Open Access Article
Alejandra P.
López-Pacheco
,
Elizabeth
Alpizar-Juárez
,
Paola
Gómez-Tagle
* and
Anatoly K.
Yatsimirsky
*
Facultad de Química, Universidad Nacional Autónoma de México, 04510, Mexico. E-mail: pao@unam.mx; iatsimirski46@comunidad.unam.mx
First published on 11th November 2025
Kinetics of aminolysis of 4-nitrophenyl acetate and 2,4-dinitrofluorobenzene by PAMAM dendrimers of four generations (G0, G1, G3 and G4) and a reference compound, N-acetyl ethylenediamine (AcEn), have been studied within a pH range of 6 to 11. Observed rate constants per one amino group for dendrimers are close to those for AcEn at high pH but in neutral solutions a 10-fold dendritic effect is observed with both substrates. For G0 and G1 the individual rate constants of dendrimer species in different protonation states were determined analyzing the pH-rate profiles by multiple linear regression using the species distribution diagrams obtained from the potentiometric titrations of dendrimers. Although the protonation of dendrimers induces a decrease in pKa values of protonated amino groups, the rate constants remain unaffected by protonation and the dendritic effect can be attributed entirely to an increased relative fraction of neutral amino groups in partially protonated species due to a decrease in pKa. A similar conclusion can be drawn for G3 and G4 dendrimers analyzing the dependencies of the observed rate constants based on potentiometrically determined concentrations of free amino groups at variable pH. The reaction with 2,4-dinitrofluorobenzene can be used for a quantification of dendrimers in a µM concentration range in DMSO solution.
In the first example of such a system, a small PAMAM-type dendrimer was used in the kinetic study of the aminolysis of substituted phenyl acetates.6 The reactivity of the dendrimer per amino function toward the cleavage of 4-nitophenyl acetate (NPA) was similar to that measured for different simple polyamines like ethylenediamine, diethylenetriamine, etc. In more recent studies, the rate of NPA cleavage was measured with a series of commercial PAMAM dendrimers of generations from G0 to G4 (4 to 64 terminal amino groups) in comparison with a reference compound, N-acetyl ethylenediamine (AcEn), chosen as a control because of its chemical similarity to the external domain of dendrimers.7 A large 28-fold rate enhancement attributed to the hydrophobic binding of the substrate and transition state stabilization effects was claimed with the third-generation dendrimer G3. This important study confirms that NPA undergoes the aminolysis rather than in principle possible hydrolysis in the presence of dendrimers, however, conclusions regarding the dendritic effect rely on a limited set of experimental results: all measurements are performed at a single pH 8.5 and at a single concentration of dendrimers and no attempt is made to assign the esterolytic reactivity of amino groups to the individual ionization states of the dendrimers.
More detailed kinetic studies of ester aminolysis performed with non dendrimeric polyamines poly(ethyleneimine)8 and polyallylamine9 were focused on the analysis of pH-profiles of the reaction rates in terms of Brønsted correlations: rate constants with apparent pKa values (pKapp) of protonated amino groups calculated at variable pH in accordance with eqn (1), where α is the fraction of free amino groups calculated from the results of potentiometric titrations of polymers.
| pKapp = pH + log{(1 − α)/α} | (1) |
Protonation of polyamines caused a decrease in pKapp due to a set of short-ranged and long-ranged interactions between protonated and neutral amino groups. Interestingly, the Brønsted plots constructed with pKapp demonstrated similar slopes as those obtained with low molecular weight amines of variable basicities. It would be interesting to see whether such behavior is observed also with dendrimers.
In contrast to common polyamines with variable distances between amino groups and disordered conformation of polymer chains, PAMAM dendrimers possess regular structures (see Chart 1). Ionization equilibria and distribution of neutral and protonated amino groups in these dendrimers were studied in large details10–13 creating the basis of a meaningful interpretation of kinetic results. The major purpose of this study is to analyze the trends in nucleophilic reactivity of PAMAM terminal amino groups as a function of the degree of protonation of dendrimers affecting not only the accessibility -and possibly the basicity- of reactive nucleophilic groups, but also the size and three-dimensional structure of dendrimers,14 which in turn should influence their properties such as reactivity, intermolecular interactions and based on these, their catalytic and drug delivery properties.
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| Chart 1 Chemical structures of the poly(amidoamine) (PAMAM) dendrimers for generations G0, G1, G3 and G4 employed in this study. | ||
Two nucleophilic substitution reactions were studied in this work: NPA aminolysis, which is a type of nucleophilic acyl substitution reaction, and the aminolysis of 2,4-dinitrofluorobenzene (DNFB), which is a type of aromatic nucleophilic substitution (SNAr) reaction. Both reactions have several common aspects (Scheme 1): at the first step they involve addition of amine nucleophile to sp2 carbon changing its hybridization to sp3 with the formation of the respective tetrahedral zwitterionic intermediate followed by the elimination of the leaving group and the restoration of sp2 carbon hybridization. The essential difference is that, in the case of an SNAr reaction, the negative charge of the zwitterion is strongly delocalized, accompanied by a loss of aromaticity of the substrate. An additional possible step, omitted in Scheme 1, is the deprotonation of the tetrahedral intermediate, which is manifested by a contribution of general base catalysis often provided by an excess of the amine itself. In water this reaction path is low efficient for acyl substitution and not observed for SNAr reactions, although it is essential in aprotic solvents.15–17 Both reactions proceed with primary and secondary amines, but no with tertiary amines which can only participate as general base catalysts facilitating the proton transfer from the tetrahedral intermediate.
The reaction of DNFB, also known as Sanger reagent, with amines is an important analytical procedure widely used in protein analysis, spectrophotometric determination of amino acids, primary and secondary amines in biological samples and drugs; aminoglycoside antibiotics; and as the derivatization reagent in HPLC.18 The method has significant drawbacks such as a long reaction time, the necessity of heating and the removal of the hydrolysis by-product, 2,4-dinitrophenol. During this study a significant improvement of the analytical procedure was achieved and a simple and fast spectrophotometric method of determination of PAMAM dendrimers in a µM range was proposed. The chemical structures of dendrimers and the reference compound used in this study are shown in Chart 1.
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| Fig. 3 Potentiometric titrations of (a) 0.62 mM G3 and (b) 0.13 mM G4 by HCl. Arrows indicate the positions of plateau regions. | ||
| Species | pKa, G0 | pKa, G1 | ||||
|---|---|---|---|---|---|---|
| This work | Ref. 10 | Ref. 11 | Ref. 13 | This work | Ref. 10 | |
| DH | 9.76 ± 0.02 | 9.70 | 9.69 | 9.78 | 9.92 ± 0.24 | 9.95 |
| DH2 | 9.26 ± 0.02 | 9.26 | 9.15 | 9.24 | 9.89 ± 0.21 | 9.70 |
| DH3 | 8.65 ± 0.02 | 8.74 | 8.69 | 8.84 | 9.16 ± 0.63 | 9.25 |
| DH4 | 8.09 ± 0.03 | 8.31 | 8.21 | 8.35 | 9.29 ± 0.46 | 9.19 |
| DH5 | 6.46 ± 0.05 | 6.68 | 6.57 | 6.64 | 8.83 ± 0.16 | 8.78 |
| DH6 | 3.08 ± 0.09 | 3.15 | 3.19 | 2.77 | 8.61 ± 0.40 | 8.68 |
| DH7 | 8.24 ± 0.15 | 8.30 | ||||
| DH8 | 7.95 ± 0.23 | 7.96 | ||||
| DH9 | 6.87 ± 0.08 | 7.10 | ||||
| DH10 | 6.67 ± 0.16 | 6.36 | ||||
| DH11 | 5.88 ± 0.20 | 5.95 | ||||
| DH12 | 6.00 ± 0.12 | 5.55 | ||||
| DH13 | 5.02 ± 0.05 | 5.10 | ||||
| DH14 | 3.24 ± 0.10 | 3.07 | ||||
According to a comprehensive general model of protonation equilibria of poly(amidoamine) dendrimers developed by Borkovec et al.10 the initial protonation of dendrimers involves the external primary amino groups and only after the complete protonation of the external groups do the internal tertiary amino groups become protonated as well. For dendrimers of larger generation such behavior is manifested in a clearly observed plateau about 50% of protonation, as can be seen in Fig. 3(a) and (b) for G3 and G4. In the case of the smaller dendrimers G0 and G1 one can observe less pronounced but still noticeable plateau regions at 65% and 60% of protonation, respectively (Fig. 1 and 2) corresponding to their fractions of primary amino groups. These plateau regions are observed at pH about 7 for all dendrimers. With G0 and G1 it is evident that these regions also coincide with maximum abundances of species with fully protonated primary amino groups: DH4 for G0 and DH8 for G1 (blue line in Fig. 1 and 2) observed at pH 7.2 and 7.4 respectively. Thus, the protonation of reactive primary amino groups and unreactive tertiary amino groups occurs in different pH regions which makes it easy to estimate the concentration of primary amino groups from potentiometric titration data.
, by AcEn were determined at variable pH (Fig. 4(a)) from the slopes of observed first-order rate constants k1,obsvs. total AcEn concentration (Fig. S14) and the second-order rate constant k2,Nu = 0.88 ± 0.03 M−1 s−1 corresponding to the reaction with completely deprotonated amino group of AcEn, was calculated from these results through fitting to the theoretical eqn (2). The value of the “kinetic” pKa = 9.37 ± 0.07 calculated from the fitting of the profile in Fig. 4(a), coincided with the pKa value determined potentiometrically.![]() | (2) |
Rate constants for the aminolysis of NPA follow a linear Brønsted dependence.19 Table S10 contains reported k2,Nu values for a series of primary amines and Fig. 5(a) illustrates the respective Brønsted plot with the slope βNuc = 0.83 ± 0.04. The point for AcEn shown as a red square perfectly lays on the plot with other primary amines confirming the correctness of the determined k2,Nu value.
The corresponding pH-profile for the reaction of AcEn with DNFB is given in Fig. 4(b). The fitting to the eqn (2) affords k2,Nu = 0.31 M−1 s−1 with a “kinetic” pKa = 9.22 ± 0.04 close to the potentiometrically determined value. Comparison of these results with reported data for DNFB aminolysis16,17,20 was again performed in terms of a Brønsted correlation. Table S11 collects the reported rate constants for primary amines and Fig. 5(b) shows the Brønsted plot, with the point for AcEn shown as a red square, and the slope βNuc = 0.49 ± 0.05.
. The values of
at variable pH for all dendrimers and AcEn are shown in Fig. 6(a). The profiles of
vs. pH have a characteristic shape, increasing in accordance with increase in the fraction of free amino groups and “saturating” at high pH, above the pKa, when the fraction of amino groups approaches unity and
becomes equal to k2,Nu. Although, the k2,Nu values for their fully neutral forms are very close for all dendrimers and AcEn, a “dendritic effect” exists, at lower pH, when dendrimers became partially protonated, reaching a maximum value of ca. 15-fold for G3 and G4 around pH 7. The partial protonation of the dendrimers induces a decrease in the pKa of protonated amino groups (see Table 1) with a consequent increase in their degree of ionization at a given pH. Therefore, at a given pH value within the pH range below the first pKa (about 10) one observes an increase in the fraction of reactive free amino groups as compared to AcEn possessing a higher and constant pKa value. This is illustrated in Fig. 6(b), which demonstrates a clear correlation of this effect and the pH-rate profiles implying that the free amino groups retain their intrinsic reactivity in the partially protonated dendrimer species as it will be proved below.
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Fig. 6 (a) Observed second-order rate constants per total amino groups, M−1 s−1, of NPA aminolysis by dendrimers and AcEn vs. pH; (b) fraction of free amino groups vs. pH. | ||
A quantitative analysis of pH-profiles for G0 and G1 was performed using the corresponding species distribution diagrams. Fig. 7 shows the distribution of DHn species (n = 0–4) (left vertical axis) over the pH range 6–10, where the rate of NPA aminolysis is experimentally measurable. This distribution pattern is superimposed with the pH profile of the observed first-order rate constants (k1,obs, right vertical axis). For the quantitative analysis leading to the attribution of the meaningful nucleophilic rate constants k2,Nu to individual protonated dendrimer species, k1,obs was expressed as the sum of contributions from the differently protonated species DHn (n = 0–3) each providing 4–n free amino groups reacting with their corresponding second-order rate constants kn2,Nu.
![]() | (3) |
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| Fig. 7 Concentrations of differently protonated G0 dendrimer species vs. pH (solid lines, left Y-axis) superimposed with observed first-order rate constants of NPA aminolysis in the presence of 0.5 mM G0 at variable pH (solid squares, right Y-axis). The black solid line is the theoretical profile calculated with eqn (3) and parameters given in Table 2. | ||
The concentrations of DHn species were calculated with HYSS program for each pH, using the pKa values listed in Table 1. The rate constants kn2,Nu were calculated by multiple linear regression using eqn (3). The resulting kn2,Nu values, associated with the pKa values of respective protonated dendrimer species are collected in Table 2. The black solid line in Fig. 7 is the theoretical calculated profile of k1,obsvs. pH with eqn (3) and rate constants given in Table 2.
Although the kn2,Nu values for increasing n refer to progressively less basic amino groups and according to the Brønsted plot (Fig. 5(a)) the decrease in pKa from 9.16 to 8.09 should produce approximately a 10-fold decrease in kn2,Nu, the experimental values are essentially constant equaling on average 1.16 ± 0.05 M−1 s−1. This represents a small 30% increase in the reactivity of dendrimer amino groups compared to the reference compound AcEn, which may be attributed to a medium effect or a weak attraction of the hydrophobic NPA molecule to dendrimers.
A similar analysis for G1 dendrimer was performed in terms of eqn (4). The species distribution diagram, along with the superimposed rate constant – pH profile, is shown in Fig. 8. In this case, the number of fitting parameters was too large for a meaningful multiparametric regression analysis. For this reason, the approximate values of kn2,Nu were estimated by a manual iteration process. In the first step, the theoretical profile was calculated assuming that, like in the case of G0, all species possess similar kn2,Nu values of 0.67 M−1 s−1 estimated from results obtained at high pH. This profile is shown as a dashed line in Fig. 8 and it clearly underestimates the k1,obs values for the protonated species. Subsequently, the profiles were calculated with kn2,Nu values gradually increased for higher n. The optimal fit, shown as a black solid line in Fig. 8, was obtained with a set of kn2,Nu values listed in Table 2, which are slightly increased by ca. 10% for tri- to hexa- protonated species, and strongly increased for a hepta- protonated species. The reason for this effect is not clear. A possible explanation involves general acid assistance by ammonium groups, which could stabilize the alkoxide oxygen of the zwitterionic intermediate or facilitate the departure of the leaving group but is unlikely for an ester with such a good leaving group as 4-nitrophenol. A more plausible explanation arises from considering a conformational effect of protonation making e.g. more accessible the reactive amino groups.
![]() | (4) |
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| Fig. 8 Concentrations of differently protonated G1 dendrimer species vs. pH (solid lines, left Y-axis) superimposed with observed first-order rate constants of NPA aminolysis in the presence of 0.5 mM G1 at variable pH (solid squares, right Y-axis). The black solid line is the theoretical profile calculated with eqn (4) and parameters given in Table 2. The dashed line is the calculated profile assuming all species possess similar kn2,Nu values. | ||
The reactivity trends in G3 and G4 dendrimers were analyzed by correlating the k1,obs values with the concentration of free amino groups calculated from the potentiometric titration data. Fig. 9(a) and (b) show the plots of k1,obsvs. concentration of free amino groups, which are linear and slopes corresponding to the kn2,Nu values given in Table 2. These plots cover the pH range from 6 to 10 where, by analogy with G0 and G1, the pKa values should vary from ca. 8 to ca. 10 and the observed linearity indicates that all amino groups, independently of their basicity, react with NPA with a single kn2,Nu value as observed for G0.
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| Fig. 9 Observed first-order rate constants for NPA aminolysis by dendrimers (a) G3 and (b) G4 at variable pH vs. concentration of neutral amino groups. | ||
As a result from this analysis, we find a 3.5-fold rate enhancement at pH 8.5 for G3 compared to the reference compound (Fig. 6(a)), instead of a 28-fold previously reported effect.7 It seems that the cause of the discrepancy is a much smaller rate constant for NPA aminolysis by the reference compound, AcEn, estimated in ref. 7b From this study, performed by initial rates at a single pH value, one may estimate from the reported initial rate 4.03 × 10−10 M s−1 for 6.4 × 10−3 M En (which has the same reactivity as AcEn at pH 8.5) and using 1.4 × 10−5 M of NPA as substrate the second-order rate constant
at pH 8.5. In contrast, we find
at the same pH (Fig. 4(a) and Fig. S14) and our 44-fold larger value agrees with entire pH-profile of the rate constant. Also, the reported k2,Nu = 8.93 M−1 s−1 for En19 corresponds to
at pH = 8.5 considering the known pKa 10.18 of En. Second-order rate constants estimated from initial rates of NPA aminolysis by dendrimers reported in ref. 7b are smaller than the respective
values determined in the present work, but only by a factor of 3 attributable to a difference in experimental conditions.
for all dendrimers and AcEn. The general pattern is similar to that for NPA (see Fig. 6(a)) but with a smaller ca. 8-fold dendritic effect at pH 7 observed only for higher-generation dendrimers G3 and G4. Lower-generation dendrimers G0 and G1 are less reactive than AcEn in completely neutral forms at high pH and approach the reactivity of the reference compound only at pH values below 8.
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Fig. 10 Observed second-order rate constants, M−1 s−1, of DNFB aminolysis by dendrimers and AcEn vs. pH. | ||
The rate vs. pH profiles superimposed with the species distribution diagrams for G0 and G1 are shown in Fig. 11(a) and (b), and the rate constants calculated from these data by using eqn (3) and (4) are summarized in Table 3.
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| Fig. 11 Concentrations of differently protonated (a) G0 and (b) G1 dendrimer species vs. pH (solid lines, left Y-axis) superimposed with observed first-order rate constants for DNFB aminolysis in the presence of 0.5 mM dendrimers at variable pH (solid squares, right Y-axis). The black solid lines are the theoretical profile calculated with eqn (3) for G0 or (4) for G1 and parameters given in Table 3. | ||
The profiles of k1,obsvs. concentration of free amino groups for G3 and G4, as in the case of NPA are linear, Fig. 12(a) and (b), with slopes corresponding to k2,Nu values given in Table 3.
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| Fig. 12 Observed first-order rate constants for DNFB aminolysis by dendrimers (a) G3 and (b) G4 at variable pH vs. concentration of neutral amino groups. | ||
An inspection of Table 3 reveals that the reactivity of dendrimer amino groups towards DNFB is essentially independent of pKa of their conjugated acid as in the case of NPA. For G0, kn2,Nu value remains approximately constant for n = 0–2, and increases noticeably for n = 3 (i.e., the tri-protonated species).
We observe therefore that, for reactions of nucleophilic substitution with two different substrates demonstrating “normal” Brønsted correlations of rate constants with pKa values of conjugated acids of nucleophilic species, the reactivity of dendrimer amino groups is independent of pKa of their conjugated acid. The reason of this effect, which is opposite to what is observed in aminolysis by polyamines of irregular structures like polypropylene amine,8,9 is that the variation in pKa for dendrimers occurs only due to long-range electrostatic interactions without any contribution of short-range inductive or hydrogen bonding effects capable to affect the nucleophilic reactivity of neutral amino groups.
Comparing the results in Tables 2 and 3 one can notice that in the case of NPA as a substrate, the kn2,Nu values for all dendrimers are very close to each other and to the k2,Nu of AcEn. In contrast, when DNFB is the substrate, dendrimers of lower generations are significantly less reactive than those of higher generations. A possible explanation for this difference is that larger dendrimers have a less “aqueous” interior, and the rate of the SNAr reaction is more sensitive to medium effects than that of ester aminolysis.
23 which reflects a cumulative effect of several types of solvent–solute interactions, the Kamlet–Taft parameters24 based on solvent dipolarity/polarizability π*, acidity α, and basicity β25 (eqn (5)) and the Catalán parameters involving solvent acidity SA, basicity SB, and polarity/polarizability SPP26 (eqn (6)).log k = log k0 + sπ* + aα + bβ | (5) |
log k = log k0 + sSPP + aSA + bSB | (6) |
The reaction of AcEn and dendrimers G0, G1, G3 and G4 with DNFB was measured at DMSO molar fractions ranging from 0 to 1 and a total primary amine concentration of 1.0 mM (Fig. S15). Fig. 13(a) shows the profiles of
vs. molar fraction of DMSO in DMSO–water mixtures demonstrating large ca. 100-fold increase in the reaction rate in DMSO compared with water. There is an approximate linear correlation with ENT for all dendrimers and AcEn with a negative slope and regression coefficients Adj. R2 varying from 0.91 to 0.99, Fig. 13(b). Interestingly this result is essentially opposite to the mentioned above solvent effect in methanol–ethyl acetate mixtures where the reaction rate is much faster in mixtures with a protic cosolvent than with an aprotic. The slopes of correlations in Fig. 13(b) are −4.6 ± 0.3 for AcEn and −4.3 ± 0.2; −4.7 ± 0.1; −3.4 ± 0.3; −3.3 ± 0.3 for G0, G1, G3 and G4 demonstrating smaller sensitivity of reactivity of dendrimers of higher generations to solvent composition. Thus, it seems that the reduced reactivity of lower-generation dendrimers, as compared with AcEn, results from some structural differences, e.g. a steric effect, which is compensated by positive medium effect in higher generation dendrimers. A steric effect may be more significant for DNFB than for NPA because in the transition state of the former (see Scheme 1) the amino group is positioned close to a voluminous aromatic ring of the substrate.
A more detailed analysis in terms of eqn (5) and (6) was performed for AcEn. Table 4 collects the obtained coefficients together with statistical parameters found by the multiple linear regression. The quality of the correlation, as judged by the values of Adj.R2, is good for both equations, but the Kamlet–Taft correlation allows a more rational interpretation. Surprisingly, in both cases coefficients for solvent acidity and basicity, a and b, which describe opposite effects have the same negative sign. However, considering the usually accepted threshold value of Prob > |t| below 0.05, one can conclude that the coefficient b in the Kamlet–Taft correlation is statistically insignificant, and the physically meaningful effect is a negative a coefficient, that is the inhibitory effect of a solvent with higher acidity, in this case water. This can be interpreted as a stronger solvation of the nitrogen nucleophile by hydrogen bonding to water therefore reducing its reactivity. A very large negative coefficient s means a higher reactivity in a medium of lower polarity although its statistically significance may be exaggerated because both polarity indexes, π* and SPP, show a very little variation, just by ±5% from a mean value of about 1 in the DMSO–water mixture.
| Eqn (4) | logk0 | s | a | b | Adj.R2 |
|---|---|---|---|---|---|
| Value | 9.22 | −7.5 | −1.44 | −0.24 | 0.987 |
| Prob > |t| | 0.0036 | 0.000333 | 0.023 | 0.90 |
| Eqn (5) | logk0 | s | a | b | Adj.R2 |
|---|---|---|---|---|---|
| Value | 13.8 | −9.4 | −5.1 | −3.9 | 0.985 |
| Prob > |t| | 0.0032 | 0.0069 | 0.00021 | 0.0086 |
The unexpectedly strong solvent effect prompted us to test the applicability of the reaction with DNFB as an analytical method for quantifying dendrimers. The traditional Sanger method requires a long reaction time, about 30 min even with heating (about 60 °C), and the removal of the absorbing hydrolysis by-product 2,4-dinitrophenol.18,27 In comparison, a hundred times faster reaction is observed in DMSO: it is completed in just 5 min at room temperature in the presence of 1 mM DNFB and 1 mM of a ternary amine base, triethylamine or pyridine, added to neutralize the released HF (Fig. S16). Fig. 14 shows the calibration plots in the presence of dendrimers from which a detection limit LOD = 6 µM based on total amino groups can be estimated.
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| Fig. 14 Calibration plots for spectrophotometric determination of dendrimers in DMSO after 5 minutes of reaction at room temperature with 1 mM DNFB and 1 mM pyridine. | ||
were calculated dividing k1,obs by the total amine concentration. For NPA and DNFB, a concentration of 0.05 mM of substrate was used and the course of the reactions were monitored by measuring the release of 4-nitrophenol at 400 nm or formation of 2,4-dinitrophenylated amine at 360 nm. At variable pH, the background rate constants in the absence of amine were negligible, even though they were subtracted from the observed rate constants to give only the aminolysis parameters. The rate constant of alkaline hydrolysis of DNFB kOH = 0.18 M−1 s−1 affording 2,4-dinitrophenolate anion (DNP) was measured independently in 10 mM NaOH and the alkaline hydrolysis contribution was subtracted from the observed rate constant. Since the UV-vis spectra of DNP and the 2,4-dinitrophenylated amine products are almost identical in the monitored region, the formation of the addition product was confirmed by acidifying with HCl at the end of each run (Fig. S13).
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