GET THE APP
Lipidomics And Its Importance | Open Access Journals
Metabolomics:Open Access

Metabolomics:Open Access

ISSN: 2153-0769

Open Access
Spanish Chinese Russian German French Japanese Portuguese Hindi Telugu Tamil
Submit Manuscript arrow_forward arrow_forward ..

Lipidomics And Its Importance

 

Lipidomics produces enormous data and its analysis play a key role, especially in untargeted studies. As such, robust bioinformatics is critical. Prior to statistical analysis, data pre-processing including signal processing, data normalization, and transformation are required, such that raw data are transformed into a format compatible with statistical data analysis  Given the large degree of lipid variation, the first step of unsupervised and supervised statistical analysis is data reduction. This may be accomplished by a number of methods including orthogonal partial least squares-discriminate analysis, principal components analysis (PCA), and partial least squares-discriminate analysis (PLS-DA). Both unsupervised and supervised methods can be used, depending on the goal of the specific analysis. In unsupervised data analysis, unknown information about different groups is used by PCA and hierarchical cluster analysis. In the supervised approach, each sample or metabolite is associated with known compounds and this prior information is then used for analysis via principal component regression and neural networks Other regression methods including Elastic Net and Least Absolute Shrinkage and Selection Operator are also available for analysis of lipidomic data sets to ascertain the relationship between variables 

High Impact List of Articles
Conference Proceedings

Relevant Topics in Genetics & Molecular Biology

Awards & Nominations

50+ Million Readerbase

Journal Highlights

Google Scholar citation report
Citations: 895

Metabolomics:Open Access received 895 citations as per Google Scholar report

Citation image
Metabolomics:Open Access peer review process verified at publons
Publon image

Indexed In

Related Links

 

Open Access Journals

arrow_upward arrow_upward