4. CONCLUSION
A fundamental evaluation of density functional methods using the numerical basis set has
been presented in this work. Our results show that the numerical basis set (DNP) is pretty
suitable for the use of solvation energy calculations for 5-substituted Uracils especially in
combination with B3LYP. Accordingly, B3LYP/DNP is good at prediction of pKa values for 5-
substituted Uracils, which are comparable to those calculated by another high level of theory
B3LYP/aug-cc-pVTZ. In addition, we have successfully introduced a novel value of -258.60
kcal/mol of proton solvation energy for a DFT method utilizing the numerical basis set to
predict pKa values of 5-substituted Uracils. The predicted pKa values are in good agreement
with the experimental results. And finally, we proposed that anti conformation of 5-formyluracil
is dominant in the aqueous solution, which is in part consistent with the report from the
literature.
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Vietnam Journal of Science and Technology 55 (6A) (2017) 63-71
THEORETICAL EVALUATION OF THE pKa VALUES OF
5-SUBSTITUED URACIL DERIVATIVES
Pham Le Nhan
1, *
,
Nguyen Tien Trung
2
1
Faculty of Chemistry, University of Dalat, 01 PhuDong Thien Vuong,Ward 8, Dalat, Viet Nam
2
Chemistry Department and Laboratory of Computational Chemistry and Modelling,
Quy Nhon University, 170 An Duong Vuong, Quy Nhon, Viet Nam
Email: nhanpl@dlu.edu.vn; nguyentientrung@qnu.edu.vn
Revised: 15 July 2017; Accepted for publication 21 December 2017
ABSTRACT
Density functional theory (DFT) calculations using numerical basis sets were employed to
predict the solvation energies, Gibbs free energies and pKa values of a series of 5-substituted
uracil derivatives. Obtained results show that solvation energies are not significantly different
between DFT methods using the numerical (DNP) and Gaussian basis set (aug-cc-pVTZ). It is
noteworthy that the independent and suitable solvation energy of proton of -258.6 kcal/mol has
been proposed for the evaluation of pKa values in conjunction with the numerical basis set. In
addition, the calculated pKa values suggest that the anti-conformation of 5-formyluracil is the
most stable form in the aqueous solution.
Keywords: numerical basis sets, Gaussian basis sets, pKa values, solvation energies, uracil.
1. INTRODUCTION
There are different types of one-electron basis sets in computational chemistry including
the Slater, Gaussian, numerical basis sets and others. Unlike Gaussian basis sets, numerical basis
sets include basis functions which are generated numerically from the nucleus to an outer
distance of 10 a.u. of each atom. Actually these functions have two parts involving spherical
harmonic functions Ylm(θ,φ) as angular portions and radial functions F(r). Values of radial
portions are obtained by numerically solving the atomic DFT equations [1].
Numerical basis sets have plenty of advantages in comparison to Gaussian ones and other
analytical functions [1]. Although they tend to overestimate the structural information, especially
bond lengths of some small molecules containing sulfur [2], numerical basis sets were proved to
produce accurate geometric parameters of some hydrogen bonded systems, and it was clearly
beneficial for optimization of large hydrogen bonded systems [3]. Another advantage is that
numerical basis sets induce smaller basis set superposition error (BSSE) than that of Gaussian
basis sets having the same size [4]. In addition, the key which is of considerable importance is
the computational cost. It was demonstrated that numerical basis sets are much more efficient
when compared to Gaussian basis sets [4–6].
Pham Le Nhan, Nguyen Tien Trung
64
The pKa parameters are of importance in many areas including chemistry and even in
biology and pharmacy. Knowledge of pKa values could provide preliminary insights into
chemical reactions and reaction mechanism, especially for the donor-acceptor proton reactions.
Thus, pKa values of all types of organic compounds have been determined both experimentally
and theoretically. The earlier work of Jorgensen and coworkers dates back to 1987 [7]. In this
work, the authors have introduced the protocol for calculation of organic compounds pKa; all
calculations used the 6-31+G(d) basis set which is one of the popular Gaussian basis sets at that
time. Four years later, Lim et al. [8] presented a clearer procedure for calculation of pKa values
applied to amino acids. This work was, however, conducted at the HF/6-31G(d) level of theory.
To improve the theoretically calculated pKa results, some very high accurate methods for
evaluating energies, for instance the use of complete basis set methods and Gaussian-n models
have been applied in combination with continuum solvation methods to compute solvation
energies and predict pKa values of several carboxylic acids [9]. The predicted pKa values were in
excellent correlation with the experimental values. Some authors have evaluated a variety of
theoretical methods using a sizable number of Gaussian basis sets [10] and found that the most
accurate values of pKa were obtained at the B3LYP/6-31G(d) level. Some other researchers
focused on determining pKa values of molecules which are of importance with regard to their
roles in DNA [11, 12], and these studies used Gaussian basis set calculation methods as well.
Until now, there are plentiful publications which have been done with the purpose of
theoretically determining solvation energies and pKa values of numerous organic compounds,
but these works have only been carried out using the HF, post HF and DFT methods using
Gaussian basis sets. There is almost no research paying attention to numerical basis sets.
For the aim of a fundamental evaluation, the present work has been conducted to calculate
solvation energies and pKa values of some simple compounds with regard to the structures
which are the derivatives of 5-substituted uracil. These structures are small, but they have
several functional groups and additional elements beside carbon and hydrogen. The structures of
these derivatives are given in Fig. 1. A couple of important facts, additionally, are that their
experimental pKa values are available [13], as well as they have been studied with the DFT
method using Gaussian basis sets [14] B3LYP/aug-cc-pVTZ (GBS), which is very convenient
for the purpose of comparison between Gaussian and numerical basis sets.
2. MATERIALS AND METHODS
2.1. Protocol of pKa calculation
It is evident that 5-substituted Uracils have two sites where the dissociation producing H
+
can happen [11]. These sites are at the N−H bonds marked as N1 and N3 in the structures of these
derivatives depicted in Fig. 2. For the convenience, the chemical formulas of neutral compounds
are written in an abbreviation way that involves the substituent only, while the chemical
formulas of ions emerging from the dissociation additionally include the position number of
nitrogen with the charge of ions. For example, cis-5-CHOC4H3N2
is going to be written as cis-
CHO, and cis-5-CHOC4H2N2
-
is denoted as cis-CHON3(-). All the shorted names of these
derivatives can be seen in Table 1 and in other Tables of this text.
In principle, pKa could be theoretically determined by quantum mechanical computations.
Let’s consider a compound HA with ability of dissociation producing proton H+ and anion A–.
The thermodynamic cycle of the dissociation in the gas phase and in the aqueous phase is
illustrated in Fig. 3. To calculate pKa values of HA in the aqueous phase, the Gibbs free energy
Theoretical evaluation of the pKa values of 5-substitued uracil derivatives
65
of HA dissociation in the aqueous phase ∆Gaq must be estimated. From the thermodynamic cycle
in Fig. 3, ∆Gaq can be written as follows [8, 15]:
∆Gaq = ∆G(H
+
(aq)) +∆G(A-(aq)) − ∆G(HA(aq)) (1)
where ∆G(H+(aq)), ∆G(A-(aq)) and ∆G(HA(aq)) are the Gibbs free energies of proton, anion A-
and HA in solution respectively. With an arbitrary compound or ion, when transferred from gas
phase into aqueous phase, the solvation happens and this process forms energy of solvation. For
HA, the Gibbs free energy in the aqueous phase ∆G(HA(aq)) is given by
∆G(HA(aq)) = ∆G(HA(gas)) +∆G(HA(sol)) (2)
where ∆G(HA(sol) and ∆G(HA(gas)) are the solvation energies and the Gibbs free energy in the
gas phase of HA, respectively. For other terms in Eq. 1, other equations can be written as
follows
∆G(A-(aq)) = ∆G(A-(gas)) +∆G(A-(sol)) (3)
∆G(H+(aq)) = ∆G(H+(gas)) +∆G(H+(sol)) (4)
If the solvation energies and the Gibbs free energies in gas phase are available, ∆Gaq can be
determined via Eq. 1. Thereafter, pKa of a compound is given by
pKa = (1/2.303RT) ∆Gaq (5)
Figure 1. Structures of Uracil’s derivatives. (a) uracil, (b) 5-fluorouracil, (c) thymine, (d) trans-5-
formyluracil or syn conformation, (e) cis-5-formyluracil or anti conformation, and (f) 5-nitrouracil.
Figure 2. Possible dissociation sites of HA.
Pham Le Nhan, Nguyen Tien Trung
66
Figure 3. Dissociation of HA in the gas phase and aqueous phase.
2.2 Quantum mechanical calculations
To calculate pKa values, we need to know the solvation energies and the Gibbs free
energies of all compounds and their anions in the gas phase. These energies can be theoretically
calculated. In this work, all calculations were conducted with Dmol
3
[1, 16]. Three DFT methods
which are generalized gradient approximation (GGA) BLYP, B3LYP and local-density
approximation (LDA) PWC have been used to predict the Gibbs free energies and the solvation
energies. All the computational methods used the numerical basis set DNP (Double Numerical
plus Polarization) because the DNP basis set is a typical basis set which can give accurate values
of energies without computationally expensive demand [16]. For the solvation energies, the
COSMO model was used to simulate the solvent (water) with dielectric constant of 78.54 at
298.15 K. In addition, in order to obtain the standard Gibbs free energy of each form in gas
phase, the zero-point energy (ZPE) and the Gibbs free energies’ change from 0 to 298.15 K were
also calculated by calculation of vibrational frequencies. The formula for calculating the
standard Gibbs free energy presented by
∆G = E0K + ZPE +∆∆G0→298.15K (6)
where the total energy of each form E0K was withdrawn from optimization of geometries.
As for proton, the Gibbs free energy of proton in the gas phase ∆G(H+(gas)) was taken
from literature [8, 15] given in Eq. 7.
∆G(H+(gas)) = 2.5RT − T∆S = 6.28 kcal/mol (7)
Most of the solvation energies of the forms presented in the thermodynamic cycle above
were extracted from quantum mechanical calculations except for that of proton. This energy was
adopted from experiments. It is notable that the experimental solvation energy of proton is
unclear. The value of this energy ranges from -252.6 to -262.5 kcal/mol [17–19] and this value
even reaches -263.98 kcal/mol withdrawn from cluster-ion solvation data [20]. As mentioned
above, this work is, basically, to analyze the capability of DFT methods using numerical basis
sets in relation to those using Gaussian basis sets; therefore, the value of solvation energy of
proton ∆G(H+(solv)) was chosen to be 258.32 kcal/mol which is the value used elsewhere in
literature [14].
3. RESULTS AND DISCUSSION
3.1. Solvation energies
Theoretical evaluation of the pKa values of 5-substitued uracil derivatives
67
The energies of solvation are of quite importance for the calculation of pKa values. These
values calculated at GGA/DNP, B3LYP/DNP and LDA/DNP levels of theory are tabulated in
Table 1. It is obvious that solvation energies calculated by GGA/DNP, B3LYP/DNP and
LDA/DNP are similar. These values differ from each other up to 3.5 kcal/mol, in which
B3LYP/DNP gave the highest absolute values of solvation energies. These values in comparison
to those calculated by GBS are systematic underestimates except for neutral trans-CHO and NO2
derivatives. Because of the highest absolute estimated values of solvation energies, B3LYP/DNP
has the closest prediction to GBS, however in some cases, the differences approach 10
kcal.mol
−1
for instance the predicted value of HN1(-). However, B3LYP/DNP gave -83.89
kcal/mol for the case of trans-CHON3(-), which is somehow quite different from the value
calculated with GBS (80.72 kcal/mol), while two other methods gave values of around 80.5
kcal/mol.
Table 1. Solvation energies (kcal/mol) of 5-substituted Uracils calculated by various DFT methods.
State
GGA/DNP,
kcal/mol
B3LYP/DNP,
kcal/mol
LDA/DNP,
kcal/mol
GBS [14],
kcal/mol
H -18.82 -19.85 -19.17 -20.29
HN1(-) -63.66 -65.03 -64.03 -74.31
HN3(-) -79.04 -81.30 -80.25 -87.94
F -19.83 -20.76 -19.83 -20.51
FN1(-) -60.90 -62.26 -61.65 -71.25
FN3(-) -75.52 -77.78 -76.71 -84.12
CH3 -18.03 -18.89 -18.37 -19.32
CH3N1(-) -64.26 -65.64 -64.88 -73.89
CH3N3(-) -78.71 -80.83 -79.65 -86.51
cis-CHO -20.29 -21.29 -21.21 -27.38
cis-CHON1(-) -57.20 -58.48 -57.47 -71.46
cis-CHON3(-) -70.76 -73.05 -71.14 -87.57
trans-CHO -28.22 -30.13 -28.26 -22.74
trans-CHON1(-) -62.30 -64.21 -62.37 -67.58
trans-CHON3(-) -80.40 -83.89 -80.94 -80.72
NO2 -26.21 -27.53 -26.21 -23.24
NO2N1(-) -57.60 -58.77 -57.74 -62.88
NO2N3(-) -72.82 -75.50 -73.67 -77.40
3.2. pKa values
In Section 3.1, solvation energies of 18 forms emerging from the dissociation of 5
-substituted derivatives have been predicted. From these solvation energies, it is simple to
estimate pKa values of these five derivatives via Eq. 5. Table 2 lists the pKa values of these
compounds. Data from Table 2 reveals that both GGA/DNP and LDA/DNP gave very high
overestimates in comparison with GBS and experimental values (Table 3) even double in some
cases for example trans-CHON1(-) and NO2N1(-). The B3LYP/DNP method, conversely,
Pham Le Nhan, Nguyen Tien Trung
68
estimated the closer values of pKa to the GBS and the experimental values. The maximum
discrepancy between B3LYP/DNP and GBS is about 2. This consequence can be explained
partly by the inconsistent calculation procedure between GBS and our procedure. To be more
detailed, GBS calculated the solvation energies at 300 K [14] while our procedure was set up at
298.15 K, the same temperature of the experimental condition [13].
Table 2. The pKa values predicted by DFT methods using numerical basis sets.
formation states of ions GGA/DNP B3LYP/DNP LDA/DNP GBS [14]
HN1(-) 18.20 12.03 13.92 10.47
HN3(-) 16.48 9.67 11.88 9.34
FN1(-) 16.22 10.02 12.13 9.05
FN3(-) 14.01 7.10 9.49 7.26
CH3N1(-) 17.56 12.23 13.66 11.23
CH3N3(-) 16.25 9.96 11.61 10.04
cis-CHON1(-) 13.54 7.47 9.47 6.95
cis-CHON3(-) 14.06 7.84 9.84 7.28
trans-CHON1(-) 14.43 8.94 10.36 6.93
trans-CHON3(-) 13.11 7.32 8.93 7.96
NO2N1(-) 11.58 5.57 7.76 5.66
NO2N3(-) 12.21 5.05 7.99 6.91
3.3. New prediction of pKa and dominant conformation of 5-formyluracil in solution
The B3LYP/DNP method has been proved to be a suitable alternative option in prediction
of pKa values which are comparable to the results from the B3LYP/aug-cc-pVTZ. In this
section, the evaluation of capability to predict pKa values independently of the proton solvation
energy used by GBS methods [14] is conducted. For this purpose, a new value of the proton
solvation energy must be re-determined. This value is taken from the experimental range in such
a way that can accurately predict the values of pKa. Therefore, we proposed a new value of
∆G(H+(sol)) of -258.60 kcal/mol based on our preliminary estimations. Substitute this value to
Eq. 4 to attain a new ∆G(H+(aq)) of -264.88 kcal/mol. By applying Eq. 5 a sets of new predicted
pKa of five 5-substituted derivatives are presented in Table 3 together with the experimental
values extracted from literature [13].
Only 5 experimental observations are available. It is interesting to note that most of the pKa
values predicted by the B3LYP/DNP method are in good agreement with those withdrawn from
the experiment except for the pKa of trans-5-formyluracil (8.73 versus 6.84). Because of large
difference between two values, this value is believed not to be the pKa of the trans-5-
formyluracil. Therefore, the experimental pKa of 5-formyluracil should belong to cis-5-
formyluracil or in other words anti conformation is highly dominant in the real solution of 5-
formyluracil. Interestingly, in 2004, Rogstad’s group also proved that the anti-conformation of
5-formyluracil is more favorable in the environment of DNA [21]. This again reinforces our idea
that cis-5-formyluracil is highly populated in the aqueous solution.
Theoretical evaluation of the pKa values of 5-substitued uracil derivatives
69
Table 3. The independent pKa values predicted by at B3LYP/DNP. |pKanum-pKaex.| and
|pKaGBS-pKaex.|: the subtractions of experimental pKa (pKaex.) from the pKa values predicted by
DFT methods with the numerical basis set (pKanum) and Gaussian basis sets pKaGBS (pKaGBS).
State B3LYP/DNP Ex. [13] |pKanum-pKaex.| |pKaGBS-pKaex.|
HN1(-) 11.83 × × ×
HN3(-) 9.46 9.42 0.04 0.08
FN1(-) 9.81 × × ×
FN3(-) 6.89 7.93 1.04 0.67
CH3N1(-) 12.03 × × ×
CH3N3(-) 9.76 9.75 0.01 0.29
cis-CHON1(-) 7.27 6.84 0.43 0.11
cis-CHON3(-) 7.63 × × ×
trans-CHON1(-) 8.73 6.84 1.89
*
0.09
*
trans-CHON3(-) 7.12 × × ×
NO2N1(-) 5.36 5.3 0.06 0.36
NO2N3(-) 4.85 × × ×
4. CONCLUSION
A fundamental evaluation of density functional methods using the numerical basis set has
been presented in this work. Our results show that the numerical basis set (DNP) is pretty
suitable for the use of solvation energy calculations for 5-substituted Uracils especially in
combination with B3LYP. Accordingly, B3LYP/DNP is good at prediction of pKa values for 5-
substituted Uracils, which are comparable to those calculated by another high level of theory
B3LYP/aug-cc-pVTZ. In addition, we have successfully introduced a novel value of -258.60
kcal/mol of proton solvation energy for a DFT method utilizing the numerical basis set to
predict pKa values of 5-substituted Uracils. The predicted pKa values are in good agreement
with the experimental results. And finally, we proposed that anti conformation of 5-formyluracil
is dominant in the aqueous solution, which is in part consistent with the report from the
literature.
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