Agilent Measurement Journal - Issue 3 - 2007 - (Page 59) LC/MS or GC/MS analysis Find molecular features Compare sample sets Identification Validation Figure 3. This diagram describes the Agilent mass profiling analysis workflow for metabolomics. Features (compounds) that are differential between sample sets are identified. The validation step requires a large number of samples. atmospheric pressure chemical ionization (APCI) that have broad analyte applicability as well as the ability to produce both positive and negative ions to get full sample coverage. The separation power of HPLC is less than that of GC, however, resulting in longer analysis times. Also, comprehensive, publicly accessible spectral libraries are still in development and only currently becoming available. The Agilent metabolomics analytical workflow (Figure 3) usually begins with a profiling approach using GC/MS, LC/MS, or both, to find statistically interesting “features” between different sample sets. A feature is an artificially constructed variable for each unidentified analyte and includes its retention time, mass and ion intensity. Tools such as Agilent MassHunter software are used to find all the features in the raw total ion chromatograms (TICs) from LC/MS runs. A file is produced that contains a list of all the features found. Feature files from different samples are then compared using an application such as the GeneSpring-MS software. Features that are found to be statistically different are identified by searching the accurate masses against a metabolite database such as METLIN.2 If the metabolite is not present in the database, it is possible to perform MS/MS analysis on a Q-TOF instrument for spectral interpretation of the data to a structure by generating molecular formulae from the fragment ions. Finally, a relatively small number of identified metabolites can be purified, synthesized or purchased in a purified form for accurate quantitation on a QQQ mass spectrometer. Metabolomics analysis of rice leaf infection These methods were developed and tested during our collaboration with the team at UCD. The experiment design is outlined in Table 1 and includes appropriate controls. Two variants of PXO99 bacteria were used in this study: One was the wild-type, PXO99, and the other was a raxST gene knockout PXO99-raxST¯. The wild-type bacterium PX099 produces a peptide (AvrXa21+) that is recognized by a cell-surface receptor encoded by the Xa21 gene in TP309_Xa21 transgenic rice but not present in TP309 (Figure 4). The raxST gene is critical for the correct processing of AvrXa21 peptide. The ability of transgenic rice to defend against the PXO99 bacterial pathogen is due to binding of the bacterial peptide to the plant Xa21 receptor, triggering the mitogen-activated protein 3-kinase (MAP3K) pathway that mediates signal transduction from the cell surface to the nucleus. This activates an Table 1. Our experimental study design included two rice genotypes: wild-type TP309 (susceptible to infection) and transgenic TP309_Xa21 (resistant to infection). Rice were challenged with wild-type bacterium, PXO99, or PXO99 containing a raxST gene knock-out (raxST¯), media-only mock infection or no treatment (NT). Six rice leaf biological replicates for each condition were analyzed. The average rice leaf weights (mg) for each condition and their standard deviations (SD) are shown. Rice genotype TP309 Challenge PXO99 Mock NT PXO99 Mock NT PXO99-raxST¯ Average_leaf weight (mg) 17.0 16.6 19.0 17.3 18.3 19.3 18.4 SD_leaf weight (mg) 3.6 1.6 3.2 1.5 2.4 2.1 1.3 TP309_Xa21 Agilent Measurement Journal 59
Table of Contents Feed for the Digital Edition of Agilent Measurement Journal - Issue 3 - 2007 Applying Ingenuity to the Measurement of Emerging Technologies Contents Emerging Innovations Department Delivering Bigger Benefits by Optimizing Customer Workflows Measuring Material Properties at the Nanoscale Utilizing In Situ Atomic Force Microscopy in Life Science, Pharmaceutical and other Bio-Related Applications WiMAX™: Plotting a New Path to Global Mobility Addressing the Triple Complexity of Triple-Play Networks What Next for Mobile Telephony? Exploring the Inner Workings of Tire-Pressure Monitoring Systems Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe Making Accurate Settling-Time Measurements Using a Vector Network Analyzer Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants Measuring Stream Dynamics with Fiber Optics survey Agilent Measurement Journal - Issue 3 - 2007 Agilent Measurement Journal - Issue 3 - 2007 - (Page 1) Agilent Measurement Journal - Issue 3 - 2007 - Applying Ingenuity to the Measurement of Emerging Technologies (Page 2) Agilent Measurement Journal - Issue 3 - 2007 - Applying Ingenuity to the Measurement of Emerging Technologies (Page 3) Agilent Measurement Journal - Issue 3 - 2007 - Contents (Page 4) Agilent Measurement Journal - Issue 3 - 2007 - Contents (Page 5) Agilent Measurement Journal - Issue 3 - 2007 - Emerging Innovations Department (Page 6) Agilent Measurement Journal - Issue 3 - 2007 - Emerging Innovations Department (Page 7) Agilent Measurement Journal - Issue 3 - 2007 - Delivering Bigger Benefits by Optimizing Customer Workflows (Page 8) Agilent Measurement Journal - Issue 3 - 2007 - Delivering Bigger Benefits by Optimizing Customer Workflows (Page 9) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Material Properties at the Nanoscale (Page 10) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Material Properties at the Nanoscale (Page 11) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Material Properties at the Nanoscale (Page 12) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Material Properties at the Nanoscale (Page 13) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Material Properties at the Nanoscale (Page 14) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Material Properties at the Nanoscale (Page 15) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Material Properties at the Nanoscale (Page 16) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Material Properties at the Nanoscale (Page 17) Agilent Measurement Journal - Issue 3 - 2007 - Utilizing In Situ Atomic Force Microscopy in Life Science, Pharmaceutical and other Bio-Related Applications (Page 18) Agilent Measurement Journal - Issue 3 - 2007 - Utilizing In Situ Atomic Force Microscopy in Life Science, Pharmaceutical and other Bio-Related Applications (Page 19) Agilent Measurement Journal - Issue 3 - 2007 - Utilizing In Situ Atomic Force Microscopy in Life Science, Pharmaceutical and other Bio-Related Applications (Page 20) Agilent Measurement Journal - Issue 3 - 2007 - Utilizing In Situ Atomic Force Microscopy in Life Science, Pharmaceutical and other Bio-Related Applications (Page 21) Agilent Measurement Journal - Issue 3 - 2007 - Utilizing In Situ Atomic Force Microscopy in Life Science, Pharmaceutical and other Bio-Related Applications (Page 22) Agilent Measurement Journal - Issue 3 - 2007 - Utilizing In Situ Atomic Force Microscopy in Life Science, Pharmaceutical and other Bio-Related Applications (Page 23) Agilent Measurement Journal - Issue 3 - 2007 - WiMAX™: Plotting a New Path to Global Mobility (Page 24) Agilent Measurement Journal - Issue 3 - 2007 - WiMAX™: Plotting a New Path to Global Mobility (Page 25) Agilent Measurement Journal - Issue 3 - 2007 - WiMAX™: Plotting a New Path to Global Mobility (Page 26) Agilent Measurement Journal - Issue 3 - 2007 - WiMAX™: Plotting a New Path to Global Mobility (Page 27) Agilent Measurement Journal - Issue 3 - 2007 - Addressing the Triple Complexity of Triple-Play Networks (Page 28) Agilent Measurement Journal - Issue 3 - 2007 - Addressing the Triple Complexity of Triple-Play Networks (Page 29) Agilent Measurement Journal - Issue 3 - 2007 - Addressing the Triple Complexity of Triple-Play Networks (Page 30) Agilent Measurement Journal - Issue 3 - 2007 - Addressing the Triple Complexity of Triple-Play Networks (Page 31) Agilent Measurement Journal - Issue 3 - 2007 - What Next for Mobile Telephony? (Page 32) Agilent Measurement Journal - Issue 3 - 2007 - What Next for Mobile Telephony? (Page 33) Agilent Measurement Journal - Issue 3 - 2007 - What Next for Mobile Telephony? (Page 34) Agilent Measurement Journal - Issue 3 - 2007 - What Next for Mobile Telephony? (Page 35) Agilent Measurement Journal - Issue 3 - 2007 - What Next for Mobile Telephony? (Page 36) Agilent Measurement Journal - Issue 3 - 2007 - What Next for Mobile Telephony? (Page 37) Agilent Measurement Journal - Issue 3 - 2007 - Exploring the Inner Workings of Tire-Pressure Monitoring Systems (Page 38) Agilent Measurement Journal - Issue 3 - 2007 - Exploring the Inner Workings of Tire-Pressure Monitoring Systems (Page 39) Agilent Measurement Journal - Issue 3 - 2007 - Exploring the Inner Workings of Tire-Pressure Monitoring Systems (Page 40) Agilent Measurement Journal - Issue 3 - 2007 - Exploring the Inner Workings of Tire-Pressure Monitoring Systems (Page 41) Agilent Measurement Journal - Issue 3 - 2007 - Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe (Page 42) Agilent Measurement Journal - Issue 3 - 2007 - Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe (Page 43) Agilent Measurement Journal - Issue 3 - 2007 - Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe (Page 44) Agilent Measurement Journal - Issue 3 - 2007 - Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe (Page 45) Agilent Measurement Journal - Issue 3 - 2007 - Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe (Page 46) Agilent Measurement Journal - Issue 3 - 2007 - Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe (Page 47) Agilent Measurement Journal - Issue 3 - 2007 - Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe (Page 48) Agilent Measurement Journal - Issue 3 - 2007 - Developing, Assessing and Applying a High-Resolution Thin-Film Magnetic Probe (Page 49) Agilent Measurement Journal - Issue 3 - 2007 - Making Accurate Settling-Time Measurements Using a Vector Network Analyzer (Page 50) Agilent Measurement Journal - Issue 3 - 2007 - Making Accurate Settling-Time Measurements Using a Vector Network Analyzer (Page 51) Agilent Measurement Journal - Issue 3 - 2007 - Making Accurate Settling-Time Measurements Using a Vector Network Analyzer (Page 52) Agilent Measurement Journal - Issue 3 - 2007 - Making Accurate Settling-Time Measurements Using a Vector Network Analyzer (Page 53) Agilent Measurement Journal - Issue 3 - 2007 - Making Accurate Settling-Time Measurements Using a Vector Network Analyzer (Page 54) Agilent Measurement Journal - Issue 3 - 2007 - Making Accurate Settling-Time Measurements Using a Vector Network Analyzer (Page 55) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 56) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 57) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 58) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 59) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 60) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 61) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 62) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 63) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 64) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 65) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 66) Agilent Measurement Journal - Issue 3 - 2007 - Applying Metabolomics Methods to the Study of Bacterial Leaf Blight in Rice Plants (Page 67) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 68) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 69) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 70) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 71) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 72) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 73) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 74) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 75) Agilent Measurement Journal - Issue 3 - 2007 - Measuring Stream Dynamics with Fiber Optics (Page 76) Agilent Measurement Journal - Issue 3 - 2007 - survey (Page survey)
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