Metabolomic-based noninvasive serum test to diagnose nonalcoholic steatohepatitis: Results from discovery and validation cohorts
Status PubMed-not-MEDLINE Jazyk angličtina Země Spojené státy americké Médium electronic-ecollection
Typ dokumentu časopisecké články
Grantová podpora
R01 AT001576
NCCIH NIH HHS - United States
PubMed
30027139
PubMed Central
PMC6049064
DOI
10.1002/hep4.1188
PII: HEP41188
Knihovny.cz E-zdroje
- Publikační typ
- časopisecké články MeSH
Nonalcoholic fatty liver disease (NAFLD) is the most common type of chronic liver disease worldwide and includes a broad spectrum of histologic phenotypes, ranging from simple hepatic steatosis or nonalcoholic fatty liver (NAFL) to nonalcoholic steatohepatitis (NASH). While liver biopsy is the reference gold standard for NAFLD diagnosis and staging, it has limitations due to its sampling variability, invasive nature, and high cost. Thus, there is a need for noninvasive biomarkers that are robust, reliable, and cost effective. In this study, we measured 540 lipids and amino acids in serum samples from biopsy-proven subjects with normal liver (NL), NAFL, and NASH. Using logistic regression analysis, we identified two panels of triglycerides that could first discriminate between NAFLD and NL and second between NASH and NAFL. These noninvasive tests were compared to blinded histology as a reference standard. We performed these tests in an original cohort of 467 patients with NAFLD (90 NL, 246 NAFL, and 131 NASH) that was subsequently validated in a separate cohort of 192 patients (7 NL, 109 NAFL, 76 NASH). The diagnostic performances of the validated tests showed an area under the receiver operating characteristic curve, sensitivity, and specificity of 0.88 ± 0.05, 0.94, and 0.57, respectively, for the discrimination between NAFLD and NL and 0.79 ± 0.04, 0.70, and 0.81, respectively, for the discrimination between NASH and NAFL. When the analysis was performed excluding patients with glucose levels >136 mg/dL, the area under the receiver operating characteristic curve for the discrimination between NASH and NAFL increased to 0.81 ± 0.04 with sensitivity and specificity of 0.73 and 0.80, respectively. Conclusion: The assessed noninvasive lipidomic serum tests distinguish between NAFLD and NL and between NASH and NAFL with high accuracy. (Hepatology Communications 2018;2:807-820).
CIC bioGUNE CIBERehd Bizkaia Technology Park Derio Bizkaia Spain
Department of Digestive Disease Clinic University Hospital University of Valladolid Valladolid Spain
Department of Pathology University Hospital Príncipe de Asturias Alcalá University Madrid Spain
Division of Digestive and Liver Diseases Cedars Sinai Medical Center Los Angeles CA United States
Faculty General Hospital and the 1st Faculty of Medicine Charles University Prague Czech Republic
Liver Unit Hospital Clinic CIBERehd IDIBAPS Barcelona Spain
OWL Metabolomics Bizkaia Technology Park Derio Spain
Surgery Department University Hospital Príncipe de Asturias Alcalá University Madrid Spain
Zobrazit více v PubMed
Page JM, Harrison SA. NASH and HCC. Clin Liver Dis 2009;13:631‐647. PubMed
Starley BQ, Calcagno CJ, Harrison SA. Nonalcoholic fatty liver disease and hepatocellular carcinoma: a weighty connection. Hepatology 2010;51:1820‐1832. PubMed
Bellentani S, Scaglioni F, Marino M, Bedogni G. Epidemiology of non‐alcoholic fatty liver disease. Dig Dis 2010;28:155‐161. PubMed
Petta S, Muratore C, Craxì A. Non‐alcoholic fatty liver disease pathogenesis: the present and the future. Dig Liver Dis 2009;41:615‐625. PubMed
Mishra A, Younossi ZM. Epidemiology and natural history of non‐alcoholic fatty liver disease. J Clin Exp Hepatol 2012;2:135‐144. PubMed PMC
El‐Badry AM, Breitenstein S, Jochum W, Washington K, Paradis V, Rubbia‐Brandt L, et al. Assessment of hepatic steatosis by expert pathologists: the end of a gold standard. Ann Surg 2009;250:691‐697. PubMed
Ratziu V, Charlotte F, Heurtier A, Gombert S, Giral P, Bruckert E, et al.; LIDO Study Group . Sampling variability of liver biopsy in nonalcoholic fatty liver disease. Gastroenterology 2005;128:1898‐1906. PubMed
Idilman IS, Aniktar H, Idilman R, Kabacam G, Savas B, Elhan A, et al. Hepatic steatosis: quantification by proton density fat fraction with MR imaging versus liver biopsy. Radiology 2013;267:767‐775. PubMed
Nasr P, Forsgren MF, Ignatova S, Dahlström N, Cedersund G, Leinhard OD, et al. Using a 3% proton density fat fraction as a cut‐off value increases sensitivity of detection of hepatic steatosis, based on results from histopathology analysis. Gastroenterology 2017;153:53‐55.e7. PubMed
Noureddin M, Lam J, Peterson MR, Middleton M, Hamilton G, Le TA, et al. Utility of magnetic resonance imaging versus histology for quantifying changes in liver fat in nonalcoholic fatty liver disease trials. Hepatology 2013;58:1930‐1940. PubMed PMC
Dulai PS, Sirlin CB, Loomba R. MRI and MRE for non‐invasive quantitative assessment of hepatic steatosis and fibrosis in NAFLD and NASH: clinical trials to clinical practice. J Hepatol 2016;65:1006‐1016. PubMed PMC
Venkatesh SK, Yin M, Ehman RL. Magnetic resonance elastography of liver: technique, analysis, and clinical applications. J Magn Reson Imaging 2013;37:544‐555. PubMed PMC
Cui J, Heba E, Hernandez C, Haufe W, Hooker J, Andre MP, et al. Magnetic resonance elastography is superior to acoustic radiation force impulse for the diagnosis of fibrosis in patients with biopsy‐proven nonalcoholic fatty liver disease: a prospective study. Hepatology 2016;63:453‐461. PubMed PMC
Hannah WN, Torres DM, Harrison SA. Nonalcoholic steatohepatitis and endpoints in clinical trials. Gastroenterol Hepatol (N Y) 2016;12:756‐763. PubMed PMC
Pirola CJ, Fernández Gianotti T, Castaño GO, Mallardi P, San Martino J, Mora Gonzalez Lopez Ledesma M, et al. Circulating microRNA signature in non‐alcoholic fatty liver disease: from serum non‐coding RNAs to liver histology and disease pathogenesis. Gut 2015;64:800‐812. PubMed PMC
Afonso MB, Rodrigues PM, Simao AL, Castro RE. Circulating microRNAs as potential biomarkers in non‐alcoholic fatty liver disease and hepatocellular carcinoma. J Clin Med 2016;5.pii.E30. PubMed PMC
Shen J, Chan HL, Wong GL, Choi PC, Chan AW, Chan HY, et al. Non‐invasive diagnosis of non‐alcoholic steatohepatitis by combined serum biomarkers. J Hepatol 2012;56:1363‐1370. PubMed
Yang M, Xu D, Liu Y, Guo X, Li W, Guo C, et al. Combined serum biomarkers in non‐invasive diagnosis of non‐alcoholic steatohepatitis. PLoS One 2015;10:e0131664. PubMed PMC
Barr J, Caballería J, Martínez‐Arranz I, Domínguez‐Díez A, Alonso C, Muntané J, et al. Obesity‐dependent metabolic signatures associated with nonalcoholic fatty liver disease progression. J Proteome Res 2012;11:2521‐2532. PubMed PMC
Alonso C, Fernández‐Ramos D, Varela‐Rey M, Martínez‐Arranz I, Navasa N, Van Liempd SM, et al. Metabolomic identification of subtypes of nonalcoholic steatohepatitis. Gastroenterology 2017;152:1449‐1461.e7. PubMed PMC
Kleiner DE, Brunt EM, Van Natta M, Behling C, Contos MJ, Cummings OW, et al.; Nonalcoholic Steatohepatitis Clinical Research Network . Design and validation of a histological scoring system for nonalcoholic fatty liver disease. Hepatology 2005;41:1313‐1321. PubMed
Brunt EM, Kleiner DE, Wilson LA, Belt P, Neuschwander‐Tetri BA, et al.; NASH Clinical Research Network (CRN) . Nonalcoholic fatty liver disease (NAFLD) activity score and the histopathologic diagnosis in NAFLD: distinct clinicopathologic meanings. Hepatology 2011;53:810‐820. PubMed PMC
European Association for the Study of the Liver (EASL), European Association for the Study of Diabetes (EASD), European Association for the Study of Obesity (EASO) . EASL‐EASD‐EASO Clinical Practice Guidelines for the management of non‐alcoholic fatty liver disease. J Hepatol 2016;64:1388‐1402. PubMed
Martínez‐Arranz I, Mayo R, Pérez‐Cormenzana M, Mincholé I, Salazar L, Alonso C, et al. Enhancing metabolomics research through data mining. J Proteomics 2015;127:275‐288. PubMed
Dobson AJ, Barnett A. An Introduction to Generalized Linear Models. 3rd ed. Boca Raton, FL: CRC Press; 2008.
R Development CoreTeam . R: a language and environment for statistical computing. R Foundation for Statistical Computing. Available at: https://www.r-project.org; 2017.
Ogawa Y, Imajo K, Yoneda M, Nakajima A. Pathophysiology of NAsh/NAFLD associated with high levels of serum triglycerides. [in Japanese] Nihon Rinsho 2013;71:1623‐1629. PubMed
Bhatt HB, Smith RJ. Fatty liver disease in diabetes mellitus. Hepatobiliary Surg Nutr 2015;4:101‐108. PubMed PMC
Williams KH, Shackel NA, Gorrell MD, Mclennan SV, Twigg SM. Diabetes and nonalcoholic fatty liver disease: Endocr Rev 2013;34:84‐129. PubMed
Park CC, Nguyen P, Hernandez C, Bettencourt R, Ramirez K, Fortney L, et al. Magnetic resonance elastography vs transient elastography in detection of fibrosis and noninvasive measurement of steatosis in patients with biopsy‐proven nonalcoholic fatty liver disease. Gastroenterology 2017;152:598‐607.e2. PubMed PMC
Chalasani N, Younossi Z, Lavine JE, Diehl AM, Brunt EM, Cusi K, et al.; American Association for the Study of Liver Diseases ; American College of Gastroenterology ; American Gastroenterological Association . The diagnosis and management of non‐alcoholic fatty liver disease: practice guideline by the American Association for the Study of Liver Diseases, American College of Gastroenterology, and the American Gastroenterological Association. Hepatology 2012;55:2005‐2023. PubMed
Pimentel CF, Jiang ZG, Otsubo T, Feldbrügge L, Challies TL, Nasser I, et al. Poor inter‐test reliability between CK18 kits as a biomarker of NASH. Dig Dis Sci 2016;61:905‐912. PubMed PMC
Vallet‐Pichard A, Mallet V, Nalpas B, Verkarre V, Nalpas A, Dhalluin‐Venier V, et al. FIB‐4: an inexpensive and accurate marker of fibrosis in HCV infection. Comparison with liver biopsy and fibrotest. Hepatology 2007;46:32‐36. PubMed
Lichtinghagen R, Pietsch D, Bantel H, Manns MP, Brand K, Bahr MJ. The enhanced liver fibrosis (ELF) score: normal values, influence factors and proposed cut‐off values. J Hepatol 2013;59:236‐242. PubMed
Munteanu M, Tiniakos D, Anstee Q, Charlotte F, Marchesini G, Bugianesi E, et al.; FLIP Consortium and the FibroFrance Group . Diagnostic performance of FibroTest, SteatoTest and ActiTest in patients with NAFLD using the SAF score as histological reference. Aliment Pharmacol Ther 2016;44:877‐889. PubMed PMC
Trivedi DK, Hollywood KA, Goodacre R. Metabolomics for the masses: the future of metabolomics in a personalized world. New Horiz Transl Med 2017;3:294‐305. PubMed PMC
Pietiläinen KH, Sysi‐Aho M, Rissanen A, Seppänen‐Laakso T, Yki‐Järvinen H, Kaprio J, et al. Acquired obesity is associated with changes in the serum lipidomic profile independent of genetic effects‐‐a monozygotic twin study. PLoS One 2007;2:e218. PubMed PMC
Oberbach A, Blüher M, Wirth H, Till H, Kovacs P, Kullnick Y, et al. Combined proteomic and metabolomic profiling of serum reveals association of the complement system with obesity and identifies novel markers of body fat mass changes. J Proteome Res 2011;10:4769‐4788. PubMed
Kim JY, Park JY, Kim OY, Ham BM, Kim H‐J, Kwon DY, et al. Metabolic profiling of plasma in overweight/obese and lean men using ultra performance liquid chromatography and Q‐TOF mass spectrometry (UPLC‐Q‐TOF MS). J Proteome Res 2010;9:4368‐4375. PubMed
Ritchie SA, Heath D, Yamazaki Y, Grimmalt B, Kavianpour A, Krenitsky K, et al. Reduction of novel circulating long‐chain fatty acids in colorectal cancer patients is independent of tumor burden and correlates with age. BMC Gastroenterol 2010;10:140. PubMed PMC
Alonso C, Mato JM. Nonalcoholic fatty liver disease In: Wilson ID, Theodoridis G, Nicholls A, eds. Global Metabolic Profiling: Clinical Applications. London, United Kingdom: Future Science Ltd; 2014:110‐122.
Kawano Y, Cohen DE. Mechanisms of hepatic triglyceride accumulation in non‐alcoholic fatty liver disease. J Gastroenterol 2013;48:434‐441. PubMed PMC
Cortez‐Pinto H, Chatham J, Chacko VP, Arnold C, Rashid A, Diehl AM. Alterations in liver ATP homeostasis in human nonalcoholic steatohepatitis: a pilot study. JAMA 1999;282:1659‐1664. PubMed
Wu X, Tong Y, Shankar K, Baumgardner JN, Kang J, Badeaux J, et al. Lipid fatty acid profile analyses in liver and serum in rats with nonalcoholic steatohepatitis using improved gas chromatography‐mass spectrometry methodology. J Agric Food Chem 2011;59:747‐754. PubMed
Maxim LD, Niebo R, Utell MJ. Screening tests: A review with examples. Inhal Toxicol 2014;26:811‐828. PubMed PMC
Noureddin M, Yates KP, Vaughn IA, Neuschwander‐Tetri BA, Sanyal AJ, Mccullough A, et al.; NASH CRN . Clinical and histological determinants of nonalcoholic steatohepatitis and advanced fibrosis in elderly patients. Hepatology 2013;58:1644‐1654. PubMed PMC
Gan L, Chitturi S, Farrell GC. Mechanisms and implications of age‐related changes in the liver: nonalcoholic fatty liver disease in the elderly. Curr Gerontol Geriatr Res 2011;2011:831536. PubMed PMC
Fujita K, Nozaki Y, Wada K, Yoneda M, Fujimoto Y, Fujitake M, et al. Dysfunctional very‐low‐density lipoprotein synthesis and release is a key factor in nonalcoholic steatohepatitis pathogenesis. Hepatology 2009;50:772‐780. PubMed
Yeh MM, Brunt EM. Pathology of nonalcoholic fatty liver disease. Am J Clin Pathol 2007;128:837‐847. PubMed