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      Volatomic analysis identifies compounds that can stratify non-alcoholic fatty liver disease

      research-article
      1 , , 2 , 3 , 3 , 4 , 5 , 6 , 7 , 1 , 1
      JHEP Reports
      Elsevier
      Volatile organic compounds, Non-alcoholic fatty liver disease, Volatomics, Terpinene, D-limonene, Dimethyl sulfide, ALT, alanine aminotransaminase, APRI, aminotransferase:platelet ratio index, ARFI, acoustic radiation force impulse, AST, aspartate aminotransferase, AUROC, area under the receiver-operating characteristics curve, BMI, body mass index, GAVE, gastric antral vascular ectasia, GC-MS, gas chromatography mass spectrometry, GGT, gamma-glutamyltransferase, HA, hyaluronic acid, HOMA, homeostatic model assessment, NAFLD, non-alcoholic fatty liver disease, NASH, non-alcoholic steatohepatitis, PHG, portal hypertensive gastropathy, QC, quality control, T2DM, type 2 diabetes mellitus, TE, transient elastography, VOCs, volatile organic compounds

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          Abstract

          Background & aims

          Analysis of volatile organic compounds (VOCs) in exhaled breath, ‘volatomics’, provides opportunities for non-invasive biomarker discovery and novel mechanistic insights into a variety of diseases. The purpose of this pilot study was to compare breath VOCs in an initial cohort of patients with non-alcoholic fatty liver disease (NAFLD) and healthy controls.

          Methods

          Breath samples were collected from 15 participants with Child-Pugh class A NAFLD cirrhosis, 14 with non-cirrhotic NAFLD, and 14 healthy volunteers. Exhaled breath samples were collected using an established methodology and VOC profiles were analysed by gas chromatography-mass spectrometry. The levels of 19 VOCs previously associated with cirrhosis were assessed. Peaks of the VOCs were confirmed and integrated using Xcalibur® software, normalised to an internal standard. Receiver-operating characteristic (ROC) curves were used to determine the diagnostic accuracy of the candidate VOCs.

          Results

          Terpinene, dimethyl sulfide, and D-limonene provided the highest predictive accuracy to discriminate between study groups. Combining dimethyl sulfide with D-limonene led to even better discrimination of patients with NAFLD cirrhosis from healthy volunteers (AUROC 0.98; 95% CI 0.93–1.00; p <0.001) and patients with NAFLD cirrhosis from those with non-cirrhotic NAFLD (AUROC 0.91; 95% CI 0.82–1.00; p <0.001). Breath terpinene concentrations discriminated between patients with non-cirrhotic NAFLD and healthy volunteers (AUROC 0.84; 95% CI 0.68–0.99; p = 0.002).

          Conclusion

          Breath terpinene, dimethyl sulfide, and D-limonene are potentially useful volatomic markers for stratifying NAFLD; in addition, a 2-stage approach enables the differentiation of patients with cirrhosis from those without. However, these observations require validation in a larger NAFLD population. ( ClinicalTrials.gov Identifier: NCT02950610).

          Lay summary

          Breath malodour has been associated with a failing liver since the ancient Greeks. Analytical chemistry has provided us an insight into ubiquitous volatile organic compounds associated with liver (and other) diseases. This has vastly improved our understanding of the mechanistic processes of liver damage. Our study aims to identify volatile organic compounds which are specific to non-alcoholic fatty liver disease and that can be exploited for rapid diagnostics.

          Graphical abstract

          Highlights

          • Metabolic dysfunction in liver disease is reflected in the biocomposition of exhaled breath.

          • Specific volatile organic compounds can be measured in breath samples (volatomics) and have diagnostic potential in chronic liver disease.

          • Levels of alfa-terpinene, dimethyl sulfide, and D-limonene in exhaled breath can be used to stratify patients with non-alcoholic fatty liver disease.

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          Most cited references29

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          • Article: not found

          Development and validation of a simple NAFLD clinical scoring system for identifying patients without advanced disease.

          Clinical predictors of advanced non-alcoholic liver disease (NAFLD) are needed to guide diagnostic evaluation and treatment. To better understand the demographics of NAFLD and risk factors for advanced disease, this study analysed 827 patients with NAFLD at two geographically separate tertiary medical centres. The cohort was 51% female and had a median body mass index (BMI) of 33 kg/m(2); 3% had a normal BMI. Common co-morbidities included hypertension (60%) and diabetes (35%); insulin resistance was present in 91% and advanced fibrosis in 24% of patients. When comparing patients with no fibrosis or mild fibrosis to those with advanced fibrosis, BMI > or = 28 kg/m(2), age > 50 years, and aspartate transaminase/alanine aminotransferase (AST/ALT) ratio > or = 0.8, a quantitative assessment check index (QUICKI) score 6.2) and the presence of diabetes mellitus (DM) were individually associated by univariate analysis with odds ratios (ORs) of > or = 2.4 for advanced fibrosis. Based on the results of forced entry logistic regression analysis, three variables were combined in a weighted sum (BMI > or = 28 = 1 point, AAR of > or = 0.8 = 2 points, DM = 1 point) to form an easily calculated composite score for predicting advanced fibrosis called the BARD score. A score of 2-4 was associated with an OR for advanced fibrosis of 17 (confidence interval 9.2 to 31.9) and a negative predictive value of 96%. Insulin resistance and its co-morbidities are often present in patients with NAFLD. An easily calculated score based on readily available clinical data can reliably exclude the presence of advanced fibrosis in these patients, particularly among non-diabetics.
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            An electronic nose in the discrimination of patients with asthma and controls.

            Exhaled breath contains thousands of volatile organic compounds (VOCs) that could serve as biomarkers of lung disease. Electronic noses can distinguish VOC mixtures by pattern recognition. We hypothesized that an electronic nose can discriminate exhaled air of patients with asthma from healthy controls, and between patients with different disease severities. Ten young patients with mild asthma (25.1 +/- 5.9 years; FEV(1), 99.9 +/- 7.7% predicted), 10 young controls (26.8 +/- 6.4 years; FEV(1), 101.9 +/- 10.3), 10 older patients with severe asthma (49.5 +/- 12.0 years; FEV(1), 62.3 +/- 23.6), and 10 older controls (57.3 +/- 7.1 years; FEV(1), 108.3 +/- 14.7) joined a cross-sectional study with duplicate sampling of exhaled breath with an interval of 2 to 5 minutes. Subjects inspired VOC-filtered air by tidal breathing for 5 minutes, and a single expiratory vital capacity was collected into a Tedlar bag that was sampled by electronic nose (Cyranose 320) within 10 minutes. Smellprints were analyzed by linear discriminant analysis on principal component reduction. Cross-validation values (CVVs) were calculated. Smellprints of patients with mild asthma were fully separated from young controls (CVV, 100%; Mahalanobis distance [M-distance], 5.32), and patients with severe asthma could be distinguished from old controls (CVV, 90%; M-distance, 2.77). Patients with mild and severe asthma could be less well discriminated (CVV, 65%; M-distance, 1.23), whereas the 2 control groups were indistinguishable (CVV, 50%; M-distance, 1.56). The duplicate samples replicated these results. An electronic nose can discriminate exhaled breath of patients with asthma from controls but is less accurate in distinguishing asthma severities. These findings warrant validation of electronic noses in diagnosing newly presented patients with asthma.
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              Alterations in liver ATP homeostasis in human nonalcoholic steatohepatitis: a pilot study.

              The mechanisms that drive progression from fatty liver to steatohepatitis and cirrhosis are unknown. In animal models, obese mice with fatty livers are vulnerable to liver adenosine triphosphate (ATP) depletion and necrosis, suggesting that altered hepatic energy homeostasis may be involved. To determine if patients with fatty liver disease exhibit impaired recovery from hepatic ATP depletion. Laboratory analysis of liver ATP stores monitored by nuclear magnetic resonance spectroscopy before and after transient hepatic ATP depletion was induced by fructose injection. The study was conducted between July 15 and August 30, 1998. University hospital. Eight consecutive adults with biopsy-proven nonalcoholic steatohepatitis and 7 healthy age- and sex-matched controls. Level of ATP 1 hour after fructose infusion in patients vs controls. In patients, serum aminotransferase levels were increased (P = .02 vs controls); albumin and bilirubin values were normal and clinical evidence of portal hypertension was absent in both groups. However, 2 patients had moderate fibrosis and 1 had cirrhosis on liver biopsy. Mean serum glucose, cholesterol, and triglyceride levels were similar between groups but patients weighed significantly more than controls (P = .02). Liver ATP levels were similar in the 2 groups before fructose infusion and decreased similarly in both after fructose infusion (P = .01 vs initial ATP levels). However, controls replenished their hepatic ATP stores during the 1-hour follow-up period (P<.02 vs minimum ATP) but patients did not. Hence, patients' hepatic ATP levels were lower than those of controls at the end of the study (P = .04). Body mass index (BMI) correlated inversely with ATP recovery, even in controls (R = -0.768; P = .07). Although BMI was greater in patients than controls (P = .02) and correlated strongly with fatty liver and serum aminotransferase elevations, neither of the latter 2 parameters nor the histologic severity of fibrosis strongly predicted hepatic ATP recovery. These data suggest that recovery from hepatic ATP depletion becomes progressively less efficient as body mass increases in healthy controls and is severely impaired in patients with obesity-related nonalcoholic steatohepatitis.
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                Author and article information

                Contributors
                Journal
                JHEP Rep
                JHEP Rep
                JHEP Reports
                Elsevier
                2589-5559
                15 June 2020
                October 2020
                15 June 2020
                : 2
                : 5
                : 100137
                Affiliations
                [1 ]Hepatology Laboratory and Centre for Liver and Digestive Disorders, Royal Infirmary of Edinburgh and The University of Edinburgh, Edinburgh, UK
                [2 ]Edinburgh Acute & General Medicine, Royal Infirmary of Edinburgh and The University of Edinburgh, Edinburgh, UK
                [3 ]Mass Spectrometry Core, Edinburgh Clinical Research Facility, Centre for Cardiovascular Science, The University of Edinburgh, Edinburgh, UK
                [4 ]Department of Respiratory Medicine, Amsterdam University Medical Centre, Amsterdam, The Netherlands
                [5 ]Eurofins Materials Science Netherlands BV, High Tech Campus, Eindhoven, The Netherlands
                [6 ]Centre for Inflammation Research, The University of Edinburgh, Edinburgh, UK
                [7 ]Edinburgh Centre for Endocrinology and Diabetes, Royal Infirmary of Edinburgh and The University of Edinburgh, Edinburgh, UK
                Author notes
                []Corresponding author: Address: Liver Unit, The Royal Infirmary and The University of Edinburgh, 51 Little France Crescent, Edinburgh, EH16 4SA, UK. Tel.: +44 131 2421625, fax: +44 131 2421633. rohit.sinha@ 123456nhs.net
                Article
                S2589-5559(20)30071-9 100137
                10.1016/j.jhepr.2020.100137
                7397704
                32775974
                1a0cf23a-dec3-45eb-b6cc-8595290637bf
                © 2020 The Author(s)

                This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

                History
                : 11 December 2019
                : 5 May 2020
                : 31 May 2020
                Categories
                Research Article

                volatile organic compounds,non-alcoholic fatty liver disease,volatomics,terpinene,d-limonene,dimethyl sulfide,alt, alanine aminotransaminase,apri, aminotransferase:platelet ratio index,arfi, acoustic radiation force impulse,ast, aspartate aminotransferase,auroc, area under the receiver-operating characteristics curve,bmi, body mass index,gave, gastric antral vascular ectasia,gc-ms, gas chromatography mass spectrometry,ggt, gamma-glutamyltransferase,ha, hyaluronic acid,homa, homeostatic model assessment,nafld, non-alcoholic fatty liver disease,nash, non-alcoholic steatohepatitis,phg, portal hypertensive gastropathy,qc, quality control,t2dm, type 2 diabetes mellitus,te, transient elastography,vocs, volatile organic compounds

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