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1H NMR-based serum metabolic profiling in compensated and decompensated cirrhosis
AIM: To study the metabolic profiling of serum samples from compensated and decompensated cirrhosis patients. METHODS: A pilot metabolic profiling study was conducted using three groups: compensated cirrhosis patients ( n = 30), decompensated cirrhosis patients ( n = 30) and healthy controls ( n = 3...
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Published in: | World journal of gastroenterology : WJG 2012-01, Vol.18 (3), p.285-290 |
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Main Authors: | , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Online Access: | Get full text |
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Summary: | AIM: To study the metabolic profiling of serum samples from compensated and decompensated cirrhosis patients.
METHODS: A pilot metabolic profiling study was conducted using three groups: compensated cirrhosis patients (
n
= 30), decompensated cirrhosis patients (
n
= 30) and healthy controls (
n
= 30). A
1
H nuclear magnetic resonance (NMR)-based metabonomics approach was used to obtain the serum metabolic profiles of the samples. The acquired data were processed by multivariate principal component analysis and orthogonal partial least-squares discriminant analysis (OPLS-DA).
RESULTS: The OPLS-DA model was capable of distinguishing between decompensated and compensated cirrhosis patients, with an
R
2
Y
of 0.784 and a
Q
2
Y
of 0.598. Twelve metabolites, such as pyruvate, phenylalanine and succinate, were identified as the most influential factors for the difference between the two groups. The validation of the diagnosis prediction showed that the accuracy of the OPLS-DA model was 85% (17/20).
CONCLUSION:
1
H NMR spectra combined with pattern recognition analysis techniques offer a new way to diagnose compensated and decompensated cirrhosis in the future. |
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ISSN: | 1007-9327 |
DOI: | 10.3748/wjg.v18.i3.285 |