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1.
Hepatology ; 74(5): 2699-2713, 2021 11.
Article in English | MEDLINE | ID: mdl-34002868

ABSTRACT

BACKGROUND AND AIMS: Acute kidney injury (AKI) has a poor prognosis in cirrhosis. Given the variability of creatinine, the prediction of AKI and dialysis by other markers is needed. The aim of this study is to determine the role of serum and urine metabolomics in the prediction of AKI and dialysis in an inpatient cirrhosis cohort. APPROACH AND RESULTS: Inpatients with cirrhosis from 11 North American Consortium of End-stage Liver Disease centers who provided admission serum/urine when they were AKI and dialysis-free were included. Analysis of covariance adjusted for demographics, infection, and cirrhosis severity was performed to identify metabolites that differed among patients (1) who developed AKI or not; (2) required dialysis or not; and/pr (3) within AKI subgroups who needed dialysis or not. We performed random forest and AUC analyses to identify specific metabolite(s) associated with outcomes. Logistic regression with clinical variables with/without metabolites was performed. A total of 602 patients gave serum (218 developed AKI, 80 needed dialysis) and 435 gave urine (164 developed AKI, 61 needed dialysis). For AKI prediction, clinical factor-adjusted AUC was 0.91 for serum and 0.88 for urine. Major metabolites such as uremic toxins (2,3-dihydroxy-5-methylthio-4-pentenoic acid [DMTPA], N2N2dimethylguanosine, uridine/pseudouridine) and tryptophan/tyrosine metabolites (kynunerate, 8-methoxykyunerate, quinolinate) were higher in patients who developed AKI. For dialysis prediction, clinical factor-adjusted AUC was 0.93 for serum and 0.91 for urine. Similar metabolites as AKI were altered here. For dialysis prediction in those with AKI, the AUC was 0.81 and 0.79 for serum/urine. Lower branched-chain amino-acid (BCAA) metabolites but higher cysteine, tryptophan, glutamate, and DMTPA were seen in patients with AKI needing dialysis. Serum/urine metabolites were additive to clinical variables for all outcomes. CONCLUSIONS: Specific admission urinary and serum metabolites were significantly additive to clinical variables to predict AKI development and dialysis initiation in inpatients with cirrhosis. These observations can potentially facilitate earlier initiation of renoprotective measures.


Subject(s)
Acute Kidney Injury/epidemiology , End Stage Liver Disease/complications , Liver Cirrhosis/complications , Acute Kidney Injury/etiology , Acute Kidney Injury/metabolism , Acute Kidney Injury/therapy , Aged , Biomarkers/blood , Biomarkers/metabolism , Biomarkers/urine , End Stage Liver Disease/blood , End Stage Liver Disease/metabolism , End Stage Liver Disease/urine , Female , Humans , Liver Cirrhosis/blood , Liver Cirrhosis/metabolism , Liver Cirrhosis/urine , Male , Metabolomics/statistics & numerical data , Middle Aged , Patient Admission/statistics & numerical data , Prognosis , Prospective Studies , Renal Dialysis/statistics & numerical data , Risk Assessment/methods , Risk Assessment/statistics & numerical data
2.
Metab Brain Dis ; 32(2): 331-341, 2017 04.
Article in English | MEDLINE | ID: mdl-27638475

ABSTRACT

To date urinary metabolic profiling has been applied to define a specific metabolic fingerprint of hepatocellular carcinoma on a background of cirrhosis. Its utility for the stratification of other complications of cirrhosis, such as hepatic encephalopathy (HE), remains to be established. Urinary proton nuclear magnetic resonance (1H-NMR) spectra were acquired and NMR data from 52 patients with cirrhosis (35 male; 17 female, median (range) age [60 (18-81) years]) and 17 controls were compared. A sub-set of 45 patients (33 male; 12 female, [60 (18-90) years, median model for end stage liver disease (MELD) score 11 (7-27)]) were fully characterised by West-Haven criteria, Psychometric Hepatic Encephalopathy Score (PHES) and electroencephalogram (EEG), and defined as overt HE (OHE, n = 21), covert HE (cHE, n = 7) or no HE (n = 17). Urinary proton nuclear magnetic resonance (1H-NMR) spectra were analysed by partial-least-squares discriminant analysis (PLS-DA). The results showed good discrimination between patients with cirrhosis (n = 52) and healthy controls (n = 17) (R2X = 0.66, R2Y = 0.47, Q2Y = 0.31, sensitivity-60 %, specificity-100 %) as the cirrhosis group had higher 1-methylnicotinamide with lower hippurate, acetate, phenylacetylglycine and N-methyl nicotinic acid levels. While patients with OHE could be discriminated from those with no HE, with higher histidine, citrate and creatinine levels, the best models lack robust validity (R2X = 0.65, R2Y = 0.48, Q2Y = 0.12, sensitivity-100 %, specificity-64 %) with the sample size used. Urinary 1H-NMR metabolic profiling did not discriminate patients with cHE from those without HE, nor discriminate subjects on the basis of PHES/EEG result or MELD score. In conclusion, patients with cirrhosis showed different urinary 1H-NMR metabolic profiles compared to healthy controls and those with OHE may be distinguished from those with no HE although larger studies are required. However, urinary 1H-NMR metabolic profiling did not discriminate patients with differing grades of HE or according to severity of underlying liver disease.


Subject(s)
Hepatic Encephalopathy/urine , Liver Cirrhosis/urine , Adolescent , Adult , Aged , Aged, 80 and over , Diagnosis, Differential , Electroencephalography , End Stage Liver Disease/urine , Female , Hepatic Encephalopathy/psychology , Hippurates/urine , Histidine/urine , Humans , Magnetic Resonance Spectroscopy , Male , Middle Aged , Neuropsychological Tests , Nutritional Status , Psychiatric Status Rating Scales , Sensitivity and Specificity , Young Adult
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