Elsevier

Journal of Hepatology

Volume 64, Issue 5, May 2016, Pages 1058-1067
Journal of Hepatology

Research Article
Multivariate metabotyping of plasma predicts survival in patients with decompensated cirrhosis

https://doi.org/10.1016/j.jhep.2016.01.003Get rights and content
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open access

Background & Aims

Predicting survival in decompensated cirrhosis (DC) is important in decision making for liver transplantation and resource allocation. We investigated whether high-resolution metabolic profiling can determine a metabolic phenotype associated with 90-day survival.

Methods

Two hundred and forty-eight subjects underwent plasma metabotyping by 1H nuclear magnetic resonance (NMR) spectroscopy and reversed-phase ultra-performance liquid chromatography coupled to time-of-flight mass spectrometry (UPLC-TOF-MS; DC: 80-derivation set, 101-validation; stable cirrhosis (CLD) 20 and 47 healthy controls (HC)).

Results

1H NMR metabotyping accurately discriminated between surviving and non-surviving patients with DC. The NMR plasma profiles of non-survivors were attributed to reduced phosphatidylcholines and lipid resonances, with increased lactate, tyrosine, methionine and phenylalanine signal intensities. This was confirmed on external validation (area under the receiver operating curve [AUROC] = 0.96 (95% CI 0.90–1.00, sensitivity 98%, specificity 89%). UPLC-TOF-MS confirmed that lysophosphatidylcholines and phosphatidylcholines [LPC/PC] were downregulated in non-survivors (UPLC-TOF-MS profiles AUROC of 0.94 (95% CI 0.89–0.98, sensitivity 100%, specificity 85% [positive ion detection])). LPC concentrations negatively correlated with circulating markers of cell death (M30 and M65) levels in DC. Histological examination of liver tissue from DC patients confirmed increased hepatocyte cell death compared to controls. Cross liver sampling at time of liver transplantation demonstrated that hepatic endothelial beds are a source of increased circulating total cytokeratin-18 in DC.

Conclusion

Plasma metabotyping accurately predicts mortality in DC. LPC and amino acid dysregulation is associated with increased mortality and severity of disease reflecting hepatocyte cell death.

Abbreviations

ALF
acute liver failure
ACLF
acute on chronic liver failure
CLIF-SOFA
chronic liver failure sequential organ failure assessment
CPS
Child-Pugh Score
CPMG
Carr-Purcell-Meiboom-Gill
CV-ANOVA
cross-validated analysis of variance
ESI
electrospray ionisation
GC-MS
gas chromatography mass spectrometry
INR
international normalised ratio
LPC
lysophosphatidylcholine
MELD
model for end-stage liver disease
MHE
minimal hepatic encephalopathy
MS
mass spectrometry
NMR
nuclear magnetic resonance
PC
phosphocholine
PCA
principal components analysis
PLSDA
partial least squares discriminant analysis
OPLS
orthogonal projection least squares
STOCSY
statistical correlation spectroscopy
TOF
time-of-flight
UPLC
ultra-performance liquid chromatography
UKELD
United Kingdom end-stage liver disease

Keywords

Metabonomics
Metabolomics
Metabolic profiling
Personalised medicine
Outcome prediction
Acute on chronic liver failure

Cited by (0)

These authors contributed equally to the work.