Experimental insights and modeling innovations: Deciphering Fe(VI) oxidation in imidazole ionic liquids through QSAR and RFR.

In this investigation, we conducted a detailed analysis of the oxidation of 16 imidazole ionic liquid variants by Fe(VI) under uniform experimental setups, thereby securing a dataset of second-order reaction rate constants (kobs). This methodology ensures superior data consistency and comparability over traditional methods that amalgamate disparate data from varied studies. Utilizing 16 chemical structural parameters obtained via Density Functional Theory (DFT) as descriptors, we developed a Quantitative Structure Activity Relationship (QSAR) model. Through rigorous correlation analysis, Principal Component Analysis (PCA), Multiple Linear Regression (MLR), and Applicability Domain (AD) evaluation, we identified a pronounced negative correlation between the molecular orbital gap energy (Egap) and kobs. MLR analysis further underscored Egap as a pivotal predictive variable, with its lower values indicating heightened oxidative reactivity towards Fe(VI) in the ionic liquids, leading the QSAR model to achieve a predictive accuracy of 0.95. Furthermore, we integrated an advanced machine learning approach - Random Forest Regression (RFR), which adeptly highlighted the critical factors influencing the oxidation efficiency of imidazole ionic liquids by Fe(VI) through elaborate decision trees, feature importance assessment, Recursive Feature Elimination (RFE), and cross-validation strategies. The RFR model demonstrated a remarkable predictive performance of 0.98. Both QSAR and RFR models pinpointed Egap as a key descriptor significantly affecting oxidation efficiency, with the RFR model presenting lower root mean square errors, establishing it as a more reliable predictive tool. The application of the RFR model in this study significantly improved the model's stability and the intuitive display of key influencing factors, introducing promising advanced analytical tools to the field of environmental chemistry.

New Findings of Ferrate(VI) Oxidation Mechanism from Its Degradation of Alkene Imidazole Ionic Liquids.

Chemical reactivity, kinetics, degradation pathways and mechanisms, and ecotoxicity of the oxidation of 1-vinyl-3-ethylimidazolium bromide ([VEIm]Br), the most common alternative to organic solvents, by Fe(VI) (HFeO4-) were studied by lab experiments and theoretical calculations. Results show that Fe(VI) can efficiently remove VEIm through the dioxygen transfer-hydrolysis mechanism, which has not been reported yet. The reactivity of VEIm toward Fe(VI) mainly depends on the double bonds in the side chain of VEIm. The second-order rate constant for VEIm was 629.45 M-1 s-1 at pH 7.0 and 25 °C. Typical water constituents, except for SO32-, Cl-, and Cu2+, had no obvious effects on the oxidation. The oxidation products were determined by high-performance liquid chromatography hybrid quadrupole time-of-flight mass spectrometry, which proves that there were interactions between the oxidation intermediates of the anion and cation parts of [VEIm]Br during the degradation process. The structures of related products and oxidation mechanisms were further rationalized by theoretical calculations. The ecotoxicity of products from the three oxidation pathways all showed a trend of increase after the initial decrease. We hope that the findings of this work can give researchers some new inspirations on Fe(VI) degradation of other alkene-containing contaminants.

Estudo da estabilidade e peguilação de L-asparaginase em soluções aquosas de líquidos iônicos de imidazólio / Study of the stability and pegylation of L-asparaginase in aqueous imidazole ionic liquid solutions

A enzima L-asparaginase de Escherichia coli (ASNase) é um biofármaco indicado para o tratamento de leucemia linfoblástica aguda, mas que pode causar reações de hipersensibilidade nos pacientes tratados. Na tentativa de amenizar esse efeito, foi desenvolvida a PEG-ASNase (enzima conjugada com polietilenoglicol) que apresenta a vantagem de ser menos imunogênica e ter maior meia-vida biológica. Mais recentemente, novas abordagens têm sido desenvolvidas visando aprimorar os processos de PEGuilação por meio de reações sítio dirigidas, por exemplo N-terminal, a fim de promover maior similaridade lote a lote e controle das características farmacocinéticas e farmacodinâmicas do biofármaco. Porém, existe ainda uma limitação associada à hidrólise do PEG reativo, desta forma surge a necessidade de procurar solventes alternativos para a PEGuilação que permitam manter a estabilidade das proteínas, aumentar o rendimento de PEGuilação e a estabilidade do PEG reativo. Nesse trabalho, líquidos iônicos foram investigados como solventes alternativos para a peguilação N-terminal de PEG-ASNase. Para tal, a estabilidade de ASNase em Lis foi investigada em LIs da família metil-imidazol, analisando a influência do aumento da cadeia alquílica e de diferentes ânions. A estabilidade da ASNase é favorecida quando em contato com Lis relativamente hidrofóbicos ([C2mim]Cl, [C4mim]Cl e [C6mim]Cl), mas sua a atividade é prejudicada quando o LI é muito polar, como o [C4mim][(CH3)2PO4] ou anfifílico como o [C12mim]Cl. Apesar de seu efeito desnaturante, o [C4mim][(CH3)2PO4] resultou no maior rendimento da reação de PEGuilação da ASNase (56%) quando empregado a 75% e a reação realizada em 10 min. O [C4mim]Cl resultou em rendimento semelhante ao tampão fosfato (~ 49%), mas ambos os LIs reduziram a poliPEGuilação. Portanto, os Lis [C4mim]Cl e [C4mim][(CH3)2PO4] fornecem uma alternativa viável à reação de PEGuilação pela redução na formação de espécies poliPEGuiladas, o que facilitaria os processos de purificação e permitiria maior controle lote a lote da reação, bem como pelo aumento do rendimento da reação no caso do [C4mim][(CH3)2PO4]

Escherichia coli L-asparaginase enzyme (ASNase) is a biopharmaceutical indicated for the treatment of acute lymphoblastic leukemia, but may cause hypersensitivity in the patients used. In an attempt to alleviate this effect, PEG-ASNase (polyethylene glycol conjugated enzyme) was developed, which has the advantage of being less immunogenic and having a longer biological half-life. More recently, new approaches have been applied to improve PEGylation processes through targeted sites, for example N-terminal, in order to promote greater similarity to the batch and control of the pharmacokinetic and pharmacodynamic characteristics of the biopharmaceutical. However, there is still a limitation associated with reactive PEG hydrolysis, thus increasing the need to look for alternative PEGylation solvents to maintain protein stability, increase PEGylation yield and use reactive PEG. In this work, ions were investigated as alternative solvents for the N-terminal PEG-ASNase. For example, a stability of ASNase in ILs was investigated in imidazole ILs by analyzing the influence of increased alkyl chain and different anions. ASNase stability is enhanced when in contact with relatively hydrophobic ILs ([C2min]Cl, [C4min]Cl and [C6min]Cl), but its activity is impaired when very polar ILs such as [C4min][(CH3)2PO4] or amphiphilic as [C12mim]Cl. Despite its denaturing effect, [C4min][(CH3)2PO4] resulted in higher yield of ASNase PEGylation reaction (56%) when employed at 75% and reaction performed in 10 min. [C4min]Cl yielded similar phosphate buffer yield (~ 49%), but both ILs reduced polyPEGylation. Therefore, [C4min]Cl and [C4min][(CH3)2PO4] Ils may use a viable alternative to the PEGylation reaction and reduce the formation of polyPEGylated species, or that facilitate purification processes and allow for greater batch use of the solution, as well as increased reaction yield in the case of [C4min][(CH3)2PO4]

Toxic effect of three imidazole ionic liquids on two terrestrial plants.

To determine the toxic effect of three imidazole ionic liquids (IILs) in terrestrial monocotyledonous and dicotyledonous plants, three IILs (1-butyl-3-methylimidazole tetrafluoroborate, 1-butyl-3-methylimidazole hexafluorophosphate, and butyl-3-methylimidazolium bi-[(trifluoromethyl)sulfonyl]imide) were investigated using rice and capsicum as target toxicity models. In hydroponic experiments, increasing the concentration of the IILs led to a decrease in the seed germination rate, a decrease in the reduced stem and root lengths, and an increase in the inhibition rate of the stem and root lengths; in addition, as the concentration increased, the reducing sugar content of rice and capsicum seedling leaves and roots first increased and then decreased, while permeability of the cell membranes of the stems and roots of the two plants also gradually increased. In terms of the effects on these indices in rice, the ranking of these three IIL anions was [TF2N]- > [PF6]- > [BF4]-; in terms of the effects on capsicum, the sequence was [BF4]- > [TF2N]- > [PF6]-. These findings provide a theoretical reference for the next step in the synthesis and the use of green ionic liquids.