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. 2023 Jun 22;13:10133. doi: 10.1038/s41598-023-36521-6

Synthesis and characterization of nanocatalyst Cu2+/mesoporous carbon for amidation reactions of alcohols

Hossein Ghafuri 1,, Peyman Hanifehnejad 1, Afsaneh Rashidizadeh 1, Zeinab Tajik 1, Hanieh Dogari 1
PMCID: PMC10287763  PMID: 37349381

Abstract

In this research, mesoporous carbon (MC) with high efficiency (0.65 g yield from 1.0 g MCM-41 and 1.25 g sucrose) was successfully prepared by adding carbon precursor (sucrose) in a single step with ultrasonic waves, which reduces time and energy cost. Then, the Cu2+/Mesoporous carbon nanocatalyst (Cu2+/MC) was synthesized by adding Cu(NO3)2 in a single step and applied as a catalyst in amidation reactions of alcohols. Also, Cu2+/MC was characterized using different spectroscopic methods and techniques, including Fourier transform infrared spectroscopy (FT-IR), Field Emission Scanning Electron Microscopy (FE-SEM), N2 adsorption analysis (BET), X-ray diffraction analysis (XRD), Energy Dispersive X-ray (EDX), and Thermogravimetric Analysis (TGA). Moreover, to show the catalytic merits of Cu2+/MC, various primary and secondary amines and ammonium salts were applied in the amidation of alcohols. Easy synthesis method, recyclability, excellent yields (80–93%), and simple work-up are some noticeable strengths of using Cu2+/MC as a catalyst in this reaction.

Subject terms: Heterogeneous catalysis, Organic chemistry, Catalyst synthesis

Introduction

Carbon-based materials have attracted much attention in recent decades due to their unique physicochemical, morphological, and structural properties. Also, they are utilized in various fields, including energy storage, drug delivery, sensing, photocatalysis, and imaging13. Among these materials, mesoporous carbons provide more active sites and supply a larger specific surface area due to their high porosity, pore structure, tailorable surface properties, and high chemical and thermal stability47. Mesoporous carbons can be synthesized by two methods, the soft-template method (organic-organic assembly arrangement) and the hard-template method (fills mesoporous silica template with a carbon precursor), which the hard-template method is more effective and straightforward. Mesoporous silicas are great candidates as solid templates and have high chemical and thermal stability. MCM-41, MCM-48, and SBA-15 are the common templates in the hard template method, which usually have two stages for adding carbon precursor to synthesize mesoporous carbons810.

Due to the high porosity of mesoporous carbons, they are applied in electrode materials, drug delivery, batteries, adsorbents, potassium storage, and catalyst supports1117. Today, using heterogeneous catalysts is crucial in organic reactions because of the principles of green chemistry and recyclability. However, there are still challenges in some organic reactions, such as synthesizing amide bonds, including using toxic reagents, tedious work-up, and high reaction time1823.

There are various amide compounds in nature and our bodies. The amide bond is the key functional group in many pharmaceutical and industrial products24,25. The most common methods to prepare amides are the reaction of acid chlorides, acid anhydrides, esters, and carboxylic acids with amines26,27. Release of an equivalent HCl, highly exothermic reactions, low yields of amide, and by-product formations are the problems of these reactions28,29. In this regard, developing different methods for synthesizing amide bonds is crucial in organic chemistry. In the last decade, scientists tried various methods to synthesize amide compounds, such as hydroamination of alkynes, aminocarbonylation, and amidation of aldehydes and carboxylic acids. Unfortunately, these methods have some defects, like utilizing expensive metals as catalysts, poor atom efficiency, high reaction time, low yields, and the creation of waste products that indicate the need for further research30,31. Lately, the amide bonds can be obtained by the amidation of alcohols, and by this method, the problems of synthesizing amide compounds by other methods have been removed3235. In this research, based on the advantages of heterogeneous catalysts and the importance of amide compounds, we have synthesized Cu2+/MC and applied as a catalyst for the amidation of alcohols (Fig. 1).

Figure 1.

Figure 1

Cu2+/MC catalyzed tandem oxidative amidation of alcohols.

Experimental

Materials

All materials were purchased from Merck and Sigma-Aldrich companies and applied without further purification. The ultrasonic bath was used by Becker vCLEAN company. The furnace from the Exciton Company was used to carbonize carbon precursors. FT-IR, 13C-NMR, and 1H-NMR spectra were taken by Shimadzu Fourier and Varian INOVA 500 MHz spectrum. The 9100 electrothermal devices were used for measuring melting points. The electron images were obtained by TE-SCAN Field Emission Scanning Electron Microscope. TESCAN VEGA//XMU, Philips PW1730, micromeritics ASAP 2020, STA6000, performed the EDX, XRD, BET, and TGA analyses.

The procedure for the synthesis of MCM-41

The MCM-41 was prepared using the reported procedure36. First, diethylamine (4 mL) and deionized water (42 mL) were poured into a beaker and stirred for 10 min. Then, cetyltrimethyl ammonium bromide (CTAB, 1.47 g) was added to the mixture slowly. After 30 min, tetraethyl orthosilicate (TEOS, 4 mL) was added drop by drop, and the color of the mixture in this step changed to creamy. The pH of the mixture was set up to 8.5 by HCl (1 M) drop-wise and stirred for 2.5 h. After that, the mixture was filtered and washed with deionized water, dried at 45 C for 12 h, calcined at 550 °C for 4 h, and finally obtained the MCM-41 white powder. The graphical scheme of this procedure is shown in Fig. 2.

Figure 2.

Figure 2

The graphical scheme for the synthesis of MCM-41.

The procedure for the synthesis of MC

For this purpose, synthesized MCM-41 (1.0 g) was added slowly to a mixture of water (5.0 mL), sulfuric acid (1.5 mL), and sucrose (1.25 g) and stirred until a homogeneous solution has obtained. Afterward, the mixture was subjected to ultrasonic waves for 3 h until the sucrose precursor was completely inserted into the pores of MCM-41. Then, the mixture was placed in a 100 °C oven for 6 h to dry completely. At this stage, the color of the compound was changed to burnt brown or black. Next, the product was placed in the furnace under a nitrogen atmosphere at 800 °C by rate of 10 °C/min. The color of the obtained powder after the furnace changed to black. For removing the MCM-41, the obtained black powder was poured into a solution of ammonium bifluoride salt (40 mL, 4 M) and stirred. After 24 h, the black powder was separated by centrifugation, washed with water and ethanol, and dried in an 80 °C oven to obtain mesoporous carbon. The graphical scheme of this procedure is shown in Fig. 3.

Figure 3.

Figure 3

The graphical scheme for the synthesis of MC.

The procedure for the synthesis of Cu2+/MC

For synthesizing the Cu2+/MC composite, MC (1.0 g) was added to a solution of distilled water (10 mL) and Cu(NO3)2 (1.0 g) and stirred until the homogeneous mixture was obtained. The mixture is then subjected to ultrasonic waves for 2 h so that the coppers are placed into the holes of the MC. Afterward, the mixture was passed through the filter, washed with water and ethanol, and placed in an 80 °C oven to dry. The resulting black powder is a carbon composite of Cu2+/MC. The graphical scheme of this procedure is shown in Fig. 4.

Figure 4.

Figure 4

The graphical scheme for the synthesis of Cu2+/MC.

General procedure for direct amidation of benzyl alcohols

Benzyl alcohol (1.5 mmol), amine hydrochloride salt (1.0 mmol), CaCO3 (1.0 mmol), tert-butyl hydroproxide (TBHP, 4.0 Equiv), catalyst (20.0 mg), and acetonitrile (3 mL) as a solvent were added to a round bottom flask (25 mL) and refluxed for 4 h in an inert atmosphere. After completion of the reaction (monitored by TLC) catalyst was removed by filtration. After extracting the organic layer, the intended product has obtained by the anti-solvent method (ethyl acetate, n-hexane).

Selected spectral data

N-benzyl-4-methoxybenzamide (3a)

FT-IR (KBr, cm−1): 3261, 1633, 1554, 1255, 1174 cm−1. 1H NMR (500 MHz, DMSO): δ H (ppm) = 3.80(3H, s, CH3), 4.45(2H, d, CH2), 7.01(2H, d, Ar–H), 7.31(5H, m, Ar–H), 7.89(2H, d, Ar–H), 8.89(1H, s, NH).

N-benzyl-p-chlorobenzamide (2a)

FT-IR (KBr, cm−1): 3290, 3060, 2918, 2806, 1639, 1548, 1257 cm−1. 1H NMR (500 MHz, DMSO): δ H (ppm) = 4.49(2H, d, NCH2), 7.24(2H, d, Ar–H), 7.32(5H, m, Ar–H), 7.31(5H, m, Ar–H), 7.92(2H, d, Ar–H), 9.15(1H, s, NH).

Benzamide (9a)

FTIR (KBr, cm−1): 3361, 3161, 1654, 1572, 1447, 1392, 1176, 629 cm−1. 1H NMR (500 MHz, DMSO): δ H (ppm) = 8.01(2H, s, NH2), 7.89(1H, m, Ar–H), 7.49(2H, m, Ar–H), 7.38(2H, m, Ar–H).

Result and discussion

In this project, ultrasonic waves were used to add sucrose to the silica template in one step. The yield of MC for one-step synthesizing by reported procedures is about 0.35 g, while in this project, it is about 0.65 g.

FT-IR spectroscopy was used to investigate the synthesis of Cu2+/MC and approve the presence of expected functional groups. The FT-IR spectrum of the Cu2+/MC is shown in Fig. 5. The peak around 3430 cm−1 could be described as the vibrational stretching of -OH groups of adsorbed H2O in the catalyst structure. The absorption peaks at about 1620 cm−1 are related to the tensile vibration of the C=C groups of carbon rings37. The peaks around 1460 cm−1 and 1375 cm−1 were characterized as bending vibrations of CH3 and CH3-CH2 groups, respectively. Also, there are the oop C–H bending vibrations around 1034 cm−1. The tensile vibration of the C–H groups corresponding to SP3 carbons appears at approximately 2860 cm−1 and 2920 cm−1. The peak at 2360 cm−1 is related to the absorption of CO2 by the device and not relevant to the Cu2+/MC38,39.

Figure 5.

Figure 5

The FT-IR spectra of Cu2+/MC.

Energy Dispersive X-Ray analysis was performed to determine the elements in the MC and Cu2+/MC composition. As shown in Fig. 6, the presence of essential atoms, such as carbon, oxygen, and copper, in the fabricated MC and Cu2+/MC structure has also been verified. A small amount of silica is observed in the EDX analysis, which is because, after repeated washing, a small amount of silicon remains in the structure and is not completely removed40,41. A very high percentage of carbon indicates the successful synthesis of MC. Also, there is a low amount of oxygen in the structure assigned to the absorption of water at the surface of the MC pores. The Cu peak indicates loaded copper in pore channels of MC, where the catalyst's loaded Cu (II) is 3.5 wt% by ICP/OES analysis. Moreover, the elemental mapping of Cu2+/MC was taken to indicate the dispersity of the Cu (II) in the mesoporous carbon structure (Fig. 7).

Figure 6.

Figure 6

The EDX spectrum of (a) MC and (b) Cu2+/MC.

Figure 7.

Figure 7

The elemental mapping of Cu2+/MC.

The prepared MC and Cu2+/MC was crystallographically measured by wide-angle XRD Spectra in the range of 5 to 90 and shown in Fig. 8. It has two distinguish broad peaks at (002) and (101) (according to JCPDX index, No. 75-1621), which indicate the hexagonal graphitic structure of Cu2+/MC. There is no characteristic peak of Cu2+ in the XRD pattern. It may be due to high dispersion and its small size42. Also, the distinguish broad peaks of MC are retained after synthesizing Cu2+/MC.

Figure 8.

Figure 8

The XRD patterns of (a) MC and (b) Cu2+/MC.

The morphology of MC (Fig. 9, a and b) and Cu2+/MC (Fig. 9c, d) were observed by Field Emission Scanning Electron Microscopy. FE-SEM Images were shown that MCM-41 acts as a template and forms mesoporous carbon particles on its surface. The morphology of these particles is interconnected like a network structure. Cu2+ species are uniformly distributed inside the structure of MC, and the structure is layered on top of each other, which XRD analysis is evidence of this claim.

Figure 9.

Figure 9

FE-SEM micrographs of (a,b) MC and (c,d) Cu2+/MC.

To measure the surface area and pore size of the MC and Cu2+/MC, we used N2 adsorption analysis and showed the results in Fig. 10. Also, the Table 1 is shown the MC and Cu2+/MC surface area (300.0553, 318.8345 m2/g), pore size (40.3784, 36.2053 Å), and pore volume (0.302893, 0.288588 cm3/g). Figure 9a, b show the N2 adsorption and desorption isotherm diagrams of the MC and Cu2+/MC, respectively. These isotherms are similar to type (IV) isotherms that prove the mesoporous structure of synthesized compounds. According to Table 1, the pore size and the pore volume of Cu2+/MC have been reduced compared to MC, indicating copper trapping in the pores of mesoporous carbon. However, it can be observed that the surface area of Cu2+/MC has increased compared to MC due to the existence of copper on the crater of the pores.

Figure 10.

Figure 10

Isotherm linear plots of (a) MC and (b) Cu2+/MC.

Table 1.

Surface area, pore size, and pore volume of MC and Cu2+/MC.

Entry Name S(BET) (m2/g) Pore size (Å) Pore volume (cm3/g)
1 MC 300.0553 40.3784 0.302893
2 Cu2+/MC 318.8345 36.2053 0.288588

Thermogravimetric analysis was used to investigate the thermal resistance of MC and Cu2+/MC, and the results were reported in Fig. 11a, b, respectively. According to Fig. 11a, the weight loss stage at an approximate temperature of 550 °C to 750 °C is due to the decomposition of the mesoporous carbon structure. The uniformity of the pattern before approximately 400 °C indicates the temperature resistance of Cu2+/MC. In addition, Cu2+/MC exhibits lower thermal stability than MC due to the distribution of Cu(II) in the MC structure. Also, there are no functional groups on the surface detected to degradation.

Figure 11.

Figure 11

The TGA pattern of (a) MC and (b) Cu2+/MC.

Application of the catalyst in organic synthesis

For achieving the optimal conditions and the maximum efficiency of the Cu2+/MC catalyst, various parameters such as the amount of catalyst, different solvents, and the reaction temperature have been investigated and reported in Table 2. For catalyzing tandem oxidative amidation of benzyl alcohols, benzylamine hydrochloride (1.0 mmol) and benzyl alcohol (1.5 mmol) were considered as a model reaction, and the intended product yield was obtained by the anti-solvent method (ethyl acetate, n-hexane). First, this reaction was investigated without the catalyst and applied TBHP and H2O2 at 80 °C. According to the monitoring of TLC's reaction, no product was observed, which shows the catalyst's importance in this reaction (Table 2, entries 1 and 2). Then, by adding the catalyst (10 mg) to the reaction mixture, in the presence of solvent and without oxidant, it was observed that the desired product was not formed (Table 2, entry 3). It shows that adding the catalyst and oxidant both together would cause the reaction to proceed. In the following, in the presence of the catalyst, solvent, TBHP as an oxidant, and at room temperature, the reaction product's yield showed an efficiency of 23% (Table 1, entry 4). Increasing the reaction temperature from 25 to 80 °C improves the product's yield and leads to the reaction progressing and achieving higher efficiency. However, the 80 °C temperature is optimal, and above this temperature does not increase the yield and reduces product yields to 72% (Table 2, entries 5 and 6). The reason is due to the effect of this factor on the oxidation of benzyl alcohol to benzoic acid, which happens at higher temperatures. Adding the amount of catalyst from 10 to 20 mg increased the yield of the intended product (Table 2, entries 7 and 8). When the amount of catalyst increases to 30 mg at 80 °C, there is no change in the amide product (Table 2, entry 9). Various bases such as K2CO3, CaCO3, and Na2CO3 have also been used. Still, only CaCO3 leads to the progress of the reaction due to the slow formation of amine and the absence of the undesirable amine oxidation reaction (Table 2, entries 10 and 11). Subsequently, various oxidants besides TBHP, like H2O2 and O2, were exanimated to evaluate their effect on the reaction (Table 2, entries 12 and 13). Among the reported oxidants, tert-butyl hydroperoxide (TBHP) has shown a higher product yield for tandem oxidative amidation reaction. DMF and DMSO were also studied for this reaction as solvents. The best result was acetonitrile, and the other solvents did not give acceptable efficiencies (Table 2, entries 14 and 15).

Table 2.

Optimizing the reaction conditions for the tandem oxidative amidation.

Entry Solvent Oxidant Base Amount of catalyst (mg) Temperature (C) Yielda (%)
1 CH3CN TBHP CaCO3 80
2 CH3CN H2O2 CaCO3 80
3 CH3CN CaCO3 10 80
4 CH3CN TBHP CaCO3 10 25 23
5 CH3CN TBHP CaCO3 10 60 47
6 CH3CN TBHP CaCO3 10 80 72
7 CH3CN TBHP CaCO3 20 80 89
8 CH3CN TBHP CaCO3 20 100 73
9 CH3CN TBHP CaCO3 30 80 89
10 CH3CN TBHP K2CO3 20 80
11 CH3CN TBHP Na2CO3 20 80
12 CH3CN H2O2 CaCO3 20 80 32
13 CH3CN O2 CaCO3 20 80 27
14 DMF TBHP CaCO3 20 80 52
15 DMSO TBHP CaCO3 20 80 67

Reaction conditions: benyzlamine hydrochloride (1.0 mmol), benzyl alcohol(1.5 mmol), catalyst, solvent (3.0 mL), base (1 mmol), oxidant(70 wt% in H2O, 4 equiv), under N2 atmosphere at 80 °C for 4 h.

aThe yields relate to the isolated product.

For evaluation of which component had the final effect on the reaction's catalyst, this reaction was performed by MC, Cu(NO3)2, and MC with copper salt, and the results are shown in Table 3. The results confirm that Cu2+/MC catalyzes the tandem oxidative amidation reaction.

Table 3.

Efficiency of Cu2+/Mesoporous carbon with its components.

Entry Catalyst Yield (%)a
1 Mesoporous carbon
2 Cu(NO3)2
3 Mesoporous carbon, Cu(NO3)2 26
4 Cu2+/MC 89

Reaction conditions: benyzlamine hydrochloride (1.0 mmol), benzyl alcohol(1.5 mmol), catalyst (20 mg), solvent (3.0 mL), base (1 mmol), oxidant(70 wt % in H2O, 4 equiv), under N2 atmosphere at 80 °C for 4 h.

aThe yields relate to the isolated product.

For evaluating the catalytic performance of Cu2+/MC nanocatalyst, several alcohols with electron-drawing and electron-donating groups with different types of amine hydrochloride salts were studied under optimized conditions in high to excellent yields (Table 4).

Table 4.

The synthesis of amide derivatives in optimized condition using Cu2+/MC.

graphic file with name 41598_2023_36521_Figa_HTML.gif
Entry Alcohol Amine salt Product Yield (%)a Mp. (°C) (Ref.)
1a graphic file with name 41598_2023_36521_Figb_HTML.gif A graphic file with name 41598_2023_36521_Figc_HTML.gif 89 107–10943
2a graphic file with name 41598_2023_36521_Figd_HTML.gif A graphic file with name 41598_2023_36521_Fige_HTML.gif 93 161–16344
3a graphic file with name 41598_2023_36521_Figf_HTML.gif A graphic file with name 41598_2023_36521_Figg_HTML.gif 91 101–10345
4a graphic file with name 41598_2023_36521_Figh_HTML.gif A graphic file with name 41598_2023_36521_Figi_HTML.gif 83 132–13445
5a graphic file with name 41598_2023_36521_Figj_HTML.gif A graphic file with name 41598_2023_36521_Figk_HTML.gif 85 140–14246
6a graphic file with name 41598_2023_36521_Figl_HTML.gif A graphic file with name 41598_2023_36521_Figm_HTML.gif 82 156–15847
7a graphic file with name 41598_2023_36521_Fign_HTML.gif C graphic file with name 41598_2023_36521_Figo_HTML.gif 88 Oil
8a graphic file with name 41598_2023_36521_Figp_HTML.gif D graphic file with name 41598_2023_36521_Figq_HTML.gif 86 Oil
9a graphic file with name 41598_2023_36521_Figr_HTML.gif B graphic file with name 41598_2023_36521_Figs_HTML.gif 90 125–12748
10a graphic file with name 41598_2023_36521_Figt_HTML.gif B graphic file with name 41598_2023_36521_Figu_HTML.gif 88 170–17249
11a graphic file with name 41598_2023_36521_Figv_HTML.gif B graphic file with name 41598_2023_36521_Figw_HTML.gif 85 162–16450
12a graphic file with name 41598_2023_36521_Figx_HTML.gif B graphic file with name 41598_2023_36521_Figy_HTML.gif 82 158–16050
13a graphic file with name 41598_2023_36521_Figz_HTML.gif B graphic file with name 41598_2023_36521_Figaa_HTML.gif 89 198–20050
14a graphic file with name 41598_2023_36521_Figab_HTML.gif B graphic file with name 41598_2023_36521_Figac_HTML.gif 80 189–19149

Reaction conditions: benyzlamine hydrochloride (1.0 mmol), benzyl alcohol(1.5 mmol), catalyst (20 mg), solvent (3.0 mL), base (1 mmol), oxidant(70 wt % in H2O, 4 equiv), under N2 atmosphere at 80 °C for 4 h.

aThe yields relate to the isolated product.

Also, the Cu2+/MC was evaluated with some other catalysts to compare its catalytic performance, shown in Table 5. By comparing the efficiency of the final product, this catalyst has shown outstanding performance in this reaction.

Table 5.

Comparing Cu2+/MC with other catalysts in amidation of alcohols.

Entry Catalyst Reaction condition Time (h) Yield (%) Oxidant (eq) Ref
1 FeCl2.4H2O CH3CN, 80 °C 4 63 4 33
2 Ru(bpy)3Cl2 AcOEt, rt 72 79 1.2 34
3 NaI CH3CN, 80 °C 4 87 8 32
4 Cu2+/MC CH3CN, 80 °C 4 89 4 This work

Mechanism

In this reaction, it is considered that the oxidation of alcohol and the formation of aldehyde as the intermediate proceeds through a radical mechanism in the presence of Cu2+/MC and TBHP. The obtained aldehyde enters the reaction with the free amine in the environment obtained by the deprotonation of its salt by calcium carbonate, and the carbinolamine (III) intermediate is obtained. Afterward, intermediate (IV) would obtain by the reaction of radical TBHP and carbinolamine intermediate. Finally, this intermediate is oxidized, and the desired product is obtained through the radical mechanism. The overall scheme of this mechanism is given in Fig. 12. Also, the reaction was performed in an O2 atmosphere, and it was observed that no product was obtained. By approving this mechanism, Table 4 indicates that the withdrawing groups make the intermediate unstable, and the reaction yield would be increased. Also, the electron donating groups make the intermediate stable, and the yield would be decreased.

Figure 12.

Figure 12

The proposed mechanism of oxidative amidation of alcohols.

Reusability

Reusability is one of the most critical factors of each catalytic system that highlights them as an efficient system due to the economic benefits and time-saving. For investigating catalyst recycling, the heterogeneous catalyst was first separated from the reaction mixture by filtration, washed with water and ethanol, and dried at 80 °C in an oven after each run to provide an opportunity for recycling experiments. It was observed that the catalyst could be reused at least five times with no significant reduction in its activity (Fig. 13). Also, EDX analysis was performed to determine the presence and stability of catalyst elements (Fig. 14). The result of the leaching of the Cu (II) after the recycling test was determined by ICP-OES analysis. The Cu (II) content in the synthesized catalyst was determined to be 3.5% before washing. This catalyst shows a content of 3.2% copper after reuse, confirming that the Cu (II) was not leached during the oxidative amidation reaction.

Figure 13.

Figure 13

Recycling diagram of the Cu2+/MC.

Figure 14.

Figure 14

EDX analysis of recycled Cu2+/MC.

Conclusion

To conclude, we have successfully synthesized Cu2+/MC composite with ultrasonication, reduced the carbonization steps, and increased the yield of MC. This catalyst's performance has shown promising results in the direct amidation of various electron-donating and electron-withdrawing groups of alcohols and different benzylic and primary amine salts. The oxidant in this reaction was TBHP which is non-toxic and decomposes to water and tert-butanol. High yield, short reaction time, mild conditions, easy separation, and catalyst recyclability are the advantages of using Cu2+/MC composite as a catalyst in the direct amidation of alcohols reaction (Supplementary Information).

Supplementary Information

Author contributions

P.H., and Z.T. did the experiments. A.R. and H.G. analyzed the results and concluded. P.H., and H.D. wrote the main manuscript text. H.G. leaded the work.

Data availability

The datasets used and/or analysed during the current study available from the corresponding author on reasonable request.

Competing interests

The authors declare no competing interests.

Footnotes

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

The online version contains supplementary material available at 10.1038/s41598-023-36521-6.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Data Availability Statement

The datasets used and/or analysed during the current study available from the corresponding author on reasonable request.


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