities were investigated [19]. Alhalili synthesized CuO NPs using Eucalyptus globulus, and the obtained NPs were spherical in shape with an average size of 88 nm [20]. The synthesized CuO NPs exhibited greater adsorption capacity toward methyl orange. CuO NPs were synthesized using the Tamarindus indica pulp extract, and the synthesized NPs were evaluated for their adsorption capacity toward As(iii) ions [21]. The use of the mint leaf extract in the synthesis of CuO NPs was explored, and their efficiency in the removal of Pb ions from aqueous solution was investigated [22]. The CuO NPs exhibited a loading capacity of 88.8 mg g−1 toward Pb ions, and it was found to be higher than those of other two metal ions investigated in the study. Literature has revealed that the CuO NPs exhibited biological and environmental applications. However, the biosynthesized NPs were not simultaneously evaluated for their potential toward biological and environmental applications.
The genus Inula, belonging to the family Asteraceae, is widely distributed across Eurasia and Africa and is rich in pharmacologically active compounds such as terpenoids (including sesquiterpene lactones and dimers, diterpenes, and triterpenoids) [23,24,25]. Inula is recognized for its diverse range of biological activities, encompassing anticancer, antibacterial, hepatoprotective, cytotoxic, anti-neuroinflammatory, and anti-inflammatory properties [26,27]. Hence, the Inula extracts will be a useful source for the biosynthesis of NPs, and thus-synthesized NPs may have superior biological activities. To our knowledge, the synthesis and characterization of CuO NPs using the genus Inula have not been explored in previous studies. Therefore, the current investigation was undertaken to examine the potential ameliorative properties of CuO NPs synthesized from Inula for both anticancer and antibacterial activities and to further investigate the removal of Pb2+ ions from aqueous solution in a batch process.
2 Materials and methods
2.1 Chemicals
All solvents, standards, and reagents used were of analytical and HPLC grade. 1,1-Diphenyl picrylhydrazyl (DPPH) free radicals, hydrogen peroxide (H2O2), and sodium nitroprusside were purchased from Fluka Chemicals. Caspase-3 and -9 and p53 kits from MyBioSource (San Diego, California, United States), 3-(4,5-dimethylthiazolyl-2-yl)-2,5-diphenyl tetrazolium bromide (MTT), ethidium bromide, and agarose were obtained from Sigma Aldrich, St. Louis, MO, USA.
2.2 Collection of plant material and preparation of extract
Initially, 100 g of whole aerial part of plants of genus Inula was coarsely ground and subjected to boiling with 100 mL of deionized water with stirring at 60°C. After boiling the mixture for 60 min, a yellow solution was obtained containing the biomolecules of genus Inula. The extract was filtered with a Whatman filter paper and centrifuged at 12,000 rpm for 10 min. The supernatant was stored at 4°C, which was used as the reducing and capping agents.
2.3 Biosynthesis of CuO NPs
The biosynthesis of CuO NPs was carried out according to the method of Khodashenas and Ghorbani [15]. Briefly, about 45 mL of 1 mM CuCl2 was taken in an amber-colored bottle and 45 mL of extract of Inula was added drop-by-drop under vigorous stirring with a magnetic stirrer. Upon addition of the extract, 1 mM NaOH was added gradually to the mixture containing the Cu precursor and extract, and the solution color turned black, indicating the formation of CuO particles. After complete addition of the solution, the mixture was stirred for another 120 min to ensure all of the Cu ions were converted to CuO particles. The mixture was centrifuged, and the solid black product obtained was dried in an oven at 100°C for 60 min and stored in air-tight containers for further use and characterization.
2.4 Characterization of CuO NPs
Initially, the confirmation of CuO NPs was achieved through visual analysis. The UV–visible spectrum of the colloidal solution containing CuO NPs was recorded using a Spectra MAX Plus (Molecular Devices, Sunnyvale, CA, USA) within the wavelength range of 200–700 nm. Fourier transform infrared (FTIR) spectroscopy was employed to identify the functional groups that might have played a role in the reduction and stability of the CuO NPs. Analysis was carried out between 4,000 and 400 cm−1 with 32 scans per min using the KBr pellet method. To assess the crystalline nature of the CuO NPs, X-ray diffraction (XRD) was conducted using the PANalytical Empyrean instrument in the 2θ range of 10–90. The morphology, size, and shape of the CuO NPs were determined using a JEM 2000EXII transmission electron microscopy (TEM) apparatus (M/s. JEOL, Switzerland). A particle size analyzer (Zetasizer Nano-ZS-90, Malvern software) was employed for particle size analysis at a scattering angle of 173° at 25°C coupled to a He–Ne laser.
2.5 Free-radical scavenging activity assay
The samples were evaluated using the DPPH assay following the prescribed methodology in the study of Abdel-Hameed et al. [28]. Specifically, 50 µL of each sample was combined with 150 µL of a 200 µM methanolic solution of DPPH and incubated at room temperature in the dark for 16 min. Subsequently, all samples were subjected to examination at the absorbance wavelength of 515 nm. The DPPH radical scavenging activity was determined using the following equation:
The reaction was done in triplicate, and results are shown as % of inhibition of DPPH radicals.
2.6 H2O2 radical scavenging assay
A 20 mM H2O2 pH 7.4 solution was prepared in phosphate buffer. To generate various concentrations, 2 mL of H2O2 solution in PBS was added to 1 mL of both the samples and the standard. Following a 10-min incubation period, the absorbance at 230 nm was measured [29].
2.7 Nitric oxide (NO) scavenging activity
The NO-scavenging capacity of the extracts was assessed using previously established methods with slight modifications. The quantity of extract required to neutralize 50% of the NO radicals generated by sodium nitroprusside was utilized to express the activity as a percentage of inhibition, and the IC50 value was determined.
2.8 Lipid peroxidation and antioxidant enzyme assays for CuO NP-treated cells
Lipid peroxidation was assessed by quantifying malondialdehyde (MDA) [30]. In cultured A549 cells, pre-treatment with CuO NPs was carried out for 60 min, followed by exposure to 100 µM H2O2 for an additional 60 min. The A549 cells, pre-treated with CuO NPs, were then lysed using a lysis buffer. The activity of superoxide dismutase (SOD) was determined using the nitroblue tetrazolium method [31]. Catalase (CAT) and glutathione peroxidase (GPX) activities were assessed according to previously established protocols [32,33].
2.9 Cytotoxicity and morphological changes in A549 cells
The cytotoxic effects of CuO NPs were assessed by observing morphological changes in A549 cells. The treatment dose, presumed to correspond to the IC50 value of CuO NPs (15.00 μg/mL), was determined using phase-contrast microscopy. Morphological characteristics indicative of cytotoxicity, such as membrane blebbing, cell shrinkage, and necrosis, were identified during the observation.
2.10 Caspase-3, caspase-9, and p53 assays by ELISA
Caspase activity was determined through the use of caspase-3, caspase-9, and p53 ELISA kits following the manufacturer’s protocol. Briefly, 50,000 A549 cells were seeded into each well of a 96-well plate and incubated in a humidified incubator at 37°C with 5% CO2 for 24 h. The 96-well plate, containing both CuO NPs-treated and control cells, was then allowed to equilibrate at room temperature. Caspase-3 and -9 reagents were added to each well of the plate, containing 100 µL of culture media (CuO NP-treated and control). The plate was covered entirely, and the mixture was agitated at 500 rpm for 30 s. After a 30 min incubation at room temperature, the transmittance at 405 nm was measured using an ELISA reader.
2.11 DNA fragmentation induced by CuO NPs
A549 cell line cells were treated with CuO NPs at IC50 and 2× IC50 concentrations to induce apoptosis in order to study DNA fragmentation. In accordance with the manufacturer’s recommendations, DNA purification kits were used to extract the DNA (Thermo Fisher Scientific, CA, USA). Following quantification, 2 μg of each DNA sample was loaded for electrophoresis on a 1.5% agarose gel, and the gel was stained with ethidium bromide before being photographed under UV light.
2.12 Antimicrobial activity
The antimicrobial activity was determined according to a previously described protocol [34]. Briefly, the agar diffusion method was used to analyze it. Four bacterial strains, including both Gram positive Bacillus subtilis (B. subtilis) and Staphylococcus aureus (S. aureus) and Gram negative Escherichia coli (E. coli) and Klebsiella pneumoniae (K. pneumoniae), were subcultured in fresh Muller Hinton broth. The stock culture was prepared for each strain by a calorimetric method using the McFarland standard. Ampicillin (10 µg/mL) was used as the positive control. Muller Hinton agar (HiMedia, India) plates were streaked with each bacterial strain. Using a 6 mm borer, three wells were bored. Each well was filled with 100 µl of In-NP, ampicillin, or culture media as a negative control. All the plates were dried for 15 min and incubated for 24 h. All the experiments were done in triplicate. The zone of inhibition (ZOI) was calculated by taking the mean of ZOI of each plate.
2.13 Cytokine assay
Cells were cultured with different concentrations of CuO NPs at 37°C for 24 h. Following the culture period, the supernatant was collected, and the levels of cytokines, TNF-α and IL-6, were measured using ELISA kits in accordance with the manufacturer’s instructions.
2.14 Statistical analysis
The results for antimicrobial assessment of CuO NPs were analyzed in Prism software using the Student’s t-test, and p-value <0.05 was considered statistically significant.
2.15 Response surface methodology (RSM)
The central composite design (CCD) is a widely employed second-order polynomial design within RSM, particularly valuable for investigating the collective impact of operational variables on the efficiency of metal adsorption. An essential advantage of CCD in a step-by-step experimental process is its capacity to yield meaningful results with a minimal number of designated points, providing a practical framework for data fitting. This approach is instrumental in gaining insights that can be effectively applied to either select or enhance the proposed model. In this study, a full factorial design consisting of 20 runs was conducted, and the main factors, symbols, and their values are detailed in Table 1. The CCD was developed using Design-Expert v13 software.
Independent variables and their levels and symbols for the optimization of variables
Variables | Symbol | Levels | ||
---|---|---|---|---|
−1 | 0 | +1 | ||
pH | A | 4 | 6 | 8 |
Contact time | B | 30 | 45 | 60 |
Initial concentration | C | 50 | 100 | 150 |
3 Results and discussion
3.1 UV–visible analysis
The synthesized CuO NPs were analyzed with a UV–visible spectrophotometer, and the absorption spectrum was obtained between 200 and 700 nm. The UV–visible absorption spectrum is depicted in Figure 1, and it is observed that the spectrum contains three major absorption peaks at 279, 300, and 346 nm. The absorption peaks at 279 and 300 nm correspond to the capping and stabilizing agents that are bound to the CuO NPs. The absorption peak at 346 nm corresponds to the surface plasmon resonance of the excitation of the CuO NP semiconductor. Similar results were reported by Aziz et al. for the CuO synthesized from mint leaves [35]. The optical band energy of the CuO NPs was calculated with the Tauc plot and was found to be 4.07 eV, which is high compared to that of the bulk CuO material.

UV–visible spectrum of CuO NPs.
3.2 FTIR analysis
FTIR analysis is majorly employed in identifying the organic functional groups; however, it is also helpful in identifying the metal oxide bonds which are usually seen in fingerprint regions. In this study, a CuO NP solution was subjected to FTIR, and the spectrum is displayed in Figure 2. The broad bands at 3,305 cm−1 correspond to the stretching vibrations of O–H functional groups, and the band at 1,636 cm−1 corresponds to the asymmetric stretching vibrations of O–H groups [22]. A small peak at 1,016 cm−1 corresponds to the bending vibrations of the R–OH groups on the surface of the CuO NPs. The Cu–O bands are generally observed around 600 cm−1, and a sharp band around 600 cm−1 corresponds to the Cu–O bond vibration, which confirms the formation of Cu–O. In this study, the CuO NP solution was subjected to FTIR, and due to the solvent, the major functional molecules present on the CuO NPs are overshadowed by the solvent intense peaks. The peaks observed between 2,400 and 2,000 cm−1 are due to noise arising from liquid solvents. Very similar peaks and results were obtained for the CuO NPs synthesized using Aerva lanata [36].

FTIR spectrum of CuO NPs synthesized using the genus Inula extract.
3.3 XRD analysis
XRD analysis was carried out to understand the synthesized CuO NPs’ crystallinity and phase (Figure 3). The XRD pattern depicted several fairly sharp peaks, indicating the crystallinity of the synthesized CuO NPs. The diffraction peaks at 32.4°, 35.5°, 38.7°, 48.7°, 53.4°, 58.3°, 61.5°, 66.2°, 68.0°, 72.4°, and 75.2° correspond to 110, 111, 111, 112, 020, 202, 113, 311, and 113 planes of monoclinic CuO (JCPDS No. 45-0937). The diffraction peaks were very distinct and slightly broad, depicting the nano size level of CuO. All the diffraction peaks correspond to the CuO monoclinic phase, and additional peaks are noticed in the patterns. Similar results were reported for the CuO NPs synthesized using the C. gigantea leaf extract [37].

XRD pattern of CuO NPs synthesized using the genus Inula extract.
3.4 Particle size and zeta potential analyses
The log-normal distribution is widely used for the simplified representation of particle size distribution. The hydrodynamic diameter and polydispersity index of the synthesized CuO were found to be less than 100 nm, confirming the nanosized CuO particles (Figure 4). The large size distribution of the particles observed is due to small amounts of large aggregates in addition to the distinctly smaller size CuO NPs, and at times the dust particles also influence the size distribution, and these are considered to be the pitfalls of the dynamic light scattering technique [38]. Additionally, the zeta potential was measured as negative mV, suggesting the stability of CuO NPs.

Particle size distribution and zeta potential analysis of CuO NPs.
3.5 TEM and energy-dispersive X-ray spectrometry (EDX) analyses
TEM was used to understand the morphology of the newly developed CuO NPs. The TEM image (Figure 5) shows the formation of spherical CuO NPs with an average size of 20 nm. The CuO NPs are clearly distributed with less agglomeration. The spherical shape and less agglomeration are due to the biomolecules of genus Inula capping onto the CuO NPs, restricting their size and shape. EDX investigations were performed for the CuO NPs in order to confirm the CuO NP formation and identify the purity of the CuO NPs. The EDX patterns (Figure S1) displayed peaks for Cu and O atoms, and no other peaks were observed. This observation revealed that the CuO NPs were pure and no impurities were present.

TEM image of CuO NPs synthesized using the genus Inula extract.
3.6 Free-radical scavenging activity: Antioxidant assays
Oxidative stress and the presence of reactive oxygen species have been implicated in various human diseases, including carcinoma, arteriosclerosis, inflammatory disorders, and the aging process [39]. There is a growing interest in identifying naturally occurring antioxidants for applications in foods, cosmetics, or medicinal materials, aiming to replace synthetic antioxidants that are facing restrictions due to their carcinogenic properties [30]. Dietary and herbal formulations with free-radical scavenging potential have gained significance in the treatment of chronic diseases. Numerous studies have established a connection between the antioxidant activities of fruits, vegetables, and medicinal herbs and their phenolic compound content [39–42]. The antioxidant properties of aqueous extracts used for CuO NPs synthesis were chemically estimated using the DPPH radical scavenging activity at an IC50 value of 22.16 µg/mL. The IC50 value was nearly equal to one third of standard ascorbic acid. The determination of NO activity using the sodium nitroprusside method showed that CuO NPs had high antioxidant capacity with IC50 values of 25.1 ± 4.25 and 14.26 ± 0.98 µg/mL for hydrogen peroxidase (Figure 6). The findings of this study were consistent with previous research on the antioxidant properties of some lotus species [43,44].

Panels (a)–(c) depicting the antioxidant capacity of CuO NPs in comparison to butylated hydroxytoluene across a range of concentrations. (a) DPPH, (b) NO, and (c) H2O2. Values are expressed as mean ± SD (n = 3).
3.7 Lipid peroxidation and antioxidant enzyme assays
To assess the homeostasis of antioxidant defense mechanisms, we conducted an analysis of endogenous antioxidants such as SOD, CAT, and GPX. Following treatment with CuO NPs at a concentration of 30 μg/mL, the cells demonstrated a noteworthy (p < 0.05) alteration in antioxidant levels. Specifically, there was a significant decrease observed in the levels of SOD, CAT, and GPX by 52.2%, 42.34%, and 42.5%, respectively (refer to Figure 7a–c). Conversely, A549 cells treated with CuO NPs at a concentration of 30 μg/mL exhibited a significant (p < 0.05) increase in MDA content (Figure 7d). Heat maps represent the fold change in enzyme activities and MDA levels compared to the control group, with green indicating a decrease, red an increase, and black no change. Significant differences from the control group were assessed using analysis of variance (ANOVA) with *p < 0.05, **p < 0.01, ***p < 0.001, and ns indicating not significant. Each bar represents the mean ± SEM of three independent experiments. This elevation in MDA content suggests oxidative stress-induced lipid peroxidation, leading to the dysregulation of overall lipid metabolism and associated mechanisms.

Effects of CuO NPs on antioxidant enzyme activities and lipid peroxidation levels. The bar graphs and corresponding heatmaps show the activities of (a) SOD, (b) CAT, and (c) GPX, along with (d) levels of MDA in the presence of increasing concentrations of CuO NPs.
3.8 Cytotoxic effect of CuO NPs on A549 cells by cell viability assay
In comparison to A549 cell lines, the MTT assays showed a concentration-dependent reduction in viability for CuO NPs (Figure 8). The IC50 value for CuO NPs in A549 cells was determined to be 15.36 µg/mL. According to the MTT assay results, CuO NPs had encouraging anticancer activity against lung cancer cell lines, most probably due to the existence of antioxidant phytoconstituents, and previous research has suggested that CuO NPs may be used as an effective drug booster in the treatment of non-small-cell lung cancer [45,46]. Cu NPs have been studied extensively due to their unique properties and potential applications in various fields including biomedicine. However, the same properties that make CuNPs attractive for applications like antimicrobial agents, drug delivery, and imaging also necessitate a thorough understanding of their potential cytotoxic effects [47].

Dose response cure for cytotoxicity of CuO NPs after 24 h incubation with A549 cells at concentrations of 0.78 to 200 μg/mL. Left graph: Dose–response curve, showing the percentage of cell viability as a function of logarithm of the concentration (µg/mL) of the substance. Right graph: Bar chart showing the percentage of cell viability at specific concentrations of the substance, which are not log-transformed.
3.9 Activation of apoptotic regulatory genes (caspase-3, caspase-9, and p53) by CuO NPs
Apoptosis is a sort of induction process in which intracellular components are disassembled while nearby cells are not injured or inflamed [48]. Caspase-3 and -9 and p53 activation is primarily responsible for tumor cell apoptosis. To confirm apoptosis, an increase in caspase-3 and -9 and p53 production in CuO NP-treated A549 cells was done, especially in comparison to the untreated group in this study. Once A549 cells were exposed to CuO NPs, their caspase-3 and -9 and p53 activity increased up to fourfold compared to that of control (untreated) cells (Figure 9). The increased effectiveness of CuO NPs indicates a possible cause of caspase activation in cancer cells.

Bar graphs (a)–(c) and the corresponding heat maps (below each graph), representing the expression levels of p53, caspase-3, and caspase-9, respectively, in response to varying concentrations of CuO NPs.
3.10 DNA fragmentation analysis
Apoptosis is distinguished by DNA internucleosomal rupture, cell membrane blebbing, nuclear chromatin condensation in the nuclear periphery, and the formation of apoptotic condensed nuclear bodies. A549 cells were treated with different concentrations of CuO NPs to verify apoptosis induction, and DNA was isolated and analyzed using agarose gel electrophoresis. A549 cells treated with CuO NPs (15 and 30 µg/mL; IC50 and 2× IC50) for 24 h showed significant internucleosomal fragmentation (Figure 10). DNA strand breaks were found to be present during apoptosis, and scratches in DNA molecules could be detected using a DNA fragmentation assay. Apoptosis is well known to be engaged in the stimulation of endonucleases, which ultimately results in DNA fragmentation, which can be seen via electrophoretic investigation [49]. In this study, agarose gel electrophoretic findings show that internucleosomal DNA fragmentation aided the steady progress of apoptosis in CuO NP-treated A549 cells. Lane M contains a DNA ladder used as a molecular-weight marker. Lanes 1 and 2 show a sample with high-molecular-weight DNA with no significant fragmentation. Lane 3 displays samples with extensive DNA fragmentation, as evidenced by the smeared pattern rather than discrete bands, which is indicative of DNA degradation. This fragmentation pattern is typically observed in samples undergoing apoptosis or those treated with nucleases.

Agarose gel electrophoresis of DNA samples (M, marker 100 bp; 1 = CuO NPs, 15 µg/mL; 2 = IN-Control; 3 = CuO NPs, 30 µg/mL).
3.11 Antimicrobial activity
Gram-positive strains B. subtilis and S. aureus showed susceptibility toward CuO NPs with ZOIs of 25.4 ± 3.12 and 24.2 ± 1.12 mm with p-values 0.012 and 0.020, respectively, compared to ampicillin, whereas Gram-negative strains E. coli and K. pneumoniae showed resistance toward CuO NPs with ZOIs of 17.27 ± 0.82 and 23.63 ± 2.32 mm with p-values 0.08 and 0.91, respectively, compared to standard ampicillin, and the results are shown in Table 2. The antimicrobial activity of Inula species is thought to be due to the presence of a number of compounds, including flavonoids, terpenes, and sesquiterpenes. Flavonoids are plant pigments that have antioxidant and anti-inflammatory properties [50]. A number of studies have shown that Inula extracts and essential oils have antimicrobial activity against a variety of bacteria and antifungal activity against Candida albicans [50]. The antimicrobial activity of the formulation is thought to be due to a number of factors, including the ability of Inula compounds to disrupt the cell membrane of bacteria, inhibit protein synthesis, and damage DNA.
Antimicrobial efficacy of CuO NPs in comparison to standard ampicillin
Microorganism | ZOI (mm) expressed in mean ± SD, n = 3 | ||
---|---|---|---|
ZOI of CuO NPs (mm) | ZOI of ampicillin (mm) | ZOI of blank (mm) | |
B. subtilis | 25.4 ± 3.12 | 20.97 ± 2.1 | 7.1 ± 1.2 |
S. aureus | 24.2 ± 1.12 | 19.03 ± 1.22 | 6.87 ± 2.17 |
E. coli | 17.27 ± 0.82 | 21.43 ± 3.12 | 7.63 ± 0.91 |
K. pneumoniae | 23.63 ± 2.32 | 23.9 ± 3.2 | 7.5 ± 1.02 |
3.12 RSM
In this study, three independent variables – pH, contact time, and initial concentration – were selected, and a 20-run CCD was employed, consisting of 8 cubic points, 6 axial points, and 6 center points within a cube. The predicted and experimental design matrices and ANOVA for the removal of Pb2+ ions by CuO NPs are presented in , respectively. A quadratic model was established using Design-Expert v13, and the second-order polynomial equation for the removal is expressed in the following equation:
Experimental and predicted values for the removal of Pb2+ ions by CuO NPs
Run No. | pH | Contact time | Initial concentration | Exp (%) | Pre (%) |
---|---|---|---|---|---|
1 | 9 | 45 | 100 | 11.50 | 3.81 |
2 | 4 | 60 | 50 | 52.30 | 56.33 |
3 | 4 | 30 | 150 | 14.90 | 16.54 |
4 | 6 | 45 | 100 | 82.40 | 83.39 |
5 | 6 | 45 | 15 | 96.20 | 86.19 |
6 | 8 | 30 | 50 | 40.60 | 49.14 |
7 | 6 | 45 | 100 | 82.40 | 83.39 |
8 | 8 | 60 | 50 | 47.50 | 51.78 |
9 | 4 | 60 | 150 | 63.00 | 60.38 |
10 | 6 | 20 | 100 | 53.20 | 45.72 |
11 | 6 | 70 | 100 | 85.50 | 84.46 |
12 | 3 | 45 | 100 | 10.40 | 7.57 |
13 | 6 | 45 | 100 | 83.10 | 83.39 |
14 | 8 | 30 | 100 | 14.20 | 16.09 |
15 | 6 | 45 | 100 | 83.20 | 83.39 |
16 | 6 | 45 | 100 | 82.90 | 83.39 |
17 | 6 | 45 | 100 | 83.00 | 83.39 |
18 | 4 | 30 | 50 | 22.50 | 27.64 |
19 | 8 | 60 | 150 | 33.10 | 33.88 |
20 | 6 | 45 | 180 | 61.30 | 63.35 |
The quadratic equations mentioned above are characterized by coefficients that signify their intensity. Additionally, the sign of these coefficients provides insights into whether a specific variable exerts a positive or negative influence on the response. A positive coefficient indicates that increasing the level of a factor enhances the response, while a negative coefficient suggests that increasing the level of a factor impedes the response. The model includes three primary effects, three two-factor interaction effects, and three curvature-related effects. Eq. (2) visually illustrates the independent variables and their impact on the responses of the experiment. Furthermore, the close correlation between the experimental and predicted values (Table 3) suggests the applicability and improved responses of the experiments.
The ANOVA results for Pb2+ ion removal by CuO NPs are summarized in Table 4. The perfection and exactness of the present model can be understood from the p-values, and in this study the p-value was <0.0001, which is statistically significant. Further, the reliability and applicability of a model are supported by the F-value, which was found to be 46.85 herein, and the higher F-value indicated that the model is more reliable, and there is only 0.01% chance that the F-value of this large can occur due to noise. The lack-of-fit F-value was determined to be >0.1, indicating the absence of systematic variation encountered in the hypothesized model. It is crucial to validate and confirm that the adopted model provides a satisfactory approximation, and this was verified by examining the probability plot of actual versus predicted values to assess the accuracy. Figure 11d illustrates the probability plot, revealing no significant deviation. While a slight scattering of points is observed in the plot, it can be assumed that the data distribution is normal, with no need for response transformation or correction, as the points align along a straight line. The correlation coefficients were found to be 0.976, and the adjusted and predicted R 2 were found to be 0.956 and 0.818, respectively, which support the applicability of the model. The adequate precision was noted to be 18.9, suggesting that adequate signals are obtained for the developed model.
ANOVA of Pb2+ ion removal by CuO NPs
Source | Sum of squares | df | Mean square | F-value | p-value |
---|---|---|---|---|---|
Model | 15965.08 | 9 | 1773.90 | 46.85 | <0.0001 |
A – pH | 19.59 | 1 | 19.59 | 0.5175 | 0.4884 |
B – Contact time | 1830.74 | 1 | 1830.74 | 48.35 | <0.0001 |
C – Initial concentration | 704.81 | 1 | 704.81 | 18.61 | 0.0015 |
AB | 339.30 | 1 | 339.30 | 8.96 | 0.0135 |
AC | 240.90 | 1 | 240.90 | 6.36 | 0.0303 |
BC | 114.76 | 1 | 114.76 | 3.03 | 0.1123 |
A² | 12262.11 | 1 | 12262.11 | 323.85 | <0.0001 |
B² | 613.23 | 1 | 613.23 | 16.20 | 0.0024 |
C² | 148.90 | 1 | 148.90 | 3.93 | 0.0755 |
Residual | 378.63 | 10 | 37.86 | ||
Lack-of-fit | 378.02 | 5 | 75.60 | ||
Pure error | 0.6133 | 5 | 0.1227 | ||
Cor total | 16343.71 | 19 | |||
R² | 0.9768 | ||||
Adjusted R² | 0.9560 | ||||
Predicted R² | 0.8184 | ||||
Adeq precision | 18.9332 |

3D surface plots of (a) pH vs contact time, (b) pH vs initial concentration, (c) contact time vs initial concentration, and (d) probability plot of actual vs predicted.
The 3D surface plots provide a visual representation of the interactions of independent variables and their influence on the removal percentage of Pb2+ ions by CuO NPs. The 3D plots obtained in this study are presented in Figure 11a–c. The interaction of pH and contact time and their influence on removal of Pb2+ ions are shown in Figure 11a. It can be observed that the maximum removal efficiency is achieved at pH 6 with increasing contact time. The removal efficiencies were observed to be low at pH 4 and 8 and at lower contact times, and this can be explained as that at low pH the hydronium ions compete for the active sites on the CuO NPs and thus the removal efficiencies are low. At pH 6, the competition exhibited by the hydronium ions are minimal due to lesser concentrations, thus maximizing the efficiency. Furthermore, a higher contact time provides suffice time for the Pb2+ ions to interact and bind to the surface of CuO NPs. The interaction between pH and initial concentrations indicates that the optimal pH should be 6 and low initial concentrations result in higher removal efficiencies. With an increase in the concentration of Pb2+ ions, the efficiencies decrease, and this is due to the exhaustion of the surface active sites. Similarly, in the case of contact time and initial concentrations, higher contact times with lower initial concentrations are preferred for optimal removal of Pb2+ ions by CuO NPs. The loading capacity of CuO NPs toward Pb2+ ions was found to be 124.7 mg g−1 in the preliminary investigations. The loading capacity exhibited in this study is high compared to other CuO NPs synthesized via different extracts and methods (Table 5). A 3D cube distribution of points at various values of independent variables is presented in Figure 12. It is observed that a maximum of six points are concentrated at pH 6, a contact time of 45 min, and an initial concentration of 100 mg L−1, suggesting the optimal conditions for the Pb2+ ions. A systematic investigation will reveal the mechanism and nature of adsorption of Pb2+ ions onto CuO NPs.
Loading capacity comparison of CuO NPs
S. No | CuO NPs synthesis method | Loading capacity (mg g−1) | Ref. |
---|---|---|---|
1 | Mint leaf extract | 88.8 | [22] |
2 | Coprecipitation | 97.0 | [51] |
3 | Magnetron sputtering | 37.0 | [52] |
4 | In situ soft chemical synthesis | 3.31 | [53] |
5 | Genus Inula extract | 124.7 | This study |

Distribution of points of independent variables for the removal of Pb2+ ions by CuO NPs.
4 Conclusions
The present study investigated the biosynthesis of CuO NPs using the aqueous extract of genus Inula at low temperatures. The obtained CuO NPs were characterized by UV–visible, FTIR, XRD, and TEM techniques and confirmed their formation. The obtained CuO NPs were found to be around 20 nm with a spherical shape. Applications of CuO NPs exhibited enhanced gene expression toward apoptotic genes and induced apoptosis via up- and downregulation. The CuO NPs also exhibited excellent antimicrobial properties toward the tested pathogens. RSM-based CCD was developed to optimize and assess the ability of CuO NPs to adsorb Pb2+ ions from aqueous solution. The developed model was found to be reliable and significant with a p-value <0.0001. These results conclude that the genus Inula-based CuO NPs exhibit excellent biological activity and adsorption ability. Further investigations are required to establish the real-time application via pharmaceutical formulations and in wastewater treatment.
Acknowledgments
The authors extend their appreciation to the Researchers Supporting Project number (RSPD2024R1005), King Saud University, Riyadh, Saudi Arabia, for funding this work.
-
Funding information: This research was funded by the Researchers Supporting Project number (RSPD2024R1005), King Saud University, Riyadh, Saudi Arabia.
-
Author contributions: All authors have accepted responsibility for the entire content of this manuscript and approved its submission.
-
Conflict of interest: The authors state no conflict of interest.
-
Data availability statement: All data generated or analyzed during this study are included in this published article (and its supplementary information files).
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- Highly safe lithium vanadium oxide anode for fast-charging dendrite-free lithium-ion batteries
- Recent progress in nanomaterials of battery energy storage: A patent landscape analysis, technology updates, and future prospects
- Special Issue on Advanced Nanomaterials for Carbon Capture, Environment and Utilization for Energy Sustainability - Part II
- Calcium-, magnesium-, and yttrium-doped lithium nickel phosphate nanomaterials as high-performance catalysts for electrochemical water oxidation reaction
- Low alkaline vegetation concrete with silica fume and nano-fly ash composites to improve the planting properties and soil ecology
- Mesoporous silica-grafted deep eutectic solvent-based mixed matrix membranes for wastewater treatment: Synthesis and emerging pollutant removal performance
- Electrochemically prepared ultrathin two-dimensional graphitic nanosheets as cathodes for advanced Zn-based energy storage devices
- Enhanced catalytic degradation of amoxicillin by phyto-mediated synthesised ZnO NPs and ZnO-rGO hybrid nanocomposite: Assessment of antioxidant activity, adsorption, and thermodynamic analysis
- Incorporating GO in PI matrix to advance nanocomposite coating: An enhancing strategy to prevent corrosion
- Synthesis, characterization, thermal stability, and application of microporous hyper cross-linked polyphosphazenes with naphthylamine group for CO2 uptake
- Engineering in ceramic albite morphology by the addition of additives: Carbon nanotubes and graphene oxide for energy applications
- Nanoscale synergy: Optimizing energy storage with SnO2 quantum dots on ZnO hexagonal prisms for advanced supercapacitors
- Aging assessment of silicone rubber materials under corona discharge accompanied by humidity and UV radiation
- Tuning structural and electrical properties of Co-precipitated and Cu-incorporated nickel ferrite for energy applications
- Sodium alginate-supported AgSr nanoparticles for catalytic degradation of malachite green and methyl orange in aqueous medium
- An environmentally greener and reusability approach for bioenergy production using Mallotus philippensis (Kamala) seed oil feedstock via phytonanotechnology
- Micro-/nano-alumina trihydrate and -magnesium hydroxide fillers in RTV-SR composites under electrical and environmental stresses
- Mechanism exploration of ion-implanted epoxy on surface trap distribution: An approach to augment the vacuum flashover voltages
- Nanoscale engineering of semiconductor photocatalysts boosting charge separation for solar-driven H2 production: Recent advances and future perspective
- Excellent catalytic performance over reduced graphene-boosted novel nanoparticles for oxidative desulfurization of fuel oil
- Special Issue on Advances in Nanotechnology for Agriculture
- Deciphering the synergistic potential of mycogenic zinc oxide nanoparticles and bio-slurry formulation on phenology and physiology of Vigna radiata
- Nanomaterials: Cross-disciplinary applications in ornamental plants
- Special Issue on Catechol Based Nano and Microstructures
- Polydopamine films: Versatile but interface-dependent coatings
- In vitro anticancer activity of melanin-like nanoparticles for multimodal therapy of glioblastoma
- Poly-3,4-dihydroxybenzylidenhydrazine, a different analogue of polydopamine
- Chirality and self-assembly of structures derived from optically active 1,2-diaminocyclohexane and catecholamines
- Advancing resource sustainability with green photothermal materials: Insights from organic waste-derived and bioderived sources
- Bioinspired neuromelanin-like Pt(iv) polymeric nanoparticles for cancer treatment
- Special Issue on Implementing Nanotechnology for Smart Healthcare System
- Intelligent explainable optical sensing on Internet of nanorobots for disease detection
- Special Issue on Green Mono, Bi and Tri Metallic Nanoparticles for Biological and Environmental Applications
- Tracking success of interaction of green-synthesized Carbopol nanoemulgel (neomycin-decorated Ag/ZnO nanocomposite) with wound-based MDR bacteria
- Green synthesis of copper oxide nanoparticles using genus Inula and evaluation of biological therapeutics and environmental applications
- Biogenic fabrication and multifunctional therapeutic applications of silver nanoparticles synthesized from rose petal extract
- Metal oxides on the frontlines: Antimicrobial activity in plant-derived biometallic nanoparticles
- Controlling pore size during the synthesis of hydroxyapatite nanoparticles using CTAB by the sol–gel hydrothermal method and their biological activities
- Special Issue on State-of-Art Advanced Nanotechnology for Healthcare
- Applications of nanomedicine-integrated phototherapeutic agents in cancer theranostics: A comprehensive review of the current state of research
- Smart bionanomaterials for treatment and diagnosis of inflammatory bowel disease
- Beyond conventional therapy: Synthesis of multifunctional nanoparticles for rheumatoid arthritis therapy
Articles in the same Issue
- Research Articles
- Tension buckling and postbuckling of nanocomposite laminated plates with in-plane negative Poisson’s ratio
- Polyvinylpyrrolidone-stabilised gold nanoparticle coatings inhibit blood protein adsorption
- Energy and mass transmission through hybrid nanofluid flow passing over a spinning sphere with magnetic effect and heat source/sink
- Surface treatment with nano-silica and magnesium potassium phosphate cement co-action for enhancing recycled aggregate concrete
- Numerical investigation of thermal radiation with entropy generation effects in hybrid nanofluid flow over a shrinking/stretching sheet
- Enhancing the performance of thermal energy storage by adding nano-particles with paraffin phase change materials
- Using nano-CaCO3 and ceramic tile waste to design low-carbon ultra high performance concrete
- Numerical analysis of thermophoretic particle deposition in a magneto-Marangoni convective dusty tangent hyperbolic nanofluid flow – Thermal and magnetic features
- Dual numerical solutions of Casson SA–hybrid nanofluid toward a stagnation point flow over stretching/shrinking cylinder
- Single flake homo p–n diode of MoTe2 enabled by oxygen plasma doping
- Electrostatic self-assembly effect of Fe3O4 nanoparticles on performance of carbon nanotubes in cement-based materials
- Multi-scale alignment to buried atom-scale devices using Kelvin probe force microscopy
- Antibacterial, mechanical, and dielectric properties of hydroxyapatite cordierite/zirconia porous nanocomposites for use in bone tissue engineering applications
- Time-dependent Darcy–Forchheimer flow of Casson hybrid nanofluid comprising the CNTs through a Riga plate with nonlinear thermal radiation and viscous dissipation
- Durability prediction of geopolymer mortar reinforced with nanoparticles and PVA fiber using particle swarm optimized BP neural network
- Utilization of zein nano-based system for promoting antibiofilm and anti-virulence activities of curcumin against Pseudomonas aeruginosa
- Antibacterial effect of novel dental resin composites containing rod-like zinc oxide
- An extended model to assess Jeffery–Hamel blood flow through arteries with iron-oxide (Fe2O3) nanoparticles and melting effects: Entropy optimization analysis
- Comparative study of copper nanoparticles over radially stretching sheet with water and silicone oil
- Cementitious composites modified by nanocarbon fillers with cooperation effect possessing excellent self-sensing properties
- Confinement size effect on dielectric properties, antimicrobial activity, and recycling of TiO2 quantum dots via photodegradation processes of Congo red dye and real industrial textile wastewater
- Biogenic silver nanoparticles of Moringa oleifera leaf extract: Characterization and photocatalytic application
- Novel integrated structure and function of Mg–Gd neutron shielding materials
- Impact of multiple slips on thermally radiative peristaltic transport of Sisko nanofluid with double diffusion convection, viscous dissipation, and induced magnetic field
- Magnetized water-based hybrid nanofluid flow over an exponentially stretching sheet with thermal convective and mass flux conditions: HAM solution
- A numerical investigation of the two-dimensional magnetohydrodynamic water-based hybrid nanofluid flow composed of Fe3O4 and Au nanoparticles over a heated surface
- Development and modeling of an ultra-robust TPU-MWCNT foam with high flexibility and compressibility
- Effects of nanofillers on the physical, mechanical, and tribological behavior of carbon/kenaf fiber–reinforced phenolic composites
- Polymer nanocomposite for protecting photovoltaic cells from solar ultraviolet in space
- Study on the mechanical properties and microstructure of recycled concrete reinforced with basalt fibers and nano-silica in early low-temperature environments
- Synergistic effect of carbon nanotubes and polyvinyl alcohol on the mechanical performance and microstructure of cement mortar
- CFD analysis of paraffin-based hybrid (Co–Au) and trihybrid (Co–Au–ZrO2) nanofluid flow through a porous medium
- Forced convective tangent hyperbolic nanofluid flow subject to heat source/sink and Lorentz force over a permeable wedge: Numerical exploration
- Physiochemical and electrical activities of nano copper oxides synthesised via hydrothermal method utilising natural reduction agents for solar cell application
- A homotopic analysis of the blood-based bioconvection Carreau–Yasuda hybrid nanofluid flow over a stretching sheet with convective conditions
- In situ synthesis of reduced graphene oxide/SnIn4S8 nanocomposites with enhanced photocatalytic performance for pollutant degradation
- A coarse-grained Poisson–Nernst–Planck model for polyelectrolyte-modified nanofluidic diodes
- A numerical investigation of the magnetized water-based hybrid nanofluid flow over an extending sheet with a convective condition: Active and passive controls of nanoparticles
- The LyP-1 cyclic peptide modified mesoporous polydopamine nanospheres for targeted delivery of triptolide regulate the macrophage repolarization in atherosclerosis
- Synergistic effect of hydroxyapatite-magnetite nanocomposites in magnetic hyperthermia for bone cancer treatment
- The significance of quadratic thermal radiative scrutinization of a nanofluid flow across a microchannel with thermophoretic particle deposition effects
- Ferromagnetic effect on Casson nanofluid flow and transport phenomena across a bi-directional Riga sensor device: Darcy–Forchheimer model
- Performance of carbon nanomaterials incorporated with concrete exposed to high temperature
- Multicriteria-based optimization of roller compacted concrete pavement containing crumb rubber and nano-silica
- Revisiting hydrotalcite synthesis: Efficient combined mechanochemical/coprecipitation synthesis to design advanced tunable basic catalysts
- Exploration of irreversibility process and thermal energy of a tetra hybrid radiative binary nanofluid focusing on solar implementations
- Effect of graphene oxide on the properties of ternary limestone clay cement paste
- Improved mechanical properties of graphene-modified basalt fibre–epoxy composites
- Sodium titanate nanostructured modified by green synthesis of iron oxide for highly efficient photodegradation of dye contaminants
- Green synthesis of Vitis vinifera extract-appended magnesium oxide NPs for biomedical applications
- Differential study on the thermal–physical properties of metal and its oxide nanoparticle-formed nanofluids: Molecular dynamics simulation investigation of argon-based nanofluids
- Heat convection and irreversibility of magneto-micropolar hybrid nanofluids within a porous hexagonal-shaped enclosure having heated obstacle
- Numerical simulation and optimization of biological nanocomposite system for enhanced oil recovery
- Laser ablation and chemical vapor deposition to prepare a nanostructured PPy layer on the Ti surface
- Cilostazol niosomes-loaded transdermal gels: An in vitro and in vivo anti-aggregant and skin permeation activity investigations towards preparing an efficient nanoscale formulation
- Linear and nonlinear optical studies on successfully mixed vanadium oxide and zinc oxide nanoparticles synthesized by sol–gel technique
- Analytical investigation of convective phenomena with nonlinearity characteristics in nanostratified liquid film above an inclined extended sheet
- Optimization method for low-velocity impact identification in nanocomposite using genetic algorithm
- Analyzing the 3D-MHD flow of a sodium alginate-based nanofluid flow containing alumina nanoparticles over a bi-directional extending sheet using variable porous medium and slip conditions
- A comprehensive study of laser irradiated hydrothermally synthesized 2D layered heterostructure V2O5(1−x)MoS2(x) (X = 1–5%) nanocomposites for photocatalytic application
- Computational analysis of water-based silver, copper, and alumina hybrid nanoparticles over a stretchable sheet embedded in a porous medium with thermophoretic particle deposition effects
- A deep dive into AI integration and advanced nanobiosensor technologies for enhanced bacterial infection monitoring
- Effects of normal strain on pyramidal I and II 〈c + a〉 screw dislocation mobility and structure in single-crystal magnesium
- Computational study of cross-flow in entropy-optimized nanofluids
- Significance of nanoparticle aggregation for thermal transport over magnetized sensor surface
- A green and facile synthesis route of nanosize cupric oxide at room temperature
- Effect of annealing time on bending performance and microstructure of C19400 alloy strip
- Chitosan-based Mupirocin and Alkanna tinctoria extract nanoparticles for the management of burn wound: In vitro and in vivo characterization
- Electrospinning of MNZ/PLGA/SF nanofibers for periodontitis
- Photocatalytic degradation of methylene blue by Nd-doped titanium dioxide thin films
- Shell-core-structured electrospinning film with sequential anti-inflammatory and pro-neurogenic effects for peripheral nerve repairment
- Flow and heat transfer insights into a chemically reactive micropolar Williamson ternary hybrid nanofluid with cross-diffusion theory
- One-pot fabrication of open-spherical shapes based on the decoration of copper sulfide/poly-O-amino benzenethiol on copper oxide as a promising photocathode for hydrogen generation from the natural source of Red Sea water
- A penta-hybrid approach for modeling the nanofluid flow in a spatially dependent magnetic field
- Advancing sustainable agriculture: Metal-doped urea–hydroxyapatite hybrid nanofertilizer for agro-industry
- Utilizing Ziziphus spina-christi for eco-friendly synthesis of silver nanoparticles: Antimicrobial activity and promising application in wound healing
- Plant-mediated synthesis, characterization, and evaluation of a copper oxide/silicon dioxide nanocomposite by an antimicrobial study
- Effects of PVA fibers and nano-SiO2 on rheological properties of geopolymer mortar
- Investigating silver and alumina nanoparticles’ impact on fluid behavior over porous stretching surface
- Potential pharmaceutical applications and molecular docking study for green fabricated ZnO nanoparticles mediated Raphanus sativus: In vitro and in vivo study
- Effect of temperature and nanoparticle size on the interfacial layer thickness of TiO2–water nanofluids using molecular dynamics
- Characteristics of induced magnetic field on the time-dependent MHD nanofluid flow through parallel plates
- Flexural and vibration behaviours of novel covered CFRP composite joints with an MWCNT-modified adhesive
- Experimental research on mechanically and thermally activation of nano-kaolin to improve the properties of ultra-high-performance fiber-reinforced concrete
- Analysis of variable fluid properties for three-dimensional flow of ternary hybrid nanofluid on a stretching sheet with MHD effects
- Biodegradability of corn starch films containing nanocellulose fiber and thymol
- Toxicity assessment of copper oxide nanoparticles: In vivo study
- Some measures to enhance the energy output performances of triboelectric nanogenerators
- Reinforcement of graphene nanoplatelets on water uptake and thermomechanical behaviour of epoxy adhesive subjected to water ageing conditions
- Optimization of preparation parameters and testing verification of carbon nanotube suspensions used in concrete
- Max-phase Ti3SiC2 and diverse nanoparticle reinforcements for enhancement of the mechanical, dynamic, and microstructural properties of AA5083 aluminum alloy via FSP
- Advancing drug delivery: Neural network perspectives on nanoparticle-mediated treatments for cancerous tissues
- PEG-PLGA core–shell nanoparticles for the controlled delivery of picoplatin–hydroxypropyl β-cyclodextrin inclusion complex in triple-negative breast cancer: In vitro and in vivo study
- Conduction transportation from graphene to an insulative polymer medium: A novel approach for the conductivity of nanocomposites
- Review Articles
- Developments of terahertz metasurface biosensors: A literature review
- Overview of amorphous carbon memristor device, modeling, and applications for neuromorphic computing
- Advances in the synthesis of gold nanoclusters (AuNCs) of proteins extracted from nature
- A review of ternary polymer nanocomposites containing clay and calcium carbonate and their biomedical applications
- Recent advancements in polyoxometalate-functionalized fiber materials: A review
- Special contribution of atomic force microscopy in cell death research
- A comprehensive review of oral chitosan drug delivery systems: Applications for oral insulin delivery
- Cellular senescence and nanoparticle-based therapies: Current developments and perspectives
- Cyclodextrins-block copolymer drug delivery systems: From design and development to preclinical studies
- Micelle-based nanoparticles with stimuli-responsive properties for drug delivery
- Critical assessment of the thermal stability and degradation of chemically functionalized nanocellulose-based polymer nanocomposites
- Research progress in preparation technology of micro and nano titanium alloy powder
- Nanoformulations for lysozyme-based additives in animal feed: An alternative to fight antibiotic resistance spread
- Incorporation of organic photochromic molecules in mesoporous silica materials: Synthesis and applications
- A review on modeling of graphene and associated nanostructures reinforced concrete
- A review on strengthening mechanisms of carbon quantum dots-reinforced Cu-matrix nanocomposites
- Review on nanocellulose composites and CNFs assembled microfiber toward automotive applications
- Nanomaterial coating for layered lithium rich transition metal oxide cathode for lithium-ion battery
- Application of AgNPs in biomedicine: An overview and current trends
- Nanobiotechnology and microbial influence on cold adaptation in plants
- Hepatotoxicity of nanomaterials: From mechanism to therapeutic strategy
- Applications of micro-nanobubble and its influence on concrete properties: An in-depth review
- A comprehensive systematic literature review of ML in nanotechnology for sustainable development
- Exploiting the nanotechnological approaches for traditional Chinese medicine in childhood rhinitis: A review of future perspectives
- Twisto-photonics in two-dimensional materials: A comprehensive review
- Current advances of anticancer drugs based on solubilization technology
- Recent process of using nanoparticles in the T cell-based immunometabolic therapy
- Future prospects of gold nanoclusters in hydrogen storage systems and sustainable environmental treatment applications
- Preparation, types, and applications of one- and two-dimensional nanochannels and their transport properties for water and ions
- Microstructural, mechanical, and corrosion characteristics of Mg–Gd–x systems: A review of recent advancements
- Functionalized nanostructures and targeted delivery systems with a focus on plant-derived natural agents for COVID-19 therapy: A review and outlook
- Mapping evolution and trends of cell membrane-coated nanoparticles: A bibliometric analysis and scoping review
- Nanoparticles and their application in the diagnosis of hepatocellular carcinoma
- In situ growth of carbon nanotubes on fly ash substrates
- Structural performance of boards through nanoparticle reinforcement: An advance review
- Reinforcing mechanisms review of the graphene oxide on cement composites
- Seed regeneration aided by nanomaterials in a climate change scenario: A comprehensive review
- Surface-engineered quantum dot nanocomposites for neurodegenerative disorder remediation and avenue for neuroimaging
- Graphitic carbon nitride hybrid thin films for energy conversion: A mini-review on defect activation with different materials
- Nanoparticles and the treatment of hepatocellular carcinoma
- Special Issue on Advanced Nanomaterials and Composites for Energy Conversion and Storage - Part II
- Highly safe lithium vanadium oxide anode for fast-charging dendrite-free lithium-ion batteries
- Recent progress in nanomaterials of battery energy storage: A patent landscape analysis, technology updates, and future prospects
- Special Issue on Advanced Nanomaterials for Carbon Capture, Environment and Utilization for Energy Sustainability - Part II
- Calcium-, magnesium-, and yttrium-doped lithium nickel phosphate nanomaterials as high-performance catalysts for electrochemical water oxidation reaction
- Low alkaline vegetation concrete with silica fume and nano-fly ash composites to improve the planting properties and soil ecology
- Mesoporous silica-grafted deep eutectic solvent-based mixed matrix membranes for wastewater treatment: Synthesis and emerging pollutant removal performance
- Electrochemically prepared ultrathin two-dimensional graphitic nanosheets as cathodes for advanced Zn-based energy storage devices
- Enhanced catalytic degradation of amoxicillin by phyto-mediated synthesised ZnO NPs and ZnO-rGO hybrid nanocomposite: Assessment of antioxidant activity, adsorption, and thermodynamic analysis
- Incorporating GO in PI matrix to advance nanocomposite coating: An enhancing strategy to prevent corrosion
- Synthesis, characterization, thermal stability, and application of microporous hyper cross-linked polyphosphazenes with naphthylamine group for CO2 uptake
- Engineering in ceramic albite morphology by the addition of additives: Carbon nanotubes and graphene oxide for energy applications
- Nanoscale synergy: Optimizing energy storage with SnO2 quantum dots on ZnO hexagonal prisms for advanced supercapacitors
- Aging assessment of silicone rubber materials under corona discharge accompanied by humidity and UV radiation
- Tuning structural and electrical properties of Co-precipitated and Cu-incorporated nickel ferrite for energy applications
- Sodium alginate-supported AgSr nanoparticles for catalytic degradation of malachite green and methyl orange in aqueous medium
- An environmentally greener and reusability approach for bioenergy production using Mallotus philippensis (Kamala) seed oil feedstock via phytonanotechnology
- Micro-/nano-alumina trihydrate and -magnesium hydroxide fillers in RTV-SR composites under electrical and environmental stresses
- Mechanism exploration of ion-implanted epoxy on surface trap distribution: An approach to augment the vacuum flashover voltages
- Nanoscale engineering of semiconductor photocatalysts boosting charge separation for solar-driven H2 production: Recent advances and future perspective
- Excellent catalytic performance over reduced graphene-boosted novel nanoparticles for oxidative desulfurization of fuel oil
- Special Issue on Advances in Nanotechnology for Agriculture
- Deciphering the synergistic potential of mycogenic zinc oxide nanoparticles and bio-slurry formulation on phenology and physiology of Vigna radiata
- Nanomaterials: Cross-disciplinary applications in ornamental plants
- Special Issue on Catechol Based Nano and Microstructures
- Polydopamine films: Versatile but interface-dependent coatings
- In vitro anticancer activity of melanin-like nanoparticles for multimodal therapy of glioblastoma
- Poly-3,4-dihydroxybenzylidenhydrazine, a different analogue of polydopamine
- Chirality and self-assembly of structures derived from optically active 1,2-diaminocyclohexane and catecholamines
- Advancing resource sustainability with green photothermal materials: Insights from organic waste-derived and bioderived sources
- Bioinspired neuromelanin-like Pt(iv) polymeric nanoparticles for cancer treatment
- Special Issue on Implementing Nanotechnology for Smart Healthcare System
- Intelligent explainable optical sensing on Internet of nanorobots for disease detection
- Special Issue on Green Mono, Bi and Tri Metallic Nanoparticles for Biological and Environmental Applications
- Tracking success of interaction of green-synthesized Carbopol nanoemulgel (neomycin-decorated Ag/ZnO nanocomposite) with wound-based MDR bacteria
- Green synthesis of copper oxide nanoparticles using genus Inula and evaluation of biological therapeutics and environmental applications
- Biogenic fabrication and multifunctional therapeutic applications of silver nanoparticles synthesized from rose petal extract
- Metal oxides on the frontlines: Antimicrobial activity in plant-derived biometallic nanoparticles
- Controlling pore size during the synthesis of hydroxyapatite nanoparticles using CTAB by the sol–gel hydrothermal method and their biological activities
- Special Issue on State-of-Art Advanced Nanotechnology for Healthcare
- Applications of nanomedicine-integrated phototherapeutic agents in cancer theranostics: A comprehensive review of the current state of research
- Smart bionanomaterials for treatment and diagnosis of inflammatory bowel disease
- Beyond conventional therapy: Synthesis of multifunctional nanoparticles for rheumatoid arthritis therapy