Normalization and integration of large-scale metabolomics data using support vector regression
Published 2016 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Normalization and integration of large-scale metabolomics data using support vector regression
Authors
Keywords
Metabolomics, Data normalization, Data integration, Support vector regression, Quality control
Journal
Metabolomics
Volume 12, Issue 5, Pages -
Publisher
Springer Nature
Online
2016-03-26
DOI
10.1007/s11306-016-1026-5
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Statistical Methods for Handling Unwanted Variation in Metabolomics Data
- (2015) Alysha M. De Livera et al. ANALYTICAL CHEMISTRY
- Computational and statistical analysis of metabolomics data
- (2015) Sheng Ren et al. Metabolomics
- LC–MS-Based Urinary Metabolite Signatures in Idiopathic Parkinson’s Disease
- (2014) Hemi Luan et al. JOURNAL OF PROTEOME RESEARCH
- Plasma phospholipids identify antecedent memory impairment in older adults
- (2014) Mark Mapstone et al. NATURE MEDICINE
- Elevation of circulating branched-chain amino acids is an early event in human pancreatic adenocarcinoma development
- (2014) Jared R Mayers et al. NATURE MEDICINE
- Metabolite turns master regulator
- (2013) Joshua D. Rabinowitz et al. NATURE
- Optimizing the Use of Quality Control Samples for Signal Drift Correction in Large-Scale Urine Metabolic Profiling Studies
- (2012) Muhammad Anas Kamleh et al. ANALYTICAL CHEMISTRY
- Batch Normalizer: A Fast Total Abundance Regression Calibration Method to Simultaneously Adjust Batch and Injection Order Effects in Liquid Chromatography/Time-of-Flight Mass Spectrometry-Based Metabolomics Data and Comparison with Current Calibration Methods
- (2012) San-Yuan Wang et al. ANALYTICAL CHEMISTRY
- Normalizing and Integrating Metabolomics Data
- (2012) Alysha M. De Livera et al. ANALYTICAL CHEMISTRY
- Metabolomics implicates altered sphingolipids in chronic pain of neuropathic origin
- (2012) Gary J. Patti et al. Nature Chemical Biology
- Metabolomics: the apogee of the omics trilogy
- (2012) Gary J. Patti et al. NATURE REVIEWS MOLECULAR CELL BIOLOGY
- The importance of experimental design and QC samples in large-scale and MS-driven untargeted metabolomic studies of humans
- (2012) Warwick B Dunn et al. Bioanalysis
- CAMERA: An Integrated Strategy for Compound Spectra Extraction and Annotation of Liquid Chromatography/Mass Spectrometry Data Sets
- (2011) Carsten Kuhl et al. ANALYTICAL CHEMISTRY
- Optimized Preprocessing of Ultra-Performance Liquid Chromatography/Mass Spectrometry Urinary Metabolic Profiles for Improved Information Recovery
- (2011) Kirill A. Veselkov et al. ANALYTICAL CHEMISTRY
- Advantages of Tandem LC−MS for the Rapid Assessment of Tissue-Specific Metabolic Complexity Using a Pentafluorophenylpropyl Stationary Phase
- (2011) Haitao Lv et al. JOURNAL OF PROTEOME RESEARCH
- Metabolomics annotates ABHD3 as a physiologic regulator of medium-chain phospholipids
- (2011) Jonathan Z Long et al. Nature Chemical Biology
- Metabolite profiles and the risk of developing diabetes
- (2011) Thomas J Wang et al. NATURE MEDICINE
- Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry
- (2011) Warwick B Dunn et al. Nature Protocols
- Metabolomics as a tool for cardiac research
- (2011) Julian L. Griffin et al. Nature Reviews Cardiology
- Metabolomics in the study of kidney diseases
- (2011) Robert H. Weiss et al. Nature Reviews Nephrology
- Multivariate meta-analysis of proteomics data from human prostate and colon tumours
- (2010) Lina Rosenberg et al. BMC BIOINFORMATICS
- Tackling the widespread and critical impact of batch effects in high-throughput data
- (2010) Jeffrey T. Leek et al. NATURE REVIEWS GENETICS
- Support Vector Machines for classification and regression
- (2009) Richard G. Brereton et al. ANALYST
- Compensation for Systematic Cross-Contribution Improves Normalization of Mass Spectrometry Based Metabolomics Data
- (2009) Henning Redestig et al. ANALYTICAL CHEMISTRY
- Integrated, Nontargeted Ultrahigh Performance Liquid Chromatography/Electrospray Ionization Tandem Mass Spectrometry Platform for the Identification and Relative Quantification of the Small-Molecule Complement of Biological Systems
- (2009) Anne M. Evans et al. ANALYTICAL CHEMISTRY
- Ovarian cancer detection from metabolomic liquid chromatography/mass spectrometry data by support vector machines
- (2009) Wei Guan et al. BMC BIOINFORMATICS
- Analytical Error Reduction Using Single Point Calibration for Accurate and Precise Metabolomic Phenotyping
- (2009) Frans M. van der Kloet et al. JOURNAL OF PROTEOME RESEARCH
- Highly sensitive feature detection for high resolution LC/MS
- (2008) Ralf Tautenhahn et al. BMC BIOINFORMATICS
- Instrumental and experimental effects in LC–MS-based metabolomics
- (2008) Lyle Burton et al. JOURNAL OF CHROMATOGRAPHY B-ANALYTICAL TECHNOLOGIES IN THE BIOMEDICAL AND LIFE SCIENCES
- Systems biology: Metabonomics
- (2008) Jeremy K. Nicholson et al. NATURE
- Proteomic profiling using mass spectrometry – does normalising by total ion current potentially mask some biological differences?
- (2007) David A. Cairns et al. PROTEOMICS
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now