Metabolomics Perspectives: From Theory to Practical Application is an expertly written volume, which provides a thorough description of the current state-of-the-art in the metabolomics field.
The philosophy behind the book is to guide the reader in a step-by-step exploration of metabolomics experiments, ranging from sample preparation to data extraction, analysis and interpretation, and to discuss the main current applications and future perspectives of this emerging science.
Armed with critical insights, coupled with a clear writing, the book consists of three main sections. The first one introduces the pivotal theoretical fundamentals and provides a comprehensive overview of the "wet" laboratory workflow, including protocol instructions and a detailed description of experimental methods and analytical techniques. The second section covers a wide range of topics in the context of data analysis, including guidance in exploratory analysis, supervised and unsupervised machine learning approaches and validation and optimization methods. In addition to the several examples reported in the text, the book features an R package, specifically designed to perform all the described algorithms, which is hosted on a companion website (metabolomicsperspectives.com) together with several sets of available metabolomic data. Finally, an extensive dissertation describes the latest advances and the major fields of interest for metabolomics applications, highlighting their crucial potentials for future biomedical research.
Thus, this book represents a must-read for both experienced researchers, interested in metabolomics, and newcomers to the field.
- Provides an in-depth description of the metabolomics experimental workflow and its applications in life science and biomedical research
- Features chapter contributions from the greatest international experts in the field
- Includes an R package and several sets of metabolomics data, hosted on a companion website
Sprache
Verlagsort
Verlagsgruppe
Elsevier Science & Techn.
Illustrationen
Approx. 280 illustrations (230 in full color)
Dateigröße
ISBN-13
978-0-323-85063-6 (9780323850636)
Schweitzer Klassifikation
Part 1 Fundamentals1. System biology2. Experimental design in metabolomics3. Separation techniques4. Mass spectrometry in metabolomics5. Nuclear magnetic resonance in metabolomics6. Targeted metabolomics7. Approaches in untargeted metabolomics
Part 2 Data analysis8. Techniques for converting metabolic data for analysis9. Data analysis in metabolomics: from information to knowledge10. Relevant metabolites' selection strategies11. Pathway analysis
Part 3 Application12. Cell culture metabolomics and lipidomics13. Single cell metabolomics14. Gut microbiota-derived metabolites in host physiology15. MALDI16. Metabolomics for oncology17. Metabolomics as a tool for precision medicine18. Metabolomics in public health