SORPTION OF TETRACYCLINES IN DESERT-SOIL ENVIRONMENTS By Mohammed Ahmed Alsanad A DISSERTATION Submitted to Michigan State University in partial fulfillment of the requirements for the degree of Crop and Soil Sciences - Doctor of Philosophy 2018 ABSTRACT SORPTION OF TETRACYCLINES IN DESERT-SOIL ENVIRONMENTS By Mohammed Ahmed Alsanad The broad-spectrum antibiotic tetracycline is used extensively for human and animal health, but causes unintended environmental consequences. Significant amounts of tetracycline are excreted with animal manures and can pollute soil, surface water, and groundwater. The overall objective of this dissertation is to combine experimental and modeling work to determine the environmental chemistry of tetracyclines in desert soils. Some previous studied observed that a) when Ca2+ -to-tetracycline ratios were large, then Ca2 H(T ec)2+ species dominate in the solution above pH 5, and b) at low concentration of cation and high pH, Ca2+ - and M g 2+ -clays sorbed significantly large amounts of oxytetracycline. Since Saudi Arabian topsoils can have pH near 7.5 along with large Ca2+ concentrations, these conditions together may enable relatively strong sorption of cationic Ca2+ -tetracycline complexes by cation exchange capacities (CEC) of clay minerals. Thus, the objective of current study was to test this hypothesis. To do so, soil samples were collected from the Agricultural and Veterinary Training and Research Station at King Faisal University, Al-Ahsa, Saudi Arabia. Three soils with relatively high clay contents were selected, and sorption isotherms were measured by using liquid chromatography/tandem mass spectrometry (LC-MS/MS) instrument to quantify oxytetracycline (OTC) concentrations. The results of this study showed that oxytetracycline sorption was significant at pH 7.5 for all three soils, and the hypothesis of this study - that desert soils at pH 7.5 may adsorb reasonably large amounts of oxytetracycline - was supported. The speciation of tetracycline is complicated by several ionic species that form complexes with aqueous cations and also with mineral surfaces, so computational tools are needed to understand and predict partitioning of tetracycline into its various species. The objective of this study was to use many experimental data sets to create new thermodynamic parameters using Phreeqc for modeling the sorption speciation of tetracyclines. Since clay minerals are important sorbents, cation exchange parameters were developed for tetracycline and its K + - and Ca2+ -complexes for better understanding of that very complicated system. A self-consistent set of parameters was derived that enabled tetracycline cation-exchange to be modeled in both K + - and Ca2+ -systems over a range in pH from 4 to 8. ACKNOWLEDGMENTS I would like to take this chance to thank my major advisor Dr. Brian J. Teppen for his uninterrupted assistance, longanimity, prompting, and guidance during my Ph.D. study. Also, I would like to thank my committee members: Dr. Stephen A. Boyd, Dr. Hui Li from the Department of Plant, Soil and Microbial Sciences, and Dr. David T. Long from the Department of Earth and Environmental Sciences for the assistance they gave. Also, I would like to thank Dr. Yingjie Zhang who is a research associate in the Department of Plant, Soil, and Microbial Sciences for his assistance that he gave me in MSU laboratory. Moreover, I would like to thank Agricultural and Veterinary Training and Research Station at King Faisal University, Dr. Abdullah M. Algosaibi, and Dr. Abdulrahman M. Almadini from the Department of Environment and Natural Agricultural Resources at King Faisal University for allowing and helping me to collect and analysis soil samples of this study at that research station. Also, I like to thank each one in my family, especially my parents and my wife for encouraging me morally throughout my higher studies. Lastly, I like to thank King Faisal University and Saudi Arabian Cultural Mission to the U.S. for the financial support they gave me during studying my Ph.D. degree. iv TABLE OF CONTENTS LIST OF TABLES . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . vi LIST OF FIGURES . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . vii Chapter 1 Tetracycline Sorption in Saudi Arabian Soils . . . . . . . . . . . 1.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1.2 Materials and Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1.2.1 Study Area and Soil Characterization . . . . . . . . . . . . . . . . . . 1.2.2 Facts about the Agricultural and Veterinary Training and Research Station at KFU . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1.2.3 Oxytetracycline Sorption to Soils 23 and 4 . . . . . . . . . . . . . . . 1.2.4 Oxytetracycline Sorption to Soil 19 . . . . . . . . . . . . . . . . . . . 1.3 Results and Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1.3.1 Effects of Background Cations on Oxytetracycline Sorption . . . . . . 1.3.2 Sorption at Higher Concentrations . . . . . . . . . . . . . . . . . . . 1.3.3 Sorption Coefficient (Kd ) . . . . . . . . . . . . . . . . . . . . . . . . . 1.4 Conclusions from Experimental Work . . . . . . . . . . . . . . . . . . . . . . 1 1 7 7 Chapter 2 2.1 2.2 2.3 2.4 Geochemical Speciation Modeling of Tetracycline Sorption to K- and Ca-Smectites . . . . . . . . . . . . . . . . . . . . . . . . . . Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.2.1 Treatment of Cation-Exchange in Phreeqc . . . . . . . . . . . . . . . 2.2.2 Experimental Data on Tetracycline Exchange with K + or Ca2+ on Clay Minerals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Results and Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.3.1 Possible Impurities in the Clay or Deionized (DI) Water . . . . . . . 2.3.2 Inorganic Cations Released When Tetracyclines Sorbed to Clay . . . 2.3.3 Fraction of Tetracycline Apparently Sorbed as Uncomplexed Cations Conclusions from Modeling of Tetracycline Sorption to K- and Ca-Smectites 8 11 12 13 13 18 22 23 BIBLIOGRAPHY . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . v 25 25 27 28 31 33 33 51 54 59 60 LIST OF TABLES Table 1.1 Mineralogies of the clay fractions found in eight topsoils of Al-Ahsa city near the King Faisal University research station [1]. . . . . . . . . . . . . . 5 Table 1.2 Physical characterizations of all soil samples . . . . . . . . . . . . . . . . . 9 Table 1.3 Chemical characterizations or properties of all collected desert soil samples 10 Table 1.4 Sorption coefficient (Kd ) and sorption per unit mass of soil organic carbon (Koc ) values for plain soils; and comparison between the three selected soils. 23 Table 2.1 Compilation of all chemical equations and equilibrium constants used in the present study. All equations are written as they appear in the Phreeqc model database. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . vi 57 LIST OF FIGURES Figure 1.1 Tetracycline chemical structure involves of four bonded cyclic rings, and three different pKa values [2]. . . . . . . . . . . . . . . . . . . . . . . . . 5 Tetracycline species distribution in pure water as a function of solution pH calculated using the Phreeqc model [3]. . . . . . . . . . . . . . . . . . 6 Dominant species of tetracycline as a function of pH and Ca2+ concentration (mol/L) in aqueous solution [4]; L = tetracycline. . . . . . . . . . 6 Map of the study area which created using the Google Maps, and the blue balloon refers to research station at King Faisal University. . . . . . . . 8 Locations map of all soil samples in the Agricultural and Veterinary Training and research station at KFU which created using Google Maps. . . . 11 The oxytetracycline sorption to soil 23 at three different concentrations of CaCl2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 The oxytetracycline sorption to the soil 23 at three different concentrations of NaCl. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 The oxytetracycline sorption to soil 4 at three different concentrations of CaCl2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 The oxytetracycline sorption to the soil 4 at three different concentrations of NaCl. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 Figure 1.10 Oxytetracycline sorption to soil 4 at three different concentrations of CaCl2 or N aCl. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19 Figure 1.11 Oxytetracycline sorption to soil 19 when soil mass about 0.5 g with no added CaCl2 and N aCl. . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 Figure 1.12 Oxytetracycline sorption to soil 19 when soil mass about 0.2 g with no added CaCl2 and N aCl. . . . . . . . . . . . . . . . . . . . . . . . . . . . 21 Figure 1.13 Oxytetracycline sorption to soil 19 at two different soil masses (0.5 g and 0.2 g). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 22 Figure 1.2 Figure 1.3 Figure 1.4 Figure 1.5 Figure 1.6 Figure 1.7 Figure 1.8 Figure 1.9 vii Figure 2.1 Calculated equilibria for K- Ca-exchange using Phreeqc and the cation exchange coefficients of Appelo and Postma [5] and Table 2.1 at three different ionic strengths. IS= ionic strength, and CEC= cation exchange capacity. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 30 Comparison of modeled and experimental [6] pH values of initial tetracycline solution. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 34 Sorption of tetracycline to the K-smectite clay in dilute solution (no added KCl). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 38 The sorption of tetracycline to the K-smectite clay at 0.01 M KCl ionic strength. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39 Sorption of the tetracycline to the K-smectite clay at 0.10 M KCl as ionic strength. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39 Sorption of tetracycline to the K-smectite clay at 0.80 molal KCl ionic strength. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 40 Ca2+ and tetracycline speciation and complication in aqueous phase as a function of pH solution which calculated using Phreeqc model [7]. These calculations were done with 0.00076 mol/L tetracycline in calcium chloride with ionic strength of 0.004 M . . . . . . . . . . . . . . . . . . . . . . . . 40 Sorption of tetracycline to Ca-smectite in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k value for CaH2 (T ec)+ was set to 7. . . . . . . . . . . . . . . . . . . . . . . . . . . 41 Sorption of tetracycline to Ca-smectite at 0.01 M ionic strength when log k value for CaH2 (T ec)+ was set to 7. . . . . . . . . . . . . . . . . . . 42 Figure 2.10 Sorption of tetracycline to Ca-smectite in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k value for Ca2 H(T ec)2+ was set to 6.6. . . . . . . . . . . . . . . . . . . . . . . . . 43 Figure 2.11 Sorption of tetracycline to Ca-smectite at 0.01 M ionic strength when log k value for Ca2 H(T ec)2+ was set to 6.6. . . . . . . . . . . . . . . . . 44 Figure 2.12 Sorption of tetracycline to Ca-smectite in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k values for both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 4. . . . . . . . 45 Figure 2.13 Sorption of tetracycline to Ca-smectite clay in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). . . . . . . . . . 46 Figure 2.2 Figure 2.3 Figure 2.4 Figure 2.5 Figure 2.6 Figure 2.7 Figure 2.8 Figure 2.9 viii Figure 2.14 Sorption of the tetracycline to Ca-smectite clay at 0.01 M CaCl2 ionic strength. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 47 Figure 2.15 Sorption of tetracycline to Ca-smectite at 0.10 M ionic strength strength when the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 6.6. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 48 Figure 2.16 Sorption of tetracycline to Ca-smectite at 0.10 M ionic strength strength when the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 5.6. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 49 Figure 2.17 Sorption of tetracycline to Ca-smectite at 0.82 molal ionic strength when the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 6.6. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50 Figure 2.18 Sorption of tetracycline to Ca-smectite at 0.82 molal ionic strength when the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 4.4. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50 Figure 2.19 Contributions of three tetracycline species to the total sorption calculated using Phreeqc model at an ionic strength of 0.01 M . . . . . . . . . . . . 51 Figure 2.20 Tetracycline sorption to K-smectite clay and K + released calculated using Phreeqc in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 52 Figure 2.21 Tetracycline sorption to Ca-smectite clay and Ca2+ released calculated using Phreeqc in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 6.6. . . . . . . . . . . . . . . . . . . . . 53 Figure 2.22 Tetracycline sorption to Ca-smectite clay and Ca2+ released calculated using Phreeqc in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k for CaH2 (T ec)+ species was set to 5.6 while log k for Ca2 H(T ec)2+ species was set to 10.2. . . . . . . . . 54 Figure 2.23 Percentage of tetracyclines sorbed as cations to K-smectite clay in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). 55 Figure 2.24 Percentage of tetracyclines sorbed as cations to Ca-smectite clay in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). 56 ix Chapter 1 Tetracycline Sorption in Saudi Arabian Soils 1.1 Introduction Tetracycline antibiotics are supplied to animal feeds for multiple purposes such as protection and treatment from many diseases and to enhance the growth as well. Up to the present time, antibiotic resistance is still to form fears into our environment system which requires further particular research [8]. In 1950s, tetracycline antibiotics were discovered [9]. A recent report showed that 51 tons of tetracyclines are consumed every day in the U.S. only, and around 80% of tetracyclines antibiotics are utilized in the livestocks while a small amount of about 20% is utilized for people and another purposes [10]. And the tetracycline antibiotic chemical structure involves from four bonded cyclic rings substituted with functional groups, containing dimethylammonium, tricarbonylmethane, and diketone (Figure 1.1). Several studies and research were notified that antibiotics uses in agricultural practices have a danger impact to the human health [11–13]. Since great portions of tetracycline antibiotic are not digested entirely within the animals’ bodies, thus quantities of tetracyclines antibiotics are discharged with animal manures to the environment, such as a parent compound or like their bioactive metabolites. Hence, 1 tetracyclines antibiotics and their secondary forms are transported to soils, surface waters, and groundwaters [14–16]. Paul Ebner reported some antibiotics concentrations ranges which found in the environment [17]. For example, concentrations of tetracycline antibiotic in animal manure were ranging from 0.04 mg/kg to 24.0 mg/kg, and tetracycline concentrations in soil were ranging from 86 µg/kg to 172 µg/kg while tetracycline concentration in surface water was 0.11 µg/L [17]. As we know that the sorption dominates the fate of substances and compounds in clays and soils, therefore this process must be considered. The accumulation and stability of any substance in soil or clay surfaces relies on soil properties, such as soil pH, clay content, clay minerals, and cation exchange capacity [18, 19]. Further, the study of Sarmah et al. indicated that physical and chemical parameters such as chemical structure, solubility in water, and compound species have great impacts on sorption mechanism [20]. Many years ago, exploring the fate of tetracyclines antibiotics in the environment started and, it remains until nowadays in wide parts of the world. Since pH of solution controls speciation of ionable compounds, tetracycline functional groups usually turn into ionized and lead tetracycline to form cationic, zwitterionic (neutral), or anionic species in the solution phase, (Figure 1.2). Generally, solution phase will also consist of many different cationic metals, such as Ca2+ , M g 2+ , and K + which will combine with the tetracycline compound. Hence, this will decrease the activity of uncomplexed tetracycline and making new varied species which should be estimated (Figure 1.3). For soil systems that contain swelling clay minerals, it has long been known that low pH enhances the formation of cationic tetracyclines that sorb quite strongly to the negatively charged clay surfaces [21–24]. 2 Early work [25] indicated another mechanism for tetracycline sorption, because tetracycline was found intercalated into clay interlayers at both pH 5 and 8.7, and spectroscopic evidence showed Ca-tetracycline complexation. These authors concluded that tetracycline could sorb by either cation-exchange of the H4 (T ec)+ species, or through sorption of unknown Ca-tetracycline complexes. This complexation hypothesis was further supported [26], in that Ca2+ smectite sorb more tetracycline than that N a+ smectite at given pH and extraction of all sorbed cations implied Ca-tetracycline complexes had been sorbed to the clay. Further work [27] showed that Ca2+ smectites sorbed more tetracycline than N a+ smectites over the entire pH range from 7 to 9. At moderate to neutral pH, strong sorption is also sometimes observed [21, 24], although such sorption is often attributed to tetracycline interactions with soil organic matter [24, 26] or oxide mineral surfaces [28–30]. However, in 2013, Parolo et al. studied sorption of tetracycline to montmorillonite in 0.01 M NaCl, and they discovered that at pH 7 to 9, Ca2+ clays sorbed large amounts of oxytetracycline (50 cmol/kg) [7]. The authors hypothesize that Ca2+ -oxytetracycline complexes are involved. Also, Parolo et al. observed that when [Ca2+ ] = 15.2 mM and [tetracycline] = 0.76 mM (300 ppm), then Ca2H(T ec)2+ species dominate in the solution above pH 5 [7]. This is a plausible species to participate in cation exchange. Further, in 2016, Aristilde et al. their study showed that at low concentration of divalent cation and high pH, Ca2+ - and M g 2+ -clays sorbed significantly larger amounts of oxytetracycline than N a+ -clays [31]. This implies Ca2+ - and M g 2+ -oxytetracycline complexes are involved. In studying tetracycline sorption to montmorillonite Xu et al. [32] observed that there were two adsorption maxima, one below pH 4 and another at pH 7.7. Since their bulk clay contained a variety of cations including Ca2+ , a reasonable hypothesis for explaining their 3 sorption maximum at pH 7.7 is the sorption of cationic Ca-tetracycline complex by the clay. At low pH values, Ding [6] observed tetracycline sorption to montmorillonite clay of up to 19% tetracycline by weight. For palygorskite which has a smectite like composition but does not swell, Chang et al. [33] measured a pH maximum in sorption at about pH 8.7, at which the palygorskite sorbed 10% tetracycline by weight. Relevant, strongly-sorbing clay minerals are common in arid environments. For example, the general area surrounding Al-Ahsa, Saudi Arabia is rich in smectites and especially palygorskite [34] which has a high surface area [35] as smectite but it doesn’t swell as a smectite clay. However, it can hold cations in the channels (Channels size ≈ 6.4 × 3.7 Å [36]; S.A. ≈ 150 m2 /g [37]; CEC of palygorskite ≈ 20 meq/100g [36]) and water [35]. Reasonably, palygorskite can hold tetracycline. Furthermore, Al-Hawas [1] extensively characterized the clay mineralogies of eight soils near the King Faisal University Research Station in Al-Ahsa. His results are in agreement, and indicate (Table 1.1) that the general clay mineralogy of the area is; palygorskite > smectite > kaolinite ≈ calcite. Thus, Saudi Arabian topsoils, including those in Al-Ahsa city, can have substantial clay contents that include smectite and palygorskite [1, 34]. In addition, pH values in such soils are generally alkaline, and the soils are often rich in divalent cations such as Ca2+ . Understanding the sorption of veterinary antibiotics to such soils may be important for protecting environmental quality. For example, there is a large, commercial dairy farm immediately adjacent to the King Faisal University Research Station. The main hypothesis of this study is that desert-soil conditions (clays, pH, and soluble cations) may combine to enable relatively strong sorption of cationic Ca-oxytetracycline complexes by the CECs of clay minerals [7,31]. This study could locate no references to previous work that measured sorption of tetracy4 Table 1.1 Mineralogies of the clay fractions found in eight topsoils of Al-Ahsa city near the King Faisal University research station [1]. Estimated mineral∗ content (%) of the clay fraction S C P K I Ca Q Typic Torripsamment 27 8 21 16 13 14 1 Gypsic Haplosalid 10 0 27 10 3 39 11 Typic Torrifluvent 5 12 56 18 6 2 1 Lithic Haplogypsid 1 2 49 9 15 23 1 Leptic Haplogypsid 33 11 39 8 5 2 2 Typic Torriorthent 73 0 9 6 7 4 1 Anthropic Torrifluvent 0 5 55 11 28 0 1 Cambic Gypsiorthid 4 2 55 3 9 26 1 Soil Classification ∗ S=smectite, C=chlorite, P=palygorskite, K=kaolinite, I=illite, Ca=calcite, Q=quartz. clines to desert soils. Indeed, there may be tacit assumptions that sorption would be low under such high-pH conditions [21–23]. Therefore, the objective of this study was to test this hypothesis by quantifying sorption to some desert-region topsoils. Figure 1.1 Tetracycline chemical structure involves of four bonded cyclic rings, and three different pKa values [2]. 5 1.20E-04 Speciation Fraction 1.00E-04 8.00E-05 6.00E-05 4.00E-05 2.00E-05 0.00E+00 -2.00E-05 0.0 2.0 4.0 6.0 8.0 10.0 12.0 pH H4(Tec)+ H3(Tec)0 H2(Tec)- H(Tec)2- Figure 1.2 Tetracycline species distribution in pure water as a function of solution pH calculated using the Phreeqc model [3]. Figure 1.3 Dominant species of tetracycline as a function of pH and Ca2+ concentration (mol/L) in aqueous solution [4]; L = tetracycline. 6 1.2 1.2.1 Materials and Methods Study Area and Soil Characterization In this current research, in August of 2016, the soil samples were gathered from the Research Station at King Faisal University which located in Al-Ahsa city at Al-hofuf district, in the east of Saudi Arabia (Figure 1.4). Typically, the weather in the country is desert climate which is cold and rainy in the winter while it is very hot in the summer time [38]. The maximum temperature in August often reaches 44.5◦ C (112.1◦ F) while the relative humidity (RH) often exceeds 90% at the same period [39]. Figure 1.5 shows soil samples locations of this study in the Agricultural and Veterinary Training and Research Station, Al-Ahsa city. The soil samples of this research were air dried at the room temperature for around 24 hours. After that, the soil samples were sieved using 2 mm screen. Stones and coarse roots were discarded, and comprised less than 5% of soil volume. Saturated soil paste was prepared for each soil sample, 250 grams of soil sample was taken and then added DI water to the sample until it reached the saturation point. Then, the soil paste left for 24 hours [40]. After that, the soil paste was extracted using vacuum pump for 3 hours hence the liquid phase of soil sample was collected in plastic vial and stored in the refrigerator. The physio-chemical characterizations of soil measured via standard methods [41]. The particle size distribution (PSD) of soil was measured by hydrometer method [42]. The soil pH was measured by a pH meter while the electrical conductivity (EC) was measured by EC meter [40]. Ca2+ and M g 2+ cations measured via titration (by volumetric analysis using EDTA (p.44 of ref. [40]) while N a+ and K + measured via Photometer Flame [40]. Also, CO3 and HCO3 ions were measured via titration with H2 SO4 [43] while Cl− ion was titrated with AgN O3 [40]. The calcimeter method was used to measure CaCO3 content [44]. 7 Figure 1.4 Map of the study area which created using the Google Maps, and the blue balloon refers to research station at King Faisal University. All these measurements were done in King Faisal University Labs. Table 1.2 and Table 1.3 show the physical and chemical characterizations of the soil samples. 1.2.2 Facts about the Agricultural and Veterinary Training and Research Station at KFU It was established in 1977, and It is located away 15 km from King Faisal University campus. Research Station land area is 6 km2 (600 hectares). Its soils are classified as Aridisols and Entisols. Wind-blown erosion is very active in this area [45]. 8 Table 1.2 Physical characterizations of all soil samples Sample# Depth (cm) Clay (%) Soil Texture 4 19 23 29 1-3 8-19 21 4-14 6-24 28 26 20 13 30 3 47 40 33 32 1 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 0-30 60 32 18 8 8 11 8 20 6 14 10 8 12 6 8 6 8 10 10 10 Clay Sandy Clay Loam Sandy Loam Sand Sandy Loam Sand Sand Sandy Clay Loam Sand Loamy Sand Sand Loamy Sand Sandy Loam Loamy Sand Sandy Loam Sand Loamy Sand Sand Sand Sand 9 Table 1.3 Chemical characterizations or properties of all collected desert soil samples Sample# Ca2+ ∗(meq/L) N a+ ∗(meq/L) CaCO3 (%) pH Total OC (%) 4 19 23 29 1-3 8-19 21 4-14 6-24 28 26 20 13 30 3 47 40 33 32 1 19.23 2.96 5.92 5.28 13.95 5.92 5.71 9.93 4.65 7.19 7.78 2.62 12.47 10.36 21.56 4.44 4.44 6.13 4.31 10.15 0.61 0.49 0.26 0.06 0.35 0.02 0.01 0.36 0.41 0.15 0.18 0.84 0.5 0.32 0.41 0.01 0.27 0.02 0.02 0.19 84.13 72.77 189.97 16.97 91.03 12.8 17.03 40.4 4.27 36.13 56.9 16.67 224.93 39.1 100.33 4.17 25.17 16.07 9.47 15.23 ∗ Concentration 151.95 147.34 189.06 19.32 87.83 1.32 30.08 118.58 5.71 86.07 37.33 2.42 210.14 54.9 159.2 0.66 32.93 4.17 2.2 5.05 7.4 7.5 7.4 8 7.4 8.2 7.9 7.1 8.1 7.4 7.9 7.9 7.4 7.7 7.7 7 7.5 7.8 7.9 7.9 or amount as measured in the solution extracted from the saturated paste. 10 Figure 1.5 Locations map of all soil samples in the Agricultural and Veterinary Training and research station at KFU which created using Google Maps. 1.2.3 Oxytetracycline Sorption to Soils 23 and 4 Two soils, designated as samples 23 and 4 (Tables 1.1 and 1.2), were chosen for initial study. Given the study hypothesis that Ca2+ oxytetracycline complexes are strongly sorbed to swelling clays [7, 31], the soils were chosen because of their relatively high concentrations of both clay and extractible calcium. Approximately 0.5 g of soil was carefully weighed into glass vials. The study prepared stock solutions of 50 mg/L oxytetracycline (Sigma oxytetracycline HCl, minimum 95% HPLC), 1.00 mol/L CaCl2, and 1.00 mol/L NaCl. The oxytetracycline stock solution was made freshly each day. Stock solutions were then combined (salt solution first and then oxytetracycline) to make working solutions (25 mL each) at concentrations of 11 200, 400, 600, 800, and 1000 µg/L oxytetracycline in salt solutions that had concentrations of approximately pure water (no added salt), 0.01, or 0.1 mol/L. Each working solution was made in duplicate for each soil; for a given soil, one set of 10 working solutions was prepared at each concentration of each cation, with controls at each oxytetracycline concentration and each concentration of added salt. Then, each working solution was added to the appropriate vial of soil. The soil itself added both Ca2+ and N a+ to each solution (Table 1.3). Thus, 0.5 g of soil 23 added 2.5 mmol Ca2+ /L and 4 mmol N a+ /L to each working solution, while 0.5 g of soil 4 added 3.6 mmol Ca2+ /L and 12 mmol N a+ /L to each working solution. Then, the study samples were covered with aluminum foil to exclude light and were put on a horizontal shaker for around 24 hours. After that, the samples were centrifuged for 15 minutes at 3500 rpm. Then, about 1 mL of the solution phase was taken from each sample. Finally, the samples were analyzed using liquid chromatography/tandem mass spectrometry (LC-MS/MS) with a SCIEX API 3200 instrument. An aliquot of the centrifuged supernatant was used to measure the pH; pH values were typically in the range of 7.4 to 8. 1.2.4 Oxytetracycline Sorption to Soil 19 A third soil, designated sample 19 (Tables 1.1 and 1.2), was also studied. The soil was chosen because of its relatively high concentrations of both clay and extractible calcium. Approximately 0.5 or 0.2 g of soil was carefully weighed into glass vials. In this case, experiments were conducted only in the absence of added salt. The study prepared stock solution of 50 mg/L oxytetracycline and working solutions (25 mL each); concentrations of 500, 1000, 1500, 2000, 2500, 3000, 3500, 4000, 4500, and 5000 µg/L, with controls at each concentration. Then, each working solution was added to the appropriate 12 vial of soil. The soil itself added both Ca2+ and N a+ to each solution (Table 1.3). Thus, 0.5 g of soil 19 added 1.3 mmol Ca2+ /L and 5 mmol N a+ /L to each working solution, while 0.2 g of soil 19 added 0.5 mmol Ca2+ /L and 2 mmol N a+ /L to each working solution. Then, the study samples were covered with aluminum foil to exclude light and put on a horizontal shaker for around 24 hours. After that, the samples were centrifuged for 15 minutes at 3500 rpm. Then about 1 mL of solution phase was taken from each sample and analyzed using a SCIEX API 3200 LC-MS/MS. Again, pH was determined using an aliquot of the centrifuged supernatant and pH values were typically in the range of 7.4 to 8. 1.3 1.3.1 Results and Discussion Effects of Background Cations on Oxytetracycline Sorption This research studied oxytetracycline sorption to two desert soils from background solutions containing Ca2+ or N a+ at three different concentrations. For example, Figure 1.6 shows oxytetracycline sorption to soil 23 after adding CaCl2 concentrations of zero, 0.01, and 0.1 mol/L and also several oxytetracycline concentrations (ranging from 200 µg/L to 1000 µg/L). First, sorption was strong with no added Ca2+ , and then sorption increased somewhat further in the presence of 0.01 mol/L added CaCl2 . These data seem to support the hypotheses that Ca2+ enhances oxytetracycline sorption to clayey soils at high pH. That is, Table 1.3 shows that soil 23 contains 95 mmol/L water-extractable Ca2+ in its saturated paste (250/65= 3.85 g soil/mL extract); under the experimental conditions with 0.5 g soil suspended in 5 mL of aqueous solution (0.1 g/mL), the water-extracted Ca2+ would be approximately 0.0025 mol/L in the experimental suspension with no added Ca2+ . According 13 to the working hypothesis of this study, this amount of solution-phase Ca2+ was apparently enough to result in many cationic Ca-oxytetracycline complexes that sorbed to (clay) mineral surfaces. The observation that sorption increased further when 0.01 mol/L Ca2+ was added indicates that the increased Ca-oxytetracycline complexation enhanced sorption enough to allow the complexes to out-compete the extra added Ca2+ for exchange sites. However, at 0.1 mol/L added of CaCl2 , the oxytetracycline sorption to the soil sample was strongly suppressed, with the slope of the sorption isotherm (Fig. 1.6) only about 1/3 that of the isotherm at 0.01 mol/L added CaCl2 . Presumably, the high Ca2+ concentration results in much larger competition for sorption sites, resulting in sorption of fewer Caoxytetracycline complexes. Figure 1.7 shows oxytetracycline sorption to soil 23 at three different concentrations of added NaCl (zero, 0.01, and 0.1 mol/L) and several oxytetracycline concentrations (ranging from 200 µg/L to 1000 ug/L). The study would expect that the isotherms described by blue dots in both Figures 1.6 and 1.7 would be the same, since both are for soil 23 with no added salts. The two differed somewhat, with isotherms slopes of 0.060 L/g in Fig.1.6 and 0.044 L/g in Fig. 1.7. In contrast to Fig. 1.6 when increasing the Ca2+ concentration by 0.01 m/L increased the oxytetracycline sorption, when the N a+ concentration was increased by 0.01 mol/L (Fig. 1.7), the sorption of oxytetracycline decreased. This can be rationalized by noting that the amount of Ca2+ in the system stays the same in all three isotherms of Fig. 1.7. If we assumed that the N a+ complexation with oxytetracycline was weak, then the only effect of adding increasing N a+ concentration is to provide more competition by N a+ that result in less sorption of Ca2+ oxytetracycline complexes. Since N a+ is a weaker competitor than Ca2+ 0.1 mol/L, N a+ suppressed oxytetracycline sorption less than 0.1 mol/L Ca2+ did. 14 10 y = 0.0665x - 0.799 R² = 0.94652 9 8 Q (µg/g) 7 y = 0.0232x - 2.3303 R² = 0.91116 6 0 added CaCl2 5 0.01 M CaCl2 0.1 M CaCl2 4 Linear (0.01 M CaCl2) 3 Linear (0.1 M CaCl2) 2 1 0 0 100 200 300 400 Ce (µg/L) Figure 1.6 The oxytetracycline sorption to soil 23 at three different concentrations of CaCl2 . Figure 1.8 shows oxytetracycline sorption to soil 4 at three different concentrations of added CaCl2 (zero, 0.01, and 0.1 mol/L) and several oxytetracycline concentrations (ranging from 200 µg/L to 1000 µg/L). The results show a significant oxytetracycline sorption to soil 4 at zero added CaCl2 (pure water), but the isotherm slope was 0.023 L/g (Fig. 1.8), about half the slope observed for soil 23 (Fig. 1.6). However, at 0.01 mol/L added of CaCl2 , the oxytetracycline sorption to the soil sample decreased slightly while the sorption of oxytetracycline decreased significantly at 0.1 mol/L added of CaCl2 . Figure 1.9 shows oxytetracycline sorption to soil 4 at three different concentrations of added NaCl (zero, 0.01, and 0.1 mol/L) and several oxytetracycline concentrations (ranging 15 10 y = 0.0442x - 0.9467 R² = 0.9294 9 8 Q (µg/g) 7 6 0 added NaCl 5 0.01 M NaCl 4 0.1 M NaCl Linear (0.01 M NaCl) 3 2 1 0 0 100 200 300 400 Ce (µg/L) Figure 1.7 The oxytetracycline sorption to the soil 23 at three different concentrations of NaCl. from 200 µg/L to 1000 µg/L). The oxytetracycline sorption to soil 4 has an isotherm slope of about 0.005 L/g for all three conditions, zero, 0.01, and 0.1 mol/L added NaCl. Again, Figure 1.10 shows oxytetracycline sorption to soil 4 with no added salt and at N aCl or CaCl2 concentrations of 0.1 mol/L, and it included several oxytetracycline concentrations (ranging from 200 µg/L to 1000 µg/L). The results with no added salt show an isotherm slope of 0.006 L/g, which compares with slopes at the same conditions of 0.023 L/g (Fig. 1.8) and 0.005 L/g (Fig. 1.9). Despite this variability, the trends agree in that the high 16 9 y = 0.0233x + 0.3296 R² = 0.88599 8 7 Q (µg/g) 6 5 0 added CaCl2 0.01 M CaCl2 4 0.1 M CaCl2 3 Linear (0 added CaCl2) 2 1 0 0 200 400 600 800 1000 Ce (µg/L) Figure 1.8 The oxytetracycline sorption to soil 4 at three different concentrations of CaCl2 . Ca2+ concentration suppresses sorption to soil 4, while high N a+ concentration has little effects on oxytetracycline sorption. To summarize oxytetracycline sorption to soils 23 and 4, it seems clear that Ca2+ concentrations of 2 to perhaps 15 mmol/L Ca2+ contribute very favorably to oxytetracycline sorption to these soils at pH 7.5. This supports the hypotheses that Ca-oxytetracycline complexes are important species that control sorption to clay minerals, Parolo et al. and Aristilde et al. [7, 31]. Larger Ca2+ concentrations approaching 100 mmol/L strongly suppressed oxytetracycline sorption presumably through competition for cation exchange sites. N a+ concentrations, on the other hand have little effect on oxytetracycline sorption. 17 4 y = 0.0053x - 0.1836 R² = 0.817 3.5 3 Q (µg/g) 2.5 0 added NaCl 2 0.01 M NaCl 0.1 M NaCl 1.5 Linear (0.01 M NaCl) 1 0.5 0 0 200 400 600 800 Ce (µg/L) Figure 1.9 The oxytetracycline sorption to the soil 4 at three different concentrations of NaCl. 1.3.2 Sorption at Higher Concentrations Since all the isotherms above are basically linear, the study used some higher oxytetracycline concentrations to test whether a sorption maximum could be observed. Figure 1.11 shows oxytetracycline sorption to soil 19 without adding additional N aCl or CaCl2 and initial oxytetracycline concentrations ranging up to 5000 µg/L. The soil mass was about 500 mg. The results show a significant oxytetracycline sorption to soil 19 without reaching maximum. 18 5 y = 0.006x + 0.4135 R² = 0.91479 4.5 4 Q (µg/g) 3.5 0 added NaCl or CaCl2 3 0.1 M NaCl 2.5 0.1 M CaCl2 2 Linear (0 added NaCl or CaCl2) 1.5 1 0.5 0 0 200 400 600 800 Ce (µg/L) Figure 1.10 Oxytetracycline sorption to soil 4 at three different concentrations of CaCl2 or N aCl. In fact, sorption accelerates as oxytetracycline concentrations increase, with the isotherm slope increasing from about 0.01 L/g (up to about 1000 µg oxytetracycline/L) to about 0.034 L/g at higher concentrations. These slopes are larger than most of those for soil 4 but smaller for those for soil 23. In order to double check the curvilinear nature of Figure 1.11, the study repeated this isotherm while reducing the amount of soil in each batch from 500 mg to 200 mg. Figure 1.12 shows again the oxytetracycline sorption to soil 19 was significant without reaching 19 40 35 Q (µg/g) 30 25 20 15 10 5 0 0 500 1000 1500 2000 Ce (µg/L) Figure 1.11 Oxytetracycline sorption to soil 19 when soil mass about 0.5 g with no added CaCl2 and N aCl. any maximum. The data in Fig. 1.12 affirm that the isotherm slope increases as sorption increases over the observed range. Figure 1.13 combines and compares the sorption data of Fig. 1.11 and Fig. 1.12, showing oxytetracycline sorption to soil 19 when soil mass was about 500 mg versus 200 mg. The results show that the sorption of OTC was significantly higher when the soil mass was 200 mg. This might be interpreted in terms of the accelerating (S-shaped) isotherms, for which sorption is increasingly favorable as sorption increases. That is, when a smaller amount of soil is suspended in oxytetracycline solution, much more sorption per unit soil mass must occur in order to reach a given aqueous phase oxytetracycline concentration. At a given aqueous-phase concentration then, the larger sorbed mass on the smaller quantity of soil 20 80 70 Q (µg/g) 60 50 40 30 20 10 0 0 500 1000 1500 2000 2500 Ce (µg/L) Figure 1.12 Oxytetracycline sorption to soil 19 when soil mass about 0.2 g with no added CaCl2 and N aCl. seems to induce a larger equilibrium quantity of sorbed tetracycline compared to the system containing a larger quantity of soil. Minerals like those found in these Saudi soils could be used to remove tetracyclines from polluted water systems. A number of other palygorskite rich materials have been already proposed for removing tetracycline from contaminated waste streams [33, 46, 47]. The data of the current study showed that oxytetracycline (OTC) sorption was strongest for soil 23 even though soil 23 has the lowest clay and organic carbon contents. In terms of the data that the study gathered, soil 23 had the largest water soluble Ca2+ concentration (Table 1.3). This support the hypotheses that higher calcium content contributes to oxytetracycline sorption through complexation. In the other hand, the precise mineralogies remain unknown 21 80000 70000 Q (µg/kg) 60000 50000 40000 ~ 200 mg Soil 30000 ~ 500 mg Soil 20000 10000 0 0 500 1000 1500 2000 2500 Ce (µg/L) Figure 1.13 Oxytetracycline sorption to soil 19 at two different soil masses (0.5 g and 0.2 g). and it may be the soil 23 contains a mineral component that has a greater affinity for oxytetracycline. 1.3.3 Sorption Coefficient (Kd ) For comparison with other data from the literature, sorption coefficient (Kd ) values and sorption per unit mass of soil organic carbon (Koc ) values for each soil sample were calculated (Table 1.4). The results show that soil 23 has highest Kd and Koc values; 60 and 23000 L/kg SOC, respectively. Previously measured/estimated Kd values for oxytetracyclines were ranging from 420 to 1030 L/kg as reviewed by Kumar et al. [48]. For a smectite containing Drummer soil from Indiana at pH 7.5 the Kd for three tetracyclines averaged about 2500 L/kg [24]. Another review of tetracycline sorption, in the pH range from 5 to 8.5, to a wide variety of soils [49] 22 Table 1.4 Sorption coefficient (Kd ) and sorption per unit mass of soil organic carbon (Koc ) values for plain soils; and comparison between the three selected soils. Sample# Ca2+ (meq/L) N a+ (meq/L) Clay (%) Koc (L/kg) Kd (L/kg) 4 19 23 152 147 189 60 32 18 23 23∗ 60 84 73 190 3800 5000∗ 23000 ∗ These even values were derived from averaging over the entire the data set, though the slope was not uniform across all the data (Figure1.13). found Kd values extending from 40 to 10000 L/kg. This means that the largest Kd value found in this research (60 L/kg) barely overlaps with the range of previous observation of soils. The Saudi Arabian soils used in this study were relatively poor in organic matter which may have reduced sorption compare to other soils. However, the combination of relatively high clay content and divalent cations such as Ca2+ should enable tetracycline sorption. For example, a Kd of about 60000 L/kg was recently observed [32] for sorption of tetracycline to montmorillonite at pH 7.7. This means that a soil containing only 1% montmorillonite could have Kd of 600 L/kg. From the literature, the study found that Al-Ahsa city, which is in eastern region of Saudi Arabia, topsoils are rich in palygorskite and smectite as substantial clay content [1, 34]. Both of these minerals could contribute to tetracyclines sorption. 1.4 Conclusions from Experimental Work There is a tendency to think that sorption of the tetracycline antibiotics to soils increases with decreasing pH, because the cationic forms are more strongly sorbed [21–23]. This tendency would imply minimal tetracycline sorption to desert soils. The hypothesis of this study, based on the work of Parolo et al. and Aristilde et al., is that sorption of tetracyclines to desert soils 23 could be significant at pH 7.5 because of sorption of Ca-oxytetracycline cationic complexes to clay mineral surfaces. This hypothesis was supported by the data from the current study at low concentrations because all three clayey soils at pH 7.5 sorbed significant quantities of oxytetracycline and Ca-soils sorb more OTC than Na-soils. However, these desert soils have concentrations in excess of 0.1 mol/L (Table 1.3), and at these high concentrations it looks like Ca2+ competition suppresses OTC sorption more than N a+ . However, the soils still have substantial affinities for tetracyclines. While supporting the major hypotheses, these data raise many questions about mineralogy, mechanism, and other geochemical controls which may need further investigations. 24 Chapter 2 Geochemical Speciation Modeling of Tetracycline Sorption to K- and Ca-Smectites 2.1 Introduction In the 20th century, antibiotics were major new discoveries in terms of human and animal medicine. In the world, including the United States, antibiotics protect the lives of millions of humans and animals every year [50]. In 2010, the usage of antimicrobials in animal foods reached approximately 13.5 million kg [51, 52]. As mentioned earlier, the tetracycline is a broad-spectrum antibiotic that was discovered in early of 1950s [53]. The chemical structure of tetracycline has explained and showed in Chapter 1 and Figure1.1. In the aqueous phase, the functional groups in a tetracycline structure often become ionized and cause tetracycline to form cation, zwitterion (neutral), or anion species, depending on solution pH. It is showed in Chapter 1 and Figure 1.2. Tetracycline is used extensively in human and veterinary medicine since the effectively treat a variety of common infectious diseases. Tetracycline usage comprised 42% of the total antimicrobials used in food animal production , 5, 602, 281 kg of tetracycline in 2010 [52,54]. 25 Since large fractions of tetracycline are not metabolized in the animals, significant amounts of tetracycline are excreted with animal manures, either as the original compound or as its bioactive metabolites [52, 55, 56]. Thus, tetracycline and its derivatives are transferred to soil [57, 58], surface water [59–62], and groundwater [58, 63, 64]. In the environment, tetracycline speciation in aqueous solutions can be very complex. In the simplest case, tetracycline in pure water already contains four species, depending on pH. Also, it is showed in Chapter 1 and Figure 1.2. Typically, aqueous solutions will also contain a variety of metal cations, including Ca2+ , M g 2+ , and K + . These cations may form complexes with tetracycline, thus reducing the activity of uncomplexed tetracycline and forming additional species that must be considered (Figure 1.3in Chapter 1). The activities of metal ions may be altered by the presence of organic ligands that can complex the metals, or by sorption of the metals to solid phases such as clay minerals or organic matter. Such competitive complexation or sorption of metals will generally increase the activity of aqueous uncomplexed tetracycline. Finally, tetracycline itself may sorb to a variety of soil minerals (e.g., smectite clays, goethite, or magnetite) and to soil organic matter, thus decreasing tetracycline activity in solution. In order to understand this complexity of tetracycline speciation in environmental waters, computational tools are needed to iteratively and quantitatively estimate the distribution of tetracycline among its many possible species. Phreeqc is a tool that was developed over 35 years ago and continues to be improved [65] for thermodynamic modeling of aqueous environmental systems. Phreeqc is a public-domain model that has already been integrated with saturated- and unsaturated-flow water transport modules [66], so it provides a framework for future reactive-transport modeling. Thermodynamic modeling, as in Phreeqc, is very useful because even the most sophis26 ticated analytical procedures such as liquid chromatography coupled to tandem mass spectrometry (LC-MS/MS), [67] only measures the total tetracycline concentration in solution rather than the concentrations of the component, (e.g. changed) tetracycline species, which may manifest different chemistries. Thermodynamic approaches allow a more powerful interpretation of already sophisticated analytical LC-MS/MS data by estimating the distribution of tetracycline among its possible species. Therefore, Phreeqc modeling is a method for extracting the most value from analytical data sets in order to better understand complexation, sorption, and bioavailability of antibiotics in the environment. The objective was to develop a quantitative model for tetracycline speciation in even more complex systems like soils. This current study builds upon previous work [3] by developing new thermodynamic terms and modeling additional data to create a more comprehensive Phreeqc model of the system. A main goal was to predict tetracycline sorption to K- and Ca-clay minerals as a function of realistic geochemical variables. While many of the relevant chemical equilibria have already been described, several new thermodynamic relationships in particular have been presented and used by Parolo et al. [7] and Aristilde et al. [31] and incorporated in this work to help fit Phreeqc results to the available data in order to describe the competitive adsorption of tetracycline to K- and Ca-clay minerals. Finally, the fit of the parameters to several independent datasets was tested. 2.2 Methods The thermodynamic parameters used in this study are listed in Table 2.1. Those equations and parameters that were newly developed for this study are highlighted in bold. In Werner et al. [4], they measured tetracycline speciation and complexation by Ca2+ , and M g 2+ as 27 functions of pH. The study selected their parameters because they form a self-consistent set. 2.2.1 Treatment of Cation-Exchange in Phreeqc For modeling cation exchange on clay minerals, the study followed the general method of Appelo and Postma [5]. In using this method, all cation exchange equilibria are referenced to exchange with N a+ . That is, a Na-saturated clay is chosen as the thermodynamic “zero”, and the energetic state of all other cations in the exchange complex are relative to this “zero”. Thus, the cation exchange parameters in Table 2.1 for cation I i+ are referenced to this equation [5]: N a+ + 1/i . I − Xi ⇐⇒ N a − X + 1/i . I i+ (2.1) The Phreeqc database compiles all such reactions as half-reactions of the form [5]: N a+ + X − = N aX logk = 0 (2.2) Where X − is a site of cation exchange on the clay mineral. The logk parameter in Phreeqc is the logarithm (base 10) of the equilibrium constant (Kexch ) for this cation-exchange halfreaction. Since logk = 0, Kexch must equal 1, and so if any other cation-exchange halfreaction is added to that of N a+ , the Kexch and the logk for the overall reaction will simply be the Kexch and the logk for the non-N a+ ion. Therefore, all cation exchange equilibria are referenced to exchange with N a+ [5]. To illustrate how parameters in the database work, considered the exchange of K + for Ca2+ on a clay mineral. The K + half-reaction (Table 2.1) is: 28 K + + X − = KX logk = 0.7 (2.3) If we multiply the previous reaction by 2, we will obtain the following equation: 2K + + 2X − = 2KX logk = 1.4 (2.4) Also, the Ca- exchange reaction in Phreeqc (Table 2.1) is: Ca2+ + 2X − = CaX2 logk = +0.8 (2.5) logk = −0.8 (2.6) Reversing the previous reaction: CaX2 = Ca2+ + 2X − If we combine reactions 2.4 and 2.6, we will get the following equation: 2K + + Ca − X2 −→ 2KX + Ca2+ logk = +0.6 (2.7) Therefore, since [4G = −RT lnk = −RT (2.3)logk] and R = 8.3145 J/K.mol, T = 298K hence RT = 2.48 kJ/mol. Thus, 4G = −(2.48)(2.3)(0.6) = −3.4 kJ/mol. For the cation exchange half reaction that involves only one exchange site: K + + 1/2Ca − X2 −→KX + 1/2Ca2+ logk = +0.3 (2.8) So, 4G = −(2.48)(2.3)(0.3) = −1.7 kJ/mol. To check the K + and Ca2+ parameters in Table 1.1, the competitive cation exchange 29 between K + and Ca2+ was calculated at three different ionic strengths (Figure 2.1). The results were as expected that potassium is less competitive than calcium at low ionic strength, and as ionic strength increases the potassium becomes more competitive with calcium. And then these parameters have been used in many modeling studies of cation exchange involving K + and Ca2+ [68–70]. 1.20E+00 1.00E+00 K+ on CEC 8.00E-01 IS = 0.01 M 6.00E-01 IS = 0.1 M IS = 0.8 M 4.00E-01 2.00E-01 0.00E+00 0 0.2 0.4 0.6 0.8 1 1.2 K+ in Solution Figure 2.1 Calculated equilibria for K- Ca-exchange using Phreeqc and the cation exchange coefficients of Appelo and Postma [5] and Table 2.1 at three different ionic strengths. IS= ionic strength, and CEC= cation exchange capacity. 30 2.2.2 Experimental Data on Tetracycline Exchange with K + or Ca2+ on Clay Minerals The work of Yunjie Ding [6] measured the cation exchange equilibria of tetracycline with Kand Ca-smectites. This is a robust data set that provides sorption data for K + , Ca2+ , and tetracycline as well as pH, the change in pH during experiment, and metal release from the clays. Ding [6] measured metal release by K + -clays and Ca2+ -clays during exchange reactions with tetracycline. Such measurements were only possible for systems with no added background electrolyte (labelled ‘no ionic strength’ below), and could be useful for determining whether tetracycline adsorbs to clays in forms other than the H4 T ec+ cation (Figure1.2). For example, when tetracycline sorbs to calcium smectite, there are at least three possible reaction stoichiometries. First, if two tetracycline molecules sorb to the clay and one Ca2+ ion appears in solution, then a reaction similar to 2H4 (T ec)+ + CaX2 = 2H4 (T ec)X + Ca2+ (aq) (2.9) is inferred. Second, if tetracycline sorbs to the clay but the amount of Ca2+ ions in solution remains constant, then a reaction like H3 (T ec)0(aq) + CaX2 = [CaH3 (T ec)X2 ] (2.10) could be inferred. Third, note that Figure1.3 shows that the CaH2 (T ec)+ complex should be an important tetracycline species in calcium systems [4]. Sorption of that complex should result in one Ca2+ consumed from solution along with each two tetracycline sorbed, by the 31 reaction: 2CaH2 (T ec)+ + CaX2 = 2[CaH2 (T ec)X] + Ca2+ (aq) (aq) (2.11) Thus, the stoichiometry of changes in the inorganic cation concentration in solution as a function of tetracycline sorption can be used to constrain interpretations of the operant sorption mechanisms. Indeed, it may be feasible to use cation-release data and apply Equations 2.9 – 2.11 to estimate the speciation of tetracycline and calcium on the exchange complex. In each initial tetracycline solution, the following equilibrium was established at the initial pH: + + H4 (T ec)+ ⇐⇒ H3 (T ec)o(aq) + H(aq) ⇐⇒ H2 (T ec)− + 2H(aq) (aq) (aq) (2.12) If the cationic species H4 (T ec)+ sorbs to the clay and is removed from solution, and if we assume constant pH, then the above equilibrium will be re-established. If the amount of H4 (T ec)+ removed from solution was Ci , then an amount of H + approximately equal to Ci will need to be removed from solution in order to re-establish the above equilibrium. Thus, proton consumption is an approximation of the amount of H4 (T ec)+ sorption under a given condition, and should be reflected as a loss of protons from solution and an increase in the solution pH after tetracycline sorption by the clay. 32 2.3 2.3.1 Results and Discussion Possible Impurities in the Clay or Deionized (DI) Water To test the performance of the tetracycline parameters, the pH values for all initial solutions were calculated using Phreeqc. To do so, each initial concentration of tetracycline that was used by Ding [6] was equilibrated and the pH was calculated. The calculated pH was significantly lower than the observed pH, especially when the tetracycline concentrations were low. Ding used tetracycline HCl to make his initial solutions, so the following equations apply: H4 T ecCl−→H4 T ec+ + Cl− (2.13) H4 T ec+ −→H + + H3 T ec0 (2.14) Equation 2.14 shows that the solution pH should certainly be below 7 for all concentrations of tetracycline HCl in pure water. However, Ding observed many pH values above 8. A hypothesis that is consistent with Ding’s data is that a basic impurity was present in all his systems. One possibility is carbonate impurities in the SWy-2 clay he used [71], and another possibility is impurities in the water. The deviations between observed and expected pH values were systematic and a good fit to all data was obtained by adding 0.08 mmol/kgw of N aHCO3 and 0.02 mmol/kgw of N a2 CO3 . The calculated and observed pH values as a function of initial tetracycline concentrations are plotted in Figure 2.2. There is no evidence for the nature of the high pH contaminant in the clay or water used by Ding [6], but in order to fit pH properly, this buffer was used in all subsequent calculations. 33 10 9 Initial pH 8 7 Ding's data for Ca Phreeqc Ca 6 Ding's data for K 5 Phreeqc K 4 3 0 100 200 300 400 500 Initial tetracycline concentration µmol/L Figure 2.2 Comparison of modeled and experimental [6] pH values of initial tetracycline solution. Many complexation constants have been determined for tetracycline interactions with cationic metals, but the main focus of this study was to develop some new thermodynamic parameters for cation exchange reactions involving tetracycline. A provisional set of these parameters are listed and highlighted in Table 2.1. One important parameter for clay minerals is the cation exchange capacity (CEC), the total quantity of cationic charge that can be reversibly sorbed per unit mass of clay. For the clay mineral SWy-2 used by Ding [6], the CEC is known to be 78 cmol/kg. However, sorption of tetracycline to both K-SWy-2 and Ca-SWy-2 with no other salt in the system showed sorption plateaus at 42 − 43 cmol of tetracycline per kg clay p.79 of [6]. A plausible reason for this discrepancy is explained by Ding p.88 of [6]: 34 “The basal spacing of smectites were 14.7 Å with tetracycline loadings < 135 µmol/g ... the distance between two adjacent clay sheets was 5.1 Å ... molecular dynamics simulation results indicate that at low loading rate (< 135 µmol/g), tetracycline lays parallel to clay surfaces, .... When sorption approaches to 420 µmol/g, which is the sorption plateau in Figure III-2, the clay sheets expands to 7.5 Å. At this distance tetracycline adapts a tilted position in clay interlayers. Molecular dynamic simulation results for sorption at 420 µmol/g indicate that tetracycline molecules adapt vertically tilted position.” The present study also adopts the hypothesis that the clay interlayer “fills up” at 42 − 43 cmol(+)/kg at which point the interlayer is plausibly “full” and causes a sorption plateau. Further sorption of tetracycline is possible but requires the interlayer to rearrange so that tetracycline can adopt a tilted configuration. Realistically, loading of clay minerals in nature by tetracycline should be less than 42−43 cmol(+)/kg, so confining our fitting efforts to this lower- tetracycline region of the sorption curve seems appropriate from an environmental, practical standpoint. Ding [6] showed that tetracycline concentrations greater than 100 µmol/L (44 mg tetracycline/L) were required to achieve the sorption plateau even in the absence of competing salts. For comparison, observed concentrations of tetracycline in liquid manures may approach 40 mg tetracycline/L [72], but concentrations will generally be much more dilute in environmental waters or soil solutions. One benefit of this approach is that such a model might fit all smectite clays and thus be widely applicable: All smectites have CEC > 42 − 43 cmol(+)/kg but all possess roughly the same interlayer surface area (about 750 m2 /g) [73], and so many smectites should display plateaus or inflections in their tetracycline sorption near 42 − 43 cmol(+)/kg. For example, Figueroa et al. [27] studied sorption of oxytetracycline and tetracycline to N amontmorillonite. Their oxytetracycline sorption isotherm at pH 5.5 and 10 mmol N aCl 35 showed a plateau at about 440 − 480 cmol(+)/kg—their Fig. 7a labels that plateau as 44 cmol(+)/kg, but this seems to be in conflict with the reported Kd of 5500 L/mol(+) (see their Fig. 3 at 10 mmol N aCl and pH 5.5). At 0.1 mmol/L tetracycline and with a clay of CEC = 80 cmol(+)/kg, the Kd predicts sorption of 440 mmol tetracycline per kg clay, exactly 10x the plateau pictured in their Fig. 7a. Another paper (Li et al., [74]) also commented that the sorption results of Figueroa et al. [27] seem low by a factor of about 10. Furthermore, the same authors (Li et al., [74]) observed an anomalous result that up to 42 cmol(+)/kg of tetracycline could sorb to SWy-2 smectite without any significant change in the desorbed inorganic cations in solution. Again, this phenomenon and the high pH they observed, are indirect evidence of carbonate impurities in the SWy-2 smectite clay itself. Therefore, the present study fixed the quantity of cation exchange sites in the “exchange” module of Phreeqc at 0.42 moles of exchange sites per kg clay, and the study hypothesizes that this value should work for most smectite clays in the environment. Aristilde et al. [75] observed maximum sorption of oxytetracycline (OT C + ) by smectite to be 44 cmol(+)/kg even at OTC solution concentrations approaching 1 mmol/L at pH 4 and in a background of 0.01 mol/L N aN O3 . On the basis of X-ray diffraction analysis and molecular simulations, they argued that OT C + was segregated into only half the smectite interlayers, with the other half of the interlayers filled with N a+ , a phenomenon known as demixing. This study calculated tetracycline/K + exchange in 4 different ionic strength situations that also included several tetracycline concentrations and different pH values. A first situation was a dilute solution (no added salt other than tetracycline HCl and the carbonate buffer discussed above), while the remaining three cases added an additional 0.01 M , 0.1 M , and 0.8 molal as KCl. Note that this study uses different units at the highest ionic strength, 36 since molarity and molality begin to significantly diverge at such concentrations. The study adjusted the new thermodynamic parameters to fit Ding’s results [6]. To do so, this study systematically examined several values of the tetracycline/K + exchange parameters before acceptable results were reached. Then, after a number of attempts, the research achieved a good fit for tetracycline/K + exchange. Figure 2.3 shows the comparison between the Phreeqc predictions and Ding’s data [6] in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) for tetracycline sorption by K-smectite, and the result was fit very well. Note that Essington et al. [76] modeled the sorption of chlortetracycline (CT C) sorption by Na-smectite. They concluded that cation-exchange of CT C + for N a+ was the dominant sorption process below pH 5, but that sorption above pH 5 was only slightly smaller in magnitude and needed to invoke strong sorption of the zwitterionic (neutral CT C 0 ) form of CTC. The present study suggests that interlayer sorption of the N a+ -CT C 0 complex is a species they could have considered. Figure 2.4 compares the Phreeqc predictions with Ding’s data [6] at 0.01 M as KCl for tetracycline sorption by K-smectite. The result was good, but the prediction of Phreeqc was slightly higher than Ding’s data. Figure 2.5 shows the comparison between the Phreeqc predictions and Ding’s data [6] at 0.1 M as KCl ionic strength. In this case, tetracycline sorption by K-smectite was predicted very well. Figure 2.6 shows the comparison between Phreeqc prediction and Ding’s data [6] at 0.8 molal as KCl ionic strength for tetracycline sorption by K-smectite. Again, the result was good, but the prediction of Phreeqc was slightly lower than Ding’s data. 37 500 450 400 Cs (µmol/g) 350 300 250 Phreeqc prediction 200 Ding's exprimental data 150 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 2.50E-01 Cw (mmol/L) Figure 2.3 Sorption of tetracycline to the K-smectite clay in dilute solution (no added KCl). Next, the study attempted to create tetracycline/Ca2+ exchange parameters that were consistent with the well-fitting tetracycline/K + parameters. For example, this study fixed the H4 T ec+ /K + and H4 T ec+ /Ca2+ parameters at the same values that were effective inK-clay systems and only varied the exchange parameters for Ca2+ /tetracycline complexes such as Ca2 HT ec2+ /Ca2+ and CaH2 T ec+ /Ca2+ . In the aqueous phase where tetracycline and cations such as calcium are present, the tetracycline will form complications with cations depending on solution pH phase (Figure 2.7). The current study focuses on three sorption parameters: H4 (T ec)+ , CaH2 (T ec)+ and Ca2 H(T ec)2+ . Summing these three terms results in total Tec sorption for Ca-systems, in this model. Given that extensive modeling supports the use of log k = 3.8 for sorption of the 38 350 300 Cs (µmol/g) 250 200 Phreeqc prediction 150 Ding's exprimental data 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 2.50E-01 Cw (mmol/L) Figure 2.4 The sorption of tetracycline to the K-smectite clay at 0.01 M KCl ionic strength. 250 Cs (µmol/g) 200 150 Phreeqc prediction 100 Ding's exprimental data 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 2.50E-01 Cw (mmol/L) Figure 2.5 Sorption of the tetracycline to the K-smectite clay at 0.10 M KCl as ionic strength. 39 90 80 Cs (µmol/g) 70 60 50 40 Phreeqc prediction 30 Ding's exprimental data 20 10 0 0.00E+00 1.00E-01 2.00E-01 3.00E-01 4.00E-01 Cw (mmol/L) Speciation Fraction Figure 2.6 Sorption of tetracycline to the K-smectite clay at 0.80 molal KCl ionic strength. 7.00E-04 6.00E-04 5.00E-04 4.00E-04 3.00E-04 2.00E-04 1.00E-04 0.00E+00 3 4 5 6 7 8 9 10 11 pH H4(Tec)+ H3(Tec)0 Ca2H(Tec)+2 CaH2(Tec)+ Figure 2.7 Ca2+ and tetracycline speciation and complication in aqueous phase as a function of pH solution which calculated using Phreeqc model [7]. These calculations were done with 0.00076 mol/L tetracycline in calcium chloride with ionic strength of 0.004 M . H4 (T ec)+ species, this study explored the parameter space offered by the CaH2 (T ec)+ and Ca2 H(T ec)2+ terms. When the Ca2 H(T ec)2+ term was commented out in the database 40 (meaning that Ca2 H(T ec)2+ sorption was not allowed in Phreeqc), the log k for CaH2 (T ec)+ was varied across values from 3 to 7. With a log k for CaH2 (T ec)+ of 7, Phreeqc predicted tetracycline sorption (H4 (T ec)+ plus CaH2 (T ec)+ ) that fit the experimental data very well (Figures 2.8 and 2.9). At higher ionic strengths, the Phreeqc predictions were increasingly too large compared to experiment (results not shown), implying that any larger values of log k for CaH2 (T ec)+ were unrealistic at high ionic strengths, even though results at low ionic strengths were promising. 500 450 Cs (umol/g) 400 350 300 250 200 Phreeqc predictions 150 Ding's data 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 Cw (mmol/L) Figure 2.8 Sorption of tetracycline to Ca-smectite in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k value for CaH2 (T ec)+ was set to 7. 41 450 Cs (umol/g) 400 350 300 250 200 Phreeqc predictions 150 Ding's data 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 Cw (mmol/L) Figure 2.9 Sorption of tetracycline to Ca-smectite at 0.01 M ionic strength when log k value for CaH2 (T ec)+ was set to 7. This study’s other significant Ca-related variable is the log k for sorption of Ca2 H(T ec)2+ complexes by smectites, and so this variable was explored while commenting out the CaH2 (T ec)+ term. Again, with log k = 3.8 for sorption of the H4 (T ec)+ species, the log k for sorption of Ca2 H(T ec)2+ was varied from 3 to 6.6. With a log k for Ca2 H(T ec)2+ of 6.6, Phreeqc predicted tetracycline sorption (H4 (T ec)+ plus Ca2 H(T ec)2+ ) that followed the experimental trends fairly well (Figures 2.10 and 2.11). At higher ionic strengths, the Phreeqc predictions were much too large compared to experiment (results not shown), implying that any larger values of log k for Ca2 H(T ec)2+ were unrealistic at high ionic strengths, even though results at low ionic strengths were promising. 42 500 450 Cs (µmol/g) 400 350 300 250 200 Phreeqc predictions 150 Ding's data 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 Cw (mmol/L) Figure 2.10 Sorption of tetracycline to Ca-smectite in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k value for Ca2 H(T ec)2+ was set to 6.6. The next question for this study, then, was to characterize the combined behavior of the parameters for CaH2 (T ec)+ and Ca2 H(T ec)2+ sorption. Somewhat surprisingly, both parameters needed to be maintained near their individual maxima. That is, if log k values for both terms were set to 4, then sorption was greatly underpredicted under conditions of medium-to-high pH and low ionic strengths (Figure 2.12). A better fit of the sorption data was obtained when the parameters for CaH2 (T ec)+ and Ca2 H(T ec)2+ sorption were each set to 6.6 (Table 2.1). Figure 2.13 shows the comparison between these Phreeqc predictions and Ding’s data [6] in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) for tetracycline sorption by Ca-smectite. The result was fit well, but the prediction of Phreeqc was a little bit lower than Ding’s data. 43 450 400 Cs (µmol/g) 350 300 250 200 Phreeqc predictions 150 Ding's data 100 50 0 0 0.05 0.1 0.15 0.2 0.25 Cw (mmol/L) Figure 2.11 Sorption of tetracycline to Ca-smectite at 0.01 M ionic strength when log k value for Ca2 H(T ec)2+ was set to 6.6. Figure 2.14 compares the Phreeqc predictions for tetracycline sorption by Ca-smectite with Ding’s data [6] at an ionic strength of 0.01 M as CaCl2 . Also, the agreement between model and experiment was fit well, but the model predictions were again a little bit lower than the experimental data. This parameter set does a decent job of predicting tetracycline sorption at low ionic strengths. However, just as with the individual CaH2 (T ec)+ and Ca2 H(T ec)2+ parameters, when both were set to 6.6, the Phreeqc predictions for tetracycline sorption at high-Ca ionic strengths of 0.10 and 0.82 molal were much too large compared with experiment (see below). 44 500 Cs (µmol/g) 450 400 350 300 250 200 Phreeqc predictions 150 Ding's data 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 Cw (mmol/L) Figure 2.12 Sorption of tetracycline to Ca-smectite in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k values for both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 4. Figure 2.15 shows the comparison between the Phreeqc predictions and Ding’s data [6] at an ionic strength of 0.10 M CaCl2 when the log k values for CaH2 (T ec)+ and Ca2 H(T ec)2+ sorption were each set to 6.6 (Table 2.1). The Phreeqc prediction of tetracycline sorption followed the experimental trend, but the predictions from Phreeqc were higher than Ding’s data. Nevertheless, the study did many attempts to vary these two log k values, and followed several different approaches to reach better Phreeqc predictions of the experimental data. Given that the log k for H4 (T ec)+ sorption is set to 3.8, if the 0.1-M sorption data are to be fit, then the current research found that the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species should be reduced from 6.6 to 5.6. Therefore, Phreeqc was capable of predicting the experimental data of Ding when CaCl2 was at 0.10 M, but the fit required different parameters than at lower ionic strengths. Under these conditions, Figure 2.16 shows 45 500 Cs (µmol/g) 450 400 350 300 250 200 Phreeqc prediction 150 Ding's exprimental data 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 Cw (mmol/L) Figure 2.13 Sorption of tetracycline to Ca-smectite clay in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). very good Phreeqc predictions of tetracycline sorption, and the Phreeqc results were very close to Ding’s observation data. Figure 2.17 shows the comparison between the Phreeqc predictions and Ding’s data [6] at an ionic strength of 0.82 molal CaCl2 when the log k values for CaH2 (T ec)+ and Ca2 H(T ec)2+ sorption were each set to 6.6 (Table 2.1). The Phreeqc sorption predictions were far higher than Ding’s data, illustrating that many Ca-tetracycline complexes form and sorb when calcium is plentiful. The study again did many attempts to vary the CaH2 (T ec)+ and Ca2 H(T ec)2+ log k values, and followed several different approaches to reach better Phreeqc predictions of the experimental data. Again, fixing the log k for H4 (T ec)+ sorption to 3.8, if the 0.82-molal sorption data are to be fit, then the current research found that the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species should be reduced from 6.6 to 4.4. Under those conditions, Phreeqc was again capable of predicting the experimen46 450 Cs (µmol/g) 400 350 300 250 200 Phreeqc prediction 150 Ding's exprimental data 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 Cw (mmol/L) Figure 2.14 Sorption of the tetracycline to Ca-smectite clay at 0.01 M CaCl2 ionic strength. tal data (Ding) gathered at 0.8 M CaCl2 , but the fit again required different parameters than at lower ionic strengths. Then, Figure 2.18 shows very good Phreeqc predictions of tetracycline sorption, and the Phreeqc results were very close to Ding’s observation data. A truly self-consistent model would require only one thermodynamic equilibrium constant for each reaction. The need for the present study to change the log k values for sorption of Ca-tetracycline complexes at high ionic strengths indicates that something important (important reactions may be neglected, activities may not modeled well, etc) is still. 47 450 400 Cs (µmol/g) 350 300 250 200 Phreeqc prediction 150 Ding's exprimental data 100 50 0 0 0.05 0.1 0.15 0.2 0.25 Cw (mmol/L) Figure 2.15 Sorption of tetracycline to Ca-smectite at 0.10 M ionic strength strength when the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 6.6. Phreeqc allows cation exchange sorption to Ca-clay minerals for three species of tetracycline, H4 (T ec)+ , CaH2 (T ec)+ , and Ca2 H(T ec)2+ species. Formation of each of these species depends strongly on pH, and so their contributions to overall tetracycline sorption also depend on pH. In the solid phase at an ionic strength of 0.01 M , Figure 2.19 shows the Phreeqc calculated contributions of these three sorbed tetracycline species to the total sorption. Note that above pH of 7 the Ca2 H(T ec)2+ species dominate sorption, indicating the importance of this species for tetracycline sorption in desert soil environments. Aristilde et al. [31], show the importance of tetracycline complexation with Ca2+ or M g 2+ for tetracycline sorption to clay minerals at high pH, and Parolo et al. [7] emphasize the importance of this Ca2 H(T ec)2+ species when calcium-tetracycline ratio is large. Werner et al. [4] 48 300 Cs (µmol/g) 250 200 150 Phreeqc prediction Ding's exprimental data 100 50 0 0 0.05 0.1 0.15 0.2 0.25 Cw (mmol/L) Figure 2.16 Sorption of tetracycline to Ca-smectite at 0.10 M ionic strength strength when the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 5.6. argued for the dominance of CaH2 (T ec)+ species near neutral pH. Phreeqc used Werner et al. complexation constants but our Phreeqc modeling for sorption of these complexes to clay minerals indicates that CaH2 (T ec)+ species dominates tetracycline sorption all the way down to pH of 4.5 (Figure 2.19). Sorption of tetracycline near pH of 4 is relatively independent of calcium [31], which implies that the H4 (T ec)+ species dominates sorption. Figure 2.19 also shows that sorbed concentration of H4 (T ec)+ and CaH2 (T ec)+ species are comparable even at the lowest pH, implying that sorption processes in soil drive tetracycline into the sorbed CaH2 (T ec)+ species at pH values well below those at which this species would be prevalent in solution phase if the soil CEC were not present (Figure 2.7). Then, the current results make it tempting to believe that a good overall fit has been found using the modeling parameters compiled in Table 2.1. Thus, great care must be advised when 49 450 Cs (µmol/g) 400 350 300 250 200 Phreeqc prediction 150 Ding's exprimental data 100 50 0 0 0.05 0.1 0.15 0.2 0.25 0.3 Cw (mmol/L) Figure 2.17 Sorption of tetracycline to Ca-smectite at 0.82 molal ionic strength when the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 6.6. 160 Cs (µmol/g) 140 120 100 80 Phreeqc prediction 60 Ding's exprimental data 40 20 0 0.00E+00 1.00E-01 2.00E-01 3.00E-01 4.00E-01 Cw (mmol/L) Figure 2.18 Sorption of tetracycline to Ca-smectite at 0.82 molal ionic strength when the log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 4.4. 50 Adsorbed species composition (%) 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% 3.5 4.5 5.5 6.5 7.5 8.5 9.5 pH H4(Tec)+ CaH2(Tec)+ Ca2H(Tec)2+ Figure 2.19 Contributions of three tetracycline species to the total sorption calculated using Phreeqc model at an ionic strength of 0.01 M . using goodness-of-fit as the main criterion for selecting thermodynamic modeling parameters. 2.3.2 Inorganic Cations Released When Tetracyclines Sorbed to Clay Ding measured the release of inorganic cations from clay for his systems where tetracycline sorbed in the absence of added salt [6]. The smallest nonzero ionic strength the Ding used was 0.01 M while the maximum observed inorganic cation release was 0.0002 M under his experimental conditions, and so cation release can be only measured for the case of dilute solution (no added salt other than tetracycline HCl). This study used Phreeqc to predict K + and Ca2+ released to the solution phase from the smectite clays in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). Figure 2.20 shows comparisons between Phreeqc predictions and Ding’s experimental data for both (a) the 51 amount of tetracycline sorbed to K-smectite clay and (b) the amount of K + released to the solution. The experimental results show that the amount of K + released was increased when tetracycline concentration was increased, and the K + released was always less than or equal to the tetracycline sorbed. The Phreeqc results show that K + released was greater than tetracycline sorption, especially at low concentrations. This is an artifact of using the sodium carbonate buffer (Figure 2.2) to match the experimental pH values. The 0.12 mmol/L N a+ concentration in that buffer removed K + from the clay by cation exchange. Perhaps potassium carbonate would have been a better choice for buffering the pH, because would have allowed this study to measure K + released without competition from N a+ . Tetracycline sorbed (µmol/g) 500 450 400 350 300 Phreeqc 250 Ding's data 200 150 K released in Phreeqc 100 K released in Ding's data 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 2.50E-01 Tetracycline in solution at equilibrium (mmol/L) Figure 2.20 Tetracycline sorption to K-smectite clay and K + released calculated using Phreeqc in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). Figure 2.21 shows comparisons between Phreeqc predictions and Ding’s experimental data [6] for both (a) the amount of tetracycline sorbed to Ca-smectite clay and (b) the amount of Ca2+ released to the solution. But here, the Phreeqc results show that the 52 amount of Ca2+ released to the solution was very low compared to the experimental results, for all amounts of tetracyclines sorbed to the clay. This implies that too much Ca2+ is retained in the clay when tetracycline sorbed, so probably the log k for sorption of Catetracycline complexes is too large. When log k for the sorption of CaH2 (T ec)+ species was reduced from 6.6 to 5.6, then the log k for sorption of the Ca2 H(T ec)2+ species had to be increased from 6.6 to 10.2 to get reasonable fit of Ding’s experimental data as it shown in Figure 2.22. Overall, the fit of the tetracycline sorption data was much better when both these log k values were 6.6 as it shown in Figure 2.21, even though the calcium release data were not fit well. Tetracycline sorbed (µmol/g) 500 450 400 350 300 Phreeqc 250 Ding's data 200 Ca released in Phreeqc 150 Ca released in Ding's data 100 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 Tetracycline in solution at equilibrium (mmol/L) Figure 2.21 Tetracycline sorption to Ca-smectite clay and Ca2+ released calculated using Phreeqc in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k values of both CaH2 (T ec)+ and Ca2 H(T ec)2+ species were set to 6.6. 53 Tetracycline sorbed (µmol/g) 500 450 400 350 300 Phreeqc 250 Ding's data 200 150 Ca released in Phreeqc 100 Ca released in Ding's data 50 0 0.00E+00 5.00E-02 1.00E-01 1.50E-01 2.00E-01 Tetracycline in solution at equilibrium (mmol/L) Figure 2.22 Tetracycline sorption to Ca-smectite clay and Ca2+ released calculated using Phreeqc in dilute solution (no added salt other than tetracycline HCl and sodium carbonate) when log k for CaH2 (T ec)+ species was set to 5.6 while log k for Ca2 H(T ec)2+ species was set to 10.2. 2.3.3 Fraction of Tetracycline Apparently Sorbed as Uncomplexed Cations This study also used Phreeqc to calculate the percentage of tetracycline apparently sorbed as uncomplexed cations. In Chapter three of Ding’s dissertation [6], Figure III −2 showed inorganic cations exchanged/released as a function of tetracycline sorption. This modeling study calculated the relevant species and then compared these species to estimates from Ding’s data. For K-smectite, the study assumed one H4 (T ec)+ molecule sorbed for each potassium cation exchanged/released. For Ca-smectite, the study assumed that two H4 (T ec)+ molecules needed to sorb in order to release one Ca2+ to solution as estimated from Ding’s experimental data [6]. 54 Figure 2.23 shows comparisons between tetracycline percentages sorbed to potassium smectite clay as cations in Phreeqc versus the estimated percentages of tetracyclines sorbed as cations from Ding’s experimental data. The results show that the Phreeqc prediction of proportions of tetracycline sorbed as cations were very close to the estimated percentages for tetracycline cation sorption from Ding’s experimental data. Moreover, the results show that the percentages of tetracyclines apparently sorbed as cations increased when tetracycline % Tetracycline apparently sorbed as cation concentration was increased in both Ding’s experimental data and Phreeqc prediction results. 120 100 80 Estimated from Ding's data, Fig. III-2 60 Phreeqc prediction 40 20 0 0 50 100 150 200 250 Tetracycline concentration in solution (µmol/L) Figure 2.23 Percentage of tetracyclines sorbed as cations to K-smectite clay in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). Figure 2.24 shows comparisons between tetracycline percentages sorbed to calcium smectite clay as cations in Phreeqc versus the estimated percentages of tetracyclines sorbed as cations from Ding’s experimental data. The results show that the Phreeqc prediction of proportions of tetracycline sorbed as 55 cations were fairly close to the estimated percentages for tetracycline cation sorption from Ding’s experimental data. Again, the results show that the percentages of tetracyclines apparently sorbed as cations increased when tetracycline concentration was increased in both Ding’s experimental data and Phreeqc prediction results. For calcium, there was greater discrepancy between modeling and experimental results than the case of potassium. As noted above, Phreeqc under predicted the amount of calcium released when tetracycline sorbed, but apparently the relative proportions of calcium- % Tetracycline apparently sorbed as cation complexed versus uncomplexed tetracycline cations were more accurate. 120 100 80 Estimated from Ding’s data, Fig.III-2 60 Phreeqc prediction 40 20 0 0 50 100 150 200 Tetracycline concentration in solution (µmol/L) Figure 2.24 Percentage of tetracyclines sorbed as cations to Ca-smectite clay in dilute solution (no added salt other than tetracycline HCl and sodium carbonate). 56 Table 2.1 Compilation of all chemical equations and equilibrium constants used in the present study. All equations are written as they appear in the Phreeqc model database. Section in Phreeqc Reactions log k Tec H4 (T ec)+ −−b H4 (T ec)+ = H4 (T ec)+ 0.000d H4 (T ec)+ = H3 (T ec) + H + −3.45a H4 (T ec)+ = H2 (T ec)− + 2H + −11.45a H4 (T ec)+ = H(T ec)2− + 3H + −21.23a H4 (T ec)+ = T ec3− + 4H + −33.64a Ca2+ + H2 (Tec)− = CaH2(Tec)+ 3.4b M g 2+ + H2 (T ec)− = M gH2 (T ec)+ 3.9b Ca2+ + H(Tec)2 − = CaH(Tec) 5.8b M g 2+ + H(T ec)2− = M gH(T ec) 4.1b Ca2+ + H3 (Tec) = CaH3 (Tec)2+ 3.0d K + + H2 (T ec)− = KH2 (T ec) 1.04e K+ + H3 (Tec) = KH3 (Tec)+ 1.04e 2Ca2+ + H(Tec)2− = Ca2 H(Tec)2+ 8.671g Database SOLUTION MASTER SPECIES SOLUTION SPECIES Fix H + 0.00d PHASES H+ = H+ EXCHANGE MASTER X X− −−d SPECIES 57 Table 2.1 (cont’d) Section in Phreeqc Reactions log k X− = X− 0.0f H4 (Tec)+ + X− = H4 (Tec)X 3.8d CaH2 (Tec)+ + X− = CaH2 (Tec)X 6.6d #CaH3 (Tec)2+ + 2X− = CaH3 (Tec)X2 #4.8d Ca2 H(Tec)2+ + 2X− = Ca2 H(Tec)X2 6.6d M gH2 (T ec)+ + X − = M gH2 (T ec)X 2.0d KH3 (Tec)+ + X− = KH3 (Tec)X 3.6d N a+ + X − = NaX 0.0f K + + X − = KX 0.7f Ca2+ + 2X − = CaX2 0.8f M g 2+ + 2X − = M gX2 0.6f Database EXCHANGE SPECIES a data from Werner et al. 2006 were used, but equations were added to arrive at these values; b data from Gu and Karthikeyan, 2005; c data from MINEQL+ database (Version 4.5, 2002); d equation and value from this study; e data from Coibion and Laszio, 1979; f data from Phreeqc database (Version 2.13.2-1727, 2007); g data from from Parolo et al. 2013. 58 2.4 Conclusions from Modeling of Tetracycline Sorption to K- and Ca-Smectites The Phreeqc modeling software was self-consistently used to model K + /H4 (T ec)+ and Ca2+ /H4 (T ec)+ exchanges simultaneously, in that one logk value (3.8) for sorption of the H4 (T ec)+ species was shared in systems with background electrolytes of either KCl or CaCl2 . The Phreeqc approach was able to model K + /H4 (T ec)+ exchange fairly well, fitting datasets with KCl ionic strengths from dilute solution (no added salt) to 0.8 M . Fitting these data required addition of one term for clay sorption of KH3 (T ec)+ complexes, using literature values for formation of the complexes in aqueous solution. Modelling the Ca2+ -tetracycline system required cation-exchange parameters for both CaH2 (T ec)+ and Ca2 H(T ec)2+ species; these parameters were ionic-strength-dependent, since the same set could not reproduce tetracycline sorption results over the entire range of CaCl2 ionic strength. Near pH 7 and above, the Phreeqc modeling results indicated the importance of Ca2 H(T ec)2+ species for tetracycline sorption in desert soil environments. While this work developed several thermodynamic relationships for modeling tetracycline sorption to K- and Ca-clays, this study may require further investigations. 59 BIBLIOGRAPHY 60 BIBLIOGRAPHY [1] I. A. Al-Hawas, “Origin and properties of some phyllosilicate minerals in the soils of the al-hassa oasis, saudi arabia.” Ph.D. dissertation, University of Reading, 1998. [2] M. E. Parolo, M. J. Avena, G. R. Pettinari, and M. T. Baschini, “Influence of ca 2+ on tetracycline adsorption on montmorillonite,” Journal of colloid and interface science, vol. 368, no. 1, pp. 420–426, 2012. [3] M. Alsanad, “Geochemical speciation modeling of tetracycline sorption and bioavailability in the environment,” 2015. [4] J. J. Werner, W. A. Arnold, and K. McNeill, “Water hardness as a photochemical parameter: tetracycline photolysis as a function of calcium concentration, magnesium concentration, and ph,” Environmental science & technology, vol. 40, no. 23, pp. 7236– 7241, 2006. [5] C. A. J. Appelo and D. Postma, Geochemistry, groundwater and pollution. CRC press, 2005. [6] Y. Ding, “Environmental surveillance of pharmaceuticals and sorption to clay minerals,” ProQuest Dissertations Publishing, 2011. [7] M. E. Parolo, M. J. Avena, M. C. Savini, M. T. Baschini, and V. Nicotra, “Adsorption and circular dichroism of tetracycline on sodium and calcium-montmorillonites,” Colloids and Surfaces A: Physicochemical and Engineering Aspects, vol. 417, pp. 57–64, 2013. [8] M. D. Barton, “Antibiotic use in animal feed and its impact on human healt,” Nutrition research reviews, vol. 13, no. 02, pp. 279–299, 2000. [9] M. L. Nelson and S. B. Levy, “The history of the tetracyclines,” Annals of the New York Academy of Sciences, vol. 1241, no. 1, pp. 17–32, 2011. [10] E. E. Giorgi, “The antibacterial resistance threat. are we heading toward a postantibiotic era?” Los Alamos National Laboratory (LANL), Tech. Rep., 2016. [11] W. H. Organization et al., Antimicrobial resistance: global report on surveillance. World Health Organization, 2014. [12] Y.-Y. Liu, Y. Wang, T. R. Walsh, L.-X. Yi, R. Zhang, J. Spencer, Y. Doi, G. Tian, B. Dong, X. Huang et al., “Emergence of plasmid-mediated colistin resistance mech61 anism mcr-1 in animals and human beings in china: a microbiological and molecular biological study,” The Lancet infectious diseases, vol. 16, no. 2, pp. 161–168, 2016. [13] F. Baquero, J.-L. Martı́nez, and R. Cantón, “Antibiotics and antibiotic resistance in water environments,” Current opinion in biotechnology, vol. 19, no. 3, pp. 260–265, 2008. [14] X. Hu, Q. Zhou, and Y. Luo, “Occurrence and source analysis of typical veterinary antibiotics in manure, soil, vegetables and groundwater from organic vegetable bases, northern china,” Environmental Pollution, vol. 158, no. 9, pp. 2992–2998, 2010. [15] J. C. Chee-Sanford, R. I. Aminov, I. Krapac, N. Garrigues-Jeanjean, and R. I. Mackie, “Occurrence and diversity of tetracycline resistance genes in lagoons and groundwater underlying two swine production facilities,” Applied and environmental microbiology, vol. 67, no. 4, pp. 1494–1502, 2001. [16] N. Gottschall, E. Topp, C. Metcalfe, M. Edwards, M. Payne, S. Kleywegt, P. Russell, and D. Lapen, “Pharmaceutical and personal care products in groundwater, subsurface drainage, soil, and wheat grain, following a high single application of municipal biosolids to a field,” Chemosphere, vol. 87, no. 2, pp. 194–203, 2012. [17] P. Ebner, “Cafos and public health: The fate of unabsorbed antibiotics note: Traditionally, the term antibiotic refers to compounds that are made by microorganisms, usually yeast or bacteria, and kill other microorganisms (eg, penicillin). similar compounds that are synthetic or semi-synthetic are more commonly referred to antibacterials or antimicrobials(eg, carbadox). both are used in food animal production, and, for the purpose of this paper, will be grouped simply as antibiotics.,” PUBLIC HEALTH, vol. 501, p. 348. [18] O. T. No, “106: adsorption-desorption using a batch equilibrium method,” OECD Guidelines for the Testing of Chemicals, pp. 1–45, 2000. [19] S. R. Wegst-Uhrich, D. A. Navarro, L. Zimmerman, and D. S. Aga, “Assessing antibiotic sorption in soil: a literature review and new case studies on sulfonamides and macrolides,” Chemistry Central Journal, vol. 8, no. 1, p. 5, 2014. [20] A. K. Sarmah, M. T. Meyer, and A. B. Boxall, “A global perspective on the use, sales, exposure pathways, occurrence, fate and effects of veterinary antibiotics (vas) in the environment,” Chemosphere, vol. 65, no. 5, pp. 725–759, 2006. [21] O. Bansal, “Sorption of tetracycline, oxytetracycline, and chlortetracycline in illite and kaolinite suspensions,” ISRN Environmental Chemistry, vol. 2013, 2013. 62 [22] S. T. Kurwadkar, C. D. Adams, M. T. Meyer, and D. W. Kolpin, “Effects of sorbate speciation on sorption of selected sulfonamides in three loamy soils,” Journal of agricultural and food chemistry, vol. 55, no. 4, pp. 1370–1376, 2007. [23] P.-H. Chang, Z. Li, W.-T. Jiang, C.-Y. Kuo, and J.-S. Jean, “Adsorption of tetracycline on montmorillonite: influence of solution ph, temperature, and ionic strength,” Desalination and Water Treatment, vol. 55, no. 5, pp. 1380–1392, 2015. [24] S. A. Sassman and L. S. Lee, “Sorption of three tetracyclines by several soils: assessing the role of ph and cation exchange,” Environmental Science & Technology, vol. 39, no. 19, pp. 7452–7459, 2005. [25] L. S. Porubcan, C. J. Serna, J. L. White, and S. L. Hem, “Mechanism of adsorption of clindamycin and tetracycline by montmorillonite,” Journal of Pharmaceutical Sciences, vol. 67, no. 8, pp. 1081–1087, 1978. [26] B. Sithole and R. Guy, “Models for tetracycline in aquatic environments,” Water, Air, & Soil Pollution, vol. 32, no. 3, pp. 303–314, 1987. [27] R. A. Figueroa, A. Leonard, and A. A. MacKay, “Modeling tetracycline antibiotic sorption to clays,” Environmental science & technology, vol. 38, no. 2, pp. 476–483, 2004. [28] J. R. Pils and D. A. Laird, “Sorption of tetracycline and chlortetracycline on k-and ca-saturated soil clays, humic substances, and clay- humic complexes,” Environmental science & technology, vol. 41, no. 6, pp. 1928–1933, 2007. [29] J. Wang, J. Hu, and S. Zhang, “Studies on the sorption of tetracycline onto clays and marine sediment from seawater,” Journal of colloid and interface science, vol. 349, no. 2, pp. 578–582, 2010. [30] R. A. Figueroa and A. A. MacKay, “Sorption of oxytetracycline to iron oxides and iron oxide-rich soils,” Environmental Science & Technology, vol. 39, no. 17, pp. 6664–6671, 2005. [31] L. Aristilde, B. Lanson, J. Miéhé-Brendlé, C. Marichal, and L. Charlet, “Enhanced interlayer trapping of a tetracycline antibiotic within montmorillonite layers in the presence of ca and mg,” Journal of colloid and interface science, vol. 464, pp. 153–159, 2016. [32] H. Xu, X. Qu, H. Li, C. Gu, and D. Zhu, “Sorption of tetracycline to varying-sized montmorillonite fractions,” Journal of environmental quality, vol. 43, no. 6, pp. 2079– 2085, 2014. [33] P.-H. Chang, Z. Li, T.-L. Yu, S. Munkhbayer, T.-H. Kuo, Y.-C. Hung, J.-S. Jean, and K.-H. Lin, “Sorptive removal of tetracycline from water by palygorskite,” Journal of Hazardous Materials, vol. 165, no. 1, pp. 148–155, 2009. 63 [34] A. Sheta, A. Al-Omran, A. Falatah, A. S. Sallam, and A. Al-Harbi, “Characteristics of natural clay deposits in saudi arabia and their potential use for nutrients and water conservation,” J. King Saud Univ., vol. 19, pp. 25–38, 2006. [35] S. Guggenheim and M. P. Krekeler, “The structures and microtextures of the palygorskite–sepiolite group minerals,” in Developments in Clay Science. Elsevier, 2011, vol. 3, pp. 3–32. [36] T. Alekseeva and B. Zolotareva, “Fractionation of humic acids upon adsorption on montmorillonite and palygorskite,” Eurasian soil science, vol. 46, no. 6, pp. 622–634, 2013. [37] B. Hubbard, W. Kuang, A. Moser, G. A. Facey, and C. Detellier, “Structural study of maya blue: textural, thermal and solidstate multinuclear magnetic resonance characterization of the palygorskite-indigo and sepiolite-indigo adducts,” Clays and clay minerals, vol. 51, no. 3, pp. 318–326, 2003. [38] H. Hasanean and M. Almazroui, “Rainfall: features and variations over saudi arabia, a review,” Climate, vol. 3, no. 3, pp. 578–626, 2015. [39] A. R. O. Alghannam, M. R. A. Al-Qahtnai et al., “Impact of vegetation cover on urban and rural areas of arid climates,” Australian Journal of Agricultural Engineering, vol. 3, no. 1, p. 1, 2012. [40] I. I. Bashour and A. H. Sayegh, Methods of analysis for soils of arid and semi-arid regions. FAO, 2007. [41] R. Swift, D. Sparks et al., “Methods of soil analysis: Part 3. chemical methods,” Soil Science Society of America Book Series, vol. 5, pp. 1018–1020, 1996. [42] A. Klute and R. C. DINAUER, “Physical and mineralogical methods,” Planning, vol. 8, p. 79, 1986. [43] G. E. Rayment and D. J. Lyons, Soil chemical methods: Australasia. CSIRO publishing, 2011, vol. 3. [44] R. Goel, Laboratory techniques in sericulture. APH Publishing, 2007. [45] A. A. et al., Evaluating the soil properties of the agricultural and veterinary training and research station at KFU and estimating its quality and production capability. Deanship of scientific research, KFU, 2009. [46] Y. Shi, Z. Yang, B. Wang, H. An, Z. Chen, and H. Cui, “Adsorption and photocatalytic degradation of tetracycline hydrochloride using a palygorskite-supported cu 2 o–tio 2 composite,” Applied Clay Science, vol. 119, pp. 311–320, 2016. 64 [47] Y. Shi, Y. Hu, L. Zhang, Z. Yang, Q. Zhang, H. Cui, X. Zhu, J. Wang, J. Chen, and K. Wang, “Palygorskite supported bivo 4 photocatalyst for tetracycline hydrochloride removal,” Applied Clay Science, vol. 137, pp. 249–258, 2017. [48] K. Kumar, S. C. Gupta, Y. Chander, and A. K. Singh, “Antibiotic use in agriculture and its impact on the terrestrial environment,” Advances in agronomy, vol. 87, pp. 1–54, 2005. [49] R. A. Figueroa-Diva, D. Vasudevan, and A. A. MacKay, “Trends in soil sorption coefficients within common antimicrobial families,” Chemosphere, vol. 79, no. 8, pp. 786–793, 2010. [50] C. for Disease Control and P. (US), Antibiotic resistance threats in the United States, 2013. Centres for Disease Control and Prevention, US Department of Health and Human Services, 2013. [51] U. Food, D. Administration et al., “Summary report on antimicrobials sold or distributed for use in food-producing animals,” 2010. [52] Y. Zhang, S. A. Boyd, B. J. Teppen, J. M. Tiedje, and H. Li, “Role of tetracycline speciation in the bioavailability to escherichia coli for uptake and expression of antibiotic resistance,” Environmental science & technology, vol. 48, no. 9, pp. 4893–4900, 2014. [53] M. L. Nelson and S. B. Levy, “The history of the tetracyclines,” Annals of the New York Academy of Sciences, vol. 1241, no. 1, pp. 17–32, 2011. [54] U. Food, D. Administration et al., “Summary report on antimicrobials sold or distributed for use in food-producing animals,” 2010. [55] B. Halling-Sørensen, S. N. Nielsen, P. Lanzky, F. Ingerslev, H. H. Lützhøft, and S. Jørgensen, “Occurrence, fate and effects of pharmaceutical substances in the environment-a review,” Chemosphere, vol. 36, no. 2, pp. 357–393, 1998. [56] B. G. Plósz, H. Leknes, H. Liltved, and K. V. Thomas, “Diurnal variations in the occurrence and the fate of hormones and antibiotics in activated sludge wastewater treatment in oslo, norway,” Science of the total environment, vol. 408, no. 8, pp. 1915– 1924, 2010. [57] A. M. Jacobsen, B. Halling-Sørensen, F. Ingerslev, and S. H. Hansen, “Simultaneous extraction of tetracycline, macrolide and sulfonamide antibiotics from agricultural soils using pressurised liquid extraction, followed by solid-phase extraction and liquid chromatography–tandem mass spectrometry,” Journal of Chromatography A, vol. 1038, no. 1, pp. 157–170, 2004. 65 [58] X. Hu, Q. Zhou, and Y. Luo, “Occurrence and source analysis of typical veterinary antibiotics in manure, soil, vegetables and groundwater from organic vegetable bases, northern china,” Environmental Pollution, vol. 158, no. 9, pp. 2992–2998, 2010. [59] A. L. Batt and D. S. Aga, “Simultaneous analysis of multiple classes of antibiotics by ion trap lc/ms/ms for assessing surface water and groundwater contamination,” Analytical chemistry, vol. 77, no. 9, pp. 2940–2947, 2005. [60] T. Christian, R. J. Schneider, H. A. Färber, D. Skutlarek, M. T. Meyer, and H. E. Goldbach, “Determination of antibiotic residues in manure, soil, and surface waters,” Acta hydrochimica et hydrobiologica, vol. 31, no. 1, pp. 36–44, 2003. [61] D. W. Kolpin, E. T. Furlong, M. T. Meyer, E. M. Thurman, S. D. Zaugg, L. B. Barber, and H. T. Buxton, “Pharmaceuticals, hormones, and other organic wastewater contaminants in us streams, 1999-2000: a national reconnaissance,” Environmental science & technology, vol. 36, no. 6, pp. 1202–1211, 2002. [62] R. Wei, F. Ge, S. Huang, M. Chen, and R. Wang, “Occurrence of veterinary antibiotics in animal wastewater and surface water around farms in jiangsu province, china,” Chemosphere, vol. 82, no. 10, pp. 1408–1414, 2011. [63] J. C. Chee-Sanford, R. I. Aminov, I. Krapac, N. Garrigues-Jeanjean, and R. I. Mackie, “Occurrence and diversity of tetracycline resistance genes in lagoons and groundwater underlying two swine production facilities,” Applied and environmental microbiology, vol. 67, no. 4, pp. 1494–1502, 2001. [64] N. Gottschall, E. Topp, C. Metcalfe, M. Edwards, M. Payne, S. Kleywegt, P. Russell, and D. Lapen, “Pharmaceutical and personal care products in groundwater, subsurface drainage, soil, and wheat grain, following a high single application of municipal biosolids to a field,” Chemosphere, vol. 87, no. 2, pp. 194–203, 2012. [65] D. L. Parkhurst, C. Appelo et al., “User’s guide to phreeqc (version 2): A computer program for speciation, batch-reaction, one-dimensional transport, and inverse geochemical calculations,” 1999. [66] J. Šimnek, D. Jacques, and M. Šejna, “Hp2/3: Extensions of the hp1 reactive transport code to two and three dimensions.” [67] D. Barceló and M. Petrovic, “Challenges and achievements of lc-ms in environmental analysis: 25 years on,” TrAC Trends in Analytical Chemistry, vol. 26, no. 1, pp. 2–11, 2007. [68] D. L. Sparks, Environmental soil chemistry. Academic press, 2003. 66 [69] J. Deist and O. Talibudeen, “Ion exchange in soils from the ion pairs k–ca, k–rb, and k–na1,” Journal of Soil Science, vol. 18, no. 1, pp. 125–137, 1967. [70] R. Ogwada and D. Sparks, “Kinetics of ion exchange on clay minerals and soil: Ii. elucidation of rate-limiting steps,” Soil Science Society of America Journal, vol. 50, no. 5, pp. 1162–1166, 1986. [71] L. J. Arroyo, H. Li, B. J. Teppen, C. T. Johnston, and S. A. Boyd, “Hydrolysis of carbaryl by carbonate impurities in reference clay swy-2,” Journal of agricultural and food chemistry, vol. 52, no. 26, pp. 8066–8073, 2004. [72] G. Hamscher, S. Sczesny, H. Höper, and H. Nau, “Determination of persistent tetracycline residues in soil fertilized with liquid manure by high-performance liquid chromatography with electrospray ionization tandem mass spectrometry,” Analytical Chemistry, vol. 74, no. 7, pp. 1509–1518, 2002. [73] G. Sposito et al., The surface chemistry of soils. Oxford University Press, 1984. [74] Z. Li, L. Schulz, C. Ackley, and N. Fenske, “Adsorption of tetracycline on kaolinite with ph-dependent surface charges,” Journal of colloid and interface science, vol. 351, no. 1, pp. 254–260, 2010. [75] L. Aristilde, B. Lanson, and L. Charlet, “Interstratification patterns from the phdependent intercalation of a tetracycline antibiotic within montmorillonite layers,” Langmuir, vol. 29, no. 14, pp. 4492–4501, 2013. [76] M. Essington, J. Lee, and Y. Seo, “Adsorption of antibiotics by montmorillonite and kaolinite,” Soil Science Society of America Journal, vol. 74, no. 5, pp. 1577–1588, 2010. 67