Abstract
We report here a method to make a branched and partially ethoxylated polyethyleneimine derivative directly from ethanolamine. The polymerization reaction is catalysed by a pincer complex of Earth-abundant metal, manganese, and produces water as the only byproduct. Industrial processes to produce polyethyleneimines involve the transformation of ethanolamine to a highly toxic chemical, aziridine, by an energy-intensive/waste-generating process followed by the ring-opening polymerization of aziridine. The reported method bypasses the need to produce a highly toxic intermediate and presents advantages over the current state-of-the-art. We propose that the polymerization process follows a hydrogen borrowing pathway that involves (a) dehydrogenation of ethanolamine to form 2-aminoacetaldehyde, (b) dehydrative coupling of 2-aminoacetaldehyde with ethanolamine to form an imine derivative, and (c) subsequent hydrogenation of imine derivative to form alkylated amines.
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Introduction
Branched polyethylenimine (PEI) and polyethylenimine ethoxylated (PEIE) with an annual global market size of around £400 million have applications in various areas ranging from adhesives, textiles, cosmetics, water treatment, and detergents1. Lately, their applications in areas such as gene delivery2, tissue culture3, CO2 capture4, solar cells5, and optoelectronic devices6 have also emerged3. The current industrial process for the production of branched polyethylenimine is carried out through acid-catalysed cationic ring opening polymerization of aziridine, which is a highly toxic, mutagenic, and volatile liquid7. The hazardous nature of aziridine adds to the production cost as it requires highly efficient scrubbers on vent lines and gasket materials that can withstand prolonged contact with aziridine1. Only two companies—BASF (Germany) and Nippon Shokubai (Japan) produce aziridine, both transforming produced aziridine to much less toxic polyethylenimine. BASF currently produces aziridine by the Wenker process in which ethanolamine is first reacted with sulphuric acid at 100–200 °C to give 2-aminoethyl hydrogensulfate that is subsequently reacted with aqueous sodium hydroxide to produce aziridine (Fig. 1A)1. The two-step process produces a stoichiometric amount of sodium sulphate waste. Nippon Shokubai produces aziridine by the catalytic dehydration of ethanolamine at 350–450 °C under reduced pressure (Fig. 1A)1. Although the process doesn’t produce any waste, it needs a high energy system and multistage distillation setup to separate aziridine from the by-product water. The branched polyethylenimines (PEI) produced using these processes are further reacted with ethylene oxide to make polyethylenimine ethoxylated (PEIE). A process that can bypass the need to make aziridine and produce branched polyethylenimine directly from ethanolamine will be of significant benefit to the environment and economy.
Acceptorless dehydrogenative coupling is an atom-economic approach to make various organic compounds such as nitriles, and carbonyl derivatives8,9,10. The dehydrogenative coupling of alcohols and amines to make imines has been reported using pincer catalysts of ruthenium11,12, iron13, and manganese14,15. The N-alkylation of amines using alcohols through a hydrogen borrowing mechanism has also been reported using various transition metal complexes16,17,18. The concept of acceptorless dehydrogenative catalysis has also been expanded to make polymers such as polyesters19, nylons20,21, and polyureas22,23,24,25. The synthesis of polyalkylenimines from the coupling of diols and diamines or alkanolamines using ruthenium or iridium catalysts has been claimed in patents filed by the BASF26,27. Along this direction, we have recently reported the synthesis of a branched polyethylenimine derivative from the coupling of ethylene glycol and ethylenediamine using the Earth-abundant manganese pincer precatalyst, Mn-1, in the presence of KOtBu, generating the active amido-Mn species, Mn-2, in situ. We now report that the same complex efficiently catalyses the direct synthesis of a branched and partially ethoxylated polyethylenimine from ethanolamine through a borrowing hydrogen mechanism (Fig. 1B).
Results and discussion
Polymerization optimization
We started our investigation by conducting the optimization of ethanolamine polymerization reaction using the manganese pincer complex 1 by varying base, temperature, solvent, reaction time, and catalytic loading. Remarkably, refluxing ethanolamine (2 mmol) in toluene (4 mL) using 1 mol% complex Mn-1, 10 mol% KOtBu at 150 °C for 24 h in a sealed vessel resulted in the isolation of a solid product in 81% yield (Table 1; Entry 1; reproduced three times). This water-soluble product, that precipitates during the reaction course, was determined to have a high molecular weight (Mn 38,700 g mol−1) and reasonably narrow polydispersity (Ð 1.21) by GPC (Gel Permeation Chromatography). An IR (ATR-FTIR) spectrum obtained of the product exhibits stretching frequencies at ν2934 cm−1 and ν1584 cm−1, corresponding to C-H stretch and N-H bend, respectively. The presence of alcohol end groups is indicated by a broad resonance with ν3254 cm−1 (O-H) and strong bands at ν1350 cm–1 and ν1061 cm–1. NMR spectroscopic analysis (1H and 13C{1H}) of the product in D2O suggests a branched polymeric structure (shown in Fig. 1), with signals corresponding to tertiary (δC 63–58 ppm), secondary (δC 48–52 ppm) and primary (δC 44–40 ppm) amine environments observed within a 13C{1H} NMR spectrum (Fig. 2A), and broad overlapping resonances observed between ~3.75 and 2.5 ppm within a 1H NMR spectrum28. Crude quantification to estimate the percentage of primary amine has also been carried out, through reactions to form Ruhemann’s purple monitored by UV-vis spectrometry and through quantitative 13C{1H} NMR spectroscopy, which showed ~27% primary amine (ESI section 1.10).
A 13C{1H} NMR (D2O, 126 MHz) of PEI-1; (B) GPC traces of PEI-1 (dashed) and PEI-1-E obtained from catalyst recycling experiment (red solid line); (C) Relationship between ethylene diamine concentration and resulting N content; (D) Kinetics of polymerization for PEI-1 synthesis: Mn (red circles) and Ð (blue squares) vs reaction time.
A comparable yield (78%) can be obtained using THF as reaction solvent (Entry 2), however, the polymer produced in THF is of lower average molecular weight and an, apparently, polymodal distribution is observed within the resulting GPC trace (Supplementary Fig. 16), indicated through increased polydispersity (Ð 1.47). Additionally, the presence of unsaturation (imine functionality) is observed within an IR spectrum (νC=N 1655 cm−1) and NMR spectroscopic analysis (δC 163.8 ppm and δH 8.06). Performing the reaction in anisole allowed the preparation of a polymeric sample with similar molecular weight and dispersity to that produced in toluene, now in 72% yield (Entry 3). However, inspection of a 13C{1H} NMR spectrum of the product (Entry 3) in D2O reveals a degree of unsaturation, i.e., imine, present within the polymer backbones, indicated by the presence of signals with δC 164.7 and 164.0 ppm.
Changing the base from KOtBu to K2CO3 retains selective formation of PEI-1, however with a much diminished yield after 24 h (c.f. 81% and 13%) (Entry 4). A further variation of the base to NaOtBu resulted in a loss of selectivity, generating a polymodal mixture containing amide (δC 179.4 ppm), imine (δC 164.8 ppm), and enamine (δC ~ 140 ppm) functionalities (Entry 5).
Decreasing the equivalence of KOtBu base from 1:10 [Mn-1]:[KOtBu] to 1:5 resulted in a decrease in the yield obtained from 81% to 49% (Entry 6), a fact that we speculate may be due to the involvement of KOtBu in dehydrogenation and dehydration steps. Decreasing the reaction temperature from 150 °C to 120 °C (Entry 7) results in a significantly diminished yield (now 29%), coupled with a loss in selectivity with some amide functionality observed using 13C{1H} NMR spectroscopy (δC 179.6 ppm).
The thermal properties of PEI-1 produced from these reactions were probed through thermogravimetric analysis and differential scanning calorimetry. Where a glass transition (Tg) was detected, these were observed between −10 °C and 1 °C, higher than that of commercial PEI samples (c.f. branched-PEI Tg below −40 °C and linear-PEI Tg below −20 °C)29,30. However, these values may be in line with what might be the expected range for a PEIE (e.g. Tg − 24 °C for a branched PEIE)6,31 derived from a linear-PEI, consistent with high degrees of ethoxy end-groups. Complex thermal decomposition with significant mass loss is observed above ~200 °C, with some small mass loss below this temperature also observed which could indicate the presence of residual substrate within the samples despite drying under reduced pressure and elevated temperatures prior to analyses (Supplementary Figs. 69–71). Performing powder X-ray diffraction on a sample of PEI-1 reveals this material to be largely amorphous (Supplementary Fig. 84).
Scale up and catalyst recyclability
Performing the reaction in a rigorously cleaned stainless steel autoclave under H2 gas (20 bar) in an attempt to generate a fully saturated product was unsuccessful, likely due to inhibition of the alcohol dehydrogenation step through saturation by dihydrogen activation (Table 1; Entry 8). We have also studied the recyclability of the catalyst (see Supplementary Information, Section 1.5), and although a polymer of high molecular weight >55,000 g mol−1 (Fig. 2B) was obtained in 64% yield (Table 1; Entry 9) using the recycled catalyst, spectroscopic analysis (IR, NMR) suggested an increased degree of ethoxylation at polymer chain ends (νC-O 1051 cm−1)32. The thermal analysis of this isolated polymer showed decomposition onset at 200 °C, without passing through a melt phase – suggesting this material is mainly amorphous. The reaction was scaled up to 20 mmol ethanolamine using a substrate concentration of 1 M and 0.5 mol% pre-catalyst Mn-1, leading to the production of PEI-1 in a good yield of 84% (Table 1; Entry 10). The recovered material has spectroscopic data, molecular weight (Mn 40,090 g mol−1), dispersity (Ð 1.23), and thermal characteristics of that using the small-scale optimised conditions (Table 1; Entry 1).
N-content control
The efficiency of PEI for several of the specialty applications (e.g. CO2 capture) can depend upon the number of primary amine sites present within the material4,33,34. As such, we were interested in gaining control over the degree of ethoxylation present within the PEI-1 material obtained within this study (Table 1; Entries 1, 13, and 14). To our satisfaction, doping the ethanolamine polymerization reactions with sub-stochiometric quantities of ethylenediamine reveals a linear relationship between [diamine] and measured nitrogen content (Fig. 2C), as determined by elemental analysis (Supplementary Table 3).
A control reaction in the absence of a base returns unreacted starting materials. However, performing the reaction in the absence of pre-catalyst, Mn-1, but in the presence of catalytic quantities of KOtBu (10 mol%), yields 37% conversion of ethanolamine to N,N-diethanolamine. Performing the reaction in the presence of both base and Mn(CO)5Br (Table 1, Entry 16) returns a similar result, with 41% conversion to diethanolamine. These control experiments suggest that both the precatalyst Mn-1 and KOtBu are needed for the catalytic transformation. Performing the reaction with pre-activated Mn-2 and the absence of base also yields a polymer in a similar yield (77%) (Table 1, Entry 17), however, the degree of branching was found to be significantly higher with only ~5% primary amine and a greater proportion of tertiary amine (see Supplementary Information sections 1.6.9 and 1.10.2).
Mechanistic investigations
From our product characterization, it follows that the dehydrogenative coupling of aminoethanol generates a polyethyleneimine derivative that includes both branched and linear regions with both amino- and alcohol-end groups. In order to obtain some control over this polymerization, we were therefore interested in investigating the mechanism of dehydrogenation and polymerization through a combined experimental and computational approach (DFT computations at the PBE0-D3(BJ)PCM(THF)/def2-TZVP//RI-BP86PCM(THF)/def2-SVP level which has been validated and used in previous studies)22,23,35,36. The overall process can be described as following a hydrogen borrowing mechanism where water is the only by-product with the following fundamental steps: (1) Mn-mediated alcohol dehydrogenation to aminoaldehyde; (2) reaction of aldehyde with additional amine to generate transient hemiaminal; (3) dehydration to produce an intermediate imine or enamine; (4) Mn-mediated imine/enamine hydrogenation resulting in the formation of secondary/tertiary amine repeating units. This overall mechanistic picture is in line with previous DFT studies reported on hydrogen borrowing processes for the N-alkylation of amines by alcohols catalysed by manganese37,38,39,40, cobalt41, nickel42, ruthenium43,44,45, and iridium46,47.
Alcohol dehydrogenation
Having demonstrated the direct synthesis of the branched polyethyleneimine derivative, we first diverted our attention to gain insight into the catalytic cycle involving organometallic intermediates. The stochiometric reaction between complex Mn-1 and KOtBu generates the previously reported activated amido-complex, Mn-2 (Fig. 3A)48. We have previously reported the spontaneous and quantitative conversion of Mn-2 to alkoxide complex upon reaction with ethylene glycol at room temperature36. However, the reaction of ethanolamine with complex Mn-2 at room temperature resulted in the formation of a mixture of complexes, the predominant species being the anticipated alkoxide complex (Mn-3), δP 81.3 ppm as 53% of the reaction mixture; calculated to be exergonic (ΔG = − 1.2 kcal mol−1).
We have located key transition states for a few selected Mn-catalysed (de)hydrogenation steps. The profile for the dehydrogenation of the substrate ethanolamine (Supplementary Fig. 180) is very similar to that computed for dehydrogenation of ethylene glycol36 and our calculations predict the barrier for ethanolamine dehydrogenation to be Δ‡G = 17.7 kcal mol−1 (Fig. 3). Restoring the active Mn catalyst (Mn-2) through reversible dihydrogen release (assisted by a monomer proton relay, see Supplementary Fig. 180 in the ESI) increases the overall barrier to 27.3 kcal mol−1 49.
Experimentally, dihydrogen release from Mn-hydride (Mn-4) is demonstrated by headspace gas analysis of a dehydrogenative polymerization of ethanolamine under our optimized conditions where the reaction is stopped after 5 h. Gas analysis (GC-TCD) of the mixture by GC-TCD shows the presence of free dihydrogen (Supplementary Fig. 117). Stochiometric evolution of H2 is, however, not observed. In line with a hydrogen borrowing pathway, it is used in the sequential hydrogenation of dehydrated intermediates that are produced from the condensation of aldehydes and amines. With this in mind, we have constructed a reaction profile for the direct transfer hydrogenation in dimer formation, with a barrier higher than H2 release and driven by the exergonic formation of the saturated product (Δ‡G = 33.8 kcal mol−1, ΔrG = −3.9 kcal mol−1, Supplementary Fig. 182).
Imine/Enamine hydrogenation
For the formation of linear and branched PEI-1, there is a requirement for the hydrogenation of respective intermediate imine and enamine species. Our calculations suggest the hydrogenation of unsaturated species to be rate limiting, with barriers for the trimer imine and enamine hydrogenation calculated as 21.3 and 36.1 kcal mol−1, respectively, relative to the free unsaturated systems and the hydrogenated catalyst (Supplementary Fig. 181). This is similar to a report on the N-alkylation of amines by alcohols catalysed by a bifunctional iridium complex where reduction of imines was proposed as a rate determining step50.
NMR spectroscopic (1H, 13C{1H}) monitoring of the polymerization reaction under the catalytic conditions described in Table 1, Entry 1 over the course of the reaction (0.5–24 h) showed increasing concentration of imine moieties up to 8 h and their subsequent disappearance during 8–24 h of the reaction period, supporting that the reaction proceeds via imine intermediates (Supplementary Figs. 97, 98). To probe imine hydrogenation in isolation, we have also demonstrated the hydrogenation of N-benzyl-1-phenylmethanimine to dibenzylamine using complex Mn-1 (1 mol%) and KOtBu (10 mol%) in toluene, in line with our optimized catalytic conditions (Table 1; Entry 1) at low hydrogen pressure (1 bar, 298 K). After 24 h under our conditions, there is observed 15% hydrogenation of this model imine substrate (see Supplementary Information section 1.6.4). To probe the possibility of alkene hydrogenation under our conditions, a sample of 1,5-cycloooctadiene (COD) was subjected to our catalytic conditions (1 mol% Mn-1, 10 mol% KOtBu, 150 °C) under H2 (1.2 bar). After 24 h, GC-MS analysis of the resulting mixture revealed 83% conversion to cyclooctane and cyclooctene in a 3:1 selectivity ratio, respectively. (see Supplementary Information section 1.6.5) Similar tests were also carried out using enamine 1-(1-butenyl)pyrrolidine which showed full consumption of the 1H NMR peak corresponding to the enamine, however with a complex mixture of unidentifiable products was obtained by 1H NMR and GC-MS (see Supplementary Information section 1.6.6).
We have also carried out the polymerisation of ethanolamine under a D2 atmosphere and a 2H NMR spectrum of the product shows deuterium incorporation into the polymer backbone (see Supplementary Information section 1.6.8). This is supportive of a hydrogen-borrowing mechanism where there is release of at least some H2 gas that can come back to hydrogenate imine.
Polymer propagation
GPC chromatographs (relative to monodisperse PEG/PEO standards) taken throughout the time course of the reaction showed the generation of high molecular weight (~30,000 g mol−1) material with a narrow polydispersity (Ð <1.2) from the early stages of the reaction (Fig. 2D). These data may suggest that polymerization proceeds via a chain-growth type mechanism. This contrasts with what might be expected for condensation polymerization, which would typically proceed via a step-growth mechanism. Indeed there are some reports of chain-growth mechanisms in operation for condensation polymerization reported previously51,52. For example, due to a substituent effect, the reaction of a monomer with a polymer/oligomer end functional group can be faster than the reaction of a monomer with another monomer leading to the chain growth polymerisation52. However, we do note that accurate representation of polymer molecular weight by GPC may be complicated through the possibility of cross-linking, and that the molecular weight obtainable for this process may be limited by phase-separation during the reaction course53. Computational consideration of the thermodynamic driving force for the dehydrogenation to form monomer aldehyde (2), dimer (3) and trimer (4) indicates only a slight preference for monomer aldehyde formation where ΔΔrG = 1.7 and 1.0 kcal mol−1, respectively (Fig. 3C). We also note that with regeneration of the active catalyst Mn-2, the comparative barrier for dehydrogenation to produce 2 is also lower by ΔΔ‡G = 1.7 and 1.0 kcal mol−1, respectively (Supplementary Fig. 165). These computational results do not provide any strong preference for either chain-growth or step-growth mechanism. Thus, based on our studies we are unable to confirm whether the chain propagation occurs via chain-growth or step-growth and it is possible that both the pathways are occurring under the reaction conditions.
NMR spectroscopic analysis of the PEI-1 produced reveals the presence of primary, secondary and tertiary amine sites, suggesting the possibility of both linear and branched regions within the polymer structure. To produce both linear or branched amines, we propose a common intermediate, the dimer of 1: N-(2-hydroxyethyl)ethylenediamine (5, Fig. 4). To test if N-(2-hydroxyethyl)ethylenediamine (5) is a feasible intermediate in the generation of PEI-1, it was used directly as a substrate using the optimised conditions described in Table 1, Entry 1. This reaction produced PEI-1 in high molecular weight (Mn 46,100 g mol−1) and narrow dispersity (Ð 1.22) suggesting that 5 is a possible intermediate in the synthesis of PEI-1.
Condensation of N-(2-hydroxyethyl)ethylenediamine (5) with aminoaldehyde (2) can proceed through nucleophilic attack by the terminal or secondary amine present in 5, resulting in the generation of a linear or branched hemi-aminal species (6-L or 6-B, respectively, Fig. 4). These have similar relative energies (ΔG = 8.6 and 8.8 kcal mol−1); however, these pathways diverge upon consideration of the subsequent dehydration step. Dehydration of the linear species (6-L) to produce an intermediate imine (as observed spectroscopically, e.g. 7-L, see ESI, Supplementary Figs. 88, 89) is predicted to be exergonic by 1.4 kcal mol−1, while the same process to produce a branched enamine intermediate (7-B) is endergonic by 1.1 kcal mol−1. The resulting hydrogenated linear or branched amines generated are of similar relative energy, both possessing intramolecular hydrogen bonds; though, the barrier to hydrogenation is higher for enamine than for imine. Formation of branched polymer is therefore expected to proceed through intermediate enamines, hydrogenation of which is predicted to be overall rate limiting. However, the accumulation of enamines within the reaction mixture would not be expected due to their endergonic formation and the large thermodynamic driving force for subsequent hydrogenation. We believe that the driving forces associated with the dehydration of unsaturated intermediates and the following barriers of hydrogenation rationalise the spectroscopic observation of only imine intermediates (and not enamines) during the reaction course.
Substrate scope
We were also interested to see whether this dehydrative transformation could be extended to other amino-alcohols. As such, several amino alcohols with varying chain lengths and substitution patterns as described in Fig. 5 were studied to expand the substrate scope for this reaction. Interestingly, high conversion to a polyamine product seems to be limited to ethanolamine. The introduction of a substituent adjacent to the amine functionality, while maintaining the 1,2-amino-alcohol substitution pattern on a C2 backbone, results in the generation of pyrazines and derivatives (Fig. 5). In all cases where the backbone separation of amine and alcohol functionalities was greater than C2, lactam formation was observed. Furthermore, in the case of 5-amino-1-pentanol, there is also observed production of 2,3,4,5-tetrahydropyridine as the major product. Further details on these unselective reactions can be found in the Supplementary Information, section 1.11.
In summary, we report here the direct synthesis of branched partially ethoxylated polyethylenimine derivative (PEI-1) from ethanolamine feedstock. The reaction is mediated by a manganese pincer precatalyst 1 (1 mol%) in the presence of KOtBu (10 mol%) and forms PEI-1 (Mn 38,700 g mol−1, Ð 1.2) in 81% yield. Considering the current energy-intensive (e.g. temperature 350–450 °C) and waste-generating methods used to produce a highly toxic intermediate aziridine (from ethanolamine) that is needed to produce polyethylenimine, the method described herein uses much milder conditions, avoids toxic intermediates, and is highly atom-economic. The isolated polymers have been characterized by NMR and IR spectroscopy, GPC, elemental analysis, TGA, and DSC studies. Control over the relative amine and alcohol content is demonstrated through doping the polymerization with terminating ethylenediamine. Combined experimental and computational mechanistic studies of the process suggest that the polymerization follows a hydrogen-borrowing mechanism involving manganese-catalysed dehydrogenation of ethanolamine to form an aminoaldehyde followed by a condensation process to form a hemiaminal intermediate during chain propagation. The hemiaminal intermediate then dehydrates, generating intermediate imine or enamine species that subsequently undergo hydrogenation catalysed by manganese, ultimately leading to the formation of a branched polyethyleneimine (PEI-1). (De)hydrogenation steps are predicted to occur via an outer-sphere metal-ligand cooperative mechanism. Dehydration reactions affording imines are slightly exergonic, whereas dehydration reactions affording isomeric olefins tend to be slightly endergonic and lead to the formation of branched oligomers. Model linear or branched oligomer (e.g. trimer) have similar relative energies, supporting the formation of branched polyethylenimine derivative (PEI-1).
Methods
General methods
See Supplementary Information for synthetic details, polymerisation optimisation, spectra, control studies and computational details.
Optimised polymerisation method
A 100 mL ampoule equipped with a J-Young’s valve was charged with pre-catalyst (0.02 mmol, 1 mol%) and KOtBu (0.20 mmol, 10 mol%). Toluene (4 mL) and ethanolamine (2.0 mmol) were added, and the flask was sealed under an argon atmosphere before heating (150 °C) for 24 h with stirring (400 rpm). After this period, the reaction vessel was allowed to cool to room temperature. The product was extracted into distilled water (5 mL) and any volatile components were removed under reduced pressure at 110 °C.
Data availability
All data generated or analysed during this study are included in this published article (and its Supplementary Information file). The research data supporting this publication can be accessed at https://doi.org/10.17630/b31cd4a0-ad35-439d-a14c-e5a9e1ad4d48. All data are available from the corresponding author upon request. Source data (coordinates of the optimized structures) are provided. Source data are provided with this paper.
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Acknowledgements
This research is funded by a UKRI Future Leaders Fellowship (MR/W007460/1) and an EPSRC grant (EP/Y005449/1). A.S.G thanks the EaSI-CAT centre for Doctoral Training for funding. M.B. wishes to thank the School of Chemistry and EaStCHEM for their support. A.E.O. gratefully acknowledges a fellowship from the Akwa Ibom State University (TETFund). Calculations were performed on a local computer cluster maintained by Dr. H. Früchtl. We thank Dr. Julia Payne for her help with the powder-XRD study and James Luk with reproducibility controls.
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A.K. conceived the study. The synthetic chemistry was carried out by C.N.B. and M.J.A. A.S.G., A.E.O. and M.B. performed D.F.T. computation. Data analysis was carried out by all authors. The paper was written and prepared by C.N.B., A.S.G., M.J.A., M.B., and A.K.
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Brodie, C.N., Goodfellow, A.S., Andrews, M.J. et al. Direct synthesis of partially ethoxylated branched polyethylenimine from ethanolamine. Nat Commun 15, 6253 (2024). https://doi.org/10.1038/s41467-024-50403-z
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DOI: https://doi.org/10.1038/s41467-024-50403-z