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Discriminant analysis of Metabolomics Data

Essay specific features

 

Issue:

Science

 

Written by:

James E

 

Date added:

June 22, 2015

 

Level:

University

 

Grade:

B

 

No of pages / words:

2 / 308

 

Was viewed:

4563 times

 

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Essay content:

The identification and use of such traits is known as metabolic fingerprinting. However, the samples often contain thousands of metabolites making the NMR spectra extremely complex and difficult to interpret. Current methods for preprocessing 1H NMR metabolomics data (data reduction and shift correction) add intra-class variation and lead to a loss of interpretability...
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Popular methods for classification of metabolomics data include PCA-LDA and PLS-LDA, the results obtained, although providing good classification rate, are often difficult to interpret due to the inherent data transformation used. The aim of this project was to develop new analytical techniques with improved classification results and the ability to identify the metabolites responsible for the separation...
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