UUnniivveerrssiittyy ooff TTeennnneesssseeee,, KKnnooxxvviillllee TTRRAACCEE:: TTeennnneesssseeee RReesseeaarrcchh aanndd CCrreeaattiivvee EExxcchhaannggee Masters Theses Graduate School 5-2013 RReellaattiivvee aanndd AAbbssoolluuttee QQuuaannttiittaattiioonn ooff MMeettaabboolliitteess aanndd LLiippiiddss uussiinngg LLCC//MMSS//MMSS oonn tthhee TTSSQQ QQuuaannttuumm DDiissccoovveerryy MMAAXX Jesse Lee Middleton University of Tennessee - Knoxville, [email protected] Follow this and additional works at: https://trace.tennessee.edu/utk_gradthes Part of the Analytical Chemistry Commons RReeccoommmmeennddeedd CCiittaattiioonn Middleton, Jesse Lee, "Relative and Absolute Quantitation of Metabolites and Lipids using LC/MS/MS on the TSQ Quantum Discovery MAX. " Master's Thesis, University of Tennessee, 2013. https://trace.tennessee.edu/utk_gradthes/1649 This Thesis is brought to you for free and open access by the Graduate School at TRACE: Tennessee Research and Creative Exchange. It has been accepted for inclusion in Masters Theses by an authorized administrator of TRACE: Tennessee Research and Creative Exchange. For more information, please contact [email protected]. To the Graduate Council: I am submitting herewith a thesis written by Jesse Lee Middleton entitled "Relative and Absolute Quantitation of Metabolites and Lipids using LC/MS/MS on the TSQ Quantum Discovery MAX." I have examined the final electronic copy of this thesis for form and content and recommend that it be accepted in partial fulfillment of the requirements for the degree of Master of Science, with a major in Chemistry. Shawn R. Campagna, Major Professor We have read this thesis and recommend its acceptance: Michael J. Sepaniak, Robert N. Compton Accepted for the Council: Carolyn R. Hodges Vice Provost and Dean of the Graduate School (Original signatures are on file with official student records.) Relative and Absolute Quantitation of Metabolites and Lipids using LC/MS/MS on the TSQ Quantum Discovery MAX A Thesis Presented for the Master of Science Degree The University of Tennessee, Knoxville Jesse Lee Middleton May 2013 Dedication For current and future UT graduate students who want to learn LC/MS/MS ii Abstract Two biological systems were studied using LC/ESI/MS/MS on a triple quadrupole operated in SRM (selected reaction monitoring) scan mode. The first bacterium system is aquatic and microscopic in size known as Roseobacter. The second mammalian system is terrestrial and large in size relative to humans known as Holstein cows. Roseobacter is a clade of marine bacteria abundant in the ocean. Roseophages are viruses that infect Roseobacter and cause viral lysis. Sulfitobacter sp. 2047 was isolated and infected with Roseophages, and the fold change in the metabolic pool relative to a control was studied at discrete time points. The absolute concentration of glutamate and glutamine in the infected and control was determined at each time point using an external calibration curve. Flux analysis through the addition of 13C-acetate at early and late post infection was compared to the control. Holstein cows are a breed of cattle known to be the world’s highest producers of milk. Twelve Holstein dairy cows were selected, and samples of blood and milk were taken at different weeks of lactation. The fold change in the phospholipid pool relative to the first week of lactation was studied from early, mid, and late lactation. The absolute concentration of lipids at each week of lactation was determined using isotope dilution mass spectrometry with the exception of GPC (glycerophosphocholine) where an external calibration curve was used due commercial unavailability of an isotope-labeled standard. iii Table of Contents Introduction …...…………………………………………………………………………………. 1 Chapter 1 Metabolic Response of a Roseobacter to Phage Infection: Insights into the Influence of Viral Lysis on Ocean Biogeochemistry ...………………………………………………………...…… 2 Abstract ...……………………………………………………………………………………...… 3 Background and Significance ...…………………………………………………………………. 4 Introduction ………………………....………………………………………………...……… 4 Roseobacter Biology …………………………...…………………………………………….. 5 Roseophage …………………………………………….…………………………………….. 6 Molecular Tools and Marine Virus Communities ………………………………...…………. 7 Merits of Liquid Chromatography-Mass Spectrometry ……………………………...………. 8 Triple Stage Quadrupole (TSQ) Quantum Discovery MAX ……………………………….. 10 High Performance Liquid Chromatography and Tandem Mass Spectrometry Method Transfer Routine ……………………………………………………………...………………………. 14 Optimization of Chromatography ………………………………………………………..…. 14 Tuning and Calibration ………………………………………………………………...…… 21 Optimization of Ion Source Parameters at LC Flow ………………………………...……… 22 SRM Optimization ………………………………………………………………………….. 23 Alternative Methods to Remove SRM Interference without Mass Filtering …………..…… 33 Absolute Quantitation using External Calibration Curves ………………………………….. 34 Data Processing …………………………………………………………………...………… 35 Isotope Labeled SRM Transitions of 13C Flux Experiment ………………………………... 36 Results and Discussion ………………………………………………………………………… 37 Composition of Extracellular Small Molecule Components following Phage-Induced Cell Lysis ………………………………………………………………………………………… 37 Alterations in Intracellular Metabolite Pools and Flux during Phage Infection ………….… 40 External Calibration Curves of Glutamine and Glutamate ……………………………….… 47 Calculations ………………………………………………………………….……………… 50 Methods and Materials ………………………………………………………………………..... 51 General Methods …………………………………………….……………………………… 51 Isolation of Bacterial and Phage Strains …………………………………………………..... 51 Culture Conditions and Sample Collection ……………………………………………...….. 52 Flux Analysis …………………………………………………………………….…………. 53 Extraction Procedure ……………………………………………………………...………… 53 Chromatographic Details …………………………………………………………………… 54 Mass Spectrometric Detection Parameters ………………………………………………….. 55 Data Processing …………………………………………………………..…………………. 55 Sample Matrix for External Standards ………………………………………...……………. 56 Data Processing for the Calculation of Absolute Quantitation using External Standard ….... 57 Chapter 2 Changes in Choline Esters in Blood and Milk during Early, Mid, and Late Lactation in Dairy Cows …………………………………………………………………………………………… 59 Abstract ………………………………………………………………………………………… 60 Background and Significance ………………………………………………………………….. 61 Introduction ……………………………………………………………..……………………61 iv Internal Standard ………………………………………………………………….………… 64 Results and Discussion …………………………………………………………..…………….. 68 Determination of Heatmap Log Scale ………………………………………...…………….. 68 Changes in Milk and Plasma at Different Weeks of Lactation Relative to Week 1 ……...… 69 Extraction Reproducibility of Milk and Plasma Samples ……………………….………….. 72 External Calibration Curve of GPC …………………………………...……………………. 75 Internal Standard SRM Determination …………………………...………………………… 75 Calculations ……………………………………………………………….………………… 78 Methods and Materials ………………………………………………………...……………….. 79 General Methods ……………………………………………………………………………. 79 Extraction Procedure ……………………………………………………………….……….. 79 Internal Standard Stock Solution ……………………………...……………………………. 80 Chromatographic Details ……………………………………………………...……………. 80 Mass Spectrometric Detection Parameters ………………………………………………….. 81 Data Processing ……………………………………………………..………………………. 82 Data Processing for the Calculation of Absolute Quantitation using Isotope Dilution …..… 82 Data Processing for the Calculation of Absolute Quantitation using External Standard ….... 82 Calibration of Pipets ………………………………………………...………………………. 83 Conclusion …………………………………………………………………………………...… 85 List of References …………………………………………………………………………….... 86 Appendix ………………………………………………………………………..……………… 98 Vita ………………………………………………………………………………….………… 172 v List of Tables Table 1: Isotope Labeled SRM Transitions of Aspartate in 13C Flux Experiment ………..…… 36 Table 2: Metabolite Content of Filtrates of Infected Sulfitobacter sp. 2047 Relative to Control Cultures at 480 min Post Infection …………………………………….……………………….. 39 Table 3: Internal Standard SRM Determination of AcCho-IS as AcCho-d13 …………….…… 76 Table 4A: Fold Change of Intracellular Metabolites of Phage Amended and Control Sulfitobacter sp. 2047 Populations with Cell Normalization Used in Figure 2a …………………….……….. 99 Table 4B: P-value of Intracellular Metabolites of Phage Amended and Control Sulfitobacter sp. 2047 Populations with Cell Normalization Used in Figure 2a ………………………….……. 101 Table 5A: Virus (Φ2047) Counts Used in Figure 2b …………………………………………. 103 Table 5B: Sulfitobacter sp. CB2047 Grown on 10mM Acetate Infected With Virus Used in Figure 2b ……………………………………………………………………………………… 103 Table 5C: Sulfitobacter sp. CB2047 Controls Grown on 10mM Acetate Used in Figure 2b … 103 Table 6: Glutamate and Glutamine Concentrations in Control (fg/cell) Used in Figure 2c ..… 104 Table 7: Glutamate and Glutamine Concentrations in Infected (fg/cell) Used in Figure 2d .… 105 Table 8: Glutamate to Glutamine Ratios for Control and Infected Used in Figure 2e ……..... 106 Table 9: % Significantly Different Metabolites Used in Figure 2f ………………………..….. 107 Table 10: Fold Change of Intracellular Metabolites of Phage Amended and Control Sulfitobacter sp. 2047 Populations without Cell Normalization Used in Figure 3 …………………….…… 108 Table 11: Expanded Table Used in Figure 4 …………………………………..…………...… 112 Table 12A: Average Percent of Glutamine Flux Early Post Infection Used in Figure 4a ….... 113 Table 12B: Range of Glutamine Flux Early Post Infection Used in Figure 4a ……………… 113 Table 13A: Average Percent of Glutamine Flux Late Post Infection Used in Figure 4b ……. 114 Table 13B: Range of Glutamine Flux Late Post Infection Used in Figure 4b ……………….. 114 Table 14A: Average Percent of Glutamate Flux Early Post Infection Used in Figure 4c ….... 115 Table 14B: Range of Glutamate Flux Early Post Infection Used in Figure 4c ………………. 115 Table 15A: Average Percent of Glutamate Flux Late Post Infection Used in Figure 4d ….… 116 Table 15B: Range of Glutamate Flux Late Post Infection Used in Figure 4d ……………….. 116 Table 16: Glutamine External Calibration Curve Used in Figure 5 ………………..………… 117 Table 17: Glutamate External Calibration Curve Used in Figure 6 ……………….………….. 118 Table 18A: Cow #1 Average µM in Milk Used in Figure 7 ………………………………..… 119 Table 18B: Cow #1 Fold Change in Milk Used in Figure 7 ……………………………….…. 120 Table 19A: Cow #2 Average µM in Milk Used in Figure 7 ………………………………….. 121 Table 19B: Cow #2 Fold Change in Milk Used in Figure 7 ………………………………….. 122 Table 20A: Cow #3 Average µM in Milk Used in Figure 7 ………………………………….. 123 Table 20B: Cow #3 Fold Change in Milk Used in Figure 7 ………………………………….. 124 Table 21A: Cow #4 Average µM in Milk Used in Figure 7 ………………………………….. 125 Table 21B: Cow #4 Fold Change in Milk Used in Figure 7 ………………………………….. 126 Table 22A: Cow #5 Average µM in Milk Used in Figure 7 ………………………………….. 127 Table 22B: Cow #5 Fold Change in Milk Used in Figure 7 ………………………………….. 128 Table 23A: Cow #6 Average µM in Milk Used in Figure 7 ………………………………….. 129 Table 23B: Cow #6 Fold Change in Milk Used in Figure 7 ………………………………….. 130 Table 24A: Cow #7 Average µM in Milk Used in Figure 7 ………………………………….. 131 Table 24B: Cow #7 Fold Change in Milk Used in Figure 7 ………………………………….. 132 vi Table 25A: Cow #8 Average µM in Milk Used in Figure 7 ………………………………….. 133 Table 25B: Cow #8 Fold Change in Milk Used in Figure 7 ………………………………….. 134 Table 26A: Cow #9 Average µM in Milk Used in Figure 7 ………………………………….. 135 Table 26B: Cow #9 Fold Change in Milk Used in Figure 7 ………………………………….. 136 Table 27A: Cow #10 Average µM in Milk Used in Figure 7 ……………………………….... 137 Table 27B: Cow #10 Fold Change in Milk Used in Figure 7……………………………...….. 138 Table 28A: Cow #11 Average µM in Milk Used in Figure 7 …………………………..…….. 139 Table 28B: Cow #11 Fold Change in Milk Used in Figure 7 ………………………..……….. 140 Table 29A: Cow #12 Average µM in Milk Used in Figure 7 ……………………..………….. 141 Table 29B: Cow #12 Fold Change in Milk Used in Figure 7 …………………..…………….. 142 Table 30A: Cow #1 Average µM in Plasma Used in Figure 8 ……………………………….. 143 Table 30B: Cow #1 Fold Change in Plasma Used in Figure 8 ……………………………….. 144 Table 31A: Cow #2 Average µM in Plasma Used in Figure 8 ……………………………….. 145 Table 31B: Cow #2 Fold Change in Plasma Used in Figure 8 ……………………………….. 146 Table 32A: Cow #3 Average µM in Plasma Used in Figure 8 ……………………………….. 147 Table 32B: Cow #3 Fold Change in Plasma Used in Figure 8 ……………………………….. 148 Table 33A: Cow #4 Average µM in Plasma Used in Figure 8 ……………………………….. 149 Table 33B: Cow #4 Fold Change in Plasma Used in Figure 8 ……………………………….. 150 Table 34A: Cow #5 Average µM in Plasma Used in Figure 8 ……………………………….. 151 Table 34B: Cow #5 Fold Change in Plasma Used in Figure 8 ……………………………….. 152 Table 35A: Cow #6 Average µM in Plasma Used in Figure 8 ……………………………….. 153 Table 35B: Cow #6 Fold Change in Plasma Used in Figure 8 ……………………………….. 154 Table 36A: Cow #7 Average µM in Plasma Used in Figure 8 ……………………………….. 155 Table 36B: Cow #7 Fold Change in Plasma Used in Figure 8 ……………………………….. 156 Table 37A: Cow #8 Average µM in Plasma Used in Figure 8 ……………………………….. 157 Table 37B: Cow #8 Fold Change in Plasma Used in Figure 8 ……………………………….. 158 Table 38A: Cow #9 Average µM in Plasma Used in Figure 8 ……………………………….. 159 Table 38B: Cow #9 Fold Change in Plasma Used in Figure 8 ……………………………….. 160 Table 39A: Cow #10 Average µM in Plasma Used in Figure 8 ………………..…………….. 161 Table 39B: Cow #10 Fold Change in Plasma Used in Figure 8 ……………………………… 162 Table 40A: Cow #11 Average µM in Plasma Used in Figure 8 …………………………….... 163 Table 40B: Cow #11 Fold Change in Plasma Used in Figure 8 …………………………..….. 164 Table 41A: Cow #12 Average µM in Plasma Used in Figure 8 ………………………..…….. 165 Table 41B: Cow #12 Fold Change in Plasma Used in Figure 8 ……………………………….166 Table 42A: Average µM in Milk Used in Figure 9 ………………………….……………….. 167 Table 42B: Fold Change in Milk Used in Figure 9 ………………………….……………….. 168 Table 43A: Average µM in Plasma Used in Figure 10 …………………….……...………….. 169 Table 43B: Fold Change in Plasma Used in Figure 10 …………………….……...………….. 170 Table 44: GPC External Calibration Curve Used in Figure 11 ………………………………. 171 vii List of Figures Figure 1: Phage 2047 genome. φ2047B is a N4-like lytic phage of the Podoviridae family ….. 40 Figure 2a: Heatmap of intracellular metabolites of phage amended and control Sulfitobacter sp. 2047 populations ……………………………………………………………………………..… 42 Figure 2b: Sulfitobacter sp. 2047 cell density (at OD ) of control, phage amended, and phage 540 concentration at each metabolite sampling time point …………………………………………. 42 Figure 2c: Absolute concentrations of glutamine and glutamate in control Sulfitobacter sp. 2047 populations …………………………………………………………………..…………………. 42 Figure 2d: Absolute concentrations of glutamine and glutamate in phage amended Sulfitobacter sp. 2047 populations …………………………………..……………………………………….. 42 Figure 2e: Glutamate to glutamine ratios for control and phage amended populations throughout the experimental time course …………………..………………………..……………..………. 42 Figure 2f: Variation in intracellular metabolite concentrations between phage amended and control populations …………………………………………………………………..…………. 42 Figure 2g: Biosynthesis of glutamate and glutamine is linked to TCA cycle intermediates …... 42 Figure 3: Metabolome dynamics during phage infection ……………………………….…….. 43 Figure 4: Incorporation of acetate derived 13C into glutamine and glutamate in phage amended and control populations during two distinct phases of infection ……………………….……… 45 Figure 5: External standard calibration curve of glutamine …………………………………… 48 Figure 6: External standard calibration curve of glutamate ……………………….…………… 49 Figure 7: Heatmap of milk samples from 12 cows …………………………………………….. 70 Figure 8: Heatmap of plasma samples from 12 cows ………………………………………….. 71 Figure 9: Heatmap of duplicate extractions of milk samples ………………………………..… 73 Figure 10: Heatmap of duplicate extractions of plasma samples ……………………………… 74 Figure 11: External standard calibration curve of GPC ………………………..………………. 77 viii
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