1. Rockey DC, Caldwell SH, Goodman ZD, Nelson RC, Smith AD. American Association for the Study of Liver Diseases. 2009; Liver biopsy. Hepatology. 49:1017–1044. DOI:
10.1002/hep.22742. PMID:
19243014.
2. Rosenberg WM, Voelker M, Thiel R, et al. 2004; Serum markers detect the presence of liver fibrosis: a cohort study. Gastroenterology. 127:1704–1713. DOI:
10.1053/j.gastro.2004.08.052. PMID:
15578508.
3. Kim MN, Han JW, An J, et al. 2024; KASL clinical practice guidelines for noninvasive tests to assess liver fibrosis in chronic liver disease. Clin Mol Hepatol. 30(Suppl):S5–S105. DOI:
10.3350/cmh.2024.0506. PMID:
39159947. PMCID:
PMC11493350.
4. Anstee QM, Castera L, Loomba R. 2022; Impact of non-invasive biomarkers on hepatology practice: Past, present and future. J Hepatol. 76:1362–1378. DOI:
10.1016/j.jhep.2022.03.026. PMID:
35589256.
5. Lee Y, Bae S, Kim JH, et al. 2023; Diagnostic efficacy of serum asialo α1-acid glycoprotein levels for advanced liver fibrosis and cirrhosis in patients with chronic hepatitis B compared to that in healthy subjects: A prospective study. J Clin Med. 12:712. DOI:
10.3390/jcm12020712. PMID:
36675640. PMCID:
PMC9863335.
6. Lee EY, Kang JH, Kim KA, et al. 2006; Development of a rapid, immunochromatographic strip test for serum asialo alpha1-acid glycoprotein in patients with hepatic disease. J Immunol Methods. 308:116–123. DOI:
10.1016/j.jim.2005.10.010. PMID:
16403512.
7. Sheth SG, Flamm SL, Gordon FD, Chopra S. 1998; AST/ALT ratio predicts cirrhosis in patients with chronic hepatitis C virus infection. Am J Gastroenterol. 93:44–48. DOI:
10.1111/j.1572-0241.1998.044_c.x. PMID:
9448172.
8. Williams AL, Hoofnagle JH. 1988; Ratio of serum aspartate to alanine aminotransferase in chronic hepatitis. Relationship to cirrhosis. Gastroenterology. 95:734–739. DOI:
10.1016/S0016-5085(88)80022-2. PMID:
3135226.
9. Wai CT, Greenson JK, Fontana RJ, et al. 2003; A simple noninvasive index can predict both significant fibrosis and cirrhosis in patients with chronic hepatitis C. Hepatology. 38:518–526. DOI:
10.1053/jhep.2003.50346. PMID:
12883497.
10. Harrison SA, Oliver D, Arnold HL, Gogia S, Neuschwander-Tetri BA. 2008; Development and validation of a simple NAFLD clinical scoring system for identifying patients without advanced disease. Gut. 57:1441–1447. DOI:
10.1136/gut.2007.146019. PMID:
18390575.
11. Sterling RK, Lissen E, Clumeck N, et al. 2006; Development of a simple noninvasive index to predict significant fibrosis in patients with HIV/HCV coinfection. Hepatology. 43:1317–1325. DOI:
10.1002/hep.21178. PMID:
16729309.
12. Forns X, Ampurdanès S, Llovet JM, et al. 2002; Identification of chronic hepatitis C patients without hepatic fibrosis by a simple predictive model. Hepatology. 36:986–992. DOI:
10.1053/jhep.2002.36128. PMID:
12297848.
13. McPherson S, Stewart SF, Henderson E, Burt AD, Day CP. 2010; Simple non-invasive fibrosis scoring systems can reliably exclude advanced fibrosis in patients with non-alcoholic fatty liver disease. Gut. 59:1265–1269. DOI:
10.1136/gut.2010.216077. PMID:
20801772.
14. Imperiale TF, Said AT, Cummings OW, Born LJ. 2000; Need for validation of clinical decision aids: use of the AST/ALT ratio in predicting cirrhosis in chronic hepatitis C. Am J Gastroenterol. 95:2328–2332. DOI:
10.1111/j.1572-0241.2000.02322.x. PMID:
11007237.
15. Borsoi Viana MS, Takei K, Collarile Yamaguti DC, Guz B, Strauss E. 2009; Use of AST platelet ratio index (APRI Score) as an alternative to liver biopsy for treatment indication in chronic hepatitis C. Ann Hepatol. 8:26–31. DOI:
10.1016/S1665-2681(19)31807-1. PMID:
19221530.
16. Calès P, Lainé F, Boursier J, et al. 2009; Comparison of blood tests for liver fibrosis specific or not to NAFLD. J Hepatol. 50:165–173. DOI:
10.1016/j.jhep.2008.07.035. PMID:
18977552.
17. Loaeza-del-Castillo A, Paz-Pineda F, Oviedo-Cárdenas E, Sánchez-Avila F, Vargas-Vorácková F. 2008; AST to platelet ratio index (APRI) for the noninvasive evaluation of liver fibrosis. Ann Hepatol. 7:350–357. DOI:
10.1016/S1665-2681(19)31836-8. PMID:
19034235.
18. Angulo P, Hui JM, Marchesini G, et al. 2007; The NAFLD fibrosis score: a noninvasive system that identifies liver fibrosis in patients with NAFLD. Hepatology. 45:846–854. DOI:
10.1002/hep.21496. PMID:
17393509.
19. Narimatsu H. 2015; Development of M2BPGi: a novel fibrosis serum glyco-biomarker for chronic hepatitis/cirrhosis diagnostics. Expert Rev Proteomics. 12:683–693. DOI:
10.1586/14789450.2015.1084874. PMID:
26394846.
20. Harrison SA, Ratziu V, Boursier J, et al. 2020; A blood-based biomarker panel (NIS4) for non-invasive diagnosis of non-alcoholic steatohepatitis and liver fibrosis: a prospective derivation and global validation study. Lancet Gastroenterol Hepatol. 5:970–985. DOI:
10.1016/S2468-1253(20)30252-1. PMID:
32763196.
21. Shirabe K, Bekki Y, Gantumur D, et al. 2018; Mac-2 binding protein glycan isomer (M2BPGi) is a new serum biomarker for assessing liver fibrosis: more than a biomarker of liver fibrosis. J Gastroenterol. 53:819–826. DOI:
10.1007/s00535-017-1425-z. PMID:
29318378.
22. Daniels SJ, Leeming DJ, Eslam M, et al. 2019; ADAPT: An algorithm incorporating PRO-C3 accurately identifies patients with NAFLD and advanced fibrosis. Hepatology. 69:1075–1086. DOI:
10.1002/hep.30163. PMID:
30014517.
23. Boyle M, Tiniakos D, Schattenberg JM, et al. 2019; Performance of the PRO-C3 collagen neo-epitope biomarker in non-alcoholic fatty liver disease. JHEP Rep. 1:188–198. DOI:
10.1016/j.jhepr.2019.06.004. PMID:
32039369. PMCID:
PMC7001575.
24. Guha IN, Parkes J, Roderick P, et al. 2008; Noninvasive markers of fibrosis in nonalcoholic fatty liver disease: Validating the European Liver Fibrosis Panel and exploring simple markers. Hepatology. 47:455–460. DOI:
10.1002/hep.21984. PMID:
18038452.
25. Ratziu V, Massard J, Charlotte F, et al. 2006; Diagnostic value of biochemical markers (FibroTest-FibroSURE) for the prediction of liver fibrosis in patients with non-alcoholic fatty liver disease. BMC Gastroenterol. 6:6. DOI:
10.1186/1471-230X-6-6. PMID:
16503961. PMCID:
PMC1386692.
26. Harrison SA, Ratziu V, Magnanensi J, et al. 2023; NIS2+™, an optimisation of the blood-based biomarker NIS4
® technology for the detection of at-risk NASH: A prospective derivation and validation study. J Hepatol. 79:758–767. DOI:
10.1016/j.jhep.2023.04.031. PMID:
37224923.
27. Munteanu M, Tiniakos D, Anstee Q, et al. 2016; Diagnostic performance of FibroTest, SteatoTest and ActiTest in patients with NAFLD using the SAF score as histological reference. Aliment Pharmacol Ther. 44:877–889. DOI:
10.1111/apt.13770. PMID:
27549244. PMCID:
PMC5113673.
28. Xiao G, Yang J, Yan L. 2015; Comparison of diagnostic accuracy of aspartate aminotransferase to platelet ratio index and fibrosis-4 index for detecting liver fibrosis in adult patients with chronic hepatitis B virus infection: a systemic review and meta-analysis. Hepatology. 61:292–302. DOI:
10.1002/hep.27382. PMID:
25132233.
29. Sebastiani G, Castera L, Halfon P, et al. 2011; The impact of liver disease aetiology and the stages of hepatic fibrosis on the performance of non-invasive fibrosis biomarkers: an international study of 2411 cases. Aliment Pharmacol Ther. 34:1202–1216. DOI:
10.1111/j.1365-2036.2011.04861.x. PMID:
21981787.
30. Zhu X, Wang LC, Chen EQ, et al. 2011; Prospective evaluation of FibroScan for the diagnosis of hepatic fibrosis compared with liver biopsy/AST platelet ratio index and FIB-4 in patients with chronic HBV infection. Dig Dis Sci. 56:2742–2749. DOI:
10.1007/s10620-011-1659-1. PMID:
21399926.
31. Jin W, Lin Z, Xin Y, Jiang X, Dong Q, Xuan S. 2012; Diagnostic accuracy of the aspartate aminotransferase-to-platelet ratio index for the prediction of hepatitis B-related fibrosis: a leading meta-analysis. BMC Gastroenterol. 12:14. DOI:
10.1186/1471-230X-12-14. PMID:
22333407. PMCID:
PMC3306191.
32. Kim BK, Kim SU, Kim HS, et al. 2012; Prospective validation of FibroTest in comparison with liver stiffness for predicting liver fibrosis in Asian subjects with chronic hepatitis B. PLoS One. 7:e35825. DOI:
10.1371/journal.pone.0035825. PMID:
22536445. PMCID:
PMC3335013.
33. Salkic NN, Jovanovic P, Hauser G, Brcic M. 2014; FibroTest/Fibrosure for significant liver fibrosis and cirrhosis in chronic hepatitis B: a meta-analysis. Am J Gastroenterol. 109:796–809. DOI:
10.1038/ajg.2014.21. PMID:
24535095.
34. Feng S, Wang Z, Zhao Y, Tao C. 2020; Wisteria floribunda agglutinin-positive Mac-2-binding protein as a diagnostic biomarker in liver cirrhosis: an updated meta-analysis. Sci Rep. 10:10582. DOI:
10.1038/s41598-020-67471-y. PMID:
32601332. PMCID:
PMC7324360.
35. Vallet-Pichard A, Mallet V, Nalpas B, et al. 2007; FIB-4: an inexpensive and accurate marker of fibrosis in HCV infection. comparison with liver biopsy and fibrotest. Hepatology. 46:32–36. DOI:
10.1002/hep.21669. PMID:
17567829.
36. Joo SK, Kim JH, Oh S, et al. 2015; Prospective comparison of noninvasive fibrosis assessment to predict advanced fibrosis or cirrhosis in Asian patients with hepatitis C. J Clin Gastroenterol. 49:697–704. DOI:
10.1097/MCG.0000000000000215. PMID:
25203365.
37. Houot M, Ngo Y, Munteanu M, Marque S, Poynard T. 2016; Systematic review with meta-analysis: direct comparisons of biomarkers for the diagnosis of fibrosis in chronic hepatitis C and B. Aliment Pharmacol Ther. 43:16–29. DOI:
10.1111/apt.13446. PMID:
26516104. PMCID:
PMC4737301.
38. Crossan C, Tsochatzis EA, Longworth L, et al. 2015; Cost-effectiveness of non-invasive methods for assessment and monitoring of liver fibrosis and cirrhosis in patients with chronic liver disease: systematic review and economic evaluation. Health Technol Assess. 19:1–409. DOI:
10.3310/hta19090. PMID:
25633908. PMCID:
PMC4781028.
39. Paggi S, Colli A, Fraquelli M, et al. 2008; A non-invasive algorithm accurately predicts advanced fibrosis in hepatitis C: a comparison using histology with internal-external validation. J Hepatol. 49:564–571. DOI:
10.1016/j.jhep.2008.07.007. PMID:
18706734.
40. Lin ZH, Xin YN, Dong QJ, et al. 2011; Performance of the aspartate aminotransferase-to-platelet ratio index for the staging of hepatitis C-related fibrosis: an updated meta-analysis. Hepatology. 53:726–736. DOI:
10.1002/hep.24105. PMID:
21319189.
41. Martinez SM, Fernández-Varo G, González P, et al. 2011; Assessment of liver fibrosis before and after antiviral therapy by different serum marker panels in patients with chronic hepatitis C. Aliment Pharmacol Ther. 33:138–148. DOI:
10.1111/j.1365-2036.2010.04500.x. PMID:
21083589.
42. Lichtinghagen R, Pietsch D, Bantel H, Manns MP, Brand K, Bahr MJ. 2013; The Enhanced Liver Fibrosis (ELF) score: normal values, influence factors and proposed cut-off values. J Hepatol. 59:236–242. DOI:
10.1016/j.jhep.2013.03.016. PMID:
23523583.
43. Sharma C, Cococcia S, Ellis N, Parkes J, Rosenberg W. 2021; Systematic review: Accuracy of the enhanced liver fibrosis test for diagnosing advanced liver fibrosis and cirrhosis. J Gastroenterol Hepatol. 36:1788–1802. DOI:
10.1111/jgh.15482. PMID:
33668077.
44. Imbert-Bismut F, Ratziu V, Pieroni L, et al. 2001; Biochemical markers of liver fibrosis in patients with hepatitis C virus infection: a prospective study. Lancet. 357:1069–1075. DOI:
10.1016/S0140-6736(00)04258-6. PMID:
11297957.
45. Han S, Choi M, Lee B, et al. 2022; Accuracy of noninvasive scoring systems in assessing liver fibrosis in patients with nonalcoholic fatty liver disease: A systematic review and meta-analysis. Gut Liver. 16:952–963. DOI:
10.5009/gnl210391. PMID:
35193993. PMCID:
PMC9668505.
46. Mózes FE, Lee JA, Selvaraj EA, et al. 2022; Diagnostic accuracy of non-invasive tests for advanced fibrosis in patients with NAFLD: an individual patient data meta-analysis. Gut. 71:1006–1019. DOI:
10.1136/gutjnl-2021-324243. PMID:
34001645. PMCID:
PMC8995830.
47. Jun DW, Kim SG, Park SH, et al. 2017; External validation of the non-alcoholic fatty liver disease fibrosis score for assessing advanced fibrosis in Korean patients. J Gastroenterol Hepatol. 32:1094–1099. DOI:
10.1111/jgh.13648. PMID:
27859583.
48. Pimentel SK, Strobel R, Gonçalves CG, Sakamoto DG, Ivano FH, Coelho JC. 2010; Evaluation of the nonalcoholic fat liver disease fibrosis score for patients undergoing bariatric surgery. Arq Gastroenterol. 47:170–173. DOI:
10.1590/S0004-28032010000200010. PMID:
20721462.
49. Sumida Y, Yoneda M, Hyogo H, et al. 2011; A simple clinical scoring system using ferritin, fasting insulin, and type IV collagen 7S for predicting steatohepatitis in nonalcoholic fatty liver disease. J Gastroenterol. 46:257–268. DOI:
10.1007/s00535-010-0305-6. PMID:
20842510.
50. Wong VW, Vergniol J, Wong GL, et al. 2010; Diagnosis of fibrosis and cirrhosis using liver stiffness measurement in nonalcoholic fatty liver disease. Hepatology. 51:454–462. DOI:
10.1002/hep.23312. PMID:
20101745.
51. Ruffillo G, Fassio E, Alvarez E, et al. 2011; Comparison of NAFLD fibrosis score and BARD score in predicting fibrosis in nonalcoholic fatty liver disease. J Hepatol. 54:160–163. DOI:
10.1016/j.jhep.2010.06.028. PMID:
20934232.
52. Musso G, Gambino R, Cassader M, Pagano G. 2011; Meta-analysis: natural history of non-alcoholic fatty liver disease (NAFLD) and diagnostic accuracy of non-invasive tests for liver disease severity. Ann Med. 43:617–649. DOI:
10.3109/07853890.2010.518623. PMID:
21039302.
53. Qureshi K, Clements RH, Abrams GA. 2008; The utility of the "NAFLD fibrosis score" in morbidly obese subjects with NAFLD. Obes Surg. 18:264–270. DOI:
10.1007/s11695-007-9295-8. PMID:
18214632.
54. Wong VW, Wong GL, Chim AM, et al. 2008; Validation of the NAFLD fibrosis score in a Chinese population with low prevalence of advanced fibrosis. Am J Gastroenterol. 103:1682–1688. DOI:
10.1111/j.1572-0241.2008.01933.x. PMID:
18616651.
55. Vali Y, Lee J, Boursier J, et al. 2020; Enhanced liver fibrosis test for the non-invasive diagnosis of fibrosis in patients with NAFLD: A systematic review and meta-analysis. J Hepatol. 73:252–262. DOI:
10.1016/j.jhep.2020.03.036. PMID:
32275982.
56. Thiele M, Madsen BS, Hansen JF, Detlefsen S, Antonsen S, Krag A. 2018; Accuracy of the Enhanced Liver Fibrosis test vs FibroTest, elastography, and indirect markers in detection of advanced fibrosis in patients with alcoholic liver disease. Gastroenterology. 154:1369–1379. DOI:
10.1053/j.gastro.2018.01.005. PMID:
29317276.
57. Connoley D, Patel PJ, Hogan B, et al. 2021; The Enhanced Liver Fibrosis test maintains its diagnostic and prognostic performance in alcohol-related liver disease: a cohort study. BMC Gastroenterol. 21:268. DOI:
10.1186/s12876-021-01795-5. PMID:
34182924. PMCID:
PMC8240375.
58. Madsen BS, Thiele M, Detlefsen S, et al. 2020; Prediction of liver fibrosis severity in alcoholic liver disease by human microfibrillar-associated protein 4. Liver Int. 40:1701–1712. DOI:
10.1111/liv.14491. PMID:
32339377. PMCID:
PMC7383987.
60. Tatler AL. 2019; Recent advances in the non-invasive assessment of fibrosis using biomarkers. Curr Opin Pharmacol. 49:110–115. DOI:
10.1016/j.coph.2019.09.010. PMID:
31756570.
61. McPherson S, Hardy T, Dufour JF, et al. 2017; Age as a confounding factor for the accurate non-invasive diagnosis of advanced NAFLD fibrosis. Am J Gastroenterol. 112:740–751. DOI:
10.1038/ajg.2016.453. PMID:
27725647. PMCID:
PMC5418560.
62. Munteanu M, Ratziu V, Morra R, Messous D, Imbert-Bismut F, Poynard T. 2008; Noninvasive biomarkers for the screening of fibrosis, steatosis and steatohepatitis in patients with metabolic risk factors: FibroTest-FibroMax experience. J Gastrointestin Liver Dis. 17:187–191.