Modelling of the Critical Micelle Concentration of Cationic Gemini Surfactants Using Molecular Connectivity Indices
Anna Mozrzymas
Modelling of the critical micelle concentrations (cmc) using the molecular connectivity indices was performed for a set of 21 cationic gemini surfactants with medium-length spacers. The obtained model contains only the second-order Kier and Hall molecular connectivity index. It is suggested that the index 2v includes some information about flexibility. The obtained model was used to predict log10 cmc of other cationic gemini surfactants. The agreement between calculated and experimental values of log10 cmc for the gemini surfactants that were not used in the correlation is very good.
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Critical micelle concentration
Gemini surfactants are molecules constructed of two hydrophobic chains and two polar/
ionic headgroups connected by the various spacer groups. Owing to their structure they
have unique properties in aqueous solution, such as low critical micelle concentration
(cmc) and high surface activity. The cmc values of these surfactants are significantly lower
than those of the corresponding monomeric surfactants and in comparison to their
monomeric counterparts, gemini surfactants are more efficient at reducing surface tension.
Gemini surfactants demonstrate great potential for gene delivery [1]. Cationic gemini
surfactants appear to be excellent for binding and compacting DNA. These surfactants bind
DNA with higher efficiency and have better transfection efficiencies than their monomeric
counterparts. Many conventional surfactants show good anti-microbial properties with
respect to a large spectrum of bacteria, fungi and viruses, and simultaneously they are
innocuous for living organisms, but the gemini compounds are much more active [2]. Due
to these properties, gemini surfactants have been applied in various areas, such as the drug
manufacturing especially in gene therapy, the food industry, cosmetics manufacturing
especially in the skin care products, anti-bacterial and the anti-fungal preparations.
One of the main reasons for the current interest in gemini surfactants is their critical
micelle concentration values which are lower, by at least one order of magnitude, than those
of the corresponding monomeric surfactants. As is well known, the cmc depends on the
molecular structure of the surfactants. In general, the cmc in aqueous solution decreases as
the hydrophobic character of the surfactant increases. The first relationship between cmc
and structure of a molecule was given by Klevens [3] who empirically found that logarithm
of cmc linearly decreases with increase in hydrophobic chain length of the surfactant.
Gemini surfactants have two alkyl chains and two headgroups, therefore the influence of the
variation of these groups on the cmc can be considerable. The important factor which
distinguishes gemini surfactants from conventional monomeric surfactants is the connection
of the headgroups by the spacer. The nature of the spacer group (length, flexibility, chemical
structure) plays an important role in regulating the aggregation properties in the solution [4].
Not long ago, a quantitative structureproperty relationship (QSPR) was used for
predicting the cmc values of conventional non-ionic [58] and ionic [912] surfactants. The
values of the cmc of gemini surfactants can be significantly changed by a slight
modification of the structure of the molecule; therefore modelling and predicting the critical
micelle concentration of gemini surfactants directly from the structure of the molecule by
the QSPR analysis can be of great interest. Recently, the QSPR study was performed to
relate the structure of cationic gemini surfactants to their critical micelle concentration
[13]. In this work, the cmc of gemini surfactants was correlated with 12 descriptors (seven
topological among them connectivity indices, three statistical, one geometrical and one
functional group descriptors).
The previous QSPR models [8, 12] show that critical micelle concentration can be
correlated and predicted by using the molecular connectivity indices only. In the present
work cationic gemini surfactants are taken into consideration, and just as in the previous
papers, in the QSPR study ten indices are used: five connectivity indices and five valence
connectivity indices, from zeroth to fourth order in both cases. These indices are calculated
from the chemical structure of the molecule and they contain considerable information
about the molecule, including the details of electronic structure of each atom and the
molecular structure features. The information encoded in molecular connectivity indices
has been demonstrated in a variety of examples [14].
As is well known the cmc of the surfactants depends not only on geometrical factors of the
molecule but also on other parameters, such as the kind of counterion and electrostatic charge
distribution; therefore, just as in the previous paper [12], in order to minimize the influence of
factors other than geometrical ones, only cationic gemini surfactants with bromide as
counterion were taken into account. Furthermore, among the factors significantly affecting
the cmc in aqueous solution are the temperature of the solution and the presence in the solution
of added electrolyte and various organic compounds [15]. Therefore all values of cmc taken in
the correlation were measured in pure water at room temperature.
2 Data
The data set was chosen to contain gemini surfactants with a medium-length spacer. The
chemical structures of the surfactants taken into consideration and their abbreviations are
shown in Fig. 1.
m - s - m
m - 6 - n
m - 7NH - m
(CmN)2(OH)2
Fig. 1 Chemical structures of
the surfactants considered and
their abbreviations
12 - 4(OH) - 12
R = CmH2m+1 and R1 = CnH2n+1
The cmc of msm gemini surfactants [alkanediyl-a,x-bis(dimethylalkylammonium
bromide)] with a given alkyl chain, particularly for the series with m = 12, increases with
the spacer length up to a maximum at four or five methylene units and then decrease with
further increase in the number of methylene units in the spacer group [16, 17]. The cmc
values of dissymmetric surfactants designated as m66 are about one order of magnitude
higher than those of the corresponding m6m symmetric surfactants [18] and the cmc
decreases as the m/n ratio increases. In the case of the dissymmetric surfactants designated
as m6n with m ? n = 24, the cmc values are comparable with those of the symmetric
counterparts with m = 12 [19] and the cmc slightly decreases as the m/n ratio increases.
The cmc values of m7NHm
(1,9-bis(dodecyl)-1,1,9,9-tetramethyl-5-imino-1,9-nonanediammonium dibromide) [20, 21] gemini surfactants are higher than those of the
corresponding m7m gemini surfactants [20] whereas the cmc values of (CnN)2(OH)2
(1,4bis(dodecyl-N,N-dimethylammonium bromide)-2,3-butanediol) [22, 23] and 124(OH)12
(1,4-bis(dodecyl-N,N-dimethylammonium bromide)-2-butanol) [23] are lower than those
of their hydrophobic spacer homologues. Furthermore, the cmc decreases with increas (...truncated)