Xuetao Guoa,
Jianhua Ge*a,
Chen Yang*b,
Renren Wuc,
Zhi Dangb and
Shaomin Liua
aSchool of Earth and Environment, Anhui University of Science and Technology, Huainan 232001, China. E-mail: gejianhua13@163.com
bCollege of Environment and Energy, South China University of Technology, Guangzhou, 510006, China. E-mail: cyanggz@scut.edu.cn; Fax: +86-20-39380508; Tel: +86-20-87110198
cSouth China Institute of Environmental Sciences, Ministry of Environmental Protection, Guangzhou 510655, China
First published on 1st July 2015
With the aim to investigate the kinetics and thermodynamics of tylosin (TYL) and sulfamethazine (SMT) sorption on humic acid (HA), batch sorption experiments were performed using batch reactor systems. The results indicated that the Freundlich model was much more suitable for explaining the sorption of TYL/SMT on HA, where the sorption rates for TYL/SMT decreased with the initial concentration and the sorption equilibrium could be attained within 24 h. Based on the intraparticle diffusion model, the sorption process of TYL and SMT on HA could be divided into the fast sorption stage and the slow sorption stage. The kinetic data were well-fitted to the compartment pseudo first order model, where both surface diffusion and intraparticle diffusion may play an important role in rate-controlling processes. At a specific aqueous concentration, the single-point sorption distribution coefficient (kd) of TYL and SMT decreased when the solution pH and ionic strength increased, which suggested that the sorption of TYL and SMT on HA might be dominated by both ion exchange, surface complexation and hydrophobic interactions. Meanwhile, thermodynamic calculations of sorption of TYL and SMT on HA revealed that the sorption was endothermic and spontaneous at different temperatures and the transportation abilities of TYL and SMT might be weak for soils rich in HA.
Humic acids (HA) are the most important reactive fractions of natural organic matter (NOM) in soils, sediments, surface water, and groundwater.11,12 HA contains various chemical reactive functional groups, including carboxyls, phenolic hydroxyls and aromatic units. Thereby, it has crucial effect on the environmental sorption/desorption behavior of antibiotics.13,14 Extensive work has been reported focusing on the sorption of antibiotics onto the HA,15–21 which suggested that the principal sorption properties of HA depend considerably on HA structure, pH values and ionic strength. Many other factors, such as the extraction technique, the types and sources of HA are also responsible for HA characteristic. A variety of mechanisms have been proposed to explain the interaction of HA with antibiotics. These mechanisms include H-bounding, ion exchange and hydrophobic bindings.22,23
Sorption to solid surfaces is an important processes that ultimately influences the transport and fate of antibiotics in the environment. Although many experiments have focused on the sorption of antibiotics onto HA,16,24,25 the thermodynamics and kinetics have not been extensively investigated or discussed. The kinetic and thermodynamic principles are helpful to understand the sorption process.26,27 It is a common sense to use sorption isotherms at different temperatures when discussing the sorption thermodynamics properties.28 However, the interaction between HAs and antibiotics, as well as the dynamics are usually disregarded. On the above summary, the objective of this work were (1) to understand the sorption process of TYL and SMT on HA, (2) to find the aspects influencing factors of the sorption behavior, (3) to seek a suitable characterization of possible reaction mechanisms from the thermodynamic and kinetic analysis, (4) and to provide further insight to evaluate the sorption potential of antibiotics in unsaturated soils and its transport in the environmental.
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| Fig. 1 Percent ionization at different pH, chemical structure, and selected properties of tylosin (a) and sulfamethazine (b). | ||
Primary stock solutions of TYL and SMT at 1000 mg L−1 were prepared with pure water and stored at 4 °C for a maximum of 1 month. The work solutions were prepared by diluting stock solution using 0.01 M KNO3 solution.
Humic acids (solid granule, particle size is 0.5–2 μm) used throughout this investigation was obtained from JuFeng Chemical Corporation, Shanghai, China. The elemental composition of HA is: 52.37% C, 3.57% H, 36.12% O, and 1.80% N.
:
40 with a flow rate of 1 mL min−1. The injection volume was 20 μL. External standards of TYL and SMT (0.1–100 mg L−1) were employed to establish a linear calibration curve and the sample concentrations were calculated from its integrated peak areas. The solid phase concentrations were calculated based on the mass balance of the solute between the two phases.
Kinetic studies of TYL and SMT sorption on HA were carried out from aqueous solutions with a certain concentration (0.5, 10 and 50 mg L−1) and pH. A fixed volume of the aliquot was withdrawn at designated time points while the reactors were run continuously. In order to investigate the influences of temperature, the shaker was adjusted at the desired temperature (15–45 °C).
| qe = kdCe | (1) |
| qe = kfCen | (2) |
The pseudo-first-order rate expression is generally expressed as follows:
![]() | (3) |
After integration with the initial condition qt = 0 at t = 0, eqn (4) can be obtained.
![]() | (4) |
The pseudo-second-order model is given as:
![]() | (5) |
Two-compartment first order model can be expressed as:
![]() | (6) |
The rate parameter ki for intraparticle diffusion model can be defined as:
| qt = kit0.5 + constant | (7) |
| ΔG0 = −RT in K0 | (8) |
![]() | (9) |
The values of ΔS0 were calculated from:
![]() | (10) |
Kd vs. qe and extrapolated qe to zero firstly; then, a linear regression was performed on the experimental data based on least-squares analyses and the intercept on the y-axis gives the value of ln
K0. Its intercept with the vertical axis gives the value of ln
K0. The ΔH0 values are calculated from the slopes of the linear variation of ln
K0 versus 1/T.
| Conditions | Henry model | Freundlich model | |||
|---|---|---|---|---|---|
| kd (L kg−1) | R2 | n | kf (μg g−1) (mg L−1)−n | R2 | |
| TYL | 386.1 ± 5.2 | 0.989 | 0.55 ± 0.02 | 1610 ± 9.7 | 0.980 |
| SMT | 216.4 ± 3.1 | 0.987 | 0.85 ± 0.03 | 839 ± 8.2 | 0.996 |
The estimated kd were 386.1 ± 5.2 and 216.4 ± 3.1 L kg−1 for TYL and SMT sorption on HA, which were higher than those reported for TYL and other sulfonamides sorption on soils.6,9,10,37 Zhang et al.6 reported the kd for TYL on agricultural soils were from 1.7 to 12 L kg−1. Lertpaitoonpan et al.38 reported kd values for SMT ranged from 0.23 ± 0.06 to 3.91 ± 0.36 L kg−1 at different soils. In our previously studies the estimated kd for TYL and SMT on goethite were 11.54 and 5.08 L kg−1.26 These results suggest that not only the physico-chemical properties of TYL and SMT but also the properties of HA play a crucial role in the fate of TYL and SMT in soil ecosystems. The transportation ability of TYL and SMT might be weak for the soils rich in HA.
The nonlinearity coefficient n values for TYL and SMT on HA were less than 1, indicating the nonlinearity sorption of TYL and SMT on HA. Although nonlinearity was also observed in the sorption isotherms of tetracyclines and norfloxacin onto HA,23 the n values for those previous studies were closer to 1 than TYL and SMT in this study. The lower n value indicates more heterogeneous glass, hard or condensed sorption domain in the sorbents and higher sorption site energy distribution.42 As the n values generally reflects site energy distribution, the smaller the n values, the more heterogeneous the sorption sites. The heterogeneous nature of HA made it more difficult to adsorb additional molecules at a high TYL and SMT concentration. This may occur when specific binding sites become saturated and the remaining sites were much weaker in adsorbing the molecules.42 The kf obtained in this study were 1610 ± 9.7 and 839 ± 8.2 (μg g−1) (mg L−1)−n for TYL and SMT, which were consistent with the others studies.21
It should be noted that the sorption nonlinearity and capacity of TYL were stronger than SMT, which might be related with the difference of the physicochemical properties of two chemicals. At pH 3.5, cationic forms of TYL were dominant and the primary forms of SMT were the neutral species. Sorption of TYL were higher than SMT, thus highlighting the importance of cationic forms in sorption interactions with HA, which was dominant the sorption interaction of TYL on HA might be cation exchange. Similar phenomena could be observed for norfloxacin sorption onto humic acid extracted from weathered coal.23 It was different that SMT is an amphoteric compound. Its water solubility is lower than TYL. The interactions between SMT molecules and HA might be hydrophobic effect.2
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| Fig. 3 Sorption kinetics of TYL and SMT on humic acid (equilibrium pH for TYL and SMT were 3.5; temperature = 25 °C; I = 0.01 M KNO3). | ||
From the sorption results, three kinetic models were generated to assess the kinetic characteristics of TYL and SMT sorption on HA. Table 2 showed the parameters of simulated sorption kinetics models. The results proved that the two-compartment first order model could explain better the sorption processes of TYL and SMT on HA than pseudo-first-order model and pseudo-second-order model because of the higher R2.43 It was obvious that the sorption rate (k1 and k2) for TYL and SMT decreased with the initial concentrations increased. This is related to the complicated interactions between TYL/SMT and HA.44 As listed in Table 2, the large values of k1a/k2a indicated that different sorption stages had distinct sorption characteristics of the fast compartment (with the higher rate constant, k1a) and the slow compartment (with the slower rate constant, k2a).45 It indicated that the sorption process might be related with chemical sorption. The chemisorptions reaction or an activated site sorption would be more predominant in the rate controlling step for TYL and SMT. The fact that HA presented the highest sorption capacity attributed to the structure of HA molecular (such as rubbery and glassy type carbon). TYL and SMT molecules in the solution could effective been bonded with alkyl C by hydrophobic interaction.45
| Conditions | Pseudo-first-order | Pseudo-second-order | Two-compartment first order | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| k1 (h−1) | R2 | k2 (g μg−1 h−1) | R2 | f1 | f2 | k1a (h−1) | k2a (h−1) | k1a/k2a | R2 | ||
| TYL | 1 mg L−1 | 0.20 | 0.949 | 5.70 | 0.997 | 0.83 | 0.17 | 0.98 | 0.03 | 32.67 | 0.999 |
| 5 mg L−1 | 0.17 | 0.934 | 5.12 | 0.997 | 0.89 | 0.11 | 0.56 | 0.02 | 28.00 | 0.999 | |
| 10 mg L−1 | 0.13 | 0.868 | 3.74 | 0.998 | 0.91 | 0.09 | 0.41 | 0.02 | 20.50 | 0.999 | |
| SMT | 1 mg L−1 | 0.17 | 0.930 | 9.46 | 0.995 | 0.85 | 0.15 | 1.12 | 0.04 | 28.00 | 0.999 |
| 5 mg L−1 | 0.12 | 0.991 | 6.58 | 0.998 | 0.90 | 0.10 | 0.67 | 0.04 | 16.75 | 0.999 | |
| 10 mg L−1 | 0.08 | 0.922 | 3.51 | 0.998 | 0.93 | 0.07 | 0.31 | 0.03 | 10.33 | 0.999 | |
To reveal the relative contribution of surface and intraparticle diffusion to the entire kinetic sorption process, the experimental data were fitted with the intraparticle diffusion model. Intraparticle diffusion was presumed to be the rate-controlling step if the simulation curve conformed to linear and the plot passes through origin. As seen from Fig. 4, the fact that the model curves did not pass through the origin with positive intercepts (C ≠ 0) indicated that both surface sorption and intra-particle diffusion contributed to the actual sorption process of TYL and SMT on HA.44 Subsequently, three successive sorption mechanisms were postulated to fit a linear model as seen in Fig. 4. In the first stage about 46.3–66.9% of TYL and SMT was adsorbed on HA attributed to the occupation of exterior activated sites by various physicochemical interactions (such as hydrophobic interaction, covalent forces, and van de Walls forces and so on). Moreover, the thickness of the boundary layer (C) for the HA in this stage was more conspicuously, indicating that the surface sorption played an important role for the TYL and SMT on HA. In the second stage, only 15.0–23.8% of TYL and SMT adsorbed on sorbents were slowly diffused from liquid film into microporous surface. In the third stage, the intra-particle diffusion rate was obviously lower than the former stage of surface diffusion due to the diameter of micropore which was relatively small compared to the larger molecule-sized of TYL and SMT.
![]() | ||
| Fig. 4 Intraparticle diffusion model with different initial concentrations of TYL and SMT on humic acid. | ||
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| Fig. 5 Effect of pH and ionic strength on the sorption of TYL and SMT on humic acid (contact time for TYL and SMT was 24 h; temperature was 25 °C). | ||
The sorption capacity for TYL decreased as the pH values increased, which might be related with the ionic species at different pH values. When pH of the aqueous solution was below 7.1, the positively charged TYL+ would be the major ionic species. When pH was equal to and beyond 7.1, the main species of the TYL would be the neutral TYL0. At acidic conditions, the dominant sorption interaction of TYL on HA might be electrostatic interactions, a major mechanism for cation exchange process for uptake of cationic species on HA.46 As the solution pH increased and over 7.1, the relative concentration of TYL+ decreased and the neutral species of TYL became dominant. As a result, the electrostatic interactions between TYL+ and HA weakened. Sorption of neutral TYL on HA may be dominated by hydrophobic interactions, a mechanism that controls the overall sorption of non-ionic and less polar organic chemicals on soils and sediments. The sorption decreased as the ionic strength increased from 0.01 to 0.1 M, which suggested that there might exist the surface complexation between TYL and HA.26
But for SMT it was the same as TYL. SMT has two pKa (2.25 and 7.45) values and could exist as a cationic, neutral and anionic species under different pH conditions. When pH of the solution was below 3, it was similar with TYL. Cation exchange might be the main interaction in the sorption process.46 When pH value was in the range from 3.0 to 8.0, the neutral form would be dominant. The hydrophobic interactions may be the dominated mechanisms.8 The SMT molecules might be adsorbed by HA via surface complexation which could be confirmed by the phenomena observed through ionic strength. The sorption decreased as the ionic strength increased from 0.01 to 0.1 M at this pH values.
![]() | ||
| Fig. 6 Effect of temperature on the sorption of TYL and SMT on humic acid (contact time for TYL and SMT was 24 h; equilibrium pH for TYL and SMT was 3.5; I = 0.01 M KNO3). | ||
The thermodynamic parameters (ΔH0, ΔS0, and ΔG0) calculated by eqn (8)–(10) were shown in Table 4. It can be seen that the value of kd increased with the increase of temperature. Because the plot of ln
k versus 1/T was linear for TYL and SMT (Fig. 7), thus the related thermodynamic parameters such as ΔH0, ΔS0 are available.22 The negative value of ΔG0 for TYL and SMT indicated that the sorption process was thermodynamically spontaneous. The more negative ΔG0 indicated that the driving force of sorption was stronger. The increased ΔG0 with increasing TYL and SMT sorption illustrated that the driving force of sorption decreased due to occupation of high energy sorption sites. The highest negative ΔG0 values were found for TYL at the same temperature, suggesting that the sorption potential for TYL was the largest. The positive ΔH0 values for TYL and SMT indicated that sorption of TYL and SMT on HA was endothermic associated with an entropy driven process (ΔS0 > 0). The variation of molecular groups may account for the difference of thermodynamic sorption behaviors between two antibiotics. Changes in ΔH0 may indicate the binding mechanisms including physisorption (ΔH0 < 40 kJ mol−1) and chemisorption (ΔH0 > 40 kJ mol−1). Thus, SMT sorption onto HA can be mainly attributed to physisorption and TYL sorption onto HA can be mainly attributed to chemisorption. Another thermodynamic parameter, entropy ΔS0, was used to evaluate randomness of system. Sorption of TYL and SMT disrupted the hydration shell around HA, leading to the increased randomness of TYL/SMT–water–HA system (ΔS0 > 0). For TYL–water–HA system with higher ΔS0 than SMT–water–HA, more energy is needed to regain its original entropy state and TYL sorption onto HA can be mainly attributed to chemisorption.22,26
| Conditions | Henry model | Freundlich model | ||||
|---|---|---|---|---|---|---|
| kd (L kg−1) | R2 | n | kf (μg g−1) (mg L−1)−n | R2 | ||
| TYL | 5 °C | 174.6 | 0.996 | 0.234 | 998 | 0.987 |
| 15 °C | 301.2 | 0.993 | 0.358 | 1385 | 0.979 | |
| 25 °C | 386.1 | 0.989 | 0.546 | 1610 | 0.980 | |
| 35 °C | 620.7 | 0.994 | 0.612 | 1876 | 0.981 | |
| SMT | 15 °C | 192.6 | 0.995 | 0.765 | 769 | 0.984 |
| 25 °C | 216.4 | 0.987 | 0.846 | 839 | 0.996 | |
| 35 °C | 243.2 | 0.985 | 0.884 | 942 | 0.991 | |
| 45 °C | 305.2 | 0.991 | 0.921 | 1015 | 0.986 | |
| Sample | ln k |
Temperature (°C) | ΔG0 (kJ mol−1) | ΔH0 (kJ mol−1) | ΔS0 (J mol−1 K−1) |
|---|---|---|---|---|---|
| TYL | 5.16 | 5 | −11.9 | 48.9 | 146.7 |
| 5.71 | 15 | −13.6 | |||
| 5.96 | 25 | −14.7 | |||
| 6.44 | 35 | −16.5 | |||
| SMT | 5.26 | 15 | −12.6 | 31.3 | 82.9 |
| 5.38 | 25 | −13.3 | |||
| 5.49 | 35 | −14.1 | |||
| 5.72 | 45 | −15.1 |
Footnote |
| † Electronic supplementary information (ESI) available. See DOI: 10.1039/c5ra08684a |
| This journal is © The Royal Society of Chemistry 2015 |