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. 2022 Aug 23;12:14347. doi: 10.1038/s41598-022-18651-5

Design, preparation and application of the semicarbazide-pyridoyl-sulfonic acid-based nanocatalyst for the synthesis of pyranopyrazoles

Masoumeh Beiranvand 1, Davood Habibi 1,
PMCID: PMC9399233  PMID: 35999336

Abstract

A novel, efficient, and recoverable nanomagnetic catalyst bearing the semicarbazide linkers, namely, Fe3O4@SiO2@OSi(CH2)3-N(3-pyridoyl sulfonic acid)semicarbazide (FSiPSS) was designed, synthesized and characterized by the use of various techniques such as FT‐IR, EDX, elemental mapping analysis, XRD, SEM, TEM, TGA/DTA, BET, and VSM. Then, the catalytic capability of the novel prepared nanomagnetic FSiPSS catalyst was successfully investigated in the synthesis of diverse pyranopyrazoles through a one-pot four-component condensation reaction of ethyl acetoacetate, hydrazine hydrate, aromatic aldehydes, and malononitrile or ethyl cyano-acetate by the help of ultrasonication in very short reaction time, good to high yields and easy work-up (Fig. 1).

Figure 1.

Figure 1

Synthesis of diverse pyranopyrazoles by the FSiPSS nano-catalyst.

Subject terms: Chemistry, Nanoscience and technology

Introduction

Semicarbazide (SEM) is a derivative of urea or hydrazine that possess several important functions in medicinal and health-related issues. SEM motifs constitute the core structures of several drugs and herbicides such as nitrofurazone, tolazamide, laromustine, cafenstrole, and diflufenzopyr13. In addition, SEM is applied in food as a marker to detect the illegal usage of the banned antibiotic nitrofurazone4. They also reveal a stabilizing effect on the liquid crystalline state of chloroplast membrane lipids, and some are known as surfactants. Another report exhibited that SEMs are also applied as stabilizing agents in the polymer industry5.

Also, magnetic nanoparticles (MNPs) are receiving increasing interest due to their widespread applications in various fields. MNPs have many advantages in organic chemistry, (1) MNPs are accessible; (2) the stability of catalyst linkages leads to the use of more environmentally friendly solvents than homogeneous catalysis; (3) simple separation by an external magnetic field; (4) the fabrication of MNPs is generally simple, scalable, safe, cost-effective and controllable; (5) catalyst leaching is usually lower than other material-supported catalysts6. Many reports on MNPs nanoparticles have appeared over during years711. Among different types of MNPs, aluminum and iron oxide have large advantages such as low cost, extensive availability, thermal stability, and considerable adsorption capacity12.

In particular, iron oxide nanoparticles (IONPs), which belong to the ferrimagnetic class of magnetic materials, are wildly applied in the fields of biomedicine and bioengineering due to their ease of surface modification, synthesis, and low toxicity. Magnetite (Fe3O4) and maghemite (γ-Fe2O3) and mixed ferrites (MFe2O4 where M=Co, Mn, Ni, or Zn) are the three main forms of iron oxide-based nanoparticles1316. To prevent the aggregation of MNPs and also enhancement their stability of them, usually, a layer of silica is coated on the surface17. Fe3O4 coated with silica was often used as the support of metal and nonmetal catalysts1821.

Magnetic nanomaterials are more efficient adsorbents than active carbon, graphene oxide (GO), and zeolite-based adsorbents due to their ease of removal of contaminants from wastewater employing an applied magnetic field but also their advantageous surface charge and redox activity characteristics. The incorporation of magnetic nanomaterials with adsorbents such as WO3, TiO2, ZnO, and GO decreases the rapid recombination of photoinduced electron holes and improves the photocatalysis potential of these materials. On the other hand, magnetic nanomaterials can a synergistic effect with biosorbents. Biosorbents possess efficient adsorption capacity to eliminate polluters, and high abundance and therefore help diminish ecological and environmental problems22,23.

Among iron oxide magnetic nano-particles, sulfonic acid-functionalized magnetic nanoparticles, known as the recoverable solid strong acid, have attracted much attention due to economically important and environmentally benign features24.

In addition, pyranopyrazoles (six-membered oxygen-containing heterocycles) have received considerable attention due to the wide range of biological activities such as anti-cancer, anti-leishmanial, antimicrobial, anti-inflammatory, lactamase inhibitor, etc.2528. Three-component (3-CR) or four-component (4-CR) reactions are often used for the synthesis of pyranopyrazoles29. Several methods have been established for their synthesis using copper-immobilized ionic liquid30, N-methylmorpholine N-oxide and silver oxide (Ag2O)31, isonicotinic acid32, cetyltrimethylammonium chloride (CTACl)33, [bmim]BF434, choline chloride-urea deep eutectic solvent35, bael fruit ash (BFA)-catalyst36, P2O5/SiO2 or H3PO4/Al2O337, Nd-salen Schiff base complex immobilized mesoporous silica38, uncapped SnO2 quantum dots (QDs)39, sodium citrate40, trityl carbocation41, CeO2/ZrO242, saccharose43, per-6-amino-β-cyclo-dextrin (per-6-ABCD)44, 2-carboxy-N,N-diethylethan-aminium acetate45, cinchona alkaloid46, 4CzIPN/Ni0-metallaphotoredox47, sodium ascorbate48 and Meglumine49.

In this paper and following our interests to present new and efficient protocols for the synthesis of biological valuable structures by the use of nanomagnetic catalysts5054, we would like to report the rational design, synthesis, and characterization of the novel FSiPSS nano-catalyst (Fig. 2).

Figure 2.

Figure 2

Synthesis of the FSiPSS nano-catalyst.

Then, the FSiPSS nano-catalyst was used as an efficient heterogeneous catalyst for the synthesis of pyranopyrazoles via a one-pot four-component condensation reaction of ethyl acetoacetate 1, hydrazine hydrate 2, aromatic aldehydes 3, and malononitrile or ethyl-cyano-acetate 4 under ultrasonic conditions (Fig. 3).

Figure 3.

Figure 3

Synthesis of pyranopyrazoles.

Experimental

General

All the commercial reagents were obtained from the Merck or Aldrich chemical companies and used without further purification. The reaction progress and purity of the synthesized compounds were monitored by TLC performed with silica gel 60 F-254 plates. FT‐IR spectra were recorded on a PerkinElmer Spectrum Version 10.02.00 using KBr pellets. The 1H NMR (250 MHz) and 13C NMR (62.5 MHz) spectra were recorded on a Bruker spectrometer (δ in ppm) using DMSO‐d6 as a solvent with chemical shifts measured relative to TMS as the internal standard. Melting points were taken with a BUCHI 510 melting point apparatus. Elemental analysis was done using a MIRA II analyzer. The TEM images were recorded on a CM120 total carbon analyzer. The FESEM images were recorded using a MIRA III analyzer. The X-ray diffraction (XRD) measurements were performed with an XRD Philips PW1730. Thermogravimetric-differential thermal analysis (TG–DTA) was carried out using an SDT-Q600 device. A 2200 ETH-SONICA ultrasound cleaner (50 Hz) was employed for ultrasonication purposes.

A novel, efficient, and recoverable nanomagnetic catalyst bearing semicarbazide linker, namely, Fe3O4@SiO2@OSi(CH2)3-N(3-pyridoyl sulfonic acid)semicarbazide was designed, synthesized, and characterized using various techniques including Fourier transform infrared (FT‐IR) spectroscopy, energy dispersive X‐ray (EDX) analysis, elemental mapping analysis, X‐ray diffraction (XRD), scanning electron microscopy (SEM), transmission electron microscopy (TEM), thermo-gravimetric analysis/differential thermal analysis (TGA/DTA), vibrating sample magnetometer (VSM) and Brunauer–Emmett–Teller (BET).

General procedure for preparation of the ligand A

Initially, ligand A (2-nicotinoyl-N-(3-(triethoxysilyl)propyl)hydrazine-1-carboxamide) was prepared through the reaction of triethoxy(3‐isocyanatopropyl)silane (1.237 g, 5 mmol) and nicotinic acid hydrazide (685 mg, 5 mmol) under solvent-free conditions at room temperature for 5 h. Then, the resulting pale-yellow precipitate was washed with a mixture of n‐hexane and dichloromethane (3 × 10 mL). The obtained product was air-dried and characterized using FT‐IR, 1H NMR, and 13C NMR.

General procedure for the construction of Fe3O4@SiO2@OSi(CH2)3-N(3-pyridoyl sulfonic acid)semicarbazide (FSiPSS)

The FSiPSS nano-catalyst was prepared in the following four consecutive stages:

Stage 1: The Fe3O4 magnetic nanoparticles (MNPs) were prepared based on the literature55. The mixture of FeCl3∙6H2O (11.44 g, 42.39 mmol) and FeCl2·4H2O (4.3 g, 21.62 mmol) was dissolved in water (100 mL) and stirred for 30 min at 80 °C. Then, the 37% ammonia solution (20 mL) was added dropwise to the resulting mixture and heated at 70 °C with vigorous stirring in pH 10 for 0.5 h. After separation by an external super magnet, a black precipitate (Fe3O4 = F) was filtered, washed with water, and air-dried.

Stage 2: The surface of the obtained Fe3O4 MNPs was coated with SiO2 layers56. Fe3O4‐MNPs (2.0 g) were dispersed in a mixture of EtOH and deionized water (250 ml, V/V = 4:1) under ultrasonic conditions for 15 min. Then, NH3.H2O (3 mL) and TEOS (2 mL) were slowly added dropwise and the mixture was stirred for a further 12 h. Fe3O4@SiO2 (FSi) were collected by magnetic separation, washed with water and ethanol, and vacuum dried.

Stage 3: The surface of Fe3O4@SiO2 was functionalized with the ligand A. So, Fe3O4@SiO2 (1.0 g) was mixed with ligand A (0.768 g, 2 mmol) under refluxing anhydrous toluene for 48 h. Then, the obtained Fe3O4@SiO2@OSi(CH2)3-N(3-pyridoyl)semicarbazide (FSiPS) was separated with a super magnet, washed with ethanol, and vacuum dried.

Stage 4: Further functionalization of Fe3O4@SiO2@OSi(CH2)3-N(3-pyridoyl)semi-carbazide was done with chlorosulfuric (chlorosulfonic) acid (0.133 mL, 233 mg, 2 mmol) in CH2Cl2 at ice bath. Then, the precipitate (FSiPSS) was separated with a super magnet, washed with CH2Cl2 and air-dried. The structure and morphology of FSiPSS were fully confirmed by various techniques.

General procedure for the synthesis of pyranopyrazoles catalyzed by FSiPSS

A mixture of ethyl acetoacetate 1 (0.130 g, 1.0 mmol), hydrazine hydrate 2 (0.032 g, 1.0 mmol), aromatic aldehydes 3 (1.0 mmol), malononitrile 4a or ethyl cyanoacetate 4b (1.5 mmol) and FSiPSS (20 mg) was heated at 40 °C under ultrasonic irradiation in EtOH (5 mL). Reaction progress was monitored by TLC (n-hexane/EtOAc). After completion of the reaction, the FSiPSS nano-catalyst was separated by a super magnet, the pure products obtained by recrystallization in ethanol and characterized by FT‐IR, NMR, and mass spectrometry techniques.

Results and discussion

The formation of the FSiPSS nano-catalyst was confirmed by various techniques involving FT‐IR, EDX, VSM, XRD, SEM, TEM, TGA/DTA, and BET.

Characterization of the FSiPSS nanocatalyst by FT‐IR

In a comparative exploration as indicated in Fig. 4, the FT‐IR spectra of A: Fe3O4, B: Fe3O4@SiO2, the ligand A, C: Fe3O4@SiO2@OSi(CH2)3-N(3-pyridoyl)semicarb-azide and D: Fe3O4@SiO2@OSi(CH2)3-N(3-pyridoyl sulfonic acid)semicarbazide were explored. The peak at about 592 cm−1 is related to the presence of the Fe–O stretching vibrations in the curve of Fe3O4. The FT‐IR spectrum of Fe3O4@SiO2 involves a new peak at 1106 cm−1 which is related to the Si–O–Si absorption band. FT‐IR spectrum of synthesized ligand A shows three basic characteristic peaks at 3335, 1697, and 1648 cm−1 indicating the presence of the NH, C=O, and C=N bonds respectively. The spectrum of Fe3O4@SiO2@OSi(CH2)3-N(3-pyridoyl)semicarbazide exhibits all above mentioned characteristic peaks. Finally, the broad peak from 2700 to 3700 cm−1 shows the existence of acidic OH and NH functional groups within the structure of the desired catalyst. Consequently, the comparison of all the IR spectra confirms the successful construction of the semicarbazide-pyridoyl-sulfonic acid-based nano-catalyst.

Figure 4.

Figure 4

FT-IR spectra of FSiPSS and the corresponding compounds.

Characterization of the FSiPSS nanocatalyst by EDX and elemental mapping analysis

As shown in Figs. 5 and 6, the obtained results from both EDX and elemental mapping analysis confirmed the existence of Fe, Si, O, C, N, S, and Cl elements in the structure of the synthesized nanocatalyst. The percentages of each element are presented in Table 1.

Figure 5.

Figure 5

The EDX analysis of the FSiPSS nano-catalyst.

Figure 6.

Figure 6

Elemental mapping analysis of the FSiPSS nano-catalyst.

Table 1.

The percentages of each element in EDX analysis.

Element Fe Si O C N S Cl
W% 29.98 5.72 39.99 11.69 9.87 3.44 0.31

Characterization of the FSiPSS nanocatalyst by VSM

In another study, VSM analysis was performed for the exploration of the magnetic behavior of the FSiPSS nano-catalyst (D) and the corresponding compounds (A, B, C). As illustrated in Fig. 7, decrease saturation magnetization from about 70 emu g−1 (for major core Fe3O4) to about 10 emu g−1 for the FSiPSS nano-catalyst is related to the newly coated layer which can be explained by the reduction in the dipole–dipole interactions between the magnetic nanoparticles after their coating with SiO2 and functionalization with ligand A and chlorosulfonic acid.

Figure 7.

Figure 7

The VSM analyses of A, B, C and D.

Characterization of the FSiPSS nano-catalyst by the SEM

To study the particle size and surface morphology of the newly prepared catalyst, SEM images were also taken. The resulting images are exposed in Fig. 8. According to these images, the sizes of the FSiPSS nano‐catalyst particles are in the nanometer ranges (between 13.66 and 35.86 nm).

Figure 8.

Figure 8

The SEM images of the FSiPSS nano-catalyst.

Characterization of the FSiPSS nano-catalyst by the TEM images

The obtained TEM images also proved that the sizes of the FSiPSS nano‐catalyst particles are in the nanometer ranges, as shown in Fig. 9. Moreover, the core–shell structure of the nano-catalyst can be apperceived through TEM images.

Figure 9.

Figure 9

The TEM images of the FSiPSS nano-catalyst.

At a closer investigation, as illustrated in the particle size distribution histograms (Fig. 10), the sizes of the nanoparticles are between 5 and 20 nm, and the average particle size is evaluated at about 9.61 nm.

Figure 10.

Figure 10

The particle size distribution (histogram) of the FSiPSS nano-catalyst.

Characterization of the FSiPSS nano-catalyst by TGA-DTA

In addition, TGA-DTA analysis was applied to investigate the thermal behavior of the FSiPSS nano-catalyst. The obtained curve is presented in Fig. 11. The thermo-gravimetric curve displays the three mass losses upon heating. The weight loss from about 60–120 °C (23%) can be attributed to the loss of water molecules, the weight loss from 120 to 300 °C (7%) can be related to the decomposition of acidic functional groups and the weight loss from 300 to 650 °C (17%) can be attributed to the decomposition of the ligand A. Also, about 72% of the initial mass remains at 700 °C.

Figure 11.

Figure 11

The TGA-DTA patterns of the FSiPSS nano-catalyst.

Characterization of the FSiPSS nano-catalyst by XRD

Crystalline phases and the diffraction planes of FSiPSS nanocomposites were ascertained by the XRD study, as presented in Fig. 12. FSiPSS pattern represents a single-phase profile indicating a united entity of the assembled counterparts. The typical diffraction peaks, due to the FSiPSS nano-catalyst are observed at 2θ = 30.1, 35.5, 43.1, 53.5, 57, and 62.8, corresponding to (220), (311), (400), (422), (511) and (440) Miller indices, respectively (ICDD, PDF, file no. 01-075-0033)56. The obtained pattern is in good agreement with the characteristic peaks of bare Fe3O4 which indicates the retention of the crystalline spinel ferrite core structure during the functionalization of MNPs and the successful synthesis of desired catalyst57. In addition, the successful synthesis of Fe3O4@SiO2 core–shell was confirmed by the presence of a broad peak at 2θ = 20°–30° which is due to the amorphous silicon layer, demonstrating that the magnetic moiety structure was protected in the core where SiO2 cover did not alter the crystal structure of the magnetic Fe3O4 nanoparticles58. In addition, after anchoring the OSi(CH2)3-N(3-pyridoyl sulfonic acid)semicarbazide functional groups, the peaks were found to have background noise levels increased, that coming from the amorphous added sulfonic acid functionalities59. Finally, based on the Scherrer equation (D = Kλ/(β cos θ), the average crystallite size of FSiPSS nanocomposites was found to be about 16.27 nm.

Figure 12.

Figure 12

The XRD patterns of A, B, C, D and simulated pattern of the structure.

Characterization of the FSiPSS nano-catalyst by BET

The specific surface area of the synthesized catalyst was determined by the N2 adsorption–desorption analysis. The specific surface area, the total pore volumes (V total), the pore diameters (DBJH), and the wall thickness of the samples were inspected at 77 Kelvin for 6 h. The results indicate that according to the IUPAC classification of adsorption isotherms60, the N2 isotherm resembles the type III (Fig. 13). The obtained results of BET measurements were represented in Table 2. According to the obtained data, the surface area of the catalyst is 35.6 m2 g−1, which can provide a sufficient surface area for the catalyst to perform the desired synthesis.

Figure 13.

Figure 13

The nitrogen adsorption–desorption curve (BET) of the FSiPSS nano-catalyst.

Table 2.

Results from the BET measurements of the FSiPSS nano-catalyst.

Parameter Value
as (mg−1) 3.56
Vm (cmg−1) 8.17
Total pore volume 4.11
Mean pore diameter 462.19

Figure 14 shows the BJH adsorption curve of the FSiPSS nano-catalyst, which determined a pore size of approximately 12.24 nm.

Figure 14.

Figure 14

The BJH adsorption curve of the FSiPSS nano-catalyst.

Optimization of the reaction conditions

After synthesis and full characterization of the novel FSiPSS nano-catalyst, the catalytic performance of the prepared nanomagnetic catalyst was also evaluated in the synthesis of pyranopyrazole derivatives. To attain this target, the reaction of ethyl acetoacetate, hydrazine hydrate, malononitrile, and benzaldehyde in the presence of the FSiPSS nano-catalyst was selected as a model reaction to find the best reaction conditions. The resulting data in various temperatures, amounts of the catalyst, and solvents are outlined in Table 3. The obtained data indicate that the best results were achieved when the reaction is carried out in the presence of 20 mg of the FSiPSS nano-catalyst in ethanol at 40 °C under ultrasonic conditions (entry 2). In addition, the effect of ultrasonication was also studied and its significance can be observed in time of the reaction which is drastically reduced as demonstrated in Tables 3 and 4.

Table 3.

Optimization of the reaction conditions for the synthesis of pyranopyrazoles.

Entry Solvent Condition Catal. amount (mg) Time (min) Yield (%)
1 C2H5OH Sonication (50 Hz)/r.t 20 5 40
2 C2H5OH Sonication (50 Hz)/40 °C 20 3 80
3 C2H5OH Sonication (50 Hz)/50 °C 20 1 59
4 C2H5OH Sonication (50 Hz)/60 °C 20 Fast 59
5 H2O Sonication (50 Hz)/40 °C 20 Fast 45
6 CH3OH Sonication (50 Hz)/40 °C 20 5 40
7 H2O/C2H5OH Sonication (50 Hz)/40 °C 20 2 31
8 Ethyl acetate Sonication (50 Hz)/40 °C 20 3 35
9 n-Hexane Sonication (50 Hz)/40 °C 20
10 CH3Cl Sonication (50 Hz)/40 °C 20 20 Trace
11 CH3CN Sonication (50 Hz)/40 °C 20 2 Trace
12 C2H5OH Sonication (50 Hz)/40 °C
13 C2H5OH Sonication (50 Hz)/40 °C 10 3 40
14 C2H5OH Sonication (50 Hz)/40 °C 30 3 40
15 C2H5OH Reflux 20 30 70

Significant values are in bold.

Table 4.

Study of the effect of ultrasonication and the role of each part of the catalyst in the reaction.

Entry Catalyst Condition Time (min.) Yield (%) References
1 TEA-Im-IL-Cu r.t 65 80 30
2 TrCl Solvent-free, 60 °C 60 60 41
3 Cinchona alkaloid cupreine CH2Cl2, r.t 27 h 92 46
4 FSi Sonication/EtOH/40 °C 20 33 This work
5 FSiPS Sonication/EtOH/40 °C 15 47 This work
6 FSiPSS Sonication/EtOH/40 °C 3 80 This work

On other hand, the role of each part of the catalyst in the reaction was also investigated which the last step is the most effective according to entry 7 of Table 4.

Synthesis of diverse pyranopyrazoles 5(a-n)

In the next step, with optimal reaction conditions in hand, the scope and generality of the presented method were investigated by examining the reaction of ethyl acetoacetate 1, hydrazine hydrate 2, various aromatic aldehydes 3(a-n), and malononitrile 4a or ethyl cyanoacetate 4b in the presence of the catalytic amount of the FSiPSS nano-catalyst under ultrasonic conditions (Table 5).

Table 5.

Synthesis of pyranopyrazoles 5(a-n) by application of the FSiPSS nano-catalyst.

graphic file with name 41598_2022_18651_Tab5_HTML.jpg

Reaction conditions: ethyl acetoacetate (1.0 mmol), hydrazine (1.0 mmol), aldehyde (1.0 mmol), malononitrile or ethyl cyanoacetate (1.5 mmol) and the FSiPSS nano-catalyst (20 mg) in EtOH (3.0 mL) under ultrasonic conditions.

Proposed mechanism for the synthesis of diverse pyranopyrazoles 5(a-n)

A plausible mechanism for this reaction is depicted in Fig. 15. According to our suggested mechanism, firstly, a nucleophilic attack of hydrazine 2 to the carbonyl group of the activated ethyl acetoacetate 1 gives intermediate A, which subsequently with loss of H2O, and intramolecular nucleophilic attack of another NH2 group of hydrazine to the next carbonyl group of ethyl acetoacetate generates 3-methyl-1H-pyrazol-5-ol (intermediate B). In the next step, the benzylidene (intermediate C) containing the electron-poor C=C double bond is afforded by Knoevenagel condensation of the active methylene 4a,b to the aromatic aldehydes 3. Finally, the Michael addition of intermediate B to C-2 of the resulting intermediate C affords intermediate D, that after the loss of proton and intramolecular cyclization afford pyrano[2,3-c]pyrazoles 5(a-n) in moderate to good yields (40–80%).

Figure 15.

Figure 15

The proposed mechanism for the synthesis of diverse pyranopyrazoles 5(a-n).

Synthesis of ethyl 4-benzyl-5-imino-3-methyl-4,5-dihydro-1H-furo[2,3-c]pyrazole-4-carboxylate (5o) and the proposed mechanism

Interestingly, the reaction of ethyl acetoacetate 1, hydrazine 2, and benzaldehyde 3a with ethyl cyanoacetate 4b under the same condition results in the formation of ethyl 4-benzyl-5-imino-3-methyl-4,5-dihydro-1H-furo[2,3-c]pyrazole-4-carboxylate 5o in 46% yield. In this reaction, the obtained intermediate B adds to the C-1 of the resulting intermediate C, which led to the formation of the intermediate E as indicated in Fig. 16. Subsequently, an intramolecular nucleophilic attack of the oxygen of the carbonyl group to the cyano group gives the desired pyrazole 5o.

Figure 16.

Figure 16

The proposed mechanism for the synthesis of the desired pyrazole 5o.

Reusability of the FSiPSS nano-catalyst

In a separate study, recyclability and reusability of the magnetic FSiPSS nano-catalyst were tested for the synthesis of target molecule 5a under optimal reaction conditions. At the end of each run, the magnetic FSiPSS nano-catalyst is separated from the reaction mixture by using a simple external magnet, washed thoroughly with EtOH, dried, and reused for the next run. Figure 17 demonstrates that the catalyst activity is preserved after four successive cycles without any considerable decrease in yield and reaction time.

Figure 17.

Figure 17

Reusability of the FSiPSS nano-catalyst.

Comparison of the catalyst activities

In addition, the efficiency of our proposed protocol was also evaluated comparatively with some previously reported methods for the synthesis of pyranopyrazoles. According to Table 6, our proposed protocol used in this paper for the synthesis of pyranopyrazoles has no disadvantages and is accessible, applicable, and reusable with a very short reaction time, good for high yields and easy work-up.

Table 6.

Comparison of the prepared catalyst with other reported catalysts.

graphic file with name 41598_2022_18651_Figa_HTML.gif (1) TEA-Im-IL-Cu, rt, 65 min, 80%30
(2) Isonicotinic acid (10 mol%), solvent-free, 85 °C, 10 min, 90%32
(3) TrCl (10 mol%), solvent-free, 60 °C, 60 min, 80%41
(4) Cinchona alkaloid cupreine (5 mol%), CH2Cl2, rt, 27 h, 92%46
(5) The FSiPSS nano-catalyst (20 mg), EtOH, 40 °C, ultrasonic, fast, 80% [Current work]
graphic file with name 41598_2022_18651_Figb_HTML.gif (1) TEA-Im-IL-Cu, rt, 25 min, 81%30
(2) Isonicotinic acid (10 mol%), solvent-free, 85 °C, 25 min, 80%32
(3) TrCl (10 mol%), solvent-free, 60 °C, 50 min, 83%41
(4) The FSiPSS nano-catalyst (20 mg), EtOH, 40 °C, ultrasonic, fast, 70% [Current work]
graphic file with name 41598_2022_18651_Figc_HTML.gif (1) Sodium ascorbate (15 mol%), EtOH:H2O (2:1), 50 °C, 15 min, 82%48
(2) Meglumine (10 mol%), EtOH:H2O (9:1), rt, 17 min, 92%49
(3) FSiPSS nano-catalyst (20 mg), EtOH, 40 °C, ultrasonic, fast, 78% [Current work]
graphic file with name 41598_2022_18651_Figd_HTML.gif (1) Isonicotinic acid (10 mol%), solvent-free, 85 °C, 15 min, 85%32
(2) Sodium ascorbate (15 mol%), EtOH:H2O (2:1), 50 °C, 12 min, 88%48
(3) Meglumine (10 mol%), EtOH:H2O (9:1), rt, 12 min, 92%49
(4) FSiPSS nano-catalyst (20 mg), EtOH, 40 °C, ultrasonic, fast, 65% [Current work]

Conclusion

In summary, the synthesis of pyranopyrazole derivatives was performed using a sulfonic acid-functionalized nanomagnetic catalyst bearing the semicarbazide linkers as a new high-performance catalytic system under ultrasonic conditions. The simple and easy manufacturing procedure of this catalyst, along with the ability to recover and reuse it, makes it economical. The most attractive features of this procedure are low catalyst loading, short reaction times, good to high yields, lower temperature rather than previous works, compatibility with various functional groups, easy work-up, facile separation, and recyclability of catalyst.

Regarding the limitations of this project, the following points can be mentioned:

  • Yield of the reaction: The yield of the reaction is between 40 and 80%, which can be improved in future by performing the reaction under new optimized conditions to increase the yield of the products.

  • Replacement of malononitrile with ethyl cyanoacetate: among derivatives synthesized with ethyl cyanoacetate, only 3 derivatives were purified. By changing the reaction conditions, we hope to reduce the number of side reactions and improving the purification of the products resulting from the reaction with ethyl cyanoacetate.

Supplementary Information

Acknowledgements

The authors are grateful to the Bu-Ali Sina University for the support of this work.

Author contributions

My PhD student Miss M.B. wrote the main manuscript text and the manuscript was checked, reviewed, amended and rewritten by me (Prof D.H.).

Data availability

All data generated or analyzed during this study are included in the supplementary information file.

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/s41598-022-18651-5.

References

  • 1.Mulik BB, Munde AV, Dighole RP, Sathe BR. Electrochemical determination of semicarbazide on cobalt oxide nanoparticles: Implication towards environmental monitoring. J. Ind. Eng. Chem. 2021;93:259–266. doi: 10.1016/j.jiec.2020.10.002. [DOI] [Google Scholar]
  • 2.Wang Y, Chan W. Automated in-injector derivatization combined with high-performance liquid chromatography–fluorescence detection for the determination of semicarbazide in fish and bread samples. J. Agric. Food Chem. 2016;64:2802–2808. doi: 10.1021/acs.jafc.6b00651. [DOI] [PubMed] [Google Scholar]
  • 3.Nan C, Dong J, Jiao X, Shi H, Duan J, Shi T. Stopped-flow kinetic analysis of the oxidation of semicarbazide by hexachloroiridate (IV) Transit. Met. Chem. 2017;42:9–15. doi: 10.1007/s11243-016-0100-1. [DOI] [Google Scholar]
  • 4.Li G, Tang C, Wang Y, Yang J, Wu H, Chen G, Kong X, Kong W, Liu S, You J. A rapid and sensitive method for semicarbazide screening in foodstuffs by HPLC with fluorescence detection. Food Anal. Methods. 2015;8:1804–1811. doi: 10.1007/s12161-014-0063-9. [DOI] [Google Scholar]
  • 5.Asghar SF, Yasin KA, Habib-ur-Rehman A, Aziz S. Synthesis and cyclisation of 1, 4-disubstituted semicarbazides. Nat. Prod. Res. 2010;24:315–325. doi: 10.1080/14786410802435935. [DOI] [PubMed] [Google Scholar]
  • 6.Chen MN, Mo LP, Cui ZS, Zhang ZH. Magnetic nanocatalysts: Synthesis and application in multicomponent reactions. Curr. Opin. Green Sustain. Chem. 2019;15:27–37. doi: 10.1016/j.cogsc.2018.08.009. [DOI] [Google Scholar]
  • 7.Osman AI, Abu-Dahrieh JK, McLaren M, Laffir F, Rooney DW. Characterisation of robust combustion catalyst from aluminium foil waste. ChemistrySelect. 2018;3:1545–1550. doi: 10.1002/slct.201702660. [DOI] [Google Scholar]
  • 8.Xu L, Zhang SZ, Li W, Zhang ZH. Visible-light-mediated oxidative amidation of aldehydes by using magnetic CdS quantum dots as a photocatalyst. Eur. J. Chem. 2021;27:5483–5491. doi: 10.1002/chem.202005138. [DOI] [PubMed] [Google Scholar]
  • 9.Zhang M, Liu YH, Shang ZR, Hu HC, Zhang ZH. Supported molybdenum on graphene oxide/Fe3O4: An efficient, magnetically separable catalyst for one-pot construction of spiro-oxindole dihydropyridines in deep eutectic solvent under microwave irradiation. Catal. Commun. 2017;88:39–44. doi: 10.1016/j.catcom.2016.09.028. [DOI] [Google Scholar]
  • 10.Divband B, Jodaei A, Khatamian M. Enhancement of photocatalytic degradation of 4-nitrophenol by integrating Ag nanoparticles with ZnO/HZSM-5 nanocomposite. Iran. J. Catal. 2019;9:63–70. [Google Scholar]
  • 11.Farhadi S, Ghasemzadeh MA, Aghaei SS. NiCo2O4@ Ni (BDC) Nanoporous metal-organic framework as a novel catalyst for the synthesis of spiro [indene [1, 2-d] pyrimidine-ones and investigation of their antimicrobial activities. ChemistrySelect. 2019;4:729–736. doi: 10.1002/slct.201803260. [DOI] [Google Scholar]
  • 12.Mahapatra A, Mishra BG, Hota G. Adsorptive removal of Congo red dye from wastewater by mixed iron oxide–alumina nanocomposites. Ceram. Int. 2013;39:5443–5451. doi: 10.1016/j.ceramint.2012.12.052. [DOI] [Google Scholar]
  • 13.Dadfar SM, Roemhild K, Drude NI, von Stillfried S, Knüchel R, Kiessling F, Lammers T. Iron oxide nanoparticles: Diagnostic, therapeutic and theranostic applications. Adv. Drug Deliv. Rev. 2019;138:302–325. doi: 10.1016/j.addr.2019.01.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Vallabani NV, Singh S. Recent advances and future prospects of iron oxide nanoparticles in biomedicine and diagnostics. 3 Biotech. 2018;8:1–23. doi: 10.1007/s13205-018-1286-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Zhu N, Ji H, Yu P, Niu J, Farooq MU, Akram MW, Udego IQ, Li H, Niu X. Surface modification of magnetic iron oxide nanoparticles. J. Nanomater. 2018;8:810. doi: 10.3390/nano8100810. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Dinali R, Ebrahiminezhad A, Manley-Harris M, Ghasemi Y, Berenjian A. Iron oxide nanoparticles in modern microbiology and biotechnology. Crit. Rev. Microbiol. 2017;43:493–507. doi: 10.1080/1040841X.2016.1267708. [DOI] [PubMed] [Google Scholar]
  • 17.Dangolani SK, Panahi F, Nourisefat M, Khalafi-Nezhad A. 4-Dialkyl-aminopyridine modified magnetic nanoparticles: As an efficient nano-organocatalyst for one-pot synthesis of 2-amino-4H-chromene-3-carbonitrile derivatives in water. RSC Adv. 2016;6:92316–92324. doi: 10.1039/C6RA18078G. [DOI] [Google Scholar]
  • 18.Gao G, Di JQ, Zhang HY, Mo LP, Zhang ZH. A magnetic metal-organic framework material as a highly efficient and recyclable catalyst for synthesis of cyclohexenone derivatives. J. Catal. 2020;387:39–46. doi: 10.1016/j.jcat.2020.04.013. [DOI] [Google Scholar]
  • 19.Ghorbani-Vaghei R, Sarmast N. Green synthesis of new pyrimido [4, 5-d] pyrimidine derivatives using 7-aminonaphthalene-1,3-disulfonic acid functionalized magnetic Fe3O4@ SiO2 nanoparticles as catalyst. Appl. Organomet. Chem. 2018;32:e4003. [Google Scholar]
  • 20.Mirhosseini-Eshkevari B, Ghasemzadeh MA, Safaei-Ghomi J. An efficient and green one-pot synthesis of indazolo [1,2-b]-phthalazinetriones via three-component reaction of aldehydes, dimedone, and phthalhydrazide using Fe3O4@SiO2 core-shell nanoparticles. Res. Chem. Intermed. 2015;41:7703–7714. doi: 10.1007/s11164-014-1854-8. [DOI] [Google Scholar]
  • 21.Safaei-Ghomi J, Zahedi S, Ghasemzadeh MA. Nano silica-supported ferric chloride as a green and efficient catalyst for one-pot synthesis of 1, 2-dihydro-1-arylnaphtho [1,2-e][1,3] oxazine-3-ones. Iran. J. Catal. 2012;2:27–30. [Google Scholar]
  • 22.Maksoud MA, Elgarahy AM, Farrell C, Ala'a H, Rooney DW, Osman AI. Insight on water remediation application using magnetic nanomaterials and biosorbents. Coord. Chem. Rev. 2020;403:213096. doi: 10.1016/j.ccr.2019.213096. [DOI] [Google Scholar]
  • 23.Plohl O, Ajdnik U, Gyergyek S, Ban I, Vesel A, Glaser TK, Zemljič LF. Superior stability and high biosorbent efficiency of carboxymethylchitosan covalently linked to silica-coated core-shell magnetic nanoparticles for application in copper removal. J. Environ. Chem. Eng. 2019;7:102913. doi: 10.1016/j.jece.2019.102913. [DOI] [Google Scholar]
  • 24.Mahmoudi H, Jafari AA, Saeedi S, Firouzabadi H. Sulfonic acid-functionalized magnetic nanoparticles as a recyclable and eco-friendly catalyst for atom economical Michael addition reactions and bis indolyl methane synthesis. RSC Adv. 2015;5:3023–3030. doi: 10.1039/C4RA11605D. [DOI] [Google Scholar]
  • 25.Avudaiappan G, Unnimaya TJ, Asha P, Unnikrishnan V, Sreekumar K. Green synthesis of pyrazolopyranopyrimidinone and pyranopyrazole derivatives using porphyrin-initiated amine-functionalized PolyBCMO dendritic polymer as sono-catalyst. J. Heterocyclic Chem. 2020;57:197–209. doi: 10.1002/jhet.3765. [DOI] [Google Scholar]
  • 26.Dutta A, Rahman N, Kumar JE, Rabha J, Phukan T, Nongkhlaw R. Catalyst-free UV365-assisted synthesis of pyran annulated heterocyclic scaffolds and evaluation of their antibacterial activities. Synth. Commun. 2021;51:263–278. doi: 10.1080/00397911.2020.1825741. [DOI] [Google Scholar]
  • 27.Atar AB, Kim JT, Lim KT, Jeong YT. Synthesis of 6-amino-2,4-dihydro-pyrano[2,3-c]pyrazol-5-carbonitriles catalyzed by silica-supported tetramethyl- guanidine under solvent-free conditions. Synth. Commun. 2014;44:2679–2691. doi: 10.1080/00397911.2014.913634. [DOI] [Google Scholar]
  • 28.Kiyani H, Ghorbani F. Efficient tandem synthesis of a variety of pyran-annulated heterocycles, 3,4-disubstituted isoxazol-5(4H)-ones, and α, β-FSiPS saturated nitriles catalyzed by potassium hydrogen phthalate in water. Res. Chem. Intermed. 2015;41:7847–7882. doi: 10.1007/s11164-014-1863-7. [DOI] [Google Scholar]
  • 29.Maleki A, Eskandarpour V. Design and development of a new functionalized cellulose-based magnetic nanocomposite: Preparation, characterization, and catalytic application in the synthesis of diverse pyrano[2,3-c]pyrazole derivatives. J. Iran Chem. Soc. 2019;16:1459–1472. doi: 10.1007/s13738-019-01610-9. [DOI] [Google Scholar]
  • 30.Ghafuri H, Kazemnezhad Leili M, Esmaili Zand HR. Copper-immobilized ionic liquid as an alternative to organic solvents in the one-pot synthesis of bioactive dihydropyrano[2,3-c]pyrazole derivatives. Appl. Organomet. Chem. 2020;34:e5757. doi: 10.1002/aoc.5757. [DOI] [Google Scholar]
  • 31.Beerappa M, Shivashankar K. Four component synthesis of highly functionalized pyrano[2,3-c]pyrazoles from benzyl halides. Synth. Commun. 2018;48:146–154. doi: 10.1080/00397911.2017.1386788. [DOI] [Google Scholar]
  • 32.Zolfigol MA, Tavasoli M, Moosavi-Zare AR, Moosavi P, Kruger HG, Shiri M, Khakyzadeh V. Synthesis of pyranopyrazoles using isonicotinic acid as a dual and biological organocatalyst. RSC Adv. 2013;3:25681–25685. doi: 10.1039/c3ra45289a. [DOI] [Google Scholar]
  • 33.Wu M, Feng Q, Wan D, Ma J. CTACl as catalyst for four-component, one-pot synthesis of pyranopyrazole derivatives in aqueous medium. Synth. Commun. 2013;43:1721–1726. doi: 10.1080/00397911.2012.666315. [DOI] [Google Scholar]
  • 34.Xiao Z, Lei M, Hu L. An unexpected multi-component reaction to synthesis of 3-(5-amino-3-methyl-1H-pyrazol-4-yl)-3-arylpropanoic acids in ionic liquid. Tetrahedron lett. 2011;52:7099–7102. doi: 10.1016/j.tetlet.2011.10.099. [DOI] [Google Scholar]
  • 35.Swaroop TR, Sharath-Kumar KS, Palanivelu M, Chaitanya S, Rangappa KS. A catalyst-free green protocol for the synthesis of pyranopyrazoles using room temperature ionic liquid choline chloride-urea. J. Heterocyclic Chem. 2014;51:1866–1870. doi: 10.1002/jhet.1864. [DOI] [Google Scholar]
  • 36.Shinde SK, Patil MU, Damate SA, Patil SS. Synergetic effects of naturally sourced metal oxides in organic synthesis: A greener approach for the synthesis of pyrano[2,3-c]pyrazoles and pyrazolyl-4H-chromenes. Res. Chem. Intermed. 2018;44:1775–1795. doi: 10.1007/s11164-017-3197-8. [DOI] [Google Scholar]
  • 37.Shaterian HR, Kangani M. Synthesis of 6-amino-4-aryl-3-methyl-1, 4-dihydro -pyrano[2,3-c]pyrazole-5-carbonitriles by heterogeneous reusable catalysts. Res. Chem. Intermed. 2014;40:1997–2005. doi: 10.1007/s11164-013-1097-0. [DOI] [Google Scholar]
  • 38.Rather RA, Siddiqui ZN. Synthesis, characterization and application of Nd-salen Schiff base complex immobilized mesoporous silica in solvent free synthesis of pyranopyrazoles. J. Organomet. Chem. 2018;868:164–174. doi: 10.1016/j.jorganchem.2018.05.008. [DOI] [Google Scholar]
  • 39.Paul S, Pradhan K, Ghosh S, De SK, Das AR. Uncapped SnO2 quantum dot catalyzed cascade assembling of four components: A rapid and green approach to the pyrano[2,3-c]pyrazole and spiro-2-oxindole derivatives. Tetrahedron. 2014;70:6088–6099. doi: 10.1016/j.tet.2014.02.077. [DOI] [Google Scholar]
  • 40.Thongni A, Phanrang PT, Dutta A, Nongkhlaw R. One-pot synthesis of 2-amino-3-cyano-4H-pyrans and pyran-annulated heterocycles using sodium citrate as an organo-salt based catalyst in aqueous ethanol. Synth. Commun. 2021;2:1–20. [Google Scholar]
  • 41.Moosavi-Zare AR, Zolfigol MA, Mousavi-Tashar A. Synthesis of pyrano-pyrazole derivatives by in situ generation of trityl carbocation under mild and neutral media. Res. Chem. Intermed. 2016;42:7305–7312. doi: 10.1007/s11164-016-2537-4. [DOI] [Google Scholar]
  • 42.Maddila SN, Maddila S, van Zyl WE, Jonnalagadda SB. CeO2/ZrO2 as green catalyst for one-pot synthesis of new pyrano[2,3-c]pyrazoles. Res. Chem. Intermed. 2017;43:4313–4325. doi: 10.1007/s11164-017-2878-7. [DOI] [Google Scholar]
  • 43.Kangani M, Hazeri N, Maghsoodlou MT, Khandan-Barani K, Kheyrollahi M, Nezhadshahrokhabadi F. Green procedure for the synthesis of 1,4-dihydro pyrano[2,3-c]pyrazoles using saccharose. J. Iran Chem. Soc. 2015;12:47–50. doi: 10.1007/s13738-014-0452-4. [DOI] [Google Scholar]
  • 44.Kanagaraj K, Pitchumani K. Solvent-free multicomponent synthesis of pyrano-pyrazoles: Per-6-amino-β-cyclodextrin as a remarkable catalyst and host. Tetrahedron Lett. 2010;51:3312–3316. doi: 10.1016/j.tetlet.2010.04.087. [DOI] [Google Scholar]
  • 45.Shaikh MA, Farooqui M, Abed S. Novel task-specific ionic liquid [Et2NH (CH2)2CO2H][AcO] as a robust catalyst for the efficient synthesis of some pyran-annulated scaffolds under solvent-free conditions. Res. Chem. Intermed. 2019;45:1595–1617. doi: 10.1007/s11164-018-3696-2. [DOI] [Google Scholar]
  • 46.Gogoi S, Zhao CG. Organocatalyzed enantioselective synthesis of 6-amino-5-cyanodihydropyrano[2,3-c]pyrazoles. Tetrahedron lett. 2009;50:2252–2255. doi: 10.1016/j.tetlet.2009.02.210. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 47.Liang Y, Dong Y, Sun G, Su Z, Guan W. Theoretical mechanistic study of 4CzIPN/Ni0-metallaphotoredox catalyzed enantioselective desymmetrization of cyclic meso-anhydrides. Dalton Trans. 2021;50:17675–17687. doi: 10.1039/D1DT03353K. [DOI] [PubMed] [Google Scholar]
  • 48.Kiyani H, Bamdad M. Sodium ascorbate as an expedient catalyst for green synthesis of polysubstituted 5-aminopyrazole-4-carbonitriles and 6-amino-1,4-di-hydropyrano[2,3-c]pyrazole-5-carbonitriles. Res. Chem. Intermed. 2018;44:2761–2778. doi: 10.1007/s11164-018-3260-0. [DOI] [Google Scholar]
  • 49.Guo RY, An ZM, Mo LP, Yang ST, Liu HX, Wang SX, Zhang ZH. Meglumine promoted one-pot, four-component synthesis of pyranopyrazole derivatives. Tetrahedron. 2013;69:9931–9938. doi: 10.1016/j.tet.2013.09.082. [DOI] [Google Scholar]
  • 50.Habibi D, Pakravan N, Arabi A, Kaboudvand Z. Preparation of Fe3O4@5,10-dihydropyrido[2,3-b]quinoxaline-7,8-diol copper complex: A capable nanocatalyst for the green synthesis of 1-substituted 1H-tetrazoles. Appl. Organomet. Chem. 2018;32:e3988. doi: 10.1002/aoc.3988. [DOI] [Google Scholar]
  • 51.Ariannezhad M, Habibi D, Heydari S. Copper nanoparticles: A capable and versatile catalyst for the synthesis of diverse 1-phenyl-1H-tetrazoles from amino acids. Polyhedron. 2019;160:170–179. doi: 10.1016/j.poly.2018.12.037. [DOI] [Google Scholar]
  • 52.Ariannezhad M, Habibi D, Heydari S, Khorramabadi V. A new supported Mn-based coordination complex as a nano-catalyst for the synthesis of indazolophthalazinetriones and investigation of its antibacterial activity. Chemistry. 2021;3:783–799. doi: 10.3390/chemistry3030056. [DOI] [Google Scholar]
  • 53.Khorramabadi V, Habibi D, Heydari S. Facile synthesis of tetrazoles catalyzed by the new copper nano-catalyst. Green Chem. Lett. Rev. 2020;13:50–59. doi: 10.1080/17518253.2020.1726505. [DOI] [Google Scholar]
  • 54.Mansouri M, Habibi D, Heydari S. The phenyltetrazolethiol-based nickel complex: A versatile catalyst for the synthesis of diverse amidoalkyl naphthols and chromenes. Res. Chem. Intermed. 2021;23:1–20. [Google Scholar]
  • 55.Aghayee M, Zolfigol MA, Keypour H, Yarie M, Mohammadi L. Synthesis and characterization of a novel magnetic nano-palladium Schiff base complex: Application in cross-coupling reactions. Appl. Organomet. Chem. 2016;30:612–618. doi: 10.1002/aoc.3477. [DOI] [Google Scholar]
  • 56.Jian X, Xiao X, Deng L, Tian W, Wang X, Mahmood N, Dou S. Hetero-structured nanorings of Fe−Fe3O4@C hybrid with enhanced microwave absorption performance. ACS Appl. Mater. Interfaces. 2018;10:9369–9378. doi: 10.1021/acsami.7b18324. [DOI] [PubMed] [Google Scholar]
  • 57.Zhang M, Liu P, Liu YH, Shang ZR, Hu HC, Zhang ZH. Magnetically separable graphene oxide anchored sulfonic acid: A novel, highly efficient and recyclable catalyst for one-pot synthesis of 3,6-di(pyridin-3-yl)-1H-pyrazolo[3,4-b]pyridine-5-carbonitriles in deep eutectic solvent under microwave irradiation. RSC Adv. 2016;6:106160–106170. doi: 10.1039/C6RA19579B. [DOI] [Google Scholar]
  • 58.Sun L, Li Y, Sun M, Wang H, Xu S, Zhang C, Yang Q. Porphyrin-functionalized Fe3O4@SiO2 core-shell magnetic colorimetric material for detection, adsorption and removal of Hg2+ in aqueous solution. New J. Chem. 2011;35:2697–2704. doi: 10.1039/c1nj20307j. [DOI] [Google Scholar]
  • 59.Mohammadi M, Ghorbani-Choghamarani A. Synthesis and characterization of novel hercynite@sulfuric acid and its catalytic applications in the synthesis of polyhydro-quinolines and 2, 3-dihydroquinazolin-4 (1H)-ones. RSC Adv. 2022;12:2770–2787. doi: 10.1039/D1RA07381H. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 60.Thommes M, Kaneko K, Neimark AV, Olivier JP, Rodriguez-Reinoso F, Rouquerol J, Sing KS. Physisorption of gases, with special reference to the evaluation of surface area and pore size distribution (IUPAC Technical Report) Pure Appl. Chem. 2015;87:1051–1069. doi: 10.1515/pac-2014-1117. [DOI] [Google Scholar]

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