High - Throughput Time - Series Metabolomic Analysis of a Systematically Perturbed Plant System

نویسندگان

  • Harin Haridas Kanani
  • Maria I. Klapa
چکیده

Title of Document: HIGH-THROUGHPUT TIME-SERIES METABOLOMIC ANALYSIS OF A SYSTEMATICALLY PERTURBED PLANT SYSTEM. Harin Haridas Kanani Doctor of Philosophy, 2007 Directed By: Dr. Maria I. Klapa Assistant Professor Department of Chemical and Biomolecular Engineering In the post-genomic era, availability of high-throughput profiling techniques enabled the measurement of entire cellular molecular fingerprints. Major characteristics of the high-throughput revolution were that (a) studying biological problems did not have to rely on prior hypotheses, while (b) parallel occurring phenomena, previously assumed disconnected, could now be simultaneously observed. Metabolomics is the newest of the “omics” techniques. It enables the quantification of hundreds of free metabolite pools, providing a metabolic fingerprint. Considering the importance of cellular metabolism, which is the net effect of changes at the genomic, transcriptomic and proteomic levels and of the cell with its environment, the metabolomic profile, is a fundamental determinant of cellular physiology. Obtaining accurate and complete metabolomic profiles is thus of great importance. However, being recent technology, metabolomics is currently at its standardization phase. As part of my PhD thesis research, I focused on addressing several current challenges in metabolomics technology development. Specifically a novel data correction, validation and normalization strategy for gas chromatographymass spectrometry (GC-MS) metabolomic profiling analysis was developed, which dramatically increased the accuracy and reliability of GC-MS metabolomic profiles. The optimized metabolomics protocol was applied to study the short-term dynamic response of systematically perturbed Arabidopsis thaliana liquid culture system to study regulation of its primary metabolism. The biological system was studied under conditions of elevated CO2 stress, salt (NaCl) stress, sugar (trehalose) signal, and hormone (ethylene) signal, applied individually; the latter three stresses also applied in combination with the CO2 stress. Analysis of the obtained results required the appropriate application of multivariate statistical analysis techniques, which are developed mainly in transcriptomic analysis, into metabolomics analysis for the first time. The acquired results identified important new regulatory information about the biological systems resulting in new targets for metabolic engineering of plants. The large number of dynamic perturbation allowed re-construction of metabolic networks to identify possible novel metabolic pathways based on correlations between metabolic profiles. In addition, it demonstrates the advantages of dynamic, multiple-stress “omic” analysis for the elucidation of plant systems function. In this sense, it contributes in further advancing the computational and experimental metabolic engineering and systems biology toolbox. HIGH-THROUGHPUT TIME-SERIES METABOLOMIC ANALYSIS OF A SYSTEMATICALLY PERTURBED PLANT SYSTEM

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

An optimized method for NMR-based plant seed metabolomic analysis with maximized polar metabolite extraction efficiency, signal-to-noise ratio, and chemical shift consistency.

Plant metabolomic analysis has become an essential part of functional genomics and systems biology and requires effective extraction of both primary and secondary metabolites from plant cells. To establish an optimized extraction method for the NMR-based analysis, we used the seeds of mungbean (Vigna radiata cv. Elü no. 1) as a model and systematically investigated the dependence of the metabol...

متن کامل

TIME SERIES TRANSCRIPTIONAL PROFILING ANALYSIS OF THE Arabidopsis thaliana USING FULL GENOME DNA MICROARRAY AND METABOLIC

Title of Thesis: TIME SERIES TRANSCRIPTIONAL PROFILING ANALYSIS OF THE Arabidopsis thaliana USING FULL GENOME DNA MICROARRAY AND METABOLIC INFORMATION. Bhaskar Dutta, Master of Science, 2004 Thesis Directed By: Dr. Maria Klapa, Assistant Professor Department of Chemical Engineering Dr. John Quackenbush, Investigator The Institute for Genomic Research With the advent of the DNA microarray techno...

متن کامل

The effect of different light wavelengths on metabolomic changes of mint and pennyroyal

Increasing trend in global population and climate changes are driving forces to shift toward the use of vertical farms with artificial lighting (VFALs). The main downside of VFALs is inefficient electrical usage. High efficiency and economy cost of light-emitting diodes (LED) are going to make VFALs a promising type of farming in future. Each individual species needs unique light treatment in o...

متن کامل

A Strategy for Functional Interpretation of Metabolomic Time Series Data in Context of Metabolic Network Information

The functional connection of experimental metabolic time series data with biochemical network information is an important, yet complex, issue in systems biology. Frequently, experimental analysis of diurnal, circadian, or developmental dynamics of metabolism results in a comprehensive and multidimensional data matrix comprising information about metabolite concentrations, protein levels, and/or...

متن کامل

High Accuracy Relative Motion of Spacecraft Using Linearized Time-Varying J2-Perturbed Terms

This paper presents a set of linearized equations was derived for the motion, relative to an elliptical reference orbit, of an object influenced by J2 perturbation terms. Approximate solution for simulations was used to compare these equations and the linearized keplerian equations to the exact equations. The inclusion of the linearized perturbations in the derived equations increased the high ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2007