Statistical analysis of proteomics, metabolomics, and lipidomics data using mass spectrometry. (2017)

• Record Type: Book
• Further Information: Note: Susmita Datta, Bart J.A. Mertens, editors.
• Editors: Datta, Susmita; Mertens, Bart J. A
• Contents: Transformation, normalization and batch effect in the analysis of mass spectrometry data for omics studies -- Automated Alignment of Mass Spectrometry Data Using Functional Geometry -- The analysis of peptide-centric mass spectrometry data utilizing information about the expected isotope distribution -- Probabilistic and likelihood-based methods for protein identification from MS/MS data -- An MCMC-MRF Algorithm for Incorporating Spatial Information in IMS Data Processing -- Mass Spectrometry Analysis Using MALDIquant -- Model-based analysis of quantitative proteomics data with data independent acquisition mass spectrometry -- The analysis of human serum albumin proteoforms using compositional framework -- Variability Assessment of Label-Free LC-MS Experiments for Difference Detection -- Statistical approach for biomarker discovery using label-free LC-MS data -- an overview -- Bayesian posterior integration for classification of mass spectrometry data -- Logistic regression modeling on mass spectrometry data in proteomics case-control discriminant studies -- Robust and confident predictor selection in metabolomics -- On the combination of omics data for prediction of binary Outcomes -- Statistical analysis of lipidomics data in a case-control study.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2017
• Extent: 1 online resource
• Subjects: 543/.65; Statistics; Mass spectrometry; Proteomics -- Statistical methods; Lipids -- Statistical methods; Statistical methods; Metabolism; Bioinformatics; Analytical biochemistry; Computer science; Proteomics -- methods; Mass spectrometry; Science -- Life Sciences -- General; Science -- Life Sciences -- Biology -- Molecular Biology; Computers -- Computer Science; Science -- Chemistry -- Analytic; Computers -- Mathematical & Statistical Software; Life sciences: general issues; Cellular biology (cytology); Analytical chemistry; Maths for computer scientists; Medical -- Biostatistics; Probability & statistics; Statistics; Statistics for Life Sciences, Medicine, Health Sciences; Biostatistics; Metabolomics; Computational Biology/Bioinformatics; Analytical Chemistry; Probability and Statistics in Computer Science; Electronic books
• Languages: English
• ISBNs: 9783319458090; 3319458094; 3319458078; 9783319458076
• Related ISBNs: 9783319458076
• Notes: Note: Includes bibliographical references at the end of each chapters.; Note: Online resource; title from PDF title page (SpringerLink, viewed December 22, 2016).
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