Open Access Article
This Open Access Article is licensed under a
Creative Commons Attribution 3.0 Unported Licence

A palladium bio-nanocomposite as an efficient heterogeneous catalyst for nitro reduction: a fungus mediated green and sustainable process

Hemal B. Rathod, Amar G. Deshmukh, Yashasvi N. Desai and Paresh N. Patel*
Laboratory of Bio-Organic Chemistry, Tarsadia Institute of Chemical Science (TICS), Uka Tarsadia University, Bardoli – 394 350, Gujarat, India. E-mail: pareshn111@yahoo.com

Received 4th March 2026 , Accepted 26th May 2026

First published on 28th May 2026


Abstract

Metallic nanocatalysts such as palladium nanoparticles (Pd-NPs) possess remarkable catalytic activity owing to their high surface-to-volume ratio; however, aggregation and metal leaching significantly compromise their stability and practical applicability. In this work, we report a facile and sustainable biosynthetic route for the preparation of bio-stabilized Pd-NPs using the fungal strain Aspergillus trinidadensis VM ST01 (OL587588) as a green reducing and capping agent. The strategy enables simultaneous bio-reduction of Pd2+ ions, nucleation and in situ surface functionalization without the use of hazardous chemicals, surfactants, buffer, or external stabilizers. The influence of culture age (24–54 h), biomass loading (0.08–0.24 g mL−1), and incubation time (8–24 h) on NP formation was systematically investigated to achieve controlled synthesis. Comprehensive physicochemical characterization (UV-vis, FT-IR, XRD, SEM, TEM, elemental mapping, EDX, XPS, and TGA) confirmed the formation of uniformly distributed Pd-NPs with an average size of ∼35 nm, embedded and stabilized within the fungal biomass matrix. The bio-organic framework surrounding the nanoparticles effectively suppresses aggregation and minimizes palladium leaching, thereby enhancing catalyst durability. The catalytic performance of the biosynthesized AtPdNPs was evaluated for the hydrogenation of nitro-benzene (NB) to amino-benzene (AB) as a model reaction under mild and aqueous conditions (NaBH4, ambient temperature and ambient pressure). The optimized catalyst (0.16 g mL−1 biomass, 36 h of culture age, and 24 h of incubation) achieved complete conversion within 30 min, delivering a turnover frequency (TOF) of 832 h−1 and a turnover number (TON) of 416. The kinetics for the reduction of NB to AB was investigated, and the catalytic activity of AtPdNPs was evaluated as the pseudo-first-order rate constant (kapp). The in situ bio-coating of AtPdNPs significantly reduces palladium leaching (<1.5% ppm), enhances storage stability and makes it an environmentally compatible material. As a result, the catalyst maintains its structural integrity and catalytic performance under industry relevant conditions.


1. Introduction

Materials incorporating palladium play a dynamic role in diverse research areas, including water purification,1,2 electrochemistry,3,4 drug delivery,5 sensing,6 and organic transformations.7–9 In particular, palladium nanoparticles (Pd-NPs) have attracted significant attention owing to their enhanced physicochemical and optical properties at the nanoscale.10–12 The high surface-to-volume ratio and abundant active sites of Pd-NPs make them highly efficient catalysts, especially in reduction reactions and carbon–carbon coupling processes.13–16 Beyond synthetic chemistry, Pd-NPs are widely applied in environmental remediation for pollutant degradation and exhaust gas treatment.17 Their antimicrobial activity, arising from reactive oxygen species (ROS) generation and membrane disruption, has also enabled applications in medical devices, drug delivery systems, diagnostics, and photothermal cancer therapy (Fig. 1).18,19
image file: d6na00174b-f1.tif
Fig. 1 Selected techniques for synthesis and applications of palladium nanoparticles.

Conventionally, Pd-NPs are synthesized via chemical reduction,20 electrochemical deposition,21 and thermal decomposition methods.22,23 Although these approaches can produce high-quality nanoparticles, they frequently require toxic reducing agents, stabilizers, or organic ligands. Such processes may generate hazardous by-products, limit large-scale sustainability, and leave residual surface contaminants that adversely affect the catalytic and biological performance.24 Moreover, nanoparticle aggregation remains a persistent challenge, leading to diminished catalytic efficiency and stability.25 Currently, the growing interest in sustainable and environmentally friendly processes has led to the development of green synthetic methods for PdNPs26 (Fig. 1).

In response to increasing environmental concerns, green and sustainable synthetic methodologies for Pd-NPs have gained considerable attention.27,28 Several publications in the literature describe the production of metal nanoparticles (NPs) using different biomaterials which emphasize the safe, non-toxic and ecologically friendly character.29–33 The integration of nanotechnology and biotechnology, often termed nanobiotechnology, offers innovative pathways for environmentally benign nanomaterial fabrication.34–36 Biogenic synthesis using plant extracts, bacteria, or fungi provides a promising alternative to conventional physicochemical routes.37,38 These biological systems contain naturally occurring biomolecules capable of acting simultaneously as reducing and stabilizing agents, enabling nanoparticle formation under mild conditions without the need for external toxic chemicals.39–41 Importantly, in situ bio-functionalization can minimize aggregation and eliminate the necessity for additional capping agents. Strictly, “green” methods can be used to synthesize nanoparticles by using environmentally friendly solvent systems and safe reducing and stabilizing agents.42,43 Green synthesis of Pd-NPs uses natural reducing agents like plant extracts, bacteria, or fungi to reduce palladium salts, making it environmentally friendly, biocompatible, and have unique properties. These methods are cost-effective, sustainable, and reduce environmental impact.44 Plant extracts contain bioactive compounds that act as reducing and capping agents, resulting in stable, uniformly dispersed nanoparticles. Microbial synthesis using bacteria and fungi offers an eco-friendly alternative, producing distinct morphological and functional nanoparticles under mild conditions.45 Nevertheless, impact of an additional capping agent or stabilizer can easily be avoided due to in situ stabilization of the catalyst by the bio-molecules tethered to the metal centre.46,47 Fungal systems are particularly attractive due to their high metal tolerance, rich enzymatic machinery, and abundant extracellular proteins that facilitate controlled nanoparticles formation and stabilization.27,38

Inspired by these advantages and in continuation of our efforts toward sustainable nanoparticles development,27,37 we herein report a green biosynthetic strategy for the preparation of bio-stabilized Pd-NPs. The synthesized catalyst demonstrates excellent performance in the reduction of nitrobenzene to aniline under environmentally benign conditions, delivering high turnover frequency (TOF) and turnover number (TON). This study highlights a sustainable and biologically integrated approach for designing efficient Pd-based heterogeneous nanocatalysts.

2. Experimental

2.1 Chemicals and characterization techniques

Palladium(II) chloride (Reagent Plus®, 99%) was purchased from Sigma-Aldrich. Nitrobenzene, aniline, acetonitrile (HPLC), and H2O (HPLC) were purchased from Rankem. Potato dextrose broth (granulated) and potato dextrose agar were purchased from Hi-Media. Laboratory-prepared double-distilled water was used throughout the experiment.

UV-vis spectroscopy (Shimadzu UV-1900i), zeta size and zeta potential measurements (Malvern Zetasizer Lab), Fourier Transform Infrared (FT-IR) spectroscopy (Bruker ALPHA II), Powder X-ray Diffraction (PXRD) (Malvern Panalytical X'Pert Pro), Energy Dispersive X-ray (EDX) spectroscopy, X-ray Photoelectron Spectroscopy (XPS) (Shimadzu Axis Supra Kratos Ultra-II), Scanning Electron Microscopy (SEM), Transmission Electron Microscopy (TEM), Thermogravimetric Analysis (TGA) and Differential Scanning Calorimetry (DSC) (Mettler Toledo), and High Performance Liquid Chromatography (HPLC) (Shimadzu Prominence-i LC-2030 Plus) were performed.

2.2 Isolation and growth of Aspergillus trinidadensis VM ST01′ OL587588 (At) (fungi)

Aspergillus trinidadensis VM ST01′ OL587588 (At) (fungus) was selected for this study. It was extracted from the soil of our campus garden and cultivated with the support of our Microbiology Department. Optic microscopy and lactophenol cotton blue staining were used to examine the strain's morphology. This fungal strain's pure culture was maintained on potato dextrose agar slants.27

Potato dextrose agar (39.0 g) was dissolved in one liter of distilled water. The resultant solution was heated at its boiling point to completely dissolve the media. Later on, it was sterilized using an autoclave set to the validated cycle, or for 15 minutes at 121 °C and 15 kg cm−2 pressure. Then, the temperature was reduced between 40 and 45 °C. After blending well, it was transferred to sterilized Petri dishes and incubated at 36 °C for 72 h. Every month, the slants were prepared and maintained.

After this, the primary media was prepared by dissolving 24 g of potato dextrose broth in one litre of distilled water. Then, it was sterilized in an autoclave at 15 kg cm−2 pressure and 121 °C for 15 minutes. After that, the culture from the agar slant was charged at room temperature, about 25 °C, and incubated for different time intervals at 32 °C and 150 rpm. The resultant bio-mass was separated by using a centrifuge set at 3000 rpm for 5 minutes, and media was removed from the biomass. It was washed with sterile double-distilled water, the entire process of centrifugation was repeated three times and biomass (fungi) was collected.

2.3 Palladium nanoparticle (AtPdNP) synthesis using Aspergillus trinidadensis (At)

A 1 M stock solution of palladium(II) chloride (PdCl2) in 100 mL sterile distilled water (metal precursor) was prepared. Then, a wet biomass (4 g of 48 h aged culture) was re-suspended in 25 mL metal solution with a concentration of 1 mM. The obtained solution was incubated for 24 h at 32 °C and 150 rpm. The resultant bio-nano-composite (AtPdNP) was centrifuged for five minutes at 3000 rpm and 25 °C. The process of centrifugation was repeated for washing with distilled water. Finally, the palladium nanoparticles doped with biomass (AtPdNP) were dried using a lyophilizer (Fig. 2). A reference sample devoid of biomass and an additional sample devoid of metal solution were also prepared under the same conditions as a controlled experiment.
image file: d6na00174b-f2.tif
Fig. 2 Graphical representation of procedure for AtPdNP synthesis.

As an optimisation process, several culture ages (24, 30, 40, 48, and 55 h) were used with a fixed biomass concentration (160 mg mL−1), metal concentration (1 mM) and 24 h of incubation for AtPdNP synthesis. UV-vis spectroscopy and catalytic activity study of the prepared AtPdNP were performed to determine the optimal culture age for the process. As a second optimization, various biomass concentrations (80 mg mL−1, 120 mg mL−1, 160 mg mL−1, 200 mg mL−1, and 240 mg mL−1) were used with 24 h culture age, 1 mM metal concentration and 24 h of incubation. Here also, UV-vis spectroscopy and catalytic activity study of the prepared AtPdNP were used to determine the optimal biomass content. The production of palladium nanoparticles was further optimised by varying the incubation time (8, 16, or 24 h) but with fixed other parameters, i.e., 24 h age culture, 120 mg mL−1 bio-mass and 1 mM metal solution concentration. UV-vis spectroscopy and catalytic activity study of AtPdNPs were then used to determine the optimal incubation time for synthesis.

2.4 Process development for nitro reduction with AtPdNP

Application of the prepared AtPdNP was demonstrated for catalytic hydrogenation. As a model example, the process for hydrogenation of nitrobenzene was developed. The dried catalyst AtPdNP (5 mg) was re-suspended in 5 mL of double-distilled water, and 1 mM (0.102 mL) nitrobenzene was added into 25 mL of RBF. The RBF was then placed in an ice bath and kept at a temperature between 0 and 5 °C. Afterward, 0.075 g (2 mM) of NaBH4 was added as a hydride source, and the reaction flask was tightly sealed to prevent gas leaking. After 5 min, the ice bath was removed and the resultant solution was stirred at room temperature. Thin-layer chromatography and ninhydrin staining were used to monitor the reaction. Once the reduction was finished, 5 mL of ethyl acetate was added and mixed thoroughly. Then, it was allowed to settle under stable conditions to extract the product and separate the layers. After separating the organic phase and drying it with sodium sulphate anhydrous, ethyl acetate was evaporated to collect the final product (Scheme 1). The residual catalyst was washed properly with water and reused for the second batch.
image file: d6na00174b-s1.tif
Scheme 1 Reduction of nitrobenzene using AtPdNP.

2.5 Kinetic study for nitro reduction with AtPdNP

To perform the kinetic study, conversion of nitro-benzene (NB) to amino-benzene (AB) was quantitatively analysed using spectrophotometry. Initially, the maximum absorption (λmax) was recorded at 260 nm for NB, and after completion of the reaction it was gradually shifted to 235 nm for AB. The absorption peak at 260 nm decreased with time, indicating the reduction of NB (Fig. 3).
image file: d6na00174b-f3.tif
Fig. 3 NB to AB reaction study by UV-vis.

The pseudo-first-order rate constants (kapp) were calculated by fitting the first-order rate constant equation for ln(A0/At) values against t(s) with a linear fit, where A0 and At are the initial absorbance and absorbance after a given time, respectively. The correlation coefficients, i.e., r values for this linear fit, varied from 0.96 to 0.99. The kapp values were obtained with an accuracy of ±5%. The experimental kapp values are the average values for triplicate experiments at a temperature of 298.15 K (Fig. 4).


image file: d6na00174b-f4.tif
Fig. 4 Conversion of NB to AB based on UV-vis absorbance.

2.6 Studies on the pH, storage stability and catalyst leaching

To study the pH stability of the AtPdNP catalyst, aqueous solutions with different pHs were prepared. Double distilled water was utilised as the primary medium; HCL was employed for its acidic nature, while NaOH was utilised for its basic nature. After making solutions of pH 2, 4, 6, 8, 10 and 12, the catalyst AtPdNP was re-suspended in different pH solutions and allowed to sit for a day. After 24 h, its efficiency was evaluated by study of its catalytic activity and UV-vis spectroscopy to make sure there had not been any noticeable change. To determine the storage stability of the AtPdNP catalyst, the catalyst sample was stored for six months under ambient conditions. The AtPdNP exhibited storage stability as well by showing no discernible changes in catalytic efficiency after six months. The leaching of AtPdNP catalyst was studied under three different conditions by suspending 50 mg catalyst in 5 mL distilled water. The resultant A-solution was stirred for 24 h, B-solution was sonicated at 80 °C for 6 h, and C-solution was used for nitro reduction with sodium borohydride for 1 h. Later, the catalyst was separated by filtration, and the filtrate solutions were used for ICP-OES analysis (Table 1). Detailed calculations are given in the SI. The obtained ICP-OES results clearly demonstrated the negligible leaching of palladium in all three filtrates (i.e. less than 1.15% ppm). This clearly confirmed the heterogeneous nature of the prepared catalyst.
Table 1 Catalyst leaching study by ICP-OES
Sample code Pd in AtPdNP (ppm) Pd leaching (ppm) Pd leaching (% ppm)
A 530 3.15 0.59
B 530 5.99 1.13
C 530 6.03 1.13


2.7 Characterization methods

UV-vis spectroscopy was used as a primary tool to evaluate the catalyst using the absorbance differences between standard palladium(II) chloride (PdCl2), standard biomass (At) and the synthesized AtPdNP, covering a 200–800 nm spectral range. All samples were prepared in double-distilled water (DDW). The AtPdNP samples were re-suspended in DDW, homogenized with a homogenizer and sonicated for one hour to ensure proper dispersion. The zeta size and zeta potential for these samples were analysed. Further characterization of lyophilized powder was carried out using FT-IR spectroscopy, powder XRD, EDX, and XPS. The XPS measurements employed monochromatic Al Kα radiation (1486.6 eV) with an operating power of 50 W (15 kV). The analysed area was set to 300 µm. Survey spectra were recorded with a pass energy of 117.4 eV and an energy step of 0.125 eV, covering a spectral range of 400–2500 eV. For detailed atomic element analysis, a pass energy of 23.5 eV and an energy step of 0.025 eV were applied. The take-off angle was maintained at 25° relative to the sample substrate. To prevent charging during XPS analysis, the samples were neutralized using both low-energy ion and electron beams. SEM, TEM, TGA, and DSC were performed to further characterize the dried AtPdNP, providing insights into their morphology, thermal stability and composition. HPLC was conducted for monitoring the reduction reaction and product characterisation.

3. Results and discussion

3.1 Culture age effects on synthesis of AtPdNP and its catalytic activity

Aspergillus trinidadensis VM ST01′ OL587588 (fungus) exhibits the following growth behaviors on potato dextrose broth media: a 0–24 h lag phase, a 24–96 h log phase, a 96–120 h stationary phase, and a decline phase after 120 h (Fig. 5).
image file: d6na00174b-f5.tif
Fig. 5 Growth curve of Aspergillus trinidadensis VM ST01′ OL587588.

The best time to use this biomass for the synthesis of palladium nanoparticles was between 24 and 96 h, when the biomass was in the log phase and more enzymes were released by the culture, facilitating the synthesis of nanoparticles. Within this age range, the synthesis of palladium nanoparticles was investigated at 24, 30, 36, 42, 48, and 54 h. According to the catalytic activity study, AtPdNP prepared with 36 h culture age converted nitrobenzene to aniline 100% within half hour, making 36 h the ideal culture age (Table 2).

Table 2 Nitrobenzene reduction using the prepared AtPdNP with varying (At) culture ages
Culture age (h) Biomass weight (g mL−1) Conversion (%)
24 0.160 94
30 0.160 98
36 0.160 100
42 0.160 98
48 0.160 95
54 0.160 87


The 36 h culture age is the best option for catalytic applications because it exhibits the highest efficiency among all the studied culture ages. All these experiments were performed in triplicate, and average results are presented here.

3.2 Effect of biomass quantity on catalytic activity and doping of nanoparticles

Different biomass amounts with a 36 h culture age were used to optimise the biomass quantity for AtPdNP synthesis. Biomass amounts ranging from 0.080 g mL−1 to 0.240 g mL−1 were used with a constant palladium concentration of 1 mM. The highest catalytic activity was with biomass concentrations of up to 0.160 g mL−1. Beyond this, there was no noticeable increase in catalytic performance, maybe due to low palladium uptake with increasing biomass quantity (Table 3). Thus, 0.160 g mL−1 biomass concentration was used for the remaining optimisation studies. All experiments were performed in triplicate, and average results are presented here.
Table 3 Nitrobenzene reduction using the prepared AtPdNP with varying biomass quantities
Culture age (h) Biomass (g mL−1) Conversion (%)
36 0.080 100
36 0.120 100
36 0.160 100
36 0.200 95
36 0.240 80


3.3 Optimising the incubation period for synthesis of AtPdNP and its catalytic activity

In this experiment, the optimal culture age of 36 h and biomass amount of 0.160 g mL−1 were used, and the incubation time for the synthesis of palladium nanoparticles were varied to 8, 16 and 24 h. As per the obtained results, the best catalytic activity was observed with the catalyst prepared with 24 h of incubation time (Table 4). All these studies were performed in triplicate. and average results are presented here.
Table 4 Nitrobenzene reduction using the prepared AtPdNP with varying incubation times
Culture age (h) Biomass (g mL−1) Incubation time (h) Conversion (%)
36 0.160 8 30
36 0.160 16 50
36 0.160 24 100


3.4 Controlled experiments for nitrobenzene reduction

A series of control experiments were conducted to gain a comprehensive understanding of the reaction mechanism and the role of each component. These studies confirmed the critical contribution of each component to the overall reduction process (Table 5).
Table 5 Nitrobenzene (NB) reduction using the prepared AtPdNP (controlled reaction)
NB (mmol) Pd (µmol) AtPdNP NaBH4 (mmol) Reaction time Conversion (%)
1 4 h
1 Blank At 4 h
1 Blank At 2 4 h
1 5 4 h
1 2 4 h
5 2 4 h
1 5 2 4 h 100


3.5 Kinetic analysis of nitrobenzene (NB)

Due to the presence of excess NaBH4 compared with NB, the calculated rate constant of the reaction was a pseudo first-order rate constant (kapp). The apparent rate constant was calculated using eqn (1) for a first-order reaction.38
 
ln[At/A0] = −kappt (1)
where A0 and At are the absorbance of nitro compounds at the initial time and time t in second (s), respectively, and kapp is the apparent rate constant.

The reaction kinetics was examined by measuring the kapp values for the reduction of NB. The rate of reaction was determined by measuring the decrease in the absorption intensity at λmax = 360 nm of NB with time for the reduction. The kapp was calculated from the slope obtained by plotting ln(At/A0) vs. time (Fig. 6). All these measurements were performed in triplicate, and average results are presented here.


image file: d6na00174b-f6.tif
Fig. 6 Pseudo-first-order kinetics of NB to AB conversion.

Finally, a comparison of heterogeneous palladium nanoparticle catalysts, prepared using different techniques and those reported in the literature (Table S4), indicates that the present catalyst is a highly efficient and promising alternative.

3.6 Characterization of the prepared AtPdNP

3.6.1 Ultraviolet-visible spectroscopy (UV-vis). UV-vis techniques were used to analyse the synthesis of palladium nanoparticles. Following the synthesis of palladium nanoparticles, the colour of the biomass changed from pale white to brown (Fig. 7b). In order to prepare the sample, it had to be re-suspended in double-distilled water (DDW), homogenised using a homogeniser, sonicated for an hour, and then taken for UV-vis examination.
image file: d6na00174b-f7.tif
Fig. 7 (a) UV-vis spectra of PdCl2, B At, and AtPdNP. (b) Visual analysis of B At and AtPdNP.

Because of the protein, the blank biomass B-At has an absorbance of 264 nm; on the other hand, blank palladium(II) chloride has an absorbance of 411 nm. The absorbance of palladium(II) chloride vanished following the synthesis of nanoparticles, as observed in the AtPdNP sample (Fig. 7a).

3.6.2 Fourier transform infrared spectroscopy. To investigate the chemical composition and functional group involvement in both the native biomass (B At, Aspergillus trinidadensis VM ST01) and palladium nanoparticle-incorporated biomass (AtPdNP), FT-IR spectroscopy was employed as a key analytical tool. The spectra provide valuable insights into the interaction between biomolecular functional groups and metal nanoparticles (Fig. 8). In the case of the blank biomass (B At), the absorption band at 1031 cm−1 is attributed to C–N stretching vibrations, which are typically associated with aliphatic amines present in proteins and other nitrogen-containing biomolecules. The presence of multiple bands at 1222, 1373, 1536, and 1640 cm−1 further supports the contribution of amide and amine functionalities. Specifically, the band around 1536 cm−1 can be assigned to N–H bending (amide II), while the band near 1640 cm−1 corresponds to C[double bond, length as m-dash]O stretching vibrations of amide I groups, indicating the presence of peptide linkages in fungal proteins. The peaks at 2916 cm−1 and 3269 cm−1 are attributed to aliphatic C–H stretching and N–H/O–H stretching vibrations, respectively, suggesting the presence of polysaccharides, proteins, and hydroxyl-rich biomolecules within the biomass matrix. Upon doping with palladium nanoparticles (AtPdNP), the FT-IR spectrum retains most of the characteristic bands of the native biomass, confirming that the fundamental biochemical framework remains intact. However, significant changes in peak sharpness, intensity, and slight shifts in wavenumber are observed. These variations indicate strong interactions between palladium nanoparticles and the functional groups of the biomass. Such shifts are commonly associated with coordination or binding of metal nanoparticles with electron-donating groups such as amines, hydroxyls, and carbonyls. Notably, the appearance of new bands at 1147, 1726, and 2850 cm−1 in the AtPdNP spectrum provides further evidence of structural modification. The band at 1147 cm−1 may be attributed to C–O stretching vibrations, possibly arising from polysaccharide or alcohol groups involved in nanoparticle stabilization. The prominent band at 1726 cm−1 corresponds to C[double bond, length as m-dash]O stretching of carbonyl or ester groups, suggesting oxidation or modification of functional groups during nanoparticle formation. The band at 2850 cm−1 is assigned to symmetric C–H stretching of aliphatic chains, indicating alterations in lipid or hydrocarbon environments. These spectral changes strongly suggest that biomolecules present in the fungal biomass—such as proteins, polysaccharides, and other metabolites—play a dual role as a reducing as well as a stabilizing (capping) agent during the formation of palladium nanoparticles. The interaction between PdNPs and functional groups leads to changes in the vibrational environment, thereby confirming the successful incorporation of nanoparticles into the biomass matrix.
image file: d6na00174b-f8.tif
Fig. 8 FT-IR spectra of B-At and AtPdNP.

Overall, the FT-IR analysis clearly demonstrates that palladium nanoparticle doping induces significant chemical interactions and structural modifications in the biomass, without completely disrupting its inherent biochemical architecture. This supports the hypothesis that the biosynthesized PdNPs are effectively stabilized by the functional groups present in Aspergillus trinidadensis biomass, which is crucial for their potential catalytic and environmental applications.

3.6.3 Zeta size and zeta potential measurements. The dynamic light scattering (DLS) analysis revealed that the synthesized palladium nanoparticles exhibited an average hydrodynamic diameter of 141.8 ± 1.9 nm with a polydispersity index (PDI) of 1.000, indicating moderate size uniformity in the colloidal suspension. The zeta potential was measured to be −0.472 mV, suggesting a negative surface charge and good colloidal stability due to electrostatic repulsion. These measurements were carried out at 25 °C in aqueous medium (Fig. S1, S2 and Tables S1, S2).
3.6.4 Thermogravimetric analysis (TGA) & differential scanning calorimetry (DSC). The thermal stability, composition, decomposition temperatures, moisture content, melting point, crystallisation point, and thermal events of AtPdNP were examined using thermogravimetric analysis (TGA), differential scanning calorimetry (DSC), and differential thermal analysis (DTA), as shown in Fig. 9. The initial weight loss for the moisture in blank At was 7.01% up to 119 °C (9a). After that, the initial sample decomposed from 119 °C to 252 °C, which was 7.23%.
image file: d6na00174b-f9.tif
Fig. 9 (a) TGA-DSC of blank At, (b) TGA-DTA of blank At, (c) TGA-DSC of AtPdNP, and (d) TGA-DTA of AtPdNP.

The sample's major decomposition occurred at a faster rate up to 425 °C, 54.43%, and the final decomposition was slower up to 647 °C, which was 7.25%. The total decomposition of the sample was 75.92%, leaving carbon ash at the end. Biomass melting occurred at 205 °C, and it crystallized at 461 °C. The thermal analysis of blank At revealed two distinct thermal events (9b). The first event, associated with the initial decomposition of moisture, exhibited a broad and shallow peak at 65 °C. The second major thermal event occurred at 297 °C, where the sample underwent significant decomposition. The initial weight loss for the moisture in AtPdNP up to 91 °C was 7.83% (9c). After that, the initial sample decomposed from 91 °C to 234 °C, which was 6.03%. The sample's major decomposition occurred at a faster rate up to 400 °C, 39.35%, and the final decomposition was slower up to 670 °C, which was 10.24%. The total decomposition of the sample was 63.45%, leaving carbon ash and palladium oxide at the end. The AtPdNP melting occurred at 238 °C, and it crystallized at 433 °C. The thermal analysis of AtPdNP also revealed two distinct thermal events (9d). The first event, associated with the initial decomposition of moisture, exhibited a broad and shallow peak at 62 °C. The second major thermal event occurred at 255 °C, where the sample underwent significant decomposition.

3.6.5 X-ray photoelectron spectroscopy (XPS). XPS measurements were performed to determine the composition present in the blank sample of Aspergillus trinidadensis VM ST01 biomass (B-At) and biomass doped with PdNP (AtPdNP). Binding energies for carbon 1s at 284.8 eV, nitrogen 1s at 399.8 eV, and oxygen 1s at 532.8 eV were observed in the B-At. However, in the case of AtPdNP, two more binding energies at 336.80 eV and 342.80 eV for Pd0 corresponding to Pd3d5/2 and Pd3d3/2, respectively, were observed (Fig. 10).17 These energies are relatively high for Pd0, which may be due to the interaction between Pd NPs and the oxygen/nitrogen containing groups within lignin during the carbonization process.18 Also, it is noted that the Pd 3d spectrum of Pd-0.3 sample showed no peaks corresponding to Pd2+ at 338.00 eV and 343.30 eV, respectively, and indicated the absence of Pd2+ species. These results confirmed the successful reduction and nucleation of Pd NPs in one-pot synthesis.
image file: d6na00174b-f10.tif
Fig. 10 XPS spectroscopy of B-At and AtPdNP.
3.6.6 Powder X-ray diffraction. Powder XRD was used to analyse the crystalline nature of the AtPdNP catalyst. Since palladium was not doped into the culture, blank At biomass was used as a reference (Fig. 11a). AtPdNP prepared with 1 mM palladium chloride (Fig. 11b) was used for powder XRD analysis. A small but very sharp hump-shaped peak was observed between 30 and 40°, guaranteeing the deviation from blank At, although it is not very noticeable. As a result, the AtPdNP sample was prepared with a double concentration of 2 mM palladium chloride (Fig. 11c). Increasing amounts of palladium were clearly observed between 30 and 40°, and a noticeable hump-shaped peak was seen in the sample analysis.
image file: d6na00174b-f11.tif
Fig. 11 (a) Powder XRD of blank At, (b) powder XRD of 1 mM AtPdNP, (c) powder XRD of 2 mM AtPdNP, and (d) visual difference between 1 mM AtPdNP and 2 mM AtPdNP.

The noticeable colour difference between the catalysts made from 1 mM and 2 mM palladium solutions was also observed (Fig. 8d).

3.6.7 Scanning electron microscopy (SEM). A scanning electron microscopy (SEM) study was performed to analyse the surface morphology of the AtPdNP catalyst (Fig. 12). As palladium was not doped into the culture, blank At was used as a reference (Fig. 12a). This sample does not show any dots in the SEM image, confirming the absence of PdNPs. However, on the other hand, in the SEM image of AtPdNP catalyst, where palladium was doped in the culture, a number of small dots are easily visible, confirming the doping of palladium nanoparticles.
image file: d6na00174b-f12.tif
Fig. 12 SEM images of (a) blank At and (b) AtPdNP catalyst.

Also, due to the presence of palladium, the surface of AtPdNP was much smooth compared to blank biomass.

3.6.8 Transmission electron microscopy (TEM). TEM analysis was used to study the bulk morphology and size distribution of palladium nanoparticles (AtPdNP) produced by Aspergillus trinidadensis. The TEM images demonstrated that the palladium nanoparticles were successfully doped and stabilised by the biomass of Aspergillus trinidadensis (Fig. 13).
image file: d6na00174b-f13.tif
Fig. 13 TEM images of AtPdNP.

The TEM SAED pattern indicated that the sample was amorphous overall, which may be due to the extremely low concentration of palladium nanoparticles (atomic percentage of 0.01%), which was also validated by TEM-EDX. While metals exhibit a crystalline nature, their amorphous form was due to extremely low palladium concentration and relatively very high concentration of cell components. The examination on the nano scale has shown that the palladium nanoparticles became apparent in the size range from 20 to 40 nm. The TEM analysis clearly demonstrated the successful doping of palladium nanoparticles with biological moieties of Aspergillus trinidadensis. The particle size distribution graph (Fig. 14) displayed a Gaussian shape, and the average particle diameter was 30.33 ± 3.56 nm.


image file: d6na00174b-f14.tif
Fig. 14 Size distribution curve of AtPdNP.

The observed size range was between 20 nm and 40 nm, indicating a relatively limited size distribution suitable for catalytic applications.

3.6.9 Energy dispersive X-ray (EDX) spectroscopy and colour mapping. Energy Dispersive X-ray (EDX) spectroscopy was employed to analyse the elemental composition of the synthesized palladium nanoparticles as a heterogeneous catalyst. As shown in the EDX spectrum without grid (Fig. 15), characteristic signals for palladium (Pd) were detected, along with peaks for carbon (C), nitrogen (N), and oxygen (O). These additional elements certainly originated from the biological components or natural capping agents introduced during the green synthesis process.
image file: d6na00174b-f15.tif
Fig. 15 EDX spectrum of AtPdNP.

According to the elemental analysis data (Table 6), palladium was present at an atomic percentage of 0.01%, confirming its successful incorporation into the nanostructure.

Table 6 EDX map sum spectrum of AtPdNP
Sr. no. Element Line type k factor Absorption correction Wt% Wt% sigma Atomic%
1 C K series 2.787 1.00 66.31 4.76 70.50
2 N K series 3.538 1.00 23.58 3.61 21.50
3 O K series 2.033 1.00 10.01 1.61 7.99
4 Pd K series 8.754 1.00 0.10 0.62 0.01
  Total       100.00   100.00


The dominant presence of carbon (70.50%), nitrogen (21.50%) and oxygen (7.99%) points to the involvement of biomolecules derived from the fungal extract used as a reducing and stabilizing agent. The colour mapping of AtPdNP is displayed in Fig. 16, where colour dots represent carbon, nitrogen and oxygen. Palladium element was not observed much because of its extremely low concentration. Overall, the EDX results supported the effective biosynthesis of the Pd nanoparticles and offered insight into the surface chemistry influenced by the green synthesis method.


image file: d6na00174b-f16.tif
Fig. 16 EDX colour mapping of AtPdNP.
3.6.10 HPLC (high-performance liquid chromatography). The conversion of nitrobenzene to aniline was monitored by HPLC. The HPLC chromatogram of the synthesized aniline displayed a single, sharp peak at a retention time (Rt) of 7.886 minutes, which matched with the retention time of the authentic reference standard aniline. This confirmed the successful formation of the target product. In contrast, the starting material nitrobenzene exhibited a major peak at (Rt) 10.827 minutes, indicating that the product is chemically distinct from the precursor. The purity of the synthesized aniline, based on the peak area, was found to be 96.74%, signifying minimal presence of impurities. This chromatographic analysis was carried out on a C18 reverse-phase column (4.6 × 250 mm, 5 µm) using a mobile phase of acetonitrile and water (70[thin space (1/6-em)]:[thin space (1/6-em)]30, v/v) under isocratic conditions at a flow rate of 0.5 mL min−1 and a detection wavelength of 254 nm. The consistency in retention time with the standard and the absence of the starting compound peak confirmed the complete conversion and high purity of the final product (Fig. S3 and Table S3).

4. Conclusion

Here, we have demonstrated Aspergillus trinidadensis as an efficient microbe for the biosynthesis of AtPdNP. A one-pot method that is sustainable, eco-friendly and efficient has been established. UV-vis, FT-IR, TGA-DSC-DTA, XPS, SEM, TEM, EDX, elemental mapping, powder XRD and zeta potential analysis were all used to fully characterize the morphologies of AtPdNP. All these analyses confirmed the formation of palladium nanoparticles with uniform size distribution from 20 to 40 nm. Also, it confirmed the efficient capping of palladium nanoparticles by biomass. Nitrobenzene reduction was used to demonstrate the use of the produced catalyst. As a catalytic investigation, AtPdNP produced under various circumstances was employed. The highest reduction efficiency was demonstrated by AtPdNP synthesized with a 160 g mL−1 biomass concentration and a 36 hour culture age under 24 hour incubation at 34 °C.

Author contributions

All the experiments were designed and performed by Hemal B. Rathod and Paresh N. Patel. The spectral study, interpretation, and correlations were done by Hemal B. Rathod, Amar G. Deshmukh, Yashasvi N. Desai and Paresh N. Patel. The manuscript was written by Hemal B. Rathod. The final proofreading and editing were done by Paresh N. Patel.

Conflicts of interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Data availability

Additional data related to main manuscript are available in the supplementary information (SI). Supplementary information is available. See DOI: https://doi.org/10.1039/d6na00174b.

Acknowledgements

The authors would like to acknowledge the financial support from GSBTM and SHODH Scheme, Govt. of Gujarat (Ref. No.: 202301733). We acknowledge SAIF, Shivaji University, Kolhapur, for TEM-EDX analysis; SAIF, Panjab University, Chandigarh, for powder-XRD analysis; CHARUSAT, Changa, for TGA-DSC analysis; Miyazaki University, Japan, for XPS and SEM analyses. The authors are also thankful to Aether Industry Ltd for LC-MS analysis. Author acknowledges the DST, Government of India for FIST grant (SR/FST/CS-I/2024/350).

References

  1. F. Gulbagca, A. Aygün, M. Gülcan, S. Ozdemir, S. Gonca and F. Şen, Green synthesis of palladium nanoparticles: preparation, characterization, and investigation of antioxidant, antimicrobial, anticancer, and DNA cleavage activities, Appl. Organomet. Chem., 2021, 35(8), e6272 CrossRef CAS.
  2. M. R. Sharaby, E. A. Soliman, A. B. Abdel-Rahman, A. Osman and R. Khalil, Novel pectin-based nanocomposite film for active food packaging applications, Sci. Rep., 2022, 12(1), 20673 CrossRef CAS PubMed.
  3. G. Bachmann, D. Holtmannspötter, S. Korte and A. Zweck, Angels on a pinhead: new research networks for nanotechnology, Foresight, 2001, 3(4), 331–339 CrossRef.
  4. J. L. West and N. J. Halas, Applications of nanotechnology to biotechnology: commentary, Curr. Opin. Biotechnol., 2000, 11(2), 215–217 CrossRef CAS PubMed.
  5. M. Thiruvengadam, G. Rajakumar and I. M. Chung, Nanotechnology: current uses and future applications in the food industry, 3 Biotech, 2018, 8, 1–13 CrossRef PubMed.
  6. K. N. Thakkar, S. S. Mhatre and R. Y. Parikh, Biological synthesis of metallic nanoparticles, Nanomedicine, 2010, 6(2), 257–262 CrossRef CAS PubMed.
  7. S. Sepeur, Nanotechnology: technical basics and applications, Vincentz Network GmbH & Co. KG, 2008 Search PubMed.
  8. B. Şahin, A. Aygün, H. Gündüz, K. Şahin, E. Demir and S. Akocak, et al., Cytotoxic effects of platinum nanoparticles obtained from pomegranate extract by the green synthesis method on the MCF-7 cell line, Colloids Surf. B Biointerfaces, 2018, 163, 119–124 CrossRef PubMed.
  9. J. G. Parsons, J. R. Peralta-Videa and J. L. Gardea-Torresdey, Use of plants in biotechnology: synthesis of metal nanoparticles by inactivated plant tissues, plant extracts, and living plants, Dev. Environ. Sci., 2007, 5, 463–485 CAS.
  10. G. Singaravelu, J. S. Arockiamary, V. G. Kumar and K. Govindaraju, A novel extracellular synthesis of monodisperse gold nanoparticles using marine alga, Sargassum wightii Greville, Colloids Surf. B Biointerfaces, 2007, 57(1), 97–101 CrossRef CAS PubMed.
  11. T. Luangpipat, I. R. Beattie, Y. Chisti and R. G. Haverkamp, Gold nanoparticles produced in a microalga, J. Nanoparticle Res., 2011, 13, 6439–6445 CrossRef CAS.
  12. V. V. Makarov, A. J. Love, O. V. Sinitsyna, S. S. Makarova, I. V. Yaminsky and M. E. Taliansky, et al., “Green” nanotechnologies: synthesis of metal nanoparticles using plants, Acta Nat., 2014, 6(1), 35–44 CrossRef CAS.
  13. A. K. Mittal, Y. Chisti and U. C. Banerjee, Synthesis of metallic nanoparticles using plant extracts, Biotechnol. Adv., 2013, 31(2), 346–356 CrossRef CAS PubMed.
  14. J. A. Dahl, B. L. S. Maddux and J. E. Hutchison, Toward greener nanosynthesis, Chem. Rev., 2007, 107(6), 2228–2269 CrossRef CAS PubMed.
  15. H. S. A. Al-Shmgani, W. H. Mohammed, G. M. Sulaiman and A. H. Saadoon, Biosynthesis of silver nanoparticles from Catharanthus roseus leaf extract and assessing their antioxidant, antimicrobial, and wound-healing activities, Artif. Cells, Nanomed., Biotechnol., 2017, 45(6), 1234–1240 CrossRef CAS PubMed.
  16. G. M. Sulaiman, A. T. Tawfeeq and M. D. Jaaffer, Biogenic synthesis of copper oxide nanoparticles using Olea europaea leaf extract and evaluation of their toxicity activities: an in vivo and in vitro study, Biotechnol. Prog., 2018, 34(1), 218–230 CrossRef CAS PubMed.
  17. G. M. Sulaiman, A. T. Tawfeeq and A. S. Naji, Biosynthesis, characterization of magnetic iron oxide nanoparticles and evaluations of the cytotoxicity and DNA damage of human breast carcinoma cell lines, Artif. Cells, Nanomed., Biotechnol., 2018, 46(6), 1215–1229 CrossRef CAS PubMed.
  18. Z. K. Taha, S. N. Hawar and G. M. Sulaiman, Extracellular biosynthesis of silver nanoparticles from Penicillium italicum and its antioxidant, antimicrobial and cytotoxicity activities, Biotechnol. Lett., 2019, 41, 899–914 CrossRef CAS PubMed.
  19. M. Hamelian, M. M. Zangeneh, A. Amisama, K. Varmira and H. Veisi, Green synthesis of silver nanoparticles using Thymus kotschyanus extract and evaluation of their antioxidant, antibacterial and cytotoxic effects, Appl. Organomet. Chem., 2018, 32(9), e4458 CrossRef.
  20. A. Ahmeda, A. Zangeneh and M. M. Zangeneh, Preparation, formulation, and chemical characterization of silver nanoparticles using Melissa officinalis leaf aqueous extract for the treatment of acute myeloid leukemia in vitro and in vivo conditions, Appl. Organomet. Chem., 2020, 34(2), e5378 CrossRef CAS.
  21. G. Mohammadi, M. M. Zangeneh, A. Zangeneh and Z. M. S. Haghighi, Chemical characterization and anti-breast cancer effects of silver nanoparticles using Phoenix dactylifera seed ethanolic extract on 7,12-dimethylbenz[a]anthracene-induced mammary gland carcinogenesis in Sprague Dawley male rats, Appl. Organomet. Chem., 2020, 34(1), e5136 CrossRef CAS.
  22. M. M. Zangeneh, H. Ghaneialvar, M. Akbaribazm, M. Ghanimatdan, N. Abbasi and S. Goorani, et al., Novel synthesis of Falcaria vulgaris leaf extract conjugated copper nanoparticles with potent cytotoxicity, antioxidant, antifungal, antibacterial, and cutaneous wound healing activities under in vitro and in vivo condition, J. Photochem. Photobiol. B Biol., 2019, 197, 111556 CrossRef CAS.
  23. M. M. Zangeneh, S. Bovandi, S. Gharehyakheh, A. Zangeneh and P. Irani, Green synthesis and chemical characterization of silver nanoparticles obtained using Allium saralicum aqueous extract and survey of in vitro antioxidant, cytotoxic, antibacterial and antifungal properties, Appl. Organomet. Chem., 2019, 33(7), e4961 CrossRef.
  24. M. M. Zangeneh, Z. Joshani, A. Zangeneh and E. Miri, Green synthesis of silver nanoparticles using aqueous extract of Stachys lavandulifolia flower, and their cytotoxicity, antioxidant, antibacterial and cutaneous wound-healing properties, Appl. Organomet. Chem., 2019, 33(9), e5016 Search PubMed.
  25. N. Seydi, B. Mahdavi, S. Paydarfard, A. Zangeneh, M. M. Zangeneh and F. Najafi, et al., Preparation, characterization, and assessment of cytotoxicity, antioxidant, antibacterial, antifungal, and cutaneous wound healing properties of titanium nanoparticles using aqueous extract of Ziziphora clinopodioides Lam leaves, Appl. Organomet. Chem., 2019, 33(9), e5009 Search PubMed.
  26. B. Mahdavi, S. Saneei, M. Qorbani, M. Zhaleh, A. Zangeneh and M. M. Zangeneh, et al., Ziziphora clinopodioides Lam leaves aqueous extract mediated synthesis of zinc nanoparticles and their antibacterial, antifungal, cytotoxicity, antioxidant, and cutaneous wound healing properties under in vitro and in vivo conditions, Appl. Organomet. Chem., 2019, 33(11), e5164 CrossRef CAS.
  27. A. G. Deshmukh, V. Mistry, A. Sharma and P. N. Patel, Green and sustainable bio-synthesis of gold nanoparticles using Aspergillus trinidadensis VM ST01: heterogeneous catalyst for nitro reduction in water, Tetrahedron Green Chem, 2023, 2, 100021,  DOI:10.1016/j.tgchem.2023.100021.
  28. A. D. Bendre, V. P. Patil, S. S. Terdale, K. M. Kodam and S. B. Waghmode, A simple, efficient and green approach for the synthesis of palladium nanoparticles using oxytocin: application for ligand free Suzuki reaction and total synthesis of aspongpyrazine A, J. Organomet. Chem., 2020, 909, 121093 CrossRef CAS.
  29. P. Veerakumar and K. C. Lin, An overview of palladium supported on carbon-based materials: synthesis, characterization, and its catalytic activity for reduction of hexavalent chromium, Chemosphere, 2020, 253, 126750 CrossRef CAS PubMed.
  30. A. J. Kora and L. Rastogi, Green synthesis of palladium nanoparticles using gum ghatti (Anogeissus latifolia) and its application as an antioxidant and catalyst, Arab. J. Chem., 2018, 11(7), 1097–1106 CrossRef CAS.
  31. M. Nasrollahzadeh, M. Maham and M. M. Tohidi, Green synthesis of water-dispersable palladium nanoparticles and their catalytic application in the ligand-and copper-free Sonogashira coupling reaction under aerobic conditions, J. Mol. Catal. A: Chem., 2014, 391, 83–87 CrossRef CAS.
  32. F. Qazi, Z. Hussain and M. N. Tahir, Advances in biogenic synthesis of palladium nanoparticles, RSC Adv., 2016, 6(65), 60277–60286 RSC.
  33. E. Gioria, C. Signorini, F. Wisniewski and L. Gutierrez, Green synthesis of time-stable palladium nanoparticles using microfluidic devices, J. Environ. Chem. Eng., 2020, 8(5), 104096 CrossRef CAS.
  34. K. Nagaraja, B. Prasad, Z. M. Almarhoon and T. H. Oh, Green multifunctional palladium nanoparticles from polysaccharide cordia myxa (CMY) gum: synthesis, characterization, and antibacterial activity, Colloids Surf., A, 2023, 679, 132612 CrossRef CAS.
  35. C. Pechyen, B. Tangnorawich, S. Toommee, R. Marks and Y. Parcharoen, Green Synthesis of Metal Nanoparticles, Characterization, and Biosensing Applications, Sens. Int., 2024, 100287 CrossRef.
  36. N. Y. Baran, T. Baran and M. Nasrollahzadeh, Synthesis of palladium nanoparticles stabilized on Schiff base-modified ZnO particles as a nanoscale catalyst for the phosphine-free Heck coupling reaction and 4-nitrophenol reduction, Sci. Rep., 2023, 13(1), 12008 CrossRef CAS PubMed.
  37. A. G. Deshmukh, H. B. Rathod and P. N. Patel, Fungus reinforced sustainable gold nanoparticles: an efficient heterogeneous catalyst for reduction of nitro aliphatic, aromatic and heterocyclic scaffolds, Results Chem., 2023, 6, 101199 CrossRef CAS.
  38. A. M. Trzeciak and A. W. Augustyniak, The role of palladium nanoparticles in catalytic C–C cross-coupling reactions, Coord. Chem. Rev., 2019, 384, 1–20 CrossRef CAS.
  39. H. Veisi, A. Rashtiani and V. Barjasteh, Biosynthesis of palladium nanoparticles using Rosa canina fruit extract and their use as a heterogeneous and recyclable catalyst for Suzuki–Miyaura coupling reactions in water, Appl. Organomet. Chem., 2016, 30(4), 231–235 CrossRef CAS.
  40. I. Favier, D. Pla and M. Gómez, Palladium nanoparticles in polyols: synthesis, catalytic couplings, and hydrogenations, Chem. Rev., 2019, 120(2), 1146–1183 CrossRef.
  41. H. M. Alkhalidi, U. Zaman, D. Khan, K. ur Rehman, K. I. Omar and M. Alissa, et al., Microwave assisted eco-benign synthesis of novel palladium nanoparticles (ACPs-PdNPs): a new insight into photocatalytic and biomedical applications, J. Mol. Liq., 2023, 392, 123469 CrossRef CAS.
  42. C. H. Yen, H. Wei, H. Lin and C. Tan, Synthesis and application of palladium stearates as precursors for the preparation of palladium nanoparticles, Appl. Organomet. Chem., 2012, 26(12), 736–742 CrossRef CAS.
  43. K. Parveen, V. Banse and L. Ledwani, Green synthesis of nanoparticles: their advantages and disadvantages, in AIP conference proceedings, AIP Publishing, 2016 Search PubMed.
  44. P. G. Jamkhande, N. W. Ghule, A. H. Bamer and M. G. Kalaskar, Metal nanoparticles synthesis: an overview on methods of preparation, advantages and disadvantages, and applications, J. Drug Delivery Sci. Technol., 2019, 53, 101174 CrossRef CAS.
  45. S. Ramanathan, S. C. B. Gopinath, M. K. M. Arshad, P. Poopalan and V. Perumal, Nanoparticle synthetic methods: strength and limitations, in Nanoparticles in Analytical and Medical Devices, Elsevier, 2021, pp. 31–43 Search PubMed.
  46. S. Mohana and S. Sumathi, Multi-functional biological effects of palladium nanoparticles synthesized using Agaricus bisporus, J. Cluster Sci., 2020, 31, 391–400 CrossRef CAS.
  47. H. Veisi, T. Tamoradi, B. Karmakar, P. Mohammadi and S. Hemmati, In situ biogenic synthesis of Pd nanoparticles over reduced graphene oxide by using a plant extract (Thymbra spicata) and its catalytic evaluation towards cyanation of aryl halides, Mater. Sci. Eng., C, 2019, 104, 109919 CrossRef CAS PubMed.

This journal is © The Royal Society of Chemistry 2026
Click here to see how this site uses Cookies. View our privacy policy here.