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Search for "temperature" in Full Text gives 2974 result(s) in Beilstein Journal of Organic Chemistry. Showing first 200.

C–H Trifluoromethylthiolation of aldehyde hydrazones

  • Victor Levet,
  • Balu Ramesh,
  • Congyang Wang and
  • Tatiana Besset

Beilstein J. Org. Chem. 2024, 20, 2883–2890, doi:10.3762/bjoc.20.242

Graphical Abstract
  • reaction conditions, electron-enriched hydrazones provided the expected products in high yields (2a, 3a, 4a). Note, that in the case of the N-tosylhydrazone, further optimization reactions were required (for more details, see Supporting Information File 1), and reducing the temperature for the halogenation
  • room temperature. α,α,α-Trifluoroacetophenone (42 μL, 0.3 mmol, 1.0 equiv) was added as an internal standard for determining the 19F NMR yield. The mixture was then filtered on a pad of celite and rinsed with CH2Cl2. The solution was then washed with brine twice (20 mL) and the organic layers were
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Published 12 Nov 2024

Synthesis of pyrrole-fused dibenzoxazepine/dibenzothiazepine/triazolobenzodiazepine derivatives via isocyanide-based multicomponent reactions

  • Marzieh Norouzi,
  • Mohammad Taghi Nazeri,
  • Ahmad Shaabani and
  • Behrouz Notash

Beilstein J. Org. Chem. 2024, 20, 2870–2882, doi:10.3762/bjoc.20.241

Graphical Abstract
  • , we investigated the reaction in dichloromethane at room temperature and at 40 °C (Table 1, entries 1 and 2) and we found that the reaction progressed slightly at 40 °C. This promising result prompet us to examine the reaction in multiple anhydrous solvents such as CH3CN, toluene, EtOH, THF, EtOAc
  • , and DMF at different temperatures (Table 1, entries 3–9). The result obtained from the study of solvents showed that pyrrole-fused dibenzoxazepine 4a was obtained with a yield of 56% in ethanol as solvent at a temperature of 78 °C (Table 1, entry 4). To achieve a higher yield of product 4a, the
  • temperature (Figure 3A) [46]. Therefore, dynamic NMR measurements were performed for compound 6f at various temperatures (25, 35, 45, 55, 65, 75, and 85 °C). As illustrated in Figure 3, all peaks in the spectrum correspond to the structure of 6f. Spectrum A recoreded at 25 °C has two broad singulet signals at
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Published 11 Nov 2024

Multicomponent synthesis of α-branched amines using organozinc reagents generated from alkyl bromides

  • Baptiste Leroux,
  • Alexis Beaufils,
  • Federico Banchini,
  • Olivier Jackowski,
  • Alejandro Perez-Luna,
  • Fabrice Chemla,
  • Marc Presset and
  • Erwan Le Gall

Beilstein J. Org. Chem. 2024, 20, 2834–2839, doi:10.3762/bjoc.20.239

Graphical Abstract
  • ]. Thus, whereas Rieke et al. reported the insertion of activated zinc into alkyl bromides in THF at room temperature [16][17], Knochel et al. described the direct metalation of alkyl iodides in THF at 30 °C [18]. More recently, Knochel et al. improved their original method by the use of zinc dust in the
  • presence of LiCl in THF for the metalation of alkyl bromides at room temperature [19]. Besides, Huo described the insertion of zinc dust into alkyl bromides at 80 °C in DMA or DMF [20]. Despite the high synthetic interest in mixed organozinc compounds, their use in the preparation of α-branched amines
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Published 07 Nov 2024

Synthesis of tricarbonylated propargylamine and conversion to 2,5-disubstituted oxazole-4-carboxylates

  • Kento Iwai,
  • Akari Hikasa,
  • Kotaro Yoshioka,
  • Shinki Tani,
  • Kazuto Umezu and
  • Nagatoshi Nishiwaki

Beilstein J. Org. Chem. 2024, 20, 2827–2833, doi:10.3762/bjoc.20.238

Graphical Abstract
  • temperature without addition of acetic acid. To address this, the reaction was performed at −78 °C, and acetic acid was added at the same temperature, yielding adduct 4a in 13% yield (Table 1, entry 2). The reaction yield was significantly influenced by the amounts of 3a and butyllithium used. The yield of 4a
  • to that reported in reference [23], to a solution of DEMO (1.72 g, 10.0 mmol) in toluene (40 mL) were added 4-methylbenzamide (1.63 g, 12 mmol), 3 Å molecular sieves (3.4 g), and acetic anhydride (2.0 mL, 20 mmol). The resulting solution was heated at 100 °C for 4 h. After cooling to room temperature
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Published 06 Nov 2024

Investigation of a bimetallic terbium(III)/copper(II) chemosensor for the detection of aqueous hydrogen sulfide

  • Parvathy Mini,
  • Michael R. Grace,
  • Genevieve H. Dennison and
  • Kellie L. Tuck

Beilstein J. Org. Chem. 2024, 20, 2818–2826, doi:10.3762/bjoc.20.237

Graphical Abstract
  • were measured at room temperature utilizing a Varian Cary 1E UV–vis spectrophotometer with a quartz cell of 10 mm path length. Luminescence emission spectra of aqueous solutions were captured at 23 °C using a Varian Cary-Eclipse fluorescence spectrophotometer set to phosphorescence mode, employing a
  • calibration gas generator. Synthesis of Tb.1 To a solution of L (155 mg, 0.5 mmol) in water (6 mL) and 1 M NaOH (4 mL) a solution of Tb(OTf)3 (100 mg, 0.166 mmol) in water (2 mL) was added to obtain a white precipitate instantly. The solution was stirred at room temperature for a day. The precipitate was
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Published 05 Nov 2024

Mechanochemical difluoromethylations of ketones

  • Jinbo Ke,
  • Pit van Bonn and
  • Carsten Bolm

Beilstein J. Org. Chem. 2024, 20, 2799–2805, doi:10.3762/bjoc.20.235

Graphical Abstract
  • efficiently converted to the target products under solvent-free conditions. The reactions proceed at room temperature and are complete within 90 minutes, demonstrating both efficiency and experimental simplicity. Keywords: ball milling; difluorocarbene; difluoromethylations; difluoromethyl enol ether
  • reaction conditions were chosen based on those reported by Ni, Hu and co-workers for the difluoromethylation of alcohols in solution [39]. The two activators KFHF and KOAc were investigated in a dichloromethane/water mixture at room temperature for 10 h. In both cases, the yield of 3a was negligible (with
  • during the reaction. Conclusion In conclusion, we discovered a mechanochemical synthesis of difluoromethyl enol ethers. The products were obtained from the corresponding ketones at room temperature after a reaction time of 90 minutes. The investigation of the reaction scope revealed challenges in
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Published 04 Nov 2024

C–C Coupling in sterically demanding porphyrin environments

  • Liam Cribbin,
  • Brendan Twamley,
  • Nicolae Buga,
  • John E. O’ Brien,
  • Raphael Bühler,
  • Roland A. Fischer and
  • Mathias O. Senge

Beilstein J. Org. Chem. 2024, 20, 2784–2798, doi:10.3762/bjoc.20.234

Graphical Abstract
  • ). The reaction temperature was increased to 110 °C, affording the desired porphyrin 27 in a 39% yield (Table 1, entry 3). A temperature of 110 °C was also used for the synthesis of terphenylporphyrin 28 using boronic acid 17, affording terphenylporphyrin 28 in 48% yield (Table 1, entry 7). Boronic acids
  • ). Formation of palladium black was observed but product formation was also indicated by TLC and 1H NMR. For a final attempt at establishing reactivity with boronic acid 15 the temperature was increased to 110 °C and gave the desired anthracenylporphyrin 37 in a 32% yield. In the case of boronic acids with
  • reactivity observed with 9-anthracenylboronic acid (15), no conversion to the desired product was established. Increasing the temperature and catalyst loading (Table 2, entry 5) gave the terphenylporphyrin 38 in a 7% yield (Table 2, entry 7). The use of Cs2CO3 is still required for boronic acids bearing
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Published 04 Nov 2024

Access to optically active tetrafluoroethylenated amines based on [1,3]-proton shift reaction

  • Yuta Kabumoto,
  • Eiichiro Yoshimoto,
  • Bing Xiaohuan,
  • Masato Morita,
  • Motohiro Yasui,
  • Shigeyuki Yamada and
  • Tsutomu Konno

Beilstein J. Org. Chem. 2024, 20, 2776–2783, doi:10.3762/bjoc.20.233

Graphical Abstract
  • Science and Engineering, Ibaraki University, 4-12-1 Nakanarusawa, Hitachi, Ibaraki 316-8511, Japan 10.3762/bjoc.20.233 Abstract Treatment of various (R)-N-(2,2,3,3-tetrafluoropent-4-en-1-ylidene)-1-phenylethylamine derivatives with 2.4 equiv of DBU in toluene at room temperature to 50 °C for 24 h led to
  • at room temperature for 24 h gave the corresponding [1,3]-proton shift adduct (S)-20b in 31% yield (Table 1, entry 1). In this case, the HF-elimination product 21b was also obtained in 16% [37], and the starting material was recovered in 53%. As shown in entries 2–7 of Table 1, the reactions in
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Published 01 Nov 2024

Copper-catalyzed yne-allylic substitutions: concept and recent developments

  • Shuang Yang and
  • Xinqiang Fang

Beilstein J. Org. Chem. 2024, 20, 2739–2775, doi:10.3762/bjoc.20.232

Graphical Abstract
  • for the Cu(I) system indicate that it is not the formation of alkynyl copper intermediate but the formation of active copper vinyl allenylidene intermediate is the rate-limiting step (Scheme 10). Due to the gaseous nature of dimethylamine at room temperature, it needs to be stored in special solvents
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Published 31 Oct 2024

Interaction of a pyrene derivative with cationic [60]fullerene in phospholipid membranes and its effects on photodynamic actions

  • Hayato Takagi,
  • Çetin Çelik,
  • Ryosuke Fukuda,
  • Qi Guo,
  • Tomohiro Higashino,
  • Hiroshi Imahori,
  • Yoko Yamakoshi and
  • Tatsuya Murakami

Beilstein J. Org. Chem. 2024, 20, 2732–2738, doi:10.3762/bjoc.20.231

Graphical Abstract
  • until the lipid membrane had completely peeled off from the flask. To remove free catC60 and C60, the resulting suspension was centrifuged at 20,000g at room temperature for 10 min. The supernatant was collected and subjected to more than 20 extrusions using a Mini-Extruder equipped with a 100 nm-pore
  • free PyBA. Data analysis, including calculation of the phase transition temperature, was performed using the MicroCal PEAQ-DSC Software. UV–vis absorption measurement UV–vis spectra of DMPC liposomes (1 mM DMPC) with or without catC60 or C60 were measured in PBS(–) using a UV-3600 Plus absorption
  • solution (335 µM) was added instead of 10 µM of PBS(–). The solution was subjected to O2 bubbling for 30 seconds and then taken into 50 µL capillary and sealed. The solution was then irradiated with blue LED light for 30 minutes. The capillary was taken into the ESR tube for measurement at room temperature
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Published 30 Oct 2024

Synthesis of spiroindolenines through a one-pot multistep process mediated by visible light

  • Francesco Gambuti,
  • Jacopo Pizzorno,
  • Chiara Lambruschini,
  • Renata Riva and
  • Lisa Moni

Beilstein J. Org. Chem. 2024, 20, 2722–2731, doi:10.3762/bjoc.20.230

Graphical Abstract
  • of components and temperature (Table 2). We firstly irradiated with blue LEDs (451 nm) the mixture of the three components in the presence of 1.5 equiv of BrCCl3 for 18 h at room temperature under argon atmosphere (Table 2, entry 1). To our surprise, the reaction provided only traces of the expected
  • detrimental (Table 2, entries 4, 5 and 7), while higher temperature improved the efficiency of the process (Table 2, entry 6). Under the optimized conditions we were able to obtain 3a with a 61% isolated yield, which can be considered an excellent result, as it is related to a four-step process (an average
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Published 29 Oct 2024

5th International Symposium on Synthesis and Catalysis (ISySyCat2023)

  • Anthony J. Burke and
  • Elisabete P. Carreiro

Beilstein J. Org. Chem. 2024, 20, 2704–2707, doi:10.3762/bjoc.20.227

Graphical Abstract
  • in MeOH at room temperature with a short reaction time. Some of them were further functionalized with a 1,2,3-triazole ring via copper-catalyzed azide–alkyne cycloaddition (CuAAC) and deprotected with trifluoroacetic acid. Several hybrids were evaluated against six cancer cell lines, displaying GI50
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Editorial
Published 28 Oct 2024

Synthesis of fluoroalkenes and fluoroenynes via cross-coupling reactions using novel multihalogenated vinyl ethers

  • Yukiko Karuo,
  • Keita Hirata,
  • Atsushi Tarui,
  • Kazuyuki Sato,
  • Kentaro Kawai and
  • Masaaki Omote

Beilstein J. Org. Chem. 2024, 20, 2691–2703, doi:10.3762/bjoc.20.226

Graphical Abstract
  • (4 mol %) and triethylamine (1.5 equiv) in THF (2.5 mL) was added the respective alkyne 5 (2.0 equiv). The reaction solution was stirred at room temperature until 1 was disappeared. The reaction mixture was evaporated and concentrated under reduced pressure. The residue was purified by column
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Published 24 Oct 2024

Photoluminescence color-tuning with polymer-dispersed fluorescent films containing two fluorinated diphenylacetylene-type fluorophores

  • Kazuki Kobayashi,
  • Shigeyuki Yamada,
  • Motohiro Yasui and
  • Tsutomu Konno

Beilstein J. Org. Chem. 2024, 20, 2682–2690, doi:10.3762/bjoc.20.225

Graphical Abstract
  • diphenylacetylene structure as the π-conjugated core. As a part of our research projects, we have begun to explore diphenylacetylene-based luminescent molecules despite diphenylacetylene not exhibiting fluorescence at room temperature because it undergoes a πσ* excited state that rapidly forms a trans-bend
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Published 23 Oct 2024

Computational design for enantioselective CO2 capture: asymmetric frustrated Lewis pairs in epoxide transformations

  • Maxime Ferrer,
  • Iñigo Iribarren,
  • Tim Renningholtz,
  • Ibon Alkorta and
  • Cristina Trujillo

Beilstein J. Org. Chem. 2024, 20, 2668–2681, doi:10.3762/bjoc.20.224

Graphical Abstract
  • Boltzmann constant, T is the temperature in Kelvin, h is the Planck constant, and R is the gas constant. The enantiomeric excess (%ee) was calculated using Equation 2 [41]. kfav stands for the kinetic rate constant of the most favourable process, and kdefav stands for the rate constant of the less
  • = 5.47·104 s−1 for capturing CO2 and k2 = 4.85·10−12 s−1 for capturing the epoxide. Despite the FLP–CO2 adduct being less thermodynamically stable than the FLP–epoxide adduct (−10.1 kcal·mol−1 vs −44.8 kcal·mol−1), the lower activation barrier for the capture of CO2 and the temperature considered (273.0
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Published 22 Oct 2024

Transition-metal-free decarbonylation–oxidation of 3-arylbenzofuran-2(3H)-ones: access to 2-hydroxybenzophenones

  • Bhaskar B. Dhotare,
  • Seema V. Kanojia,
  • Chahna K. Sakhiya,
  • Amey Wadawale and
  • Dibakar Goswami

Beilstein J. Org. Chem. 2024, 20, 2655–2667, doi:10.3762/bjoc.20.223

Graphical Abstract
  • synthesis of E-o-hydroxystilbenes, albeit via a cascade hydrolyzation–decarboxylation reaction at a very high temperature (Figure 2c) [18]. However, a metal-free decarbonylation–oxidation method for benzofuranones is still unprecedented. The earlier report [2] on the Ni-catalyzed decarbonylation–oxidation
  • catalyst was essential for this reaction to happen at a higher temperature, and the products were obtained in negligible yields without the catalyst. Our protocol established that the reaction proceeds without the need for a transition-metal catalyst, as well as at a lower temperature. Additionally, the
  • temperature proved to be advantageous compared to the reported Ni-catalyzed decarbonylation–oxidation method of benzofuranones [2]. Next, to elucidate the mechanism of the decarbonylation–oxidation reaction of 3-arylbenzofuran-2(3H)-ones 3aa–ka, control experiments were performed. The fact that the reaction
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Published 21 Oct 2024

The scent gland composition of the Mangshan pit viper, Protobothrops mangshanensis

  • Jonas Holste,
  • Paul Weldon,
  • Donald Boyer and
  • Stefan Schulz

Beilstein J. Org. Chem. 2024, 20, 2644–2654, doi:10.3762/bjoc.20.222

Graphical Abstract
  • Agilent 5977A mass spectrometer. Agilent HP5-MS columns (Agilent Technologies, 30 m × 0.25 mm, 0.25 µm film thickness) were used as stationary phases, and helium was used as the carrier gas. EI-ionization was performed at 70 eV. The temperature program was as follows for both GC–MS and GC–IR: 50 °C (5 min
  • capillary temperature was 250 °C, the capillary voltage was 180 V, the source voltage offset was 20 V, and the source voltage span was 30 V. The APCI source gas temperature was 350 °C and the APCI corona discharge was set to 5.0 µA. The scan range was 118 amu to 1522 amu. A direct probe, a small glass rod
  • room temperature for 1 h. The solvent was removed with a stream of N2 and the sample was taken up in CH2Cl2 and analyzed by GC–MS [43]. Dimethyl disulfide derivatization: Twenty µL of the sample in a 2 mL GC vial were diluted with pentane (20 µL) and mixed with freshly distilled dimethyl disulfide
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Published 18 Oct 2024

Deciphering the mechanism of γ-cyclodextrin’s hydrophobic cavity hydration: an integrated experimental and theoretical study

  • Stiliyana Pereva,
  • Stefan Dobrev,
  • Tsveta Sarafska,
  • Valya Nikolova,
  • Silvia Angelova,
  • Tony Spassov and
  • Todor Dudev

Beilstein J. Org. Chem. 2024, 20, 2635–2643, doi:10.3762/bjoc.20.221

Graphical Abstract
  • the present study to measure the quantity and thermal stability of the water molecules inside the γ-CD we employed differential scanning calorimetry (DSC – Figure 4A) and thermogravimetry (TG – Figure 4B) in the temperature range between 300–440 K. The DSC curve reveals a wide endothermic effect with
  • similar to the value experimentally obtained for α-CD (22.1 ± 3.8 and 30.0 ± 2.5 kJ mol−1 H2O for the first and second water release, respectively) [13]. The thermogravimetric curve shows a 10% weight loss in the temperature range 300–450 K, associated with the release of both crystal water inside the
  • with a small shoulder at the low temperature peak side. According to the TG analysis, it was estimated that the γ-CD in the present study contains 7 mol of H2O. Several measurements were performed to ensure reproducibility of the results, which proved to be in line with the literature data [17][27][28
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Published 17 Oct 2024

Applications of microscopy and small angle scattering techniques for the characterisation of supramolecular gels

  • Connor R. M. MacDonald and
  • Emily R. Draper

Beilstein J. Org. Chem. 2024, 20, 2608–2634, doi:10.3762/bjoc.20.220

Graphical Abstract
  • minimal change to the materials environment. This allows for structures that are more representative of their typical environment. To achieve this, many specialised cells have been developed to control various environmental parameters including temperature, pressure, irradiation, electromagnetic fields
  • such as a change in temperature. Jamieson et al. were able to utilise in situ SANS to characterise the ageing effects of gels formed upon the cooling of hot pyromellitamide solutions [71]. By comparing the fit of the full model to the low-q region only a higher level of hierarchical self-assembly
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Published 16 Oct 2024

Efficient modification of peroxydisulfate oxidation reactions of nitrogen-containing heterocycles 6-methyluracil and pyridine

  • Alfiya R. Gimadieva,
  • Yuliya Z. Khazimullina,
  • Aigiza A. Gilimkhanova and
  • Akhat G. Mustafin

Beilstein J. Org. Chem. 2024, 20, 2599–2607, doi:10.3762/bjoc.20.219

Graphical Abstract
  • determined that room temperature is inadequate for fully oxidizing substrates. The optimal oxidation temperature for uracils 1 and 4 is between 60–65 °C, whereas for pyridines 7 and 9 it is 45 °C. Heating the reaction mixture at a temperature higher than the optimum level causes the substrates to be
  • overoxidized and leads to destruction of the heterocyclic ring. As a result, the yield of the final products decreases. Furthermore, oxidation is incomplete at temperatures lower than the optimal temperature. The oxidation of MU (1), TMU (4), and pyridine (7) using ammonium peroxydisulfate (APS) was conducted
  • classes. Experimental 1H and 13C NMR spectra were recorded on a Bruker Avance III 500 MHz spectrometer at 500.13 MHz (1H) and 125.73 MHz (13C) with 5 mm QNP sensors at a constant sample temperature of 298 K. The solvents were DMSO-d6, D2O, CDCl3 and the internal standard was SiMe4. Chemical shifts in the
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Published 16 Oct 2024

Synthesis and cytotoxicity studies of novel N-arylbenzo[h]quinazolin-2-amines

  • Battini Veeraiah,
  • Kishore Ramineni,
  • Dabbugoddu Brahmaiah,
  • Nangunoori Sampath Kumar,
  • Hélène Solhi,
  • Rémy Le Guevel,
  • Chada Raji Reddy,
  • Frédéric Justaud and
  • René Grée

Beilstein J. Org. Chem. 2024, 20, 2592–2598, doi:10.3762/bjoc.20.218

Graphical Abstract
  • afforded the known aldehyde 2 in 65% yield [13]. Then, reaction with guanidinium carbonate in DMA at high temperature [12], gave the desired intermediate 2-aminobenzo[h]quinazoline (3). In a final step, classical Buchwald–Hartwig coupling [14][15][16][17] with bromobenzene under the conditions described
  • temperature, the mixture was filtered through Celite and washed with EtOAc (2 × 10 mL). The filtrate was evaporated under reduced pressure and the crude product was purified by using 60–120 silica mesh column chromatography using 10–20% ethyl acetate in hexane as eluent afforded target compound 4a (69% yield
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Published 14 Oct 2024

Base-promoted cascade recyclization of allomaltol derivatives containing an amide fragment into substituted 3-(1-hydroxyethylidene)tetronic acids

  • Andrey N. Komogortsev,
  • Constantine V. Milyutin and
  • Boris V. Lichitsky

Beilstein J. Org. Chem. 2024, 20, 2585–2591, doi:10.3762/bjoc.20.217

Graphical Abstract
  • of the process time led to decrease of the yield due to partial tarring of the reaction mixture (Table 1, entry 3). Next, we assumed that the investigated reaction can be performed at room temperature. However, stirring under these conditions for 3 h in MeCN didn’t enhance the yield of compound 4a
  • (Table 1, entry 7). Then, we tested the investigated reaction in various solvents at room temperature for 24 h. It should be noted that all solvents used had no advantage over MeCN (Table 1, entries 8–11). Thus, the best results for considered recyclization were achieved at stirring of amide 4a in the
  • presence of CDI and DBU in MeCN at room temperature for 24 h. The aforementioned optimal conditions were utilized for the synthesis of a wide range of tetronic acids bearing a pyrrolidinone unit (Scheme 3). The presented protocol is of general nature and allows us to prepare the final products with various
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Published 14 Oct 2024

A review of recent advances in electrochemical and photoelectrochemical late-stage functionalization classified by anodic oxidation, cathodic reduction, and paired electrolysis

  • Nian Li,
  • Ruzal Sitdikov,
  • Ajit Prabhakar Kale,
  • Joost Steverlynck,
  • Bo Li and
  • Magnus Rueping

Beilstein J. Org. Chem. 2024, 20, 2500–2566, doi:10.3762/bjoc.20.214

Graphical Abstract
  • anode and a foamed Ni cathode, at a constant current of 12 mA in DMSO at room temperature under atmospheric conditions. The reaction has been applied to more than 80 examples, including the late-stage functionalization of natural products and pharmaceuticals, as well as the synthesis and radiosynthesis
  • method for the regioselective thiolation of aromatic C–H bonds by activating the thiol rather than the arene [19]. For their developed reaction, Pt electrodes were used in an undivided cell with a mixture of HFIP/DCE 3:1 at room temperature under argon. Late-stage functionalization was demonstrated for
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Published 09 Oct 2024

Visible-light-mediated flow protocol for Achmatowicz rearrangement

  • Joachyutharayalu Oja,
  • Sanjeev Kumar and
  • Srihari Pabbaraja

Beilstein J. Org. Chem. 2024, 20, 2493–2499, doi:10.3762/bjoc.20.213

Graphical Abstract
  • details in Supporting Information File 1, Table S1, entries 10–18), it was discovered that a combination of ACN/DMSO/H2O solvent, K2S2O8 oxidant, Ru(bpy)3Cl2·6H2O photocatalyst, and 28–34 °C temperature were the best-suited and optimized reaction conditions. After optimization, our efforts were put
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Published 08 Oct 2024

Machine learning-guided strategies for reaction conditions design and optimization

  • Lung-Yi Chen and
  • Yi-Pei Li

Beilstein J. Org. Chem. 2024, 20, 2476–2492, doi:10.3762/bjoc.20.212

Graphical Abstract
  • the platform and addressing safety concerns. On the other aspect, forward reaction prediction normally plays the role of validating the feasibility of a reaction pathway predicted by retrosynthetic models and to further enhance reaction yields by optimizing reaction parameters such as temperature
  • factors, such as catalysts, solvents, substrate concentrations, and temperature. In academia, especially, the "one factor at a time" (OFAT) approach, which involves changing one factor while keeping the others constant, is frequently used to examine the effect of individual reaction parameters [13
  • vital role in this context; it filters out inaccessible and incompatible conditions, such as high-temperature reactions, high-reactive gases, insoluble solid reagents, and environmentally unfriendly reagents. The examples above illustrate the usefulness of global reaction conditions prediction models
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Published 04 Oct 2024
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