Statistical Analysis of Proteomics, Metabolomics, and Lipidomics Data Using Mass Spectrometry (Paperback, Softcover reprint of the original 1st ed. 2017)

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.

General

Imprint:	Springer International Publishing AG
Country of origin:	Switzerland
Series:	Frontiers in Probability and the Statistical Sciences
Release date:	July 2018
First published:	2017
Editors:	Susmita Datta • Bart J. A. Mertens
Dimensions:	235 x 155 x 16mm (L x W x T)
Format:	Paperback
Pages:	295
Edition:	Softcover reprint of the original 1st ed. 2017
ISBN-13:	978-3-319-83377-4
Categories:	Books > Science & Mathematics > Mathematics > Probability & statistics Books > Computing & IT > General theory of computing > Mathematical theory of computation Books > Science & Mathematics > Mathematics > Applied mathematics > Mathematics for scientists & engineers Books > Science & Mathematics > Chemistry > Analytical chemistry > General Books > Science & Mathematics > Biology, life sciences > Life sciences: general issues > General Books > Science & Mathematics > Biology, life sciences > Cellular biology > General Promotions
LSN:	3-319-83377-4
Barcode:	9783319833774

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