Metabolomics Perspectives: From Theory to Practical Application
Editat de Jacopo Troisien Limba Engleză Paperback – 16 mar 2022
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 (www.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
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Specificații
ISBN-13: 9780323850629
ISBN-10: 0323850626
Pagini: 684
Ilustrații: 280 illustrations (230 in full color)
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE
ISBN-10: 0323850626
Pagini: 684
Ilustrații: 280 illustrations (230 in full color)
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE
Cuprins
Part 1 Fundamentals 1. System biology 2. Experimental design in metabolomics 3. Separation techniques 4. Mass spectrometry in metabolomics 5. Nuclear magnetic resonance in metabolomics 6. Targeted metabolomics 7. Approaches in untargeted metabolomics
Part 2 Data analysis 8. Techniques for converting metabolic data for analysis 9. Data analysis in metabolomics: from information to knowledge 10. Relevant metabolites’ selection strategies 11. Pathway analysis
Part 3 Application 12. Cell culture metabolomics and lipidomics 13. Single cell metabolomics 14. Gut microbiota-derived metabolites in host physiology 15. MALDI
Part 2 Data analysis 8. Techniques for converting metabolic data for analysis 9. Data analysis in metabolomics: from information to knowledge 10. Relevant metabolites’ selection strategies 11. Pathway analysis
Part 3 Application 12. Cell culture metabolomics and lipidomics 13. Single cell metabolomics 14. Gut microbiota-derived metabolites in host physiology 15. MALDI