Statistical Analysis Of Proteomics Metabolomics And Lipidomics Data Using Mass Spectrometry

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Statistical Analysis of Proteomics, Metabolomics, and Lipidomics Data Using Mass Spectrometry

Author : Susmita Datta
Publisher : Springer
ISBN 13 : 3319458094
Total Pages : 295 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Statistical Analysis of Proteomics, Metabolomics, and Lipidomics Data Using Mass Spectrometry by : Susmita Datta

Download or read book Statistical Analysis of Proteomics, Metabolomics, and Lipidomics Data Using Mass Spectrometry written by Susmita Datta and published by Springer. This book was released on 2016-12-15 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents an overview of computational and statistical design and analysis of mass spectrometry-based proteomics, metabolomics, and lipidomics data. This contributed volume provides an introduction to the special aspects of statistical design and analysis with mass spectrometry data for the new omic sciences. The text discusses common aspects of design and analysis between and across all (or most) forms of mass spectrometry, while also providing special examples of application with the most common forms of mass spectrometry. Also covered are applications of computational mass spectrometry not only in clinical study but also in the interpretation of omics data in plant biology studies. Omics research fields are expected to revolutionize biomolecular research by the ability to simultaneously profile many compounds within either patient blood, urine, tissue, or other biological samples. Mass spectrometry is one of the key analytical techniques used in these new omic sciences. Liquid chromatography mass spectrometry, time-of-flight data, and Fourier transform mass spectrometry are but a selection of the measurement platforms available to the modern analyst. Thus in practical proteomics or metabolomics, researchers will not only be confronted with new high dimensional data types—as opposed to the familiar data structures in more classical genomics—but also with great variation between distinct types of mass spectral measurements derived from different platforms, which may complicate analyses, comparison, and interpretation of results.

Processing Metabolomics and Proteomics Data with Open Software

Author : Robert Winkler
Publisher : Royal Society of Chemistry
ISBN 13 : 1788017218
Total Pages : 460 pages
Book Rating : 4.7/5 (88 download)

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Book Synopsis Processing Metabolomics and Proteomics Data with Open Software by : Robert Winkler

Download or read book Processing Metabolomics and Proteomics Data with Open Software written by Robert Winkler and published by Royal Society of Chemistry. This book was released on 2020-03-19 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt: Metabolomics and proteomics allow deep insights into the chemistry and physiology of biological systems. This book expounds open-source programs, platforms and programming tools for analysing metabolomics and proteomics mass spectrometry data. In contrast to commercial software, open-source software is created by the academic community, which facilitates the direct interaction between users and developers and accelerates the implementation of new concepts and ideas. The first section of the book covers the basics of mass spectrometry, experimental strategies, data operations, the open-source philosophy, metabolomics, proteomics and statistics/ data mining. In the second section, active programmers and users describe available software packages. Included tutorials, datasets and code examples can be used for training and for building custom workflows. Finally, every reader is invited to participate in the open science movement.

Mass Spectrometry Data Analysis in Proteomics

Author : Rune Matthiesen
Publisher : Springer Science & Business Media
ISBN 13 : 1597452750
Total Pages : 322 pages
Book Rating : 4.5/5 (974 download)

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Book Synopsis Mass Spectrometry Data Analysis in Proteomics by : Rune Matthiesen

Download or read book Mass Spectrometry Data Analysis in Proteomics written by Rune Matthiesen and published by Springer Science & Business Media. This book was released on 2008-02-02 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an in-depth guide to the theory and practice of analyzing raw mass spectrometry (MS) data in proteomics. The volume outlines available bioinformatics programs, algorithms, and databases available for MS data analysis. General guidelines for data analysis using search engines such as Mascot, Xtandem, and VEMS are provided, with specific attention to identifying poor quality data and optimizing search parameters.

Proteomic and Metabolomic Approaches to Biomarker Discovery

Author : Haleem J. Issaq
Publisher : Academic Press
ISBN 13 : 0128197889
Total Pages : 504 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Proteomic and Metabolomic Approaches to Biomarker Discovery by : Haleem J. Issaq

Download or read book Proteomic and Metabolomic Approaches to Biomarker Discovery written by Haleem J. Issaq and published by Academic Press. This book was released on 2019-10-24 with total page 504 pages. Available in PDF, EPUB and Kindle. Book excerpt: Proteomic and Metabolomic Approaches to Biomarker Discovery, Second Edition covers techniques from both proteomics and metabolomics and includes all steps involved in biomarker discovery, from study design to study execution. The book describes methods and presents a standard operating procedure for sample selection, preparation and storage, as well as data analysis and modeling. This new standard effectively eliminates the differing methodologies used in studies and creates a unified approach. Readers will learn the advantages and disadvantages of the various techniques discussed, as well as potential difficulties inherent to all steps in the biomarker discovery process. This second edition has been fully updated and revised to address recent advances in MS and NMR instrumentation, high-field NMR, proteomics and metabolomics for biomarker validation, clinical assays of biomarkers and clinical MS and NMR, identifying microRNAs and autoantibodies as biomarkers, MRM-MS assay development, top-down MS, glycosylation-based serum biomarkers, cell surface proteins in biomarker discovery, lipodomics for cancer biomarker discovery, and strategies to design studies to identify predictive biomarkers in cancer research. Addresses the full range of proteomic and metabolomic methods and technologies used for biomarker discovery and validation Covers all steps involved in biomarker discovery, from study design to study execution Serves as a vital resource for biochemists, biologists, analytical chemists, bioanalytical chemists, clinical and medical technicians, researchers in pharmaceuticals and graduate students

Computational and Statistical Methods for Protein Quantification by Mass Spectrometry

Author : Ingvar Eidhammer
Publisher : John Wiley & Sons
ISBN 13 : 111849377X
Total Pages : 290 pages
Book Rating : 4.1/5 (184 download)

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Book Synopsis Computational and Statistical Methods for Protein Quantification by Mass Spectrometry by : Ingvar Eidhammer

Download or read book Computational and Statistical Methods for Protein Quantification by Mass Spectrometry written by Ingvar Eidhammer and published by John Wiley & Sons. This book was released on 2012-12-10 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: The definitive introduction to data analysis in quantitative proteomics This book provides all the necessary knowledge about mass spectrometry based proteomics methods and computational and statistical approaches to pursue the planning, design and analysis of quantitative proteomics experiments. The author’s carefully constructed approach allows readers to easily make the transition into the field of quantitative proteomics. Through detailed descriptions of wet-lab methods, computational approaches and statistical tools, this book covers the full scope of a quantitative experiment, allowing readers to acquire new knowledge as well as acting as a useful reference work for more advanced readers. Computational and Statistical Methods for Protein Quantification by Mass Spectrometry: Introduces the use of mass spectrometry in protein quantification and how the bioinformatics challenges in this field can be solved using statistical methods and various software programs. Is illustrated by a large number of figures and examples as well as numerous exercises. Provides both clear and rigorous descriptions of methods and approaches. Is thoroughly indexed and cross-referenced, combining the strengths of a text book with the utility of a reference work. Features detailed discussions of both wet-lab approaches and statistical and computational methods. With clear and thorough descriptions of the various methods and approaches, this book is accessible to biologists, informaticians, and statisticians alike and is aimed at readers across the academic spectrum, from advanced undergraduate students to post doctorates entering the field.

Metabolomics: From Fundamentals to Clinical Applications

Author : Alessandra Sussulini
Publisher : Springer
ISBN 13 : 3319476564
Total Pages : 350 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Metabolomics: From Fundamentals to Clinical Applications by : Alessandra Sussulini

Download or read book Metabolomics: From Fundamentals to Clinical Applications written by Alessandra Sussulini and published by Springer. This book was released on 2017-01-28 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive view of metabolomics, from the basic concepts, through sample preparation and analytical methodologies, to data interpretation and applications in medicine. It is the first volume to cover metabolomics clinical applications while also emphasizing analytical and statistical features. Moreover, future trends and perspectives in clinical metabolomics are also presented. For researches already experienced in metabolomics, the book will be useful as an updated definitive reference. For beginners in the field and graduate students, the book will provide detailed information about concepts and experimental aspects in metabolomics, as well as examples and perspectives of applications of this strategy to clinical questions.

Statistical Analysis of Proteomic Data

Author : Thomas Burger
Publisher : Springer Nature
ISBN 13 : 1071619675
Total Pages : 398 pages
Book Rating : 4.0/5 (716 download)

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Book Synopsis Statistical Analysis of Proteomic Data by : Thomas Burger

Download or read book Statistical Analysis of Proteomic Data written by Thomas Burger and published by Springer Nature. This book was released on 2022-10-29 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the most important processing steps of proteomics data analysis and presents practical guidelines, as well as software tools, that are both user-friendly and state-of-the-art in chemo- and biostatistics. Beginning with methods to control the false discovery rate (FDR), the volume continues with chapters devoted to software suites for constructing quantitation data tables, missing value related issues, differential analysis software, and more. Written for the highly successful Methods in Molecular Biology series, chapters include the kind of detail and implementation advice that leads to successful results. Authoritative and practical, Statistical Analysis of Proteomic Data: Methods and Tools serves as an ideal guide for proteomics researchers looking to extract the best of their data with state-of-the art tools while also deepening their understanding of data analysis.

Mass Spectrometry-Based Metabolomics in Clinical and Herbal Medicines

Author : Aihua Zhang
Publisher : John Wiley & Sons
ISBN 13 : 3527835741
Total Pages : 292 pages
Book Rating : 4.5/5 (278 download)

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Book Synopsis Mass Spectrometry-Based Metabolomics in Clinical and Herbal Medicines by : Aihua Zhang

Download or read book Mass Spectrometry-Based Metabolomics in Clinical and Herbal Medicines written by Aihua Zhang and published by John Wiley & Sons. This book was released on 2021-08-20 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: Highlights the importance and benefit of mass spectrometry-based metabolomics for identifying biomarkers that accurately screen for potential biomarkers of diseases Mass spectrometry-based metabolomics offer new opportunities for biomarker discovery in complex diseases and may provide pathological understanding of diseases beyond traditional technologies. It is the systematic analysis of low-molecular-weight metabolites in biological samples and has been applied to discovering and identifying the perturbed pathways. Currently, mass spectrometry-based metabolomics has become an important tool in clinical research and the diagnosis of human disease. Mass Spectrometry-Based Metabolomics in Clinical and Herbal Medicines comprehensively presents the current state, challenges, and applications of high-throughput mass spectrometry-based metabolomics such as metabolites analysis, biomarker discovery, technical challenges, discovery of natural product, mechanism interpretation of action, discovery of active ingredients, clinical application and precision medicine, and enhancing their biomedical value in a real world of biomedicine, shedding light on the potential for spectrometry-based metabolomics. It highlights the value of mass spectrometry-based metabolomics and metabolism to address the complexity of herbal medicines in systems pharmacology, especially, to link phytochemical analysis with the assessment of pharmacological effect and therapeutic potential. Each chapter has been laid out with introduction, method, up-to-date literature, identification of biomarker, and applications Covers the current state, challenges, and applications of high-throughput mass spectrometry-based metabolomics in the discovery of biomarker, active ingredients, natural product, etc. Constitutes a unique and indispensable practical guide for any phytochemistry or related laboratory, and provides hands-on description of new techniques Provides a guide for new practitioners of pharmacologists, pharmacological scholars, drug developers, botanist, researchers of traditional medicines. Mass Spectrometry-Based Metabolomics in Clinical and Herbal Medicines provides a landmark of mass spectrometry-based metabolomics research and a beneficial guideline to graduate students and researchers in academia, industry, and technology transfer organizations in all biomedical science fields.

Plant Metabolomics

Author : Kazuki Saito
Publisher : Springer Science & Business Media
ISBN 13 : 3540297820
Total Pages : 351 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Plant Metabolomics by : Kazuki Saito

Download or read book Plant Metabolomics written by Kazuki Saito and published by Springer Science & Business Media. This book was released on 2006-06-29 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: Metabolomics – which deals with all metabolites of an organism – is a rapidly-emerging sector of post-genome research fields. It plays significant roles in a variety of fields from medicine to agriculture and holds a fundamental position in functional genomics studies and their application in plant biotechnology. This volume comprehensively covers plant metabolomics for the first time. The chapters offer cutting-edge information on analytical technology, bioinformatics and applications. They were all written by leading researchers who have been directly involved in plant metabolomics research throughout the world. Up-to-date information and future developments are described, thereby producing a volume which is a landmark of plant metabolomics research and a beneficial guideline to graduate students and researchers in academia, industry, and technology transfer organizations in all plant science fields.

Evolution of Translational Omics

Author : Institute of Medicine
Publisher : National Academies Press
ISBN 13 : 0309224187
Total Pages : 354 pages
Book Rating : 4.3/5 (92 download)

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Book Synopsis Evolution of Translational Omics by : Institute of Medicine

Download or read book Evolution of Translational Omics written by Institute of Medicine and published by National Academies Press. This book was released on 2012-09-13 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technologies collectively called omics enable simultaneous measurement of an enormous number of biomolecules; for example, genomics investigates thousands of DNA sequences, and proteomics examines large numbers of proteins. Scientists are using these technologies to develop innovative tests to detect disease and to predict a patient's likelihood of responding to specific drugs. Following a recent case involving premature use of omics-based tests in cancer clinical trials at Duke University, the NCI requested that the IOM establish a committee to recommend ways to strengthen omics-based test development and evaluation. This report identifies best practices to enhance development, evaluation, and translation of omics-based tests while simultaneously reinforcing steps to ensure that these tests are appropriately assessed for scientific validity before they are used to guide patient treatment in clinical trials.

Separation Techniques Applied to Omics Sciences

Author : Ana Valéria Colnaghi Simionato
Publisher : Springer Nature
ISBN 13 : 3030772527
Total Pages : 277 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Separation Techniques Applied to Omics Sciences by : Ana Valéria Colnaghi Simionato

Download or read book Separation Techniques Applied to Omics Sciences written by Ana Valéria Colnaghi Simionato and published by Springer Nature. This book was released on 2021-10-09 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers liquid chromatography, gas chromatography and capillary electrophoresis, the three main separation techniques lately available, applied to key omic sciences, such as genomics, proteomics, metabolomics and foodomics. The fundamentals of each technique are not covered herein. Instead, the recent advances in such techniques are presented focusing on the application to omics analyses and unique aspects in each case. This volume intends to offer wide ranging options available to researchers on omics sciences, and how to integrate them in order to achieve the comprehension of a biological system as a whole. Omic sciences have been of ultimate importance to comprehend the complex biochemical reactions and related events that occurs upon a biological system. The classical central dogma of molecular biology, which states that genetic information flows unidirectionally from DNA to RNA and then to proteins, has been gradually replaced by the systems biology approach. This book presents a multidisciplinary approach that explains the biological system as a whole, where the entire organism is influenced by a variety of internal events as well as by the environment, showing that each level of the biological information flux may influence the previous or the subsequent one.

Lipidomics

Author : Sanjoy K. Bhattacharya
Publisher : Springer Nature
ISBN 13 : 1071629662
Total Pages : 375 pages
Book Rating : 4.0/5 (716 download)

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Book Synopsis Lipidomics by : Sanjoy K. Bhattacharya

Download or read book Lipidomics written by Sanjoy K. Bhattacharya and published by Springer Nature. This book was released on 2023-01-18 with total page 375 pages. Available in PDF, EPUB and Kindle. Book excerpt: This fully updated book presents an account of areas of utility, techniques, and bioinformatic advancements in the field of lipidomics. Beginning with protocols for lipid isolation and extraction, the volume continues with techniques from extractive mass spectrometry to imaging mass spectrometry methods allowing localization of lipids in tissues. These protocols have been complemented by methods addressing specific problems from membranes, fractionated subcellular compartments or organelles to whole organisms. Written for the highly successful Methods in Molecular Biology series, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step and readily reproducible laboratory protocols, as well as tips on troubleshooting and avoiding known pitfalls. Authoritative and practical, Lipidomics: Methods and Protocols, Second Edition serves as an ideal guide for biochemists, molecular biologists, neuroscientists, vision research scientists, as well as all biomedical researchers with interest in disease discovery and drug development.

Activity-Based Protein Profiling

Author : Stephan A. Sieber
Publisher : Springer Science & Business Media
ISBN 13 : 3642283780
Total Pages : 175 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Activity-Based Protein Profiling by : Stephan A. Sieber

Download or read book Activity-Based Protein Profiling written by Stephan A. Sieber and published by Springer Science & Business Media. This book was released on 2012-02-21 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: ABPP Methodology: Introduction and Overview, by Matthew B. Nodwell und Stephan A. Sieber Activity-Based Protein Profiling for Natural Product Target Discovery, by Joanna Krysiak und Rolf Breinbauer Photoaffinity Labeling in Activity-Based Protein Profiling, by Paul P. Geurink, Laurette M. Prely, Gijs A. van der Marel, Rainer Bischoff und Herman S. Overkleeft Application of Activity-Based Protein Profiling to the Study of Microbial Pathogenesis, by William P. Heal und Edward W. Tate Functional Analysis of Protein Targets by Metabolomic Approaches, by Yun-Gon Kim und Alan Saghatelian

Metabolic Profiling

Author : Georgios A. Theodoridis
Publisher : Humana
ISBN 13 : 9781493992522
Total Pages : 291 pages
Book Rating : 4.9/5 (925 download)

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Book Synopsis Metabolic Profiling by : Georgios A. Theodoridis

Download or read book Metabolic Profiling written by Georgios A. Theodoridis and published by Humana. This book was released on 2019-04-30 with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume explores the different approaches and techniques used by researchers to study the recent challenges and developments in metabolic profiling. This book is divided into IV parts. Part I contains chapters that highlight basic concepts, such as experimental design, data treatment, metabolite identification, and harmonization. Part II describes experimental protocols for both targeted and untargeted metabolomics covering the basic analytical technologies: LC-MS, GC-MS, NMR and CE-MS. In addition the protocols describe methods for the study of tissues, feces, blood and other types of biological samples as well as the application of chemical derivatization for GC-MS. Parts III and IV present the use of metabolomics in the study of food, plants and the life sciences, with examples from the quest for the discovery of disease biomarkers, physical exercise omics and metabolic profiling of food, fruit and wine. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and tips on troubleshooting and avoiding known pitfalls. Authoritative and thorough, Metabolic Profiling: Methods and Protocols is a valuable resource for researchers who are interested in expanding their knowledge of this rapidly developing field.

Peptidomics

Author : Michael Schrader
Publisher : Springer Nature
ISBN 13 : 1071636464
Total Pages : 503 pages
Book Rating : 4.0/5 (716 download)

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Book Synopsis Peptidomics by : Michael Schrader

Download or read book Peptidomics written by Michael Schrader and published by Springer Nature. This book was released on with total page 503 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Mass Spectrometry-Based Lipidomics

Author : Fong-Fu Hsu
Publisher : Humana
ISBN 13 : 9781071614129
Total Pages : 314 pages
Book Rating : 4.6/5 (141 download)

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Book Synopsis Mass Spectrometry-Based Lipidomics by : Fong-Fu Hsu

Download or read book Mass Spectrometry-Based Lipidomics written by Fong-Fu Hsu and published by Humana. This book was released on 2022-05-20 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: This detailed volume covers conventional MS-based “shotgun lipidomics” by which samples are introduced by infusion or loop injection, as well as LC-MS-based lipidomics, which are becoming increasingly important due to the ever-increasing demand for a complete and precise lipid analysis of the complex and diversified lipids in nature. The volume features protocols applying chemical reactions, the on-line photochemical reactions combined with various MS methods for comprehensive characterization of various lipid classes, and quantification of specific and rare lipids. Written for the highly successful Methods in Molecular Biology series, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and tips on troubleshooting and avoiding known pitfalls. Authoritative and practical, Mass Spectrometry-Based Lipidomics: Methods and Protocols serves as an invaluable guide for biochemists and mass spectroscopists who are interested in lipid studies.

Proteomics Data Analysis

Author : Daniela Cecconi
Publisher : Humana
ISBN 13 : 9781071616437
Total Pages : 326 pages
Book Rating : 4.6/5 (164 download)

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Book Synopsis Proteomics Data Analysis by : Daniela Cecconi

Download or read book Proteomics Data Analysis written by Daniela Cecconi and published by Humana. This book was released on 2022-07-23 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thorough book collects methods and strategies to analyze proteomics data. It is intended to describe how data obtained by gel-based or gel-free proteomics approaches can be inspected, organized, and interpreted to extrapolate biological information. Organized into four sections, the volume explores strategies to analyze proteomics data obtained by gel-based approaches, different data analysis approaches for gel-free proteomics experiments, bioinformatic tools for the interpretation of proteomics data to obtain biological significant information, as well as methods to integrate proteomics data with other omics datasets including genomics, transcriptomics, metabolomics, and other types of data. Written for the highly successful Methods in Molecular Biology series, chapters include the kind of detailed implementation advice that will ensure high quality results in the lab. Authoritative and practical, Proteomics Data Analysis serves as an ideal guide to introduce researchers, both experienced and novice, to new tools and approaches for data analysis to encourage the further study of proteomics. Chapter 16 is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.