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Clinical Practice Guidelines| Volume 63, ISSUE 1, P237-264, July 2015

EASL-ALEH Clinical Practice Guidelines: Non-invasive tests for evaluation of liver disease severity and prognosis

  • European Association for the Study of the Liver
  • Asociacion Latinoamericana para el Estudio del Higado
Open AccessPublished:April 21, 2015DOI:https://doi.org/10.1016/j.jhep.2015.04.006

      Introduction

      Liver fibrosis is part of the structural and functional alterations in most chronic liver diseases. It is one of the main prognostic factors as the amount of fibrosis is correlated with the risk of developing cirrhosis and liver-related complications in viral and non-viral chronic liver diseases [
      • Yano M.
      • Kumada H.
      • Kage M.
      • Ikeda K.
      • Shimamatsu K.
      • Inoue O.
      • et al.
      The long-term pathological evolution of chronic hepatitis C.
      ,
      • Younossi Z.M.
      • Stepanova M.
      • Rafiq N.
      • Makhlouf H.
      • Younoszai Z.
      • Agrawal R.
      • et al.
      Pathologic criteria for nonalcoholic steatohepatitis: interprotocol agreement and ability to predict liver-related mortality.
      ]. Liver biopsy has traditionally been considered the reference method for evaluation of tissue damage such as hepatic fibrosis in patients with chronic liver disease. Pathologists have proposed robust scoring system for staging liver fibrosis such as the semi-quantitative METAVIR score [
      Intraobserver and interobserver variations in liver biopsy interpretation in patients with chronic hepatitis C. The French METAVIR Cooperative Study Group.
      ,
      • Bedossa P.
      • Poynard T.
      An algorithm for the grading of activity in chronic hepatitis C. The METAVIR cooperative study group.
      ]. In addition computer-aided morphometric measurement of collagen proportional area, a partly automated technique, provides an accurate and linear evaluation of the amount of fibrosis [
      • Tsochatzis E.
      • Bruno S.
      • Isgro G.
      • Hall A.
      • Theocharidou E.
      • Manousou P.
      • et al.
      Collagen proportionate area is superior to other histological methods for sub-classifying cirrhosis and determining prognosis.
      ]. Liver biopsy gives a snapshot and not an insight into the dynamic changes during the process of fibrogenesis (progression, static or regression). However, immunohistochemical evaluation of cellular markers such as smooth muscle actin expression for hepatic stellate cell activation, cytokeratin 7 for labeling ductular proliferation or CD34 for visualization of sinusoidal endothelial capillarization or the use of two-photon and second harmonic generation fluorescence microscopy techniques for spatial assessment of fibrillar collagen, can provide additional “functional” information [
      • D’Ambrosio R.
      • Aghemo A.
      • Rumi M.G.
      • Ronchi G.
      • Donato M.F.
      • Paradis V.
      • et al.
      A morphometric and immunohistochemical study to assess the benefit of a sustained virological response in hepatitis C virus patients with cirrhosis.
      ,
      • Gailhouste L.
      • Le Grand Y.
      • Odin C.
      • Guyader D.
      • Turlin B.
      • Ezan F.
      • et al.
      Fibrillar collagen scoring by second harmonic microscopy: a new tool in the assessment of liver fibrosis.
      ]. All these approaches are valid provided that the biopsy is of sufficient size to represent the whole liver [
      • Bedossa P.
      • Poynard T.
      An algorithm for the grading of activity in chronic hepatitis C. The METAVIR cooperative study group.
      ,
      • Ishak K.
      • Baptista A.
      • Bianchi L.
      • Callea F.
      • De Groote J.
      • Gudat F.
      • et al.
      Histological grading and staging of chronic hepatitis.
      ]. Indeed, liver biopsy provides only a very small part of the whole organ and there is a risk that this part might not be representative for the amount of hepatic fibrosis in the whole liver due to heterogeneity in its distribution [
      • Regev A.
      • Berho M.
      • Jeffers L.J.
      • Milikowski C.
      • Molina E.G.
      • Pyrsopoulos N.T.
      • et al.
      Sampling error and intraobserver variation in liver biopsy in patients with chronic HCV infection.
      ]. Extensive literature has shown that increasing the length of liver biopsy decreases the risk of sampling error. Except for cirrhosis, for which micro-fragments may be sufficient, a 25 mm long biopsy is considered an optimal specimen for accurate evaluation, though 15 mm is considered sufficient in most studies [
      • Bedossa P.
      • Dargère D.
      • Paradis V.
      Sampling variability of liver fibrosis in chronic hepatitis C.
      ]. Not only the length but also the caliber of the biopsy needle is important in order to obtain a piece of liver of adequate size for histological evaluation, with a 16 gauge needle being considered as the most appropriate [
      • Brunetti E.
      • Silini E.
      • Pistorio A.
      • Cavallero A.
      • Marangio A.
      • Bruno R.
      • et al.
      Coarse vs. fine needle aspiration biopsy for the assessment of diffuse liver disease from hepatitis C virus-related chronic hepatitis.
      ] to use for percutaneous liver biopsy. Interobserver variation is another potential limitation of liver biopsy which is related to the discordance between pathologists in biopsy interpretation, although it seems to be less pronounced when biopsy assessment is done by specialized liver pathologists [
      • Rousselet M.C.
      • Michalak S.
      • Dupre F.
      • Croue A.
      • Bedossa P.
      • Saint-Andre J.P.
      • et al.
      Sources of variability in histological scoring of chronic viral hepatitis.
      ]. Beside technical problems, liver biopsy remains a costly and invasive procedure that requires physicians and pathologists to be sufficiently trained in order to obtain adequate and representative results – this again limits the use of liver biopsy for mass screening. Last but not least, liver biopsy is an invasive procedure, carrying a risk of rare but potentially life-threatening complications [
      • Bravo A.A.
      • Sheth S.G.
      • Chopra S.
      Liver biopsy.
      ,
      • Piccinino F.
      • Sagnelli E.
      • Pasquale G.
      • Giusti G.
      Complications following percutaneous liver biopsy. A multicentre retrospective study on 68,276 biopsies.
      ]. These limitations have led to the development of non-invasive methods for assessment of liver fibrosis. Although some of these methods are now commonly used in patients for first line assessment, biopsy remains within the armamentarium of hepatologists when assessing the etiology of complex diseases or when there are discordances between clinical symptoms and the extent of fibrosis assessed by non-invasive approaches.

      Methodological considerations when using non-invasive tests

      The performance of a non-invasive diagnostic method is evaluated by calculation of the area under the receiver operator characteristic curve (AUROC), taking liver biopsy as the reference standard. However, biopsy analysis is an imperfect reference standard: taking into account a range of accuracies of the biopsy, even in the best possible scenario, an AUROC >0.90 cannot be achieved for a perfect marker of liver disease [
      • Mehta S.H.
      • Lau B.
      • Afdhal N.H.
      • Thomas D.L.
      Exceeding the limits of liver histology markers.
      ]. The AUROC can vary based on the prevalence of each stage of fibrosis, described as spectrum bias [
      • Ransohoff D.F.
      • Feinstein A.R.
      Problems of spectrum and bias in evaluating the efficacy of diagnostic tests.
      ]. Spectrum bias has important implications for the study of non-invasive methods, particularly in comparison of methods across different study populations. If extreme stages of fibrosis (F0 and F4) are over-represented in a population, the sensitivity and specificity of a diagnostic method will be higher than in a population of patients that has predominantly middle stages of fibrosis (F1 and F2). Several ways of preventing the “spectrum bias” have been proposed including the adjustment of AUROC using the DANA method (standardization according to the prevalence of fibrosis stages that define advanced (F2–F4) and non-advanced (F0–F1) fibrosis) [
      • Poynard T.
      • Halfon P.
      • Castera L.
      • Munteanu M.
      • Imbert-Bismut F.
      • Ratziu V.
      • et al.
      Standardization of ROC curve areas for diagnostic evaluation of liver fibrosis markers based on prevalences of fibrosis stages.
      ,
      • Sebastiani G.
      • Castera L.
      • Halfon P.
      • Pol S.
      • Mangia A.
      • Di Marco V.
      • et al.
      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.
      ] or the Obuchowski measure (designed for ordinal gold standards) [
      • Obuchowski N.A.
      An ROC-type measure of diagnostic accuracy when the gold standard is continuous-scale.
      ]. What really matters in clinical practice is the number of patients correctly classified by non-invasive methods for a defined endpoint according to the reference standard (i.e. true positive and true negative).

      General statements

      • Even though liver biopsy has been used as the reference method for the design, evaluation and validation of non-invasive tests, it is an imperfect gold standard. In order to optimize the value of liver biopsy for fibrosis evaluation, it is important to adhere to the following recommendations: (i) sample length >15 mm by a 16G needle; (ii) use of appropriate scoring systems according to liver disease etiology; and (iii) reading by an experienced (and if possible specialized) pathologist.
      • Non-invasive tests reduce but do not abolish the need for liver biopsy; they should be used as an integrated system with liver biopsy according to the context.

      Methodology

      These Clinical Practice Guidelines (CPGs) have been developed by a panel of experts chosen by the EASL and ALEH Governing Boards. The recommendations were peer-reviewed by external expert reviewers and approved by EASL and ALEH Governing Boards. The CPGs were established using data collected from PubMed and Cochrane database searches. The CPGs have been based, as far as possible, on evidence from existing publications, and, if evidence was unavailable, the experts’ provide personal experiences and opinion. When possible, the level of evidence and recommendation are cited. The evidence and recommendations in these guidelines have been graded according to the Grading of Recommendations Assessment, Development and Evaluation (GRADE) system. The strength of recommendations thus reflects the quality of underlying evidence. The principles of the GRADE system have been enunciated [
      • Andrews J.
      • Guyatt G.
      • Oxman A.D.
      • Alderson P.
      • Dahm P.
      • Falck-Ytter Y.
      • et al.
      GRADE guidelines: 14. Going from evidence to recommendations: the significance and presentation of recommendations.
      ]. The quality of the evidence in the CPG has been classified into one of three levels: high (A), moderate (B) or low (C). The GRADE system offers two grades of recommendation: strong (1) or weak (2) (Table 1). The CPGs thus consider the quality of evidence: the higher the quality of evidence, the more likely a strong recommendation is warranted; the greater the variability in values and preferences, or the greater the uncertainty, the more likely a weaker recommendation is warranted.
      Table 1Evidence grading used for the EASL-ALEH guidelines (adapted from the GRADE system).
      The non-invasive tests CPG Panel has considered the following questions:
      • What are the currently available non-invasive tests?
      • What are the endpoints for staging liver fibrosis?
      • How do serum biomarkers perform for staging liver fibrosis?
      • Do patented and non-patented serum biomarkers perform differently?
      • How does transient elastography (TE) perform for staging liver fibrosis?
      • How do novel elastography methods perform compared to TE for staging liver fibrosis?
      • How does TE perform compared to serum biomarkers for staging liver fibrosis?
      • What is the added value of combining TE and serum biomarkers?
      • What are the indications for non-invasive tests for staging liver disease in viral hepatitis?
      • What are the indications for non-invasive tests for staging liver disease in non-alcoholic fatty liver disease (NAFLD)?
      • What are the indications for non-invasive tests for staging liver disease in other chronic liver diseases?
      • How should non-invasive tests be used when deciding for treatment in viral hepatitis?
      • Is there a use for non-invasive tests when monitoring treatment response in viral hepatitis?
      • Is there a use for non-invasive tests when monitoring disease progression in chronic liver diseases?
      • What is the prognostic value of non-invasive tests in chronic liver disease?

      Guidelines

      Currently available non-invasive methods

      Non-invasive methods rely on two different approaches: a “biological” approach based on the quantification of biomarkers in serum samples or a “physical” approach based on the measurement of liver stiffness (LS). Although these approaches are complementary, they are based on different rationales. Serum biomarkers indicate several, not strictly liver specific clinical and serum parameters that have been associated with fibrosis stage, as assessed by liver biopsy, whereas LS corresponds to a genuine and intrinsic physical property of liver parenchyma.

      Serum biomarkers of liver fibrosis

      Many serum biomarkers have been proposed for staging liver fibrosis, mainly in patients with chronic hepatitis C. They are summarized in Table 2. The FibroTest® (proprietary formula; Biopredictive, Paris, France, licensed under the name of Fibrosure® in the USA (LabCorp, Burlington, NC, USA)) was the first algorithm combining several parameters [
      • Imbert-Bismut F.
      • Ratziu V.
      • Pieroni L.
      • Charlotte F.
      • Benhamou Y.
      • Poynard T.
      Biochemical markers of liver fibrosis in patients with hepatitis C virus infection: a prospective study.
      ]. Several other scores or algorithms have been proposed in hepatitis C virus (HCV) [
      • Forns X.
      • Ampurdanes S.
      • Llovet J.M.
      • Aponte J.
      • Quinto L.
      • Martinez-Bauer E.
      • et al.
      Identification of chronic hepatitis C patients without hepatic fibrosis by a simple predictive model.
      ,
      • Wai C.T.
      • Greenson J.K.
      • Fontana R.J.
      • Kalbfleisch J.D.
      • Marrero J.A.
      • Conjeevaram H.S.
      • et al.
      A simple noninvasive index can predict both significant fibrosis and cirrhosis in patients with chronic hepatitis C.
      ,
      • Patel K.
      • Gordon S.C.
      • Jacobson I.
      • Hezode C.
      • Oh E.
      • Smith K.M.
      • et al.
      Evaluation of a panel of non-invasive serum markers to differentiate mild from moderate-to-advanced liver fibrosis in chronic hepatitis C patients.
      ,
      • Leroy V.
      • Monier F.
      • Bottari S.
      • Trocme C.
      • Sturm N.
      • Hilleret M.N.
      • et al.
      Circulating matrix metalloproteinases 1, 2, 9 and their inhibitors TIMP-1 and TIMP-2 as serum markers of liver fibrosis in patients with chronic hepatitis C: comparison with PIIINP and hyaluronic acid.
      ,
      • Sud A.
      • Hui J.M.
      • Farrell G.C.
      • Bandara P.
      • Kench J.G.
      • Fung C.
      • et al.
      Improved prediction of fibrosis in chronic hepatitis C using measures of insulin resistance in a probability index.
      ,
      • Adams L.A.
      • Bulsara M.
      • Rossi E.
      • DeBoer B.
      • Speers D.
      • George J.
      • et al.
      Hepascore: an accurate validated predictor of liver fibrosis in chronic hepatitis C infection.
      ,
      • Lok A.S.
      • Ghany M.G.
      • Goodman Z.D.
      • Wright E.C.
      • Everson G.T.
      • Sterling R.K.
      • et al.
      Predicting cirrhosis in patients with hepatitis C based on standard laboratory tests: results of the HALT-C cohort.
      ,
      • Islam S.
      • Antonsson L.
      • Westin J.
      • Lagging M.
      Cirrhosis in hepatitis C virus-infected patients can be excluded using an index of standard biochemical serum markers.
      ,
      • Fontana R.J.
      • Kleiner D.E.
      • Bilonick R.
      • Terrault N.
      • Afdhal N.
      • Belle S.H.
      • et al.
      Modeling hepatic fibrosis in African American and Caucasian American patients with chronic hepatitis C virus infection.
      ,
      • Koda M.
      • Matunaga Y.
      • Kawakami M.
      • Kishimoto Y.
      • Suou T.
      • Murawaki Y.
      FibroIndex, a practical index for predicting significant fibrosis in patients with chronic hepatitis C.
      ,
      • 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.
      ,
      • Fontana R.J.
      • Goodman Z.D.
      • Dienstag J.L.
      • Bonkovsky H.L.
      • Naishadham D.
      • Sterling R.K.
      • et al.
      Relationship of serum fibrosis markers with liver fibrosis stage and collagen content in patients with advanced chronic hepatitis C.
      ,
      • Rosenberg W.M.
      • Voelker M.
      • Thiel R.
      • Becka M.
      • Burt A.
      • Schuppan D.
      • et al.
      Serum markers detect the presence of liver fibrosis: A cohort study.
      ,
      • Cales P.
      • Oberti F.
      • Michalak S.
      • Hubert-Fouchard I.
      • Rousselet M.C.
      • Konate A.
      • et al.
      A novel panel of blood markers to assess the degree of liver fibrosis.
      ], as well as in hepatitis B virus (HBV) [
      • Hui A.Y.
      • Chan H.L.
      • Wong V.W.
      • Liew C.T.
      • Chim A.M.
      • Chan F.K.
      • et al.
      Identification of chronic hepatitis B patients without significant liver fibrosis by a simple noninvasive predictive model.
      ,
      • Zeng M.D.
      • Lu L.G.
      • Mao Y.M.
      • Qiu D.K.
      • Li J.Q.
      • Wan M.B.
      • et al.
      Prediction of significant fibrosis in HBeAg-positive patients with chronic hepatitis B by a noninvasive model.
      ], human immunodeficiency virus (HIV)-HCV coinfection [
      • Kelleher T.B.
      • Mehta S.H.
      • Bhaskar R.
      • Sulkowski M.
      • Astemborski J.
      • Thomas D.L.
      • et al.
      Prediction of hepatic fibrosis in HIV/HCV co-infected patients using serum fibrosis markers: The SHASTA index.
      ,
      • Sterling R.K.
      • Lissen E.
      • Clumeck N.
      • Sola R.
      • Correa M.C.
      • Montaner J.
      • et al.
      Development of a simple noninvasive index to predict significant fibrosis in patients with HIV/HCV coinfection.
      ], and NAFLD [
      • Angulo P.
      • Hui J.M.
      • Marchesini G.
      • Bugianesi E.
      • George J.
      • Farrell G.C.
      • et al.
      The NAFLD fibrosis score: a noninvasive system that identifies liver fibrosis in patients with NAFLD.
      ,
      • Harrison S.A.
      • Oliver D.
      • Arnold H.L.
      • Gogia S.
      • Neuschwander-Tetri B.A.
      Development and validation of a simple NAFLD clinical scoring system for identifying patients without advanced disease.
      ]. Four are protected by patents and commercially available: the FibroMeter® (Echosens, Paris, France), the FibroSpectII® (Prometheus Laboratory Inc. San Diego, CA, USA), the ELF® (Enhanced Liver Fibrosis Test, Siemens Healthcare, Erlangen, Germany) and the HepaScore® (PathWest, University of Western Australia, Australia). Non-patented methods use published models, based on routinely available laboratory values.
      Table 2Currently available serum biomarkers for non-invasive evaluation of liver fibrosis in chronic liver disease.
      Graded as 0–2.
      The practical advantages of analyzing serum biomarkers to measure fibrosis include their high applicability (>95%) [
      • Poynard T.
      • Munteanu M.
      • Deckmyn O.
      • Ngo Y.
      • Drane F.
      • Messous D.
      • et al.
      Applicability and precautions of use of liver injury biomarker FibroTest. A reappraisal at 7 years of age.
      ], their good inter-laboratory reproducibility [
      • Imbert-Bismut F.
      • Messous D.
      • Thibaut V.
      • Myers R.B.
      • Piton A.
      • Thabut D.
      • et al.
      Intra-laboratory analytical variability of biochemical markers of fibrosis (Fibrotest) and activity (Actitest) and reference ranges in healthy blood donors.
      ,
      • Cales P.
      • Veillon P.
      • Konate A.
      • Mathieu E.
      • Ternisien C.
      • Chevailler A.
      • et al.
      Reproducibility of blood tests of liver fibrosis in clinical practice.
      ], and their potential widespread availability (non-patented) (Table 3). However, none are liver specific and their results may be influenced by changes in clearance and excretion of each individual parameters. For instance, increased levels of hyaluronate occur in the post-prandial state [
      • Fraser J.R.
      • Gibson P.R.
      Mechanisms by which food intake elevates circulating levels of hyaluronan in humans.
      ] or in aged patients with chronic inflammatory processes such as rheumatoid arthritis [
      • Volpi N.
      • Schiller J.
      • Stern R.
      • Soltes L.
      Role, metabolism, chemical modifications and applications of hyaluronan.
      ]. Also, the reproducibility of measurement of some parameters included in “indirect” serum markers, such as aspartate aminotransferase (AST) levels or platelet count, is questionable [
      • Piton A.
      • Poynard T.
      • Imbert-Bismut F.
      • Khalil L.
      • Delattre J.
      • Pelissier E.
      • et al.
      Factors associated with serum alanine transaminase activity in healthy subjects: consequences for the definition of normal values, for selection of blood donors, and for patients with chronic hepatitis C. MULTIVIRC Group.
      ]. In addition, the interpretation of each test requires a critical analysis in order to avoid false positive or false negative results. For instance, when using FibroTest®, the existence of hemolysis or Gilbert syndrome that can lead to false positive results (by a decrease haptoglobin or an increase in bilirubin, respectively) should be taken into account [
      • Poynard T.
      • Munteanu M.
      • Imbert-Bismut F.
      • Charlotte F.
      • Thabut D.
      • Le Calvez S.
      • et al.
      Prospective analysis of discordant results between biochemical markers and biopsy in patients with chronic hepatitis C.
      ]. Similarly, acute hepatitis can produce false positive results in the aspartate-to-platelet ratio index (APRI), Forns index, FIB-4 or FibroMeter® tests, since all include serum levels of aminotransferases in their formulas.
      Table 3Respective advantages and disadvantages of currently available non-invasive methods in patients with chronic liver disease.
      ROI, region of interest.

      Liver stiffness measurement

      Transient elastography

      Liver fibrosis can be staged using 1-dimensional ultrasound TE (FibroScan(R), Echosens, Paris, France) [
      • Sandrin L.
      • Fourquet B.
      • Hasquenoph J.M.
      • Yon S.
      • Fournier C.
      • Mal F.
      • et al.
      Transient elastography: a new noninvasive method for assessment of hepatic fibrosis.
      ], which measures the velocity of a low-frequency (50 Hz) elastic shear wave propagating through the liver. This velocity is directly related to tissue stiffness, called the elastic modulus (expressed as E = 3 ρv2, where v is the shear velocity and ρ is the density of tissue, assumed to be constant). The stiffer the tissue, the faster the shear wave propagates.
      TE is performed on a patient lying supine, with the right arm elevated to facilitate access to the right liver lobe. The tip of the probe is contacted to the intercostal skin with coupling gel in the 9th to 11th intercostal space at the level where a liver biopsy would be performed. The operator, assisted by a time-motion image, locates a liver portion at least 6 cm deep and free of large vascular structures. The operator then presses the probe button to start the measurements (“shots”). TE measures LS in a volume that approximates a cylinder 1 cm wide and 4 cm long, between 25 mm and 65 mm below the skin surface. The software determines whether each measurement is successful or not. When a shot is unsuccessful, the machine does not return a value. The entire procedure is considered to have failed when no value is obtained after ten shots. The final result of a TE session can be regarded as valid if the following criteria are fulfilled: 1) a number of valid shots of at least 10; 2) a success rate (the ratio of valid shots to the total number of shots) above 60%; and 3) an interquartile range (IQR, reflecting the variability of measurements) less than 30% of the median LS measurements (M) value (IQR/M ⩽0.30%) [
      • Castera L.
      • Forns X.
      • Alberti A.
      Non-invasive evaluation of liver fibrosis using transient elastography.
      ].
      The results are expressed in kilopascals (kPa), and range from 1.5 to 75 kPa with normal values around 5 kPa, higher in men and in patients with low or high body mass index (BMI) (U-shaped distribution) [
      • Roulot D.
      • Czernichow S.
      • Le Clesiau H.
      • Costes J.L.
      • Vergnaud A.C.
      • Beaugrand M.
      Liver stiffness values in apparently healthy subjects: influence of gender and metabolic syndrome.
      ,
      • Kim S.U.
      • Choi G.H.
      • Han W.K.
      • Kim B.K.
      • Park J.Y.
      • Kim do Y.
      • et al.
      What are ‘true normal’ liver stiffness values using FibroScan?: a prospective study in healthy living liver and kidney donors in South Korea.
      ,
      • Colombo S.
      • Belloli L.
      • Zaccanelli M.
      • Badia E.
      • Jamoletti C.
      • Buonocore M.
      • et al.
      Normal liver stiffness and its determinants in healthy blood donors.
      ,
      • Das K.
      • Sarkar R.
      • Ahmed S.M.
      • Mridha A.R.
      • Mukherjee P.S.
      • Dhali G.K.
      • et al.
      “Normal” liver stiffness measure (LSM) values are higher in both lean and obese individuals: a population-based study from a developing country.
      ].
      Advantages of TE include a short procedure time (<5 min), immediate results, and the ability to perform the test at the bedside or in an outpatient clinic (Table 3). Finally, it is not a difficult procedure to learn which can be performed by a nurse or a technician after minimal training (about 100 examinations) [
      • Boursier J.
      • Konate A.
      • Guilluy M.
      • Gorea G.
      • Sawadogo A.
      • Quemener E.
      • et al.
      Learning curve and interobserver reproducibility evaluation of liver stiffness measurement by transient elastography.
      ]. Nevertheless, the clinical interpretation of TE results should always be in the hands of an expert clinician and should be made with full knowledge of patient demographics, disease etiology and essential laboratory parameters.
      Although TE analysis has excellent inter- and intra-observer agreement [
      • Fraquelli M.
      • Rigamonti C.
      • Casazza G.
      • Conte D.
      • Donato M.F.
      • Ronchi G.
      • et al.
      Reproducibility of transient elastography in the evaluation of liver fibrosis in patients with chronic liver disease.
      ,
      • Boursier J.
      • Konate A.
      • Gorea G.
      • Reaud S.
      • Quemener E.
      • Oberti F.
      • et al.
      Reproducibility of liver stiffness measurement by ultrasonographic elastometry.
      ] (with an intra-class correlation coefficient (ICC) of 0.98), its applicability is not as good as that of serum biomarkers. In the largest TE series reported to date (n = 13,369 examinations), failure to obtain any measurement has been reported in 3.1% of cases and unreliable results (not meeting manufacturer’s recommendations) in 15.8% [
      • Castera L.
      • Foucher J.
      • Bernard P.H.
      • Carvalho F.
      • Allaix D.
      • Merrouche W.
      • et al.
      Pitfalls of liver stiffness measurement: a 5-year prospective study of 13,369 examinations.
      ], mostly due to patient obesity or limited operator experience. Similar results have been reported in a large series of Asian patients (n = 3205) with failure and unreliable results rates of 2.7% and 11.6%, respectively [
      • Wong G.L.
      • Wong V.W.
      • Chim A.M.
      • Yiu K.K.
      • Chu S.H.
      • Li M.K.
      • et al.
      Factors associated with unreliable liver stiffness measurement and its failure with transient elastography in the Chinese population.
      ].
      An important question in clinical practice is whether unreliable results translate into decreased accuracy. It has been suggested that among the recommendations, the IQR/M <30% is the most important parameter for good diagnostic accuracy [
      • Lucidarme D.
      • Foucher J.
      • Le Bail B.
      • Vergniol J.
      • Castera L.
      • Duburque C.
      • et al.
      Factors of accuracy of transient elastography (fibroscan) for the diagnosis of liver fibrosis in chronic hepatitis C.
      ,
      • Myers R.P.
      • Crotty P.
      • Pomier-Layrargues G.
      • Ma M.
      • Urbanski S.J.
      • Elkashab M.
      Prevalence, risk factors and causes of discordance in fibrosis staging by transient elastography and liver biopsy.
      ]. In a recent study [
      • Boursier J.
      • Zarski J.P.
      • de Ledinghen V.
      • Rousselet M.C.
      • Sturm N.
      • Lebail B.
      • et al.
      Determination of reliability criteria for liver stiffness evaluation by transient elastography.
      ] in 1165 patients with chronic liver diseases (798 with chronic hepatitis C) taking liver biopsy as reference, TE reliability was related to two variables in multivariate analysis: the IQR/M and LS measure. Indeed, the presence of an IQR/M >30% and LS measure median ⩾7.1 kPa resulted in a lower accuracy (as determined by AUROC) than that of the whole study population and these cases were therefore considered “poorly reliable”. Conversely, the highest accuracy was observed in the group with an IQR/M ⩽10% regardless of the LS measure. Also a recent study reported a significant discrepancy in up to 20% of cases in patients without cirrhosis between different FibroScan devices (402 vs. 502) [
      • Parra-Ruiz J.
      • Sanjuan C.
      • Munoz-Medina L.
      • Vinuesa D.
      • Martinez-Perez M.A.
      • Hernandez-Quero J.
      Letter: accuracy of liver stiffness measurement – a comparison of two different FibroScan devices.
      ]. These results require further validation before any recommendation can be made.
      In order to minimize the number of patients with unreliable results due to obesity, a new probe (XL, 2.5 MHz transducer), allowing measurement of LS between 35 to 75 mm depth, has been developed [
      • Friedrich-Rust M.
      • Hadji-Hosseini H.
      • Kriener S.
      • Herrmann E.
      • Sircar I.
      • Kau A.
      • et al.
      Transient elastography with a new probe for obese patients for non-invasive staging of non-alcoholic steatohepatitis.
      ,
      • de Ledinghen V.
      • Vergniol J.
      • Foucher J.
      • El-Hajbi F.
      • Merrouche W.
      • Rigalleau V.
      Feasibility of liver transient elastography with FibroScan using a new probe for obese patients.
      ,
      • Myers R.P.
      • Pomier-Layrargues G.
      • Kirsch R.
      • Pollett A.
      • Duarte-Rojo A.
      • Wong D.
      • et al.
      Feasibility and diagnostic performance of the FibroScan XL probe for liver stiffness measurement in overweight and obese patients.
      ,
      • de Ledinghen V.
      • Wong V.W.
      • Vergniol J.
      • Wong G.L.
      • Foucher J.
      • Chu S.H.
      • et al.
      Diagnosis of liver fibrosis and cirrhosis using liver stiffness measurement: comparison between M and XL probe of FibroScan(R).
      ,
      • Wong V.W.
      • Vergniol J.
      • Wong G.L.
      • Foucher J.
      • Chan A.W.
      • Chermak F.
      • et al.
      Liver stiffness measurement using XL probe in patients with nonalcoholic fatty liver disease.
      ]. Myers et al. [
      • Myers R.P.
      • Pomier-Layrargues G.
      • Kirsch R.
      • Pollett A.
      • Duarte-Rojo A.
      • Wong D.
      • et al.
      Feasibility and diagnostic performance of the FibroScan XL probe for liver stiffness measurement in overweight and obese patients.
      ] showed that in 276 patients with chronic liver disease (42% viral hepatitis, 46% NAFLD) and a BMI >28 kg/m2, measurement failures were significantly less frequent with the XL probe than with the M probe (1.1% vs. 16%; p <0.00005). However, unreliable results were still observed with the XL probe in 25% of case instead of 50% with the M probe (p <0.00005). Also it is important to note that stiffness values obtained with XL probe are lower than that obtained with the M probe (by a median of 1.4 kPa).
      Apart from obese patients, TE results can also be difficult to obtain from patients with narrow intercostal space and are nearly impossible to obtain from patients with ascites [
      • Sandrin L.
      • Fourquet B.
      • Hasquenoph J.M.
      • Yon S.
      • Fournier C.
      • Mal F.
      • et al.
      Transient elastography: a new noninvasive method for assessment of hepatic fibrosis.
      ]. As the liver is an organ with a distensible but non-elastic envelope (Glisson’s capsule), additional space-occupying tissue abnormalities, such as edema, inflammation, extra-hepatic cholestasis, or congestion, can interfere with measurements of LS, independently of fibrosis. Indeed, the risk of overestimating LS values has been reported with other confounding factors including alanine aminotransferase (ALT) flares [
      • Coco B.
      • Oliveri F.
      • Maina A.M.
      • Ciccorossi P.
      • Sacco R.
      • Colombatto P.
      • et al.
      Transient elastography: a new surrogate marker of liver fibrosis influenced by major changes of transaminases.
      ,
      • Sagir A.
      • Erhardt A.
      • Schmitt M.
      • Haussinger D.
      Transient elastography is unreliable for detection of cirrhosis in patients with acute liver damage.
      ,
      • Arena U.
      • Vizzutti F.
      • Corti G.
      • Ambu S.
      • Stasi C.
      • Bresci S.
      • et al.
      Acute viral hepatitis increases liver stiffness values measured by transient elastography.
      ], extra-hepatic cholestasis [
      • Millonig G.
      • Reimann F.M.
      • Friedrich S.
      • Fonouni H.
      • Mehrabi A.
      • Buchler M.W.
      • et al.
      Extrahepatic cholestasis increases liver stiffness (FibroScan) irrespective of fibrosis.
      ], congestive heart failure [
      • Millonig G.
      • Friedrich S.
      • Adolf S.
      • Fonouni H.
      • Golriz M.
      • Mehrabi A.
      • et al.
      Liver stiffness is directly influenced by central venous pressure.
      ], excessive alcohol intake [
      • Bardou-Jacquet E.
      • Legros L.
      • Soro D.
      • Latournerie M.
      • Guillygomarc’h A.
      • Le Lan C.
      • et al.
      Effect of alcohol consumption on liver stiffness measured by transient elastography.
      ,
      • Mueller S.
      • Millonig G.
      • Sarovska L.
      • Friedrich S.
      • Reimann F.M.
      • Pritsch M.
      • et al.
      Increased liver stiffness in alcoholic liver disease: differentiating fibrosis from steatohepatitis.
      ,
      • Trabut J.B.
      • Thepot V.
      • Nalpas B.
      • Lavielle B.
      • Cosconea S.
      • Corouge M.
      • et al.
      Rapid decline of liver stiffness following alcohol withdrawal in heavy drinkers.
      ], and food intake [
      • Mederacke I.
      • Wursthorn K.
      • Kirschner J.
      • Rifai K.
      • Manns M.P.
      • Wedemeyer H.
      • et al.
      Food intake increases liver stiffness in patients with chronic or resolved hepatitis C virus infection.
      ,
      • Arena U.
      • Lupsor Platon M.
      • Stasi C.
      • Moscarella S.
      • Assarat A.
      • Bedogni G.
      • et al.
      Liver stiffness is influenced by a standardized meal in patients with chronic hepatitis C virus at different stages of fibrotic evolution.
      ,
      • Berzigotti A.
      • De Gottardi A.
      • Vukotic R.
      • Siramolpiwat S.
      • Abraldes J.G.
      • Garcia-Pagan J.C.
      • et al.
      Effect of meal ingestion on liver stiffness in patients with cirrhosis and portal hypertension.
      ,
      • Lemoine M.
      • Shimakawa Y.
      • Njie R.
      • Njai H.F.
      • Nayagam S.
      • Khalil M.
      • et al.
      Food intake increases liver stiffness measurements and hampers reliable values in patients with chronic hepatitis B and healthy controls: the PROLIFICA experience in The Gambia.
      ], suggesting that TE should be performed in fasting patients (for at least 2 h) and results always interpreted being aware of these potential confounding [
      • Bonder A.
      • Tapper E.B.
      • Afdhal N.H.
      Contemporary assessment of hepatic fibrosis.
      ]. The influence of steatosis is still a matter of debate with conflicting results: some studies suggest that steatosis is associated to an increase in LS [
      • Gaia S.
      • Carenzi S.
      • Barilli A.L.
      • Bugianesi E.
      • Smedile A.
      • Brunello F.
      • et al.
      Reliability of transient elastography for the detection of fibrosis in non-alcoholic fatty liver disease and chronic viral hepatitis.
      ,
      • Boursier J.
      • de Ledinghen V.
      • Sturm N.
      • Amrani L.
      • Bacq Y.
      • Sandrini J.
      • et al.
      Precise evaluation of liver histology by computerized morphometry shows that steatosis influences liver stiffness measured by transient elastography in chronic hepatitis C.
      ,
      • Macaluso F.S.
      • Maida M.
      • Camma C.
      • Cabibbo G.
      • Cabibi D.
      • Alduino R.
      • et al.
      Steatosis affects the performance of liver stiffness measurement for fibrosis assessment in patients with genotype 1 chronic hepatitis C.
      ] whereas others do not [
      • Wong V.W.
      • Vergniol J.
      • Wong G.L.
      • Foucher J.
      • Chan H.L.
      • Le Bail B.
      • et al.
      Diagnosis of fibrosis and cirrhosis using liver stiffness measurement in nonalcoholic fatty liver disease.
      ,
      • Arena U.
      • Vizzutti F.
      • Abraldes J.G.
      • Corti G.
      • Stasi C.
      • Moscarella S.
      • et al.
      Reliability of transient elastography for the diagnosis of advanced fibrosis in chronic hepatitis C.
      ].

      Other liver elasticity-based imaging techniques

      Several other liver elasticity-based imaging techniques are being developed, including ultrasound-based techniques and 3-D magnetic resonance (MR) elastography [
      • Berzigotti A.
      • Castera L.
      Update on ultrasound imaging of liver fibrosis.
      ]. Ultrasound elastography can be currently performed by different techniques, which are based on two physical principles: strain displacement/imaging and shear wave imaging and quantification [
      • Bamber J.
      • Cosgrove D.
      • Dietrich C.F.
      • Fromageau J.
      • Bojunga J.
      • Calliada F.
      • et al.
      EFSUMB guidelines and recommendations on the clinical use of ultrasound elastography. Part 1: Basic principles and technology.
      ]. The latter allows a better estimation of liver tissue elasticity/stiffness, and includes point shear wave elastography (pSWE), also known as acoustic radiation force impulse imaging (ARFI) (Virtual touch tissue quantification™, Siemens; elastography point quantification, ElastPQ™, Philips) and 2D-shear wave elastography (2D-SWE) (Aixplorer™ Supersonic Imagine, France). pSWE/ARFI involves mechanical excitation of tissue using short-duration (∼262 μsec) acoustic pulses that propagate shear waves and generate localized, μ-scale displacements in tissue [
      • Nightingale K.
      • Soo M.S.
      • Nightingale R.
      • Trahey G.
      Acoustic radiation force impulse imaging: in vivo demonstration of clinical feasibility.
      ]. The shear wave velocity (expressed in m/sec) is measured in a smaller region than in TE (10 mm long and 6 mm wide), but the exact location where measurements are obtained can be selected by the operator under B-mode visualization. A major advantage of pSWE/ARFI is that it can be easily implemented on modified commercial ultrasound machines (Acuson 2000/3000 Virtual Touch™ Tissue Quantification, Siemens Healthcare, Erlangen, Germany; ElastPQ, iU22xMATRIX, Philips, Amsterdam, The Netherlands). Its failure rate is significantly lower than that of TE (2.9% vs. 6.4%, p <0.001), especially in patients with ascites or obesity [
      • Bota S.
      • Herkner H.
      • Sporea I.
      • Salzl P.
      • Sirli R.
      • Neghina A.M.
      • et al.
      Meta-analysis: ARFI elastography versus transient elastography for the evaluation of liver fibrosis.
      ]. Also its reproducibility is good, with ICC ranging from 0.84 to 0.87 [
      • Bota S.
      • Sporea I.
      • Sirli R.
      • Popescu A.
      • Danila M.
      • Costachescu D.
      Intra- and interoperator reproducibility of acoustic radiation force impulse (ARFI) elastography–preliminary results.
      ,
      • Boursier J.
      • Isselin G.
      • Fouchard-Hubert I.
      • Oberti F.
      • Dib N.
      • Lebigot J.
      • et al.
      Acoustic radiation force impulse: a new ultrasonographic technology for the widespread noninvasive diagnosis of liver fibrosis.
      ,
      • Guzman-Aroca F.
      • Frutos-Bernal M.D.
      • Bas A.
      • Lujan-Mompean J.A.
      • Reus M.
      • Berna-Serna Jde D.
      • et al.
      Detection of non-alcoholic steatohepatitis in patients with morbid obesity before bariatric surgery: preliminary evaluation with acoustic radiation force impulse imaging.
      ]. However, like TE, pSWE/ARFI results are influenced by food intake [
      • Popescu A.
      • Bota S.
      • Sporea I.
      • Sirli R.
      • Danila M.
      • Racean S.
      • et al.
      The influence of food intake on liver stiffness values assessed by acoustic radiation force impulse elastography-preliminary results.
      ] as well as necro-inflammatory activity and the serum levels of aminotransferases [
      • Bota S.
      • Sporea I.
      • Peck-Radosavljevic M.
      • Sirli R.
      • Tanaka H.
      • Iijima H.
      • et al.
      The influence of aminotransferase levels on liver stiffness assessed by Acoustic Radiation Force Impulse Elastography: a retrospective multicentre study.
      ], both of which lead to an overestimation of liver fibrosis and have to be taken into account when interpreting the results. LS values obtained with pSWE/ARFI, in contrast to TE values, have a narrow range (0.5–4.4 m/sec). This limits the definitions of cut-off values for discriminating certain fibrosis stages and thus for making management decisions. Finally, quality criteria for correct interpretation of pSWE results remain to be defined.
      2D-SWE is based on the combination of a radiation force induced in tissues by focused ultrasonic beams and a very high frame rate ultrasound imaging sequence capable of catching in real time the transient propagation of resulting shear waves [
      • Muller M.
      • Gennisson J.L.
      • Deffieux T.
      • Tanter M.
      • Fink M.
      Quantitative viscoelasticity mapping of human liver using supersonic shear imaging: preliminary in vivo feasibility study.
      ]. The size of the region of interest can be chosen by the operator. 2D-SWE has also the advantage of being implemented on a commercially ultrasound machine (Aixplorer®, Supersonic Imagine, Aix en Provence, France) with results expressed either in m/sec or in kPa at a wide range of values (2–150 kPa). Its failure rate is significantly lower than that of TE [
      • Leung V.Y.
      • Shen J.
      • Wong V.W.
      • Abrigo J.
      • Wong G.L.
      • Chim A.M.
      • et al.
      Quantitative elastography of liver fibrosis and spleen stiffness in chronic hepatitis B carriers: comparison of shear-wave elastography and transient elastography with liver biopsy correlation.
      ,
      • Poynard T.
      • Munteanu M.
      • Luckina E.
      • Perazzo H.
      • Ngo Y.
      • Royer L.
      • et al.
      Liver fibrosis evaluation using real-time shear wave elastography: applicability and diagnostic performance using methods without a gold standard.
      ,
      • Elkrief L.
      • Rautou P.E.
      • Ronot M.
      • Lambert S.
      • Dioguardi Burgio M.
      • Francoz C.
      • et al.
      Prospective comparison of spleen and liver stiffness by using shear-wave and transient elastography for detection of portal hypertension in cirrhosis.
      ], particularly in patients with ascites [
      • Poynard T.
      • Munteanu M.
      • Luckina E.
      • Perazzo H.
      • Ngo Y.
      • Royer L.
      • et al.
      Liver fibrosis evaluation using real-time shear wave elastography: applicability and diagnostic performance using methods without a gold standard.
      ,
      • Elkrief L.
      • Rautou P.E.
      • Ronot M.
      • Lambert S.
      • Dioguardi Burgio M.
      • Francoz C.
      • et al.
      Prospective comparison of spleen and liver stiffness by using shear-wave and transient elastography for detection of portal hypertension in cirrhosis.
      ], but not in obese patients when the XL probe is used for TE (10.4% vs. 2.6%, respectively) [
      • Cassinotto C.
      • Lapuyade B.
      • Mouries A.
      • Hiriart J.B.
      • Vergniol J.
      • Gaye D.
      • et al.
      Non-invasive assessment of liver fibrosis with impulse elastography: comparison of Supersonic Shear Imaging with ARFI and FibroScan(R).
      ]. Similar to pSWE/ARFI, quality criteria for 2D-SWE remain to be defined.
      MR elastography uses a modified phase-contrast method to image the propagation characteristics of the shear wave in the liver [
      • Muthupillai R.
      • Lomas D.J.
      • Rossman P.J.
      • Greenleaf J.F.
      • Manduca A.
      • Ehman R.L.
      Magnetic resonance elastography by direct visualization of propagating acoustic strain waves.
      ]. Elasticity is quantified by MR elastography (expressed in kPa) using a formula that determines the shear modulus, which is equivalent to one-third the Young’s modulus used with TE [
      • Talwalkar J.A.
      • Yin M.
      • Fidler J.L.
      • Sanderson S.O.
      • Kamath P.S.
      • Ehman R.L.
      Magnetic resonance imaging of hepatic fibrosis: emerging clinical applications.
      ]. The theoretical advantages of MR elastography include its ability to analyze almost the entire liver and its good applicability in patients with obesity or ascites. However, MR elastography remains currently too costly and time-consuming to be used in routine practice and cannot be performed in livers of patients with iron overload, because of signal-to-noise limitations.

      Recommendations

      Endpoints for staging liver fibrosis

      In patients with viral hepatitis and HIV-HCV coinfection, the clinically relevant endpoints are: (1) detection of significant fibrosis (METAVIR, F ⩾2 or Ishak, ⩾3), which indicates that patients should receive antiviral treatment. However, with the availability of novel antiviral agents able to achieve sustained virological response (SVR) rates above 90% with limited side effects, it is likely that significant fibrosis will no longer represent an important decision making endpoint in HCV-infected patients. (2) Detection of cirrhosis (METAVIR, F4 or Ishak, 5–6) indicates that patients should not only potentially be treated for longer duration/different regimens in HCV but also monitored for complications related to portal hypertension (PH) and regularly screened for hepatocellular carcinoma (HCC). In NAFLD, representing another major etiology of chronic liver disease, the presence of significant fibrosis does not represent a relevant endpoint in the absence of standardized treatment regimens. However, detection of septal (advanced) fibrosis-cirrhosis seems clinically more relevant in NAFLD patients. In alcoholic liver disease (ALD), cholestatic liver diseases, and other etiologies, cirrhosis represents the most relevant clinical endpoint.

      Recommendations

      Performance of serum biomarkers for staging liver fibrosis

      The diagnostic performances of serum biomarkers of fibrosis are summarized in Table 4. Overall, biomarkers are less accurate in detecting intermediate stages of fibrosis than cirrhosis. The most widely used and validated are the APRI (a free non-patented index) and the FibroTest® (a patented test that is not widely available), mainly in viral hepatitis C. A recent systematic review including 172 studies conducted in hepatitis C [
      • Chou R.
      • Wasson N.
      Blood tests to diagnose fibrosis or cirrhosis in patients with chronic hepatitis C virus infection: a systematic review.
      ] reported median AUROCs of 0.79 and 0.86 for FibroTest® and of 0.77 and 0.84 for APRI, for significant fibrosis and cirrhosis, respectively. A meta-analysis by the developer [
      • Poynard T.
      • Morra R.
      • Halfon P.
      • Castera L.
      • Ratziu V.
      • Imbert Bismut F.
      • et al.
      Meta-analyses of Fibrotest diagnostic value in chronic liver disease.
      ] that analyzed data from 6378 subjects (individual data from 3282 subjects) who received the FibroTest® and biopsies (3501 with HCV infection and 1457 with HBV) found that the mean standardized AUROC for diagnosis of significant fibrosis was 0.84, without significant differences between patients with HCV (0.85) and HBV (0.80). Another meta-analysis [
      • Lin Z.H.
      • Xin Y.N.
      • Dong Q.J.
      • Wang Q.
      • Jiang X.J.
      • Zhan S.H.
      • et al.
      Performance of the aspartate aminotransferase-to-platelet ratio index for the staging of hepatitis C-related fibrosis: an updated meta-analysis.
      ] analyzed results from 6259 HCV patients from 33 studies; the mean AUROC values of APRI in diagnosis of significant fibrosis and cirrhosis were 0.77 and 0.83, respectively. Another meta-analysis of APRI in 1798 HBV patients found mean AUROC values of 0.79 and 0.75 for significant fibrosis and cirrhosis, respectively [
      • Jin W.
      • Lin Z.
      • Xin Y.
      • Jiang X.
      • Dong Q.
      • Xuan S.
      Diagnostic accuracy of the aspartate aminotransferase-to-platelet ratio index for the prediction of hepatitis B-related fibrosis: a leading meta-analysis.
      ]. In the largest comparative study to date (n = 510 patients monoinfected with hepatitis B or C matched on fibrosis stage), overall diagnostic performances of blood tests (FibroTest®, FibroMeter®, and HepaScore®) were similar between hepatitis B and C with AUROC ranging from 0.75 to 0.84 for significant fibrosis, 0.82 to 0.85 for extensive fibrosis and 0.84 to 0.87 for cirrhosis, respectively [
      • Leroy V.
      • Sturm N.
      • Faure P.
      • Trocme C.
      • Marlu A.
      • Hilleret M.N.
      • et al.
      Prospective evaluation of FibroTest(R), FibroMeter(R), and HepaScore(R) for staging liver fibrosis in chronic hepatitis B: comparison with hepatitis C.
      ].
      Table 4Diagnostic performance of serum biomarkers of fibrosis for significant fibrosis (F ⩾2) and cirrhosis (F4) in patients with chronic liver disease.
      HCV, chronic hepatitis C; HBV, chronic hepatitis B; NAFLD, non-alcoholic fatty liver disease; AUROC, area under ROC curve; Se, sensitivity; Sp, specificity; CC, correctly classified: true positive and negative; n.a., not available.
      F3F4.
      ∗∗HCV patients.
      In HIV-HCV coinfected patients, performance of non-patented tests (e.g., APRI, FIB-4, and the Forns index) for predicting fibrosis seems less accurate than in HCV-monoinfected patients: they are accurate for the diagnosis of cirrhosis, but relatively inaccurate for the diagnosis of significant fibrosis [
      • Macias J.
      • Giron-Gonzalez J.A.
      • Gonzalez-Serrano M.
      • Merino D.
      • Cano P.
      • Mira J.A.
      • et al.
      Prediction of liver fibrosis in human immunodeficiency virus/hepatitis C virus coinfected patients by simple non-invasive indexes.
      ,
      • Loko M.A.
      • Castera L.
      • Dabis F.
      • Le Bail B.
      • Winnock M.
      • Coureau G.
      • et al.
      Validation and comparison of simple noninvasive indexes for predicting liver fibrosis in HIV-HCV-coinfected patients: ANRS CO3 Aquitaine cohort.
      ,
      • Macias J.
      • Gonzalez J.
      • Ortega E.
      • Tural C.
      • Cabrero E.
      • Burgos A.
      • et al.
      Use of simple noninvasive biomarkers to predict liver fibrosis in HIV/HCV coinfection in routine clinical practice.
      ]. As for patented tests, such as FibroTest®, FibroMeter®, and HepaScore®, they outperform the non-patented tests in HIV-HCV coinfection, particularly for significant fibrosis [
      • Cacoub P.
      • Carrat F.
      • Bedossa P.
      • Lambert J.
      • Penaranda G.
      • Perronne C.
      • et al.
      Comparison of non-invasive liver fibrosis biomarkers in HIV/HCV co-infected patients: the fibrovic study–ANRS HC02.
      ,
      • Cales P.
      • Halfon P.
      • Batisse D.
      • Carrat F.
      • Perre P.
      • Penaranda G.
      • et al.
      Comparison of liver fibrosis blood tests developed for HCV with new specific tests in HIV/HCV co-infection.
      ]. Importantly, one should be aware of false positive results with APRI and FIB-4 (related to HIV-induced thrombocytopenia) as well as with FibroTest® and HepaScore® (related to hyperbilirubinemia induced by the use of antiretroviral treatment such as atanazavir) or FibroTest® and Forns Index (related to increase in γ-glutamyl transferase induced by nevirapine) [
      • Cacoub P.
      • Carrat F.
      • Bedossa P.
      • Lambert J.
      • Penaranda G.
      • Perronne C.
      • et al.
      Comparison of non-invasive liver fibrosis biomarkers in HIV/HCV co-infected patients: the fibrovic study–ANRS HC02.
      ].
      In patients with NAFLD, the NAFLD fibrosis score [
      • Angulo P.
      • Hui J.M.
      • Marchesini G.
      • Bugianesi E.
      • George J.
      • Farrell G.C.
      • et al.
      The NAFLD fibrosis score: a noninvasive system that identifies liver fibrosis in patients with NAFLD.
      ] is currently the most studied [
      • Wong V.W.
      • Vergniol J.
      • Wong G.L.
      • Foucher J.
      • Chan H.L.
      • Le Bail B.
      • et al.
      Diagnosis of fibrosis and cirrhosis using liver stiffness measurement in nonalcoholic fatty liver disease.
      ,
      • Cales P.
      • Laine F.
      • Boursier J.
      • Deugnier Y.
      • Moal V.
      • Oberti F.
      • et al.
      Comparison of blood tests for liver fibrosis specific or not to NAFLD.
      ,
      • McPherson S.
      • Stewart S.F.
      • Henderson E.
      • Burt A.D.
      • Day C.P.
      Simple non-invasive fibrosis scoring systems can reliably exclude advanced fibrosis in patients with non-alcoholic fatty liver disease.
      ,
      • Musso G.
      • Gambino R.
      • Cassader M.
      • Pagano G.
      Meta-analysis: natural history of non-alcoholic fatty liver disease (NAFLD) and diagnostic accuracy of non-invasive tests for liver disease severity.
      ,
      • Qureshi K.
      • Clements R.H.
      • Abrams G.A.
      The utility of the “NAFLD fibrosis score” in morbidly obese subjects with NAFLD.
      ,
      • Shah A.G.
      • Lydecker A.
      • Murray K.
      • Tetri B.N.
      • Contos M.J.
      • Sanyal A.J.
      Comparison of noninvasive markers of fibrosis in patients with nonalcoholic fatty liver disease.
      ,
      • Wong V.W.
      • Wong G.L.
      • Chim A.M.
      • Tse A.M.
      • Tsang S.W.
      • Hui A.Y.
      • et al.
      Validation of the NAFLD fibrosis score in a Chinese population with low prevalence of advanced fibrosis.
      ] and validated biomarker [
      • Castera L.
      • Vilgrain V.
      • Angulo P.
      Noninvasive evaluation of NAFLD.
      ]. The NAFLD fibrosis score seems to perform better in Caucasians than Asians, probably related to the ethical difference in fat distribution and its influence on the BMI [
      • Talwalkar J.A.
      • Yin M.
      • Fidler J.L.
      • Sanderson S.O.
      • Kamath P.S.
      • Ehman R.L.
      Magnetic resonance imaging of hepatic fibrosis: emerging clinical applications.
      ].

      Recommendations

      Comparative performance of patented and non-patented serum biomarkers for staging liver fibrosis

      When compared and validated externally in patients with hepatitis C [
      • Parkes J.
      • Guha I.N.
      • Roderick P.
      • Rosenberg W.
      Performance of serum marker panels for liver fibrosis in chronic hepatitis C.
      ,
      • Halfon P.
      • Bacq Y.
      • De Muret A.
      • Penaranda G.
      • Bourliere M.
      • Ouzan D.
      • et al.
      Comparison of test performance profile for blood tests of liver fibrosis in chronic hepatitis C.
      ,
      • Leroy V.
      • Hilleret M.N.
      • Sturm N.
      • Trocme C.
      • Renversez J.C.
      • Faure P.
      • et al.
      Prospective comparison of six non-invasive scores for the diagnosis of liver fibrosis in chronic hepatitis C.
      ,
      • Cales P.
      • de Ledinghen V.
      • Halfon P.
      • Bacq Y.
      • Leroy V.
      • Boursier J.
      • et al.
      Evaluating the accuracy and increasing the reliable diagnosis rate of blood tests for liver fibrosis in chronic hepatitis C.
      ,
      • Degos F.
      • Perez P.
      • Roche B.
      • Mahmoudi A.
      • Asselineau J.
      • Voitot H.
      • et al.
      Diagnostic accuracy of FibroScan and comparison to liver fibrosis biomarkers in chronic viral hepatitis: a multicenter prospective study (the FIBROSTIC study).
      ,
      • Zarski J.P.
      • Sturm N.
      • Guechot J.
      • Paris A.
      • Zafrani E.S.
      • Asselah T.
      • et al.
      Comparison of nine blood tests and transient elastography for liver fibrosis in chronic hepatitis C: The ANRS HCEP-23 study.
      ], the different patented tests had similar levels of performance in diagnosis of significant fibrosis. In the largest independent study (1370 patients with viral hepatitis; 913 HCV and 284 HBV patients), which prospectively compared the widely used patented tests (FibroTest®, FibroMeter®, and HepaScore®) with the non-patented test (APRI), the AUROC values for significant fibrosis ranged from 0.72 to 0.78 with no significant differences among scores [
      • Degos F.
      • Perez P.
      • Roche B.
      • Mahmoudi A.
      • Asselineau J.
      • Voitot H.
      • et al.
      Diagnostic accuracy of FibroScan and comparison to liver fibrosis biomarkers in chronic viral hepatitis: a multicenter prospective study (the FIBROSTIC study).
      ]. In patients with cirrhosis, the AUROC values were higher for all tests, ranging from 0.77 to 0.86, with no significant differences among the tests. Although non-patented tests such as the Forns index, FIB-4, and APRI were not as accurate as patented tests [
      • Zarski J.P.
      • Sturm N.
      • Guechot J.
      • Paris A.
      • Zafrani E.S.
      • Asselah T.
      • et al.
      Comparison of nine blood tests and transient elastography for liver fibrosis in chronic hepatitis C: The ANRS HCEP-23 study.
      ], there are no additional costs, they are easy to calculate, and are widely available.

      Recommendations

      Performance of TE for staging liver fibrosis

      Performances of TE for diagnosing significant fibrosis and cirrhosis are summarized in Table 5 (viral hepatitis) & Table 6 (non-viral hepatitis). The two index studies suggesting the interest of TE in the assessment of liver fibrosis have been conducted in patients with chronic hepatitis C [
      • Castera L.
      • Vergniol J.
      • Foucher J.
      • Le Bail B.
      • Chanteloup E.
      • Haaser M.
      • et al.
      Prospective comparison of transient elastography, Fibrotest, APRI, and liver biopsy for the assessment of fibrosis in chronic hepatitis C.
      ,
      • Ziol M.
      • Handra-Luca A.
      • Kettaneh A.
      • Christidis C.
      • Mal F.
      • Kazemi F.
      • et al.
      Noninvasive assessment of liver fibrosis by measurement of stiffness in patients with chronic hepatitis C.
      ]. LS values strongly correlated with METAVIR fibrosis stages. However, it should be emphasized that despite high AUROC values, a substantial overlap of LS values was observed between adjacent stages of hepatic fibrosis, particularly for lower fibrosis stages. Many other groups have since confirmed these results [
      • Arena U.
      • Vizzutti F.
      • Abraldes J.G.
      • Corti G.
      • Stasi C.
      • Moscarella S.
      • et al.
      Reliability of transient elastography for the diagnosis of advanced fibrosis in chronic hepatitis C.
      ,
      • Degos F.
      • Perez P.
      • Roche B.
      • Mahmoudi A.
      • Asselineau J.
      • Voitot H.
      • et al.
      Diagnostic accuracy of FibroScan and comparison to liver fibrosis biomarkers in chronic viral hepatitis: a multicenter prospective study (the FIBROSTIC study).
      ,
      • Zarski J.P.
      • Sturm N.
      • Guechot J.
      • Paris A.
      • Zafrani E.S.
      • Asselah T.
      • et al.
      Comparison of nine blood tests and transient elastography for liver fibrosis in chronic hepatitis C: The ANRS HCEP-23 study.
      ,
      • Lupsor M.
      • Badea R.
      • Stefanescu H.
      • Grigorescu M.
      • Sparchez Z.
      • Serban A.
      • et al.
      Analysis of histopathological changes that influence liver stiffness in chronic hepatitis C. Results from a cohort of 324 patients.
      ,
      • Afdhal N.H.
      • Bacon B.R.
      • Patel K.
      • Lawitz E.J.
      • Gordon S.C.
      • Nelson D.R.
      • et al.
      Accuracy of fibroscan, compared with histology, in analysis of liver fibrosis in patients with hepatitis B or C: a United States multicenter study.
      ], also in patients with hepatitis B [
      • Coco B.
      • Oliveri F.
      • Maina A.M.
      • Ciccorossi P.
      • Sacco R.
      • Colombatto P.
      • et al.
      Transient elastography: a new surrogate marker of liver fibrosis influenced by major changes of transaminases.
      ,
      • Degos F.
      • Perez P.
      • Roche B.
      • Mahmoudi A.
      • Asselineau J.
      • Voitot H.
      • et al.
      Diagnostic accuracy of FibroScan and comparison to liver fibrosis biomarkers in chronic viral hepatitis: a multicenter prospective study (the FIBROSTIC study).
      ,
      • Afdhal N.H.
      • Bacon B.R.
      • Patel K.
      • Lawitz E.J.
      • Gordon S.C.
      • Nelson D.R.
      • et al.
      Accuracy of fibroscan, compared with histology, in analysis of liver fibrosis in patients with hepatitis B or C: a United States multicenter study.
      ,
      • Oliveri F.
      • Coco B.
      • Ciccorossi P.
      • Colombatto P.
      • Romagnoli V.
      • Cherubini B.
      • et al.
      Liver stiffness in the hepatitis B virus carrier: a non-invasive marker of liver disease influenced by the pattern of transaminases.
      ,
      • Marcellin P.
      • Ziol M.
      • Bedossa P.
      • Douvin C.
      • Poupon R.
      • de Ledinghen V.
      • et al.
      Non-invasive assessment of liver fibrosis by stiffness measurement in patients with chronic hepatitis B.
      ,
      • Chan H.L.
      • Wong G.L.
      • Choi P.C.
      • Chan A.W.
      • Chim A.M.
      • Yiu K.K.
      • et al.
      Alanine aminotransferase-based algorithms of liver stiffness measurement by transient elastography (Fibroscan) for liver fibrosis in chronic hepatitis B.
      ,
      • Kim do Y.
      • Kim S.U.
      • Ahn S.H.
      • Park J.Y.
      • Lee J.M.
      • Park Y.N.
      • et al.
      Usefulness of FibroScan for detection of early compensated liver cirrhosis in chronic hepatitis B.
      ,
      • Wang J.H.
      • Changchien C.S.
      • Hung C.H.
      • Eng H.L.
      • Tung W.C.
      • Kee K.M.
      • et al.
      FibroScan and ultrasonography in the prediction of hepatic fibrosis in patients with chronic viral hepatitis.
      ,
      • Sporea I.
      • Sirli R.
      • Deleanu A.
      • Tudora A.
      • Popescu A.
      • Curescu M.
      • et al.
      Liver stiffness measurements in patients with HBV vs. HCV chronic hepatitis: a comparative study.
      ,
      • Cardoso A.C.
      • Carvalho-Filho R.J.
      • Stern C.
      • Dipumpo A.
      • Giuily N.
      • Ripault M.P.
      • et al.
      Direct comparison of diagnostic performance of transient elastography in patients with chronic hepatitis B and chronic hepatitis C.
      ,
      • Goyal R.
      • Mallick S.R.
      • Mahanta M.
      • Kedia S.
      • Shalimar
      • Dhingra R.
      • et al.
      Fibroscan can avoid liver biopsy in Indian patients with chronic hepatitis B.
      ] as well as in patients with HIV-HCV coinfection [
      • de Ledinghen V.
      • Douvin C.
      • Kettaneh A.
      • Ziol M.
      • Roulot D.
      • Marcellin P.
      • et al.
      Diagnosis of hepatic fibrosis and cirrhosis by transient elastography in HIV/hepatitis C virus-coinfected patients.
      ,
      • Vergara S.
      • Macias J.
      • Rivero A.
      • Gutierrez-Valencia A.
      • Gonzalez-Serrano M.
      • Merino D.
      • et al.
      The use of transient elastometry for assessing liver fibrosis in patients with HIV and hepatitis C virus coinfection.
      ,
      • Kirk G.D.
      • Astemborski J.
      • Mehta S.H.
      • Spoler C.
      • Fisher C.
      • Allen D.
      • et al.
      Assessment of liver fibrosis by transient elastography in persons with hepatitis C virus infection or HIV-hepatitis C virus coinfection.
      ,
      • Pineda J.A.
      • Recio E.
      • Camacho A.
      • Macias J.
      • Almodovar C.
      • Gonzalez-Serrano M.
      • et al.
      Liver stiffness as a predictor of esophageal varices requiring therapy in HIV/hepatitis C virus-coinfected patients with cirrhosis.
      ,
      • Sanchez-Conde M.
      • Montes-Ramirez M.L.
      • Miralles P.
      • Alvarez J.M.
      • Bellon J.M.
      • Ramirez M.
      • et al.
      Comparison of transient elastography and liver biopsy for the assessment of liver fibrosis in HIV/hepatitis C virus-coinfected patients and correlation with noninvasive serum markers.
      ,
      • Castera L.
      • Winnock M.
      • Pambrun E.
      • Paradis V.
      • Perez P.
      • Loko M.A.
      • et al.
      Comparison of transient elastography (FibroScan), FibroTest, APRI and two algorithms combining these non-invasive tests for liver fibrosis staging in HIV/HCV coinfected patients: ANRS CO13 HEPAVIH and FIBROSTIC collaboration.
      ].
      Table 5Diagnostic performance of TE for significant fibrosis (F ⩾2) and cirrhosis (F4) in patients with viral hepatitis B and C.
      HCV, chronic hepatitis C; HBV, chronic hepatitis B; AUROC, area under ROC curve; Se, sensitivity; Sp, specificity; CC, correctly classified: true positive and negative; n.a, not available.
      More than half of patients with «clinical» cirrhosis; adapted to ALT levels.
      ∗∗Validation cohort: HCV 92%; HBV 8%.
      aAdapted to LT levels.
      Table 6Diagnostic performance of TE for F ⩾2 and F4 in chronic liver diseases other than viral hepatitis.
      PBC, primary biliary cirrhosis; PSC, primary sclerosing cholangitis; NAFLD, non-alcoholic fatty liver disease; ALD, alcoholic liver disease.
      AUROC, area under ROC curve; Se, sensitivity; Sp, specificity; CC, correctly classified: true positive and negative; n.a., not available.
      TE is a reliable method for the diagnosis of cirrhosis in patients with chronic liver diseases, better at ruling out than ruling in cirrhosis (negative and positive predictive values 96% and 74%) [
      • Ganne-Carrie N.
      • Ziol M.
      • de Ledinghen V.
      • Douvin C.
      • Marcellin P.
      • Castera L.
      • et al.
      Accuracy of liver stiffness measurement for the diagnosis of cirrhosis in patients with chronic liver diseases.
      ]. TE more accurately detects cirrhosis (AUROC values, 0.80–0.99; correct classification ranging from 80% to 98%) than significant fibrosis (AUROC values, 0.65–0.97; correct classification from 57% to 90%) (Table 5 and Table 6). Several meta-analyzes [
      • Shaheen A.A.
      • Wan A.F.
      • Myers R.P.
      FibroTest and FibroScan for the prediction of hepatitis C-related fibrosis: a systematic review of diagnostic test accuracy.
      ,
      • Talwalkar J.A.
      • Kurtz D.M.
      • Schoenleber S.J.
      • West C.P.
      • Montori V.M.
      Ultrasound-based transient elastography for the detection of hepatic Fibrosis: systematic review and meta-analysis.
      ,
      • Friedrich-Rust M.
      • Ong M.F.
      • Martens S.
      • Sarrazin C.
      • Bojunga J.
      • Zeuzem S.
      • et al.
      Performance of transient elastography for the staging of liver fibrosis: a meta-analysis.
      ,
      • Stebbing J.
      • Farouk L.
      • Panos G.
      • Anderson M.
      • Jiao L.R.
      • Mandalia S.
      • et al.
      A meta-analysis of transient elastography for the detection of hepatic fibrosis.
      ,
      • Tsochatzis E.A.
      • Gurusamy K.S.
      • Ntaoula S.
      • Cholongitas E.
      • Davidson B.R.
      • Burroughs A.K.
      Elastography for the diagnosis of severity of fibrosis in chronic liver disease: a meta-analysis of diagnostic accuracy.
      ] have confirmed the better diagnostic performance of TE for cirrhosis than for fibrosis, with mean AUROC values of 0.94 and 0.84, respectively [
      • Friedrich-Rust M.
      • Ong M.F.
      • Martens S.
      • Sarrazin C.
      • Bojunga J.
      • Zeuzem S.
      • et al.
      Performance of transient elastography for the staging of liver fibrosis: a meta-analysis.
      ]. In a recent meta-analysis of 18 studies including 2772 HBV patients [
      • Chon Y.E.
      • Choi E.H.
      • Song K.J.
      • Park J.Y.
      • Kim do Y.
      • Han K.H.
      • et al.
      Performance of transient elastography for the staging of liver fibrosis in patients with chronic hepatitis B: a meta-analysis.
      ], mean AUROC values for diagnosing cirrhosis and significant fibrosis were 0.93 and 0.86, respectively. However, we are still lacking a meta-analysis of data from individual patient data.
      Different cut-offs have been proposed for cirrhosis according to etiologies ranging from 9.7 kPa in HBV [
      • Kim do Y.
      • Kim S.U.
      • Ahn S.H.
      • Park J.Y.
      • Lee J.M.
      • Park Y.N.
      • et al.
      Usefulness of FibroScan for detection of early compensated liver cirrhosis in chronic hepatitis B.
      ] to 22.7 kPa in ALD [
      • Nahon P.
      • Kettaneh A.
      • Tengher-Barna I.
      • Ziol M.
      • de Ledinghen V.
      • Douvin C.
      • et al.
      Assessment of liver fibrosis using transient elastography in patients with alcoholic liver disease.
      ]. However, it must be kept in mind that these cut-off values have been defined in a single population using ROC curves in order to maximize sensitivity and specificity – and not applied to a validation cohort. Difference between cut-offs may be simply related to difference in cirrhosis prevalence in the studied populations (ranging from 8% to 54%; Table 5, Table 6), known as the spectrum bias [
      • Ransohoff D.F.
      • Feinstein A.R.
      Problems of spectrum and bias in evaluating the efficacy of diagnostic tests.
      ,
      • Poynard T.
      • Halfon P.
      • Castera L.
      • Munteanu M.
      • Imbert-Bismut F.
      • Ratziu V.
      • et al.
      Standardization of ROC curve areas for diagnostic evaluation of liver fibrosis markers based on prevalences of fibrosis stages.
      ]. Based on a meta-analysis, some authors have proposed an optimal cut-off of 13 kPa for the diagnosis of cirrhosis [
      • Friedrich-Rust M.
      • Ong M.F.
      • Martens S.
      • Sarrazin C.
      • Bojunga J.
      • Zeuzem S.
      • et al.
      Performance of transient elastography for the staging of liver fibrosis: a meta-analysis.
      ]. However, the cut-off choice must also consider the pre-test probability of cirrhosis in the target population (varying from less than 1% in the general population to 10% to 20% in tertiary referral centres). For instance, it has been shown that in a population with a pre-test probability of 13.8%, at a cut-off <7 kPa, cirrhosis probability ranged from 0% to 3% whereas at a cut-off >17 kPa cirrhosis probability was 72% [
      • Degos F.
      • Perez P.
      • Roche B.
      • Mahmoudi A.
      • Asselineau J.
      • Voitot H.
      • et al.
      Diagnostic accuracy of FibroScan and comparison to liver fibrosis biomarkers in chronic viral hepatitis: a multicenter prospective study (the FIBROSTIC study).
      ].
      When compared, the performances of TE have been shown to be similar between patients with HBV and HCV [
      • Sporea I.
      • Sirli R.
      • Deleanu A.
      • Tudora A.
      • Popescu A.
      • Curescu M.
      • et al.
      Liver stiffness measurements in patients with HBV vs. HCV chronic hepatitis: a comparative study.
      ,
      • Cardoso A.C.
      • Carvalho-Filho R.J.
      • Stern C.
      • Dipumpo A.
      • Giuily N.
      • Ripault M.P.
      • et al.
      Direct comparison of diagnostic performance of transient elastography in patients with chronic hepatitis B and chronic hepatitis C.
      ]. Serum levels of aminotransferases should always be taken into account when interpreting results from TE, especially in patients with hepatitis B (who might have flares) [
      • Fraquelli M.
      • Rigamonti C.
      • Casazza G.
      • Donato M.F.
      • Ronchi G.
      • Conte D.
      • et al.
      Etiology-related determinants of liver stiffness values in chronic viral hepatitis B or C.
      ]. To avoid the risk of false positive results, some authors have proposed to adapt TE cut-offs based on levels of ALT [
      • Chan H.L.
      • Wong G.L.
      • Choi P.C.
      • Chan A.W.
      • Chim A.M.
      • Yiu K.K.
      • et al.
      Alanine aminotransferase-based algorithms of liver stiffness measurement by transient elastography (Fibroscan) for liver fibrosis in chronic hepatitis B.
      ], a strategy that might not apply to patients with fluctuating levels of ALT or hepatitis flares (Table 5). Conversely, in hepatitis e antigen (HBeAg)-negative patients with normal levels of ALT, non-invasive methods, particularly TE, could be used as adjunct tools to measure HBV DNA, to follow inactive carriers or better identify patients who require liver biopsy (those with ongoing disease activity or significant fibrosis, despite normal levels of ALT) [
      • Oliveri F.
      • Coco B.
      • Ciccorossi P.
      • Colombatto P.
      • Romagnoli V.
      • Cherubini B.
      • et al.
      Liver stiffness in the hepatitis B virus carrier: a non-invasive marker of liver disease influenced by the pattern of transaminases.
      ,
      • Maimone S.
      • Calvaruso V.
      • Pleguezuelo M.
      • Squadrito G.
      • Amaddeo G.
      • Jacobs M.
      • et al.
      An evaluation of transient elastography in the discrimination of HBeAg-negative disease from inactive hepatitis B carriers.
      ,
      • Ngo Y.
      • Benhamou Y.
      • Thibault V.
      • Ingiliz P.
      • Munteanu M.
      • Lebray P.
      • et al.
      An accurate definition of the status of inactive hepatitis B virus carrier by a combination of biomarkers (FibroTest-ActiTest) and viral load.
      ,
      • Castera L.
      • Bernard P.H.
      • Le Bail B.
      • Foucher J.
      • Trimoulet P.
      • Merrouche W.
      • et al.
      Transient elastography and biomarkers for liver fibrosis assessment and follow-up of inactive hepatitis B carriers.
      ].
      TE has also been investigated in NAFLD patients but in a smaller number of studies [
      • Myers R.P.
      • Pomier-Layrargues G.
      • Kirsch R.
      • Pollett A.
      • Duarte-Rojo A.
      • Wong D.
      • et al.
      Feasibility and diagnostic performance of the FibroScan XL probe for liver stiffness measurement in overweight and obese patients.
      ,
      • Wong V.W.
      • Vergniol J.
      • Wong G.L.
      • Foucher J.
      • Chan A.W.
      • Chermak F.
      • et al.
      Liver stiffness measurement using XL probe in patients with nonalcoholic fatty liver disease.
      ,
      • Gaia S.
      • Carenzi S.
      • Barilli A.L.
      • Bugianesi E.
      • Smedile A.
      • Brunello F.
      • et al.
      Reliability of transient elastography for the detection of fibrosis in non-alcoholic fatty liver disease and chronic viral hepatitis.
      ,
      • Wong V.W.
      • Vergniol J.
      • Wong G.L.
      • Foucher J.
      • Chan H.L.
      • Le Bail B.
      • et al.
      Diagnosis of fibrosis and cirrhosis using liver stiffness measurement in nonalcoholic fatty liver disease.
      ,
      • Yoneda M.
      • Yoneda M.
      • Mawatari H.
      • Fujita K.
      • Endo H.
      • Iida H.
      • et al.
      Noninvasive assessment of liver fibrosis by measurement of stiffness in patients with nonalcoholic fatty liver disease (NAFLD).
      ,
      • Nobili V.
      • Vizzutti F.
      • Arena U.
      • Abraldes J.G.
      • Marra F.
      • Pietrobattista A.
      • et al.
      Accuracy and reproducibility of transient elastography for the diagnosis of fibrosis in pediatric nonalcoholic steatohepatitis.
      ,
      • Lupsor M.
      • Badea R.
      • Stefanescu H.
      • Grigorescu M.
      • Serban A.
      • Radu C.
      • et al.
      Performance of unidimensional transient elastography in staging non-alcoholic steatohepatitis.
      ,
      • Petta S.
      • Di Marco V.
      • Camma C.
      • Butera G.
      • Cabibi D.
      • Craxi A.
      Reliability of liver stiffness measurement in non-alcoholic fatty liver disease: the effects of body mass index.
      ] (Table 6). Like in viral hepatitis, TE performances are better for cirrhosis than for significant fibrosis with AUROCs ranging from 0.94 to 0.99 and from 0.79 to 0.99, respectively. However, the performance of TE in NAFLD deserves several comments: Firstly, these studies have been conducted in heterogeneous and special populations such as Asian patients or children with low BMI (<28 kg/m2); secondly, most of them are underpowered with small sample size (<100 patients) and very few patients with cirrhosis; thirdly, the histological scoring systems such as those proposed by Brunt et al. [
      • Brunt E.M.
      • Janney C.G.
      • Di Bisceglie A.M.
      • Neuschwander-Tetri B.A.
      • Bacon B.R.
      Nonalcoholic steatohepatitis: a proposal for grading and staging the histological lesions.
      ] or Kleiner et al. [
      • Kleiner D.E.
      • Brunt E.M.
      • Van Natta M.
      • Behling C.
      • Contos M.J.
      • Cummings O.W.
      • et al.
      Design and validation of a histological scoring system for nonalcoholic fatty liver disease.
      ] and endpoints (significant fibrosis or severe fibrosis) were heterogeneous in most studies evaluating fibrosis by TE in NAFLD. These differences in the study designs are likely the explanation for the observed differences among proposed cut-offs for a given endpoint (ranging for instance from 10.3 to 22.3 kPa for cirrhosis) (Table 6), known as the spectrum bias [
      • Ransohoff D.F.
      • Feinstein A.R.
      Problems of spectrum and bias in evaluating the efficacy of diagnostic tests.
      ,
      • Poynard T.
      • Halfon P.
      • Castera L.
      • Munteanu M.
      • Imbert-Bismut F.
      • Ratziu V.
      • et al.
      Standardization of ROC curve areas for diagnostic evaluation of liver fibrosis markers based on prevalences of fibrosis stages.
      ]. Finally, all these studies have been conducted in tertiary referral centres with a higher proportion of patients with severe fibrosis than in the general population, making it difficult to extrapolate the performance of TE in detecting cirrhosis in large populations. Nevertheless, TE could be of interest to exclude confidently severe fibrosis and cirrhosis with high negative predictive value (around 90%) in NAFLD patients [
      • Wong V.W.
      • Vergniol J.
      • Wong G.L.
      • Foucher J.
      • Chan H.L.
      • Le Bail B.
      • et al.
      Diagnosis of fibrosis and cirrhosis using liver stiffness measurement in nonalcoholic fatty liver disease.
      ].
      TE has also been evaluated in a variety of chronic liver diseases [
      • Fraquelli M.
      • Rigamonti C.
      • Casazza G.
      • Conte D.
      • Donato M.F.
      • Ronchi G.
      • et al.
      Reproducibility of transient elastography in the evaluation of liver fibrosis in patients with chronic liver disease.
      ,
      • Ganne-Carrie N.
      • Ziol M.
      • de Ledinghen V.
      • Douvin C.
      • Marcellin P.
      • Castera L.
      • et al.
      Accuracy of liver stiffness measurement for the diagnosis of cirrhosis in patients with chronic liver diseases.
      ,
      • Foucher J.
      • Chanteloup E.
      • Vergniol J.
      • Castera L.
      • Le Bail B.
      • Adhoute X.
      • et al.
      Diagnosis of cirrhosis by transient elastography (FibroScan): a prospective study.
      ], as well as in primary biliary cirrhosis (PBC) and primary sclerosing cholangitis (PSC) [
      • Corpechot C.
      • El Naggar A.
      • Poujol-Robert A.
      • Ziol M.
      • Wendum D.
      • Chazouilleres O.
      • et al.
      Assessment of biliary fibrosis by transient elastography in patients with PBC and PSC.
      ,
      • Corpechot C.
      • Carrat F.
      • Poujol-Robert A.
      • Gaouar F.
      • Wendum D.
      • Chazouilleres O.
      • et al.
      Noninvasive elastography-based assessment of liver fibrosis progression and prognosis in primary biliary cirrhosis.
      ], and ALD [
      • Nahon P.
      • Kettaneh A.
      • Tengher-Barna I.
      • Ziol M.
      • de Ledinghen V.
      • Douvin C.
      • et al.
      Assessment of liver fibrosis using transient elastography in patients with alcoholic liver disease.
      ,
      • Nguyen-Khac E.
      • Chatelain D.
      • Tramier B.
      • Decrombecque C.
      • Robert B.
      • Joly J.P.
      • et al.
      Assessment of asymptomatic liver fibrosis in alcoholic patients using fibroscan: prospective comparison with 7 non-invasive laboratory tests.
      ] (Table 6). However, in the latter it has been suggested by several groups that the presence of alcoholic hepatitis may influence LS results [
      • Bardou-Jacquet E.
      • Legros L.
      • Soro D.
      • Latournerie M.
      • Guillygomarc’h A.
      • Le Lan C.
      • et al.
      Effect of alcohol consumption on liver stiffness measured by transient elastography.
      ,
      • Mueller S.
      • Millonig G.
      • Sarovska L.
      • Friedrich S.
      • Reimann F.M.
      • Pritsch M.
      • et al.
      Increased liver stiffness in alcoholic liver disease: differentiating fibrosis from steatohepatitis.
      ,
      • Trabut J.B.
      • Thepot V.
      • Nalpas B.
      • Lavielle B.
      • Cosconea S.
      • Corouge M.
      • et al.
      Rapid decline of liver stiffness following alcohol withdrawal in heavy drinkers.
      ] and thus, TE should be ideally performed only after alcohol withdrawal in order to improve diagnostic accuracy.

      Recommendations

      Performance of other techniques for staging liver fibrosis

      Point shear wave elastography using acoustic radiation force impulse quantification

      Performances of pSWE/ARFI (Siemens) for diagnosing significant fibrosis and cirrhosis are summarized in Table 7. Most studies evaluated patients with mixed chronic liver disease with viral hepatitis being the predominant liver disease [
      • Fierbinteanu-Braticevici C.
      • Andronescu D.
      • Usvat R.
      • Cretoiu D.
      • Baicus C.
      • Marinoschi G.
      Acoustic radiation force imaging sonoelastography for noninvasive staging of liver fibrosis.
      ,
      • Friedrich-Rust M.
      • Wunder K.
      • Kriener S.
      • Sotoudeh F.
      • Richter S.
      • Bojunga J.
      • et al.
      Liver fibrosis in viral hepatitis: noninvasive assessment with acoustic radiation force impulse imaging versus transient elastography.
      ,
      • Lupsor M.
      • Badea R.
      • Stefanescu H.
      • Sparchez Z.
      • Branda H.
      • Serban A.
      • et al.
      Performance of a new elastographic method (ARFI technology) compared to unidimensional transient elastography in the noninvasive assessment of chronic hepatitis C. Preliminary results.
      ,
      • Goertz R.S.
      • Zopf Y.
      • Jugl V.
      • Heide R.
      • Janson C.
      • Strobel D.
      • et al.
      Measurement of liver elasticity with acoustic radiation force impulse (ARFI) technology: an alternative noninvasive method for staging liver fibrosis in viral hepatitis.
      ,
      • Takahashi H.
      • Ono N.
      • Eguchi Y.
      • Eguchi T.
      • Kitajima Y.
      • Kawaguchi Y.
      • et al.
      Evaluation of acoustic radiation force impulse elastography for fibrosis staging of chronic liver disease: a pilot study.
      ,
      • Piscaglia F.
      • Salvatore V.
      • Di Donato R.
      • D’Onofrio M.
      • Gualandi S.
      • Gallotti A.
      • et al.
      Accuracy of VirtualTouch Acoustic Radiation Force Impulse (ARFI) imaging for the diagnosis of cirrhosis during liver ultrasonography.
      ,
      • Rizzo L.
      • Calvaruso V.
      • Cacopardo B.
      • Alessi N.
      • Attanasio M.
      • Petta S.
      • et al.
      Comparison of transient elastography and acoustic radiation force impulse for non-invasive staging of liver Fibrosis in patients with chronic hepatitis C.
      ,
      • Rifai K.
      • Cornberg J.
      • Mederacke I.
      • Bahr M.J.
      • Wedemeyer H.
      • Malinski P.
      • et al.
      Clinical feasibility of liver elastography by acoustic radiation force impulse imaging (ARFI).
      ,
      • Sporea I.
      • Sirli R.L.
      • Deleanu A.
      • Popescu A.
      • Focsa M.
      • Danila M.
      • et al.
      Acoustic radiation force impulse elastography as compared to transient elastography and liver biopsy in patients with chronic hepatopathies.
      ,
      • Sporea I.
      • Badea R.
      • Sirli R.
      • Lupsor M.
      • Popescu A.
      • Danila M.
      • et al.
      How efficient is acoustic radiation force impulse elastography for the evaluation of liver stiffness?.
      ,
      • Toshima T.
      • Shirabe K.
      • Takeishi K.
      • Motomura T.
      • Mano Y.
      • Uchiyama H.
      • et al.
      New method for assessing liver fibrosis based on acoustic radiation force impulse: a special reference to the difference between right and left liver.
      ,
      • Colombo S.
      • Buonocore M.
      • Del Poggio A.
      • Jamoletti C.
      • Elia S.
      • Mattiello M.
      • et al.
      Head-to-head comparison of transient elastography (TE), real-time tissue elastography (RTE), and acoustic radiation force impulse (ARFI) imaging in the diagnosis of liver fibrosis.
      ]. Similar to TE, pSWE/ARFI more accurately detects cirrhosis (AUROC values: 0.81–0.99) than significant fibrosis (AUROC values: 0.77–0.94). The largest study evaluating pSWE/ARFI for staging of chronic hepatitis C was a retrospective pooled analysis of 914 international patient data [
      • Sporea I.
      • Bota S.
      • Peck-Radosavljevic M.
      • Sirli R.
      • Tanaka H.
      • Iijima H.
      • et al.
      Acoustic Radiation Force Impulse elastography for fibrosis evaluation in patients with chronic hepatitis C: an international multicenter study.
      ], part of which were published in smaller single centre studies previously [
      • Fierbinteanu-Braticevici C.
      • Andronescu D.
      • Usvat R.
      • Cretoiu D.
      • Baicus C.
      • Marinoschi G.
      Acoustic radiation force imaging sonoelastography for noninvasive staging of liver fibrosis.
      ,
      • Friedrich-Rust M.
      • Wunder K.
      • Kriener S.
      • Sotoudeh F.
      • Richter S.
      • Bojunga J.
      • et al.
      Liver fibrosis in viral hepatitis: noninvasive assessment with acoustic radiation force impulse imaging versus transient elastography.
      ,
      • Takahashi H.
      • Ono N.
      • Eguchi Y.
      • Eguchi T.
      • Kitajima Y.
      • Kawaguchi Y.
      • et al.
      Evaluation of acoustic radiation force impulse elastography for fibrosis staging of chronic liver disease: a pilot study.
      ,
      • Piscaglia F.
      • Salvatore V.
      • Di Donato R.
      • D’Onofrio M.
      • Gualandi S.
      • Gallotti A.
      • et al.
      Accuracy of VirtualTouch Acoustic Radiation Force Impulse (ARFI) imaging for the diagnosis of cirrhosis during liver ultrasonography.
      ,
      • Sporea I.
      • Sirli R.L.
      • Deleanu A.
      • Popescu A.
      • Focsa M.
      • Danila M.
      • et al.
      Acoustic radiation force impulse elastography as compared to transient elastography and liver biopsy in patients with chronic hepatopathies.
      ,
      • Ebinuma H.
      • Saito H.
      • Komuta M.
      • Ojiro K.
      • Wakabayashi K.
      • Usui S.
      • et al.
      Evaluation of liver fibrosis by transient elastography using acoustic radiation force impulse: comparison with Fibroscan((R)).
      ]. It reported sensitivity and specificity of pSWE/ARFI for the diagnosis of significant fibrosis of 0.69 and 0.80 and for the diagnosis of liver cirrhosis of 0.84 and 0.76, respectively [
      • Sporea I.
      • Bota S.
      • Peck-Radosavljevic M.
      • Sirli R.
      • Tanaka H.
      • Iijima H.
      • et al.
      Acoustic Radiation Force Impulse elastography for fibrosis evaluation in patients with chronic hepatitis C: an international multicenter study.
      ].
      Table 7Diagnostic performance of pSWE using ARFI for F ⩾2 and F4 in chronic liver diseases.
      HCV, chronic hepatitis C; HBV, chronic hepatitis B; NAFLD, non-alcoholic fatty liver disease; AUROC, area under ROC curve; Se, sensitivity; Sp, specificity; CC, correctly classified: true positive and negative; n.a., not available.
      F3–F4.
      ∗∗Transformed in kPa.
      Meta-analyzes have confirmed the better diagnostic performance of pSWE/ARFI for cirrhosis than for fibrosis [
      • Friedrich-Rust M.
      • Nierhoff J.
      • Lupsor M.
      • Sporea I.
      • Fierbinteanu-Braticevici C.
      • Strobel D.
      • et al.
      Performance of Acoustic Radiation Force Impulse imaging for the staging of liver fibrosis: a pooled meta-analysis.
      ,
      • Nierhoff J.
      • Chavez Ortiz A.A.
      • Herrmann E.
      • Zeuzem S.
      • Friedrich-Rust M.
      The efficiency of acoustic radiation force impulse imaging for the staging of liver fibrosis: a meta-analysis.
      ]. In a pooled meta-analysis including 518 individual patients with chronic liver disease (83% with viral hepatitis) mean AUROCs were 0.87 for the diagnosis of significant fibrosis, and 0.93 for the diagnosis of liver cirrhosis [
      • Friedrich-Rust M.
      • Nierhoff J.
      • Lupsor M.
      • Sporea I.
      • Fierbinteanu-Braticevici C.
      • Strobel D.
      • et al.
      Performance of Acoustic Radiation Force Impulse imaging for the staging of liver fibrosis: a pooled meta-analysis.
      ]. In a meta-analysis of 36 studies (21 full paper publications and 15 abstracts) comprising 3951 patients mean AUROCs were 0.84 (diagnostic odds ratio [DOR]: 11.54) for the diagnosis of significant fibrosis, and 0.91 (DOR: 45.35) for the diagnosis of liver cirrhosis [
      • Nierhoff J.
      • Chavez Ortiz A.A.
      • Herrmann E.
      • Zeuzem S.
      • Friedrich-Rust M.
      The efficiency of acoustic radiation force impulse imaging for the staging of liver fibrosis: a meta-analysis.
      ]. Cut-off values suggested in the two meta-analyzes were 1.34–1.35 m/sec for the diagnosis of significant fibrosis and 1.80–1.87 m/sec for the diagnosis of cirrhosis. Only few studies have evaluated pSWE/ARFI in chronic hepatitis B [
      • Friedrich-Rust M.
      • Buggisch P.
      • de Knegt R.J.
      • Dries V.
      • Shi Y.
      • Matschenz K.
      • et al.
      Acoustic radiation force impulse imaging for non-invasive assessment of liver fibrosis in chronic hepatitis B.
      ,
      • Sporea I.
      • Sirli R.
      • Bota S.
      • Popescu A.
      • Sendroiu M.
      • Jurchis A.
      Comparative study concerning the value of acoustic radiation force impulse elastography (ARFI) in comparison with transient elastography (TE) for the assessment of liver fibrosis in patients with chronic hepatitis B and C.
      ] and reported comparable results as for chronic hepatitis C and mixed chronic liver disease.
      In a few studies pSWE/ARFI has also been investigated in NAFLD [
      • Fierbinteanu Braticevici C.
      • Sporea I.
      • Panaitescu E.
      • Tribus L.
      Value of acoustic radiation force impulse imaging elastography for non-invasive evaluation of patients with nonalcoholic fatty liver disease.
      ,
      • Friedrich-Rust M.
      • Romen D.
      • Vermehren J.
      • Kriener S.
      • Sadet D.
      • Herrmann E.
      • et al.
      Acoustic radiation force impulse-imaging and transient elastography for non-invasive assessment of liver fibrosis and steatosis in NAFLD.
      ,
      • Palmeri M.L.
      • Wang M.H.
      • Rouze N.C.
      • Abdelmalek M.F.
      • Guy C.D.
      • Moser B.
      • et al.
      Noninvasive evaluation of hepatic fibrosis using acoustic radiation force-based shear stiffness in patients with nonalcoholic fatty liver disease.
      ,
      • Yoneda M.
      • Suzuki K.
      • Kato S.
      • Fujita K.
      • Nozaki Y.
      • Hosono K.
      • et al.
      Nonalcoholic fatty liver disease: US-based acoustic radiation force impulse elastography.
      ]. Such as in viral hepatitis, pSWE/ARFI performances are better for severe fibrosis and cirrhosis than for significant fibrosis with AUROCs ranging from 0.91 to 0.98 and from 0.66 to 0.86, respectively. Interestingly, 80% of patients with BMI between 30 and 40 kg/m2 and 58% of patients with BMI >40 kg/m2 could be successfully evaluated using pSWE/ARFI [
      • Palmeri M.L.
      • Wang M.H.
      • Rouze N.C.
      • Abdelmalek M.F.
      • Guy C.D.
      • Moser B.
      • et al.
      Noninvasive evaluation of hepatic fibrosis using acoustic radiation force-based shear stiffness in patients with nonalcoholic fatty liver disease.
      ]. Finally, pSWE/ARFI has also been evaluated in a variety of chronic liver diseases (ALD, PBC, PSC, and autoimmune hepatitis (AIH)). However, since most studies included mixed chronic liver diseases with predominantly viral hepatitis, the value of pSWE/ARFI for less common etiologies of chronic liver disease needs further evaluation.

      2D-shear wave elastography

      Only few studies [
      • Muller M.
      • Gennisson J.L.
      • Deffieux T.
      • Tanter M.
      • Fink M.
      Quantitative viscoelasticity mapping of human liver using supersonic shear imaging: preliminary in vivo feasibility study.
      ,
      • Leung V.Y.
      • Shen J.
      • Wong V.W.
      • Abrigo J.
      • Wong G.L.
      • Chim A.M.
      • et al.
      Quantitative elastography of liver fibrosis and spleen stiffness in chronic hepatitis B carriers: comparison of shear-wave elastography and transient elastography with liver biopsy correlation.
      ,
      • Bavu E.
      • Gennisson J.L.
      • Couade M.
      • Bercoff J.
      • Mallet V.
      • Fink M.
      • et al.
      Noninvasive in vivo liver fibrosis evaluation using supersonic shear imaging: a clinical study on 113 hepatitis C virus patients.
      ,
      • Ferraioli G.
      • Tinelli C.
      • Dal Bello B.
      • Zicchetti M.
      • Filice G.
      • Filice C.
      Accuracy of real-time shear wave elastography for assessing liver fibrosis in chronic hepatitis C: a pilot study.
      ] have evaluated 2D-SWE for the staging of liver fibrosis, two of which used liver biopsy as reference method [
      • Leung V.Y.
      • Shen J.
      • Wong V.W.
      • Abrigo J.
      • Wong G.L.
      • Chim A.M.
      • et al.
      Quantitative elastography of liver fibrosis and spleen stiffness in chronic hepatitis B carriers: comparison of shear-wave elastography and transient elastography with liver biopsy correlation.
      ,
      • Ferraioli G.
      • Tinelli C.
      • Dal Bello B.
      • Zicchetti M.
      • Filice G.
      • Filice C.
      Accuracy of real-time shear wave elastography for assessing liver fibrosis in chronic hepatitis C: a pilot study.
      ]. In a pilot study in 121 patients with chronic hepatitis C (METAVIR fibrosis stage 41% F0/F1, 27% F2, 12% F3, and 20% F4), AUROCs of 2D-SWE for the diagnosis of significant fibrosis and cirrhosis were 0.92 and 0.98, respectively [
      • Ferraioli G.
      • Tinelli C.
      • Dal Bello B.
      • Zicchetti M.
      • Filice G.
      • Filice C.
      Accuracy of real-time shear wave elastography for assessing liver fibrosis in chronic hepatitis C: a pilot study.
      ]. In another study in 226 patients with chronic hepatitis B (METAVIR fibrosis stage 17% F0, 23% F1, 25% F2, 20% F3, and 15% F4), 2D-SWE had AUROCS of 0.88 and 0.98 for the diagnosis of significant fibrosis and cirrhosis, respectively [
      • Leung V.Y.
      • Shen J.
      • Wong V.W.
      • Abrigo J.
      • Wong G.L.
      • Chim A.M.
      • et al.
      Quantitative elastography of liver fibrosis and spleen stiffness in chronic hepatitis B carriers: comparison of shear-wave elastography and transient elastography with liver biopsy correlation.
      ]. Sensitivities and specificities were 85% and 92% for the diagnosis of significant fibrosis using a cut-off of 7.1 kPa, and 97% and 93% for the diagnosis of cirrhosis using a cut-off of 10.1 kPa.
      Other elastography methods such as strain elastography (a quasi-static technique) are available, but data for the staging of liver fibrosis are insufficient and seem to suggest that strain elastography has a worse diagnostic performance as compared to shear wave elastography [
      • Piscaglia F.
      • Marinelli S.
      • Bota S.
      • Serra C.
      • Venerandi L.
      • Leoni S.
      • et al.
      The role of ultrasound elastographic techniques in chronic liver disease: current status and future perspectives.
      ].

      Transient elastography vs. other techniques

      Studies comparing TE and pSWE using ARFI show varying results. While many studies reported comparable results for both methods [
      • Friedrich-Rust M.
      • Wunder K.
      • Kriener S.
      • Sotoudeh F.
      • Richter S.
      • Bojunga J.
      • et al.
      Liver fibrosis in viral hepatitis: noninvasive assessment with acoustic radiation force impulse imaging versus transient elastography.
      ,
      • Sporea I.
      • Sirli R.L.
      • Deleanu A.
      • Popescu A.
      • Focsa M.
      • Danila M.
      • et al.
      Acoustic radiation force impulse elastography as compared to transient elastography and liver biopsy in patients with chronic hepatopathies.
      ,
      • Ebinuma H.
      • Saito H.
      • Komuta M.
      • Ojiro K.
      • Wakabayashi K.
      • Usui S.
      • et al.
      Evaluation of liver fibrosis by transient elastography using acoustic radiation force impulse: comparison with Fibroscan((R)).
      ,
      • Crespo G.
      • Fernandez-Varo G.
      • Marino Z.
      • Casals G.
      • Miquel R.
      • Martinez S.M.
      • et al.
      ARFI, FibroScan, ELF, and their combinations in the assessment of liver fibrosis: a prospective study.
      ,
      • Sporea I.
      • Sirli R.
      • Popescu A.
      • Danila M.
      Acoustic Radiation Force Impulse (ARFI) – A new modality for the evaluation of liver fibrosis.
      ], some studies report better results for ARFI [
      • Rizzo L.
      • Calvaruso V.
      • Cacopardo B.
      • Alessi N.
      • Attanasio M.
      • Petta S.
      • et al.
      Comparison of transient elastography and acoustic radiation force impulse for non-invasive staging of liver Fibrosis in patients with chronic hepatitis C.
      ] and others better results for TE [
      • Lupsor M.
      • Badea R.
      • Stefanescu H.
      • Sparchez Z.
      • Branda H.
      • Serban A.
      • et al.
      Performance of a new elastographic method (ARFI technology) compared to unidimensional transient elastography in the noninvasive assessment of chronic hepatitis C. Preliminary results.
      ,
      • Sporea I.
      • Sirli R.L.
      • Deleanu A.
      • Popescu A.
      • Focsa M.
      • Danila M.
      • et al.
      Acoustic radiation force impulse elastography as compared to transient elastography and liver biopsy in patients with chronic hepatopathies.
      ], respectively. In a recent meta-analysis [
      • Bota S.
      • Herkner H.
      • Sporea I.
      • Salzl P.
      • Sirli R.
      • Neghina A.M.
      • et al.
      Meta-analysis: ARFI elastography versus transient elastography for the evaluation of liver fibrosis.
      ] including 13 studies (n = 1163 patients) comparing pSWE using ARFI with TE (11 full-length articles and two abstracts), no significant difference in DOR were found between ARFI and TE. Summary sensitivities and specificities for the diagnosis of significant fibrosis were 0.74 and 0.83 for ARFI and 0.78 and 0.84 for TE, respectively and 0.87 and 0.87 for ARFI and 0.89 and 0.87 for TE for the diagnosis of cirrhosis, respectively.
      2D-SWE has been compared to TE in only three studies [
      • Leung V.Y.
      • Shen J.
      • Wong V.W.
      • Abrigo J.
      • Wong G.L.
      • Chim A.M.
      • et al.
      Quantitative elastography of liver fibrosis and spleen stiffness in chronic hepatitis B carriers: comparison of shear-wave elastography and transient elastography with liver biopsy correlation.
      ,
      • Cassinotto C.
      • Lapuyade B.
      • Mouries A.
      • Hiriart J.B.
      • Vergniol J.
      • Gaye D.
      • et al.
      Non-invasive assessment of liver fibrosis with impulse elastography: comparison of Supersonic Shear Imaging with ARFI and FibroScan(R).
      ,
      • Ferraioli G.
      • Tinelli C.
      • Dal Bello B.
      • Zicchetti M.
      • Filice G.
      • Filice C.
      Accuracy of real-time shear wave elastography for assessing liver fibrosis in chronic hepatitis C: a pilot study.
      ]. In chronic hepatitis C [
      • Ferraioli G.
      • Tinelli C.
      • Dal Bello B.
      • Zicchetti M.
      • Filice G.
      • Filice C.
      Accuracy of real-time shear wave elastography for assessing liver fibrosis in chronic hepatitis C: a pilot study.
      ], AUROCs of SWE were significantly higher than with TE for the diagnosis of significant fibrosis (0.92 vs. 0.84, respectively; p = 0.002) but not for cirrhosis (0.98 vs. 0.96, p = 0.48). In chronic hepatitis B, AUROCs for SWE were significantly higher for both significant fibrosis (0.88 vs. 0.78) and cirrhosis (0.98 vs. 0.92) [
      • Leung V.Y.
      • Shen J.
      • Wong V.W.
      • Abrigo J.
      • Wong G.L.
      • Chim A.M.
      • et al.
      Quantitative elastography of liver fibrosis and spleen stiffness in chronic hepatitis B carriers: comparison of shear-wave elastography and transient elastography with liver biopsy correlation.
      ]. In 349 patients with chronic liver disease [
      • Cassinotto C.
      • Lapuyade B.
      • Mouries A.
      • Hiriart J.B.
      • Vergniol J.
      • Gaye D.
      • et al.
      Non-invasive assessment of liver fibrosis with impulse elastography: comparison of Supersonic Shear Imaging with ARFI and FibroScan(R).
      ], SWE had a higher accuracy than TE for the diagnosis of severe fibrosis (⩾F3) (p = 0.0016), and a higher accuracy than pSWE using ARFI for the diagnosis of significant fibrosis (⩾F2) (p = 0.0003).
      MR elastography has been compared to TE in patients with chronic liver diseases in three studies with conflicting results [
      • Huwart L.
      • Sempoux C.
      • Vicaut E.
      • Salameh N.
      • Annet L.
      • Danse E.
      • et al.
      Magnetic resonance elastography for the noninvasive staging of liver fibrosis.
      ,
      • Bohte A.E.
      • de Niet A.
      • Jansen L.
      • Bipat S.
      • Nederveen A.J.
      • Verheij J.
      • et al.
      Non-invasive evaluation of liver fibrosis: a comparison of ultrasound-based transient elastography and MR elastography in patients with viral hepatitis B and C.
      ,
      • Ichikawa S.
      • Motosugi U.
      • Morisaka H.
      • Sano K.
      • Ichikawa T.
      • Tatsumi A.
      • et al.
      Comparison of the diagnostic accuracies of magnetic resonance elastography and transient elastography for hepatic fibrosis.
      ]. Two studies (a pilot Belgian study [
      • Huwart L.
      • Sempoux C.
      • Vicaut E.
      • Salameh N.
      • Annet L.
      • Danse E.
      • et al.
      Magnetic resonance elastography for the noninvasive staging of liver fibrosis.
      ] and a Japanese retrospective study [
      • Ichikawa S.
      • Motosugi U.
      • Morisaka H.
      • Sano K.
      • Ichikawa T.
      • Tatsumi A.
      • et al.
      Comparison of the diagnostic accuracies of magnetic resonance elastography and transient elastography for hepatic fibrosis.
      ] in 96 and 113 patients with chronic liver disease) suggested that MR elastography might be more accurate than TE in diagnosis of significant fibrosis whereas another study from the Netherlands [
      • Bohte A.E.
      • de Niet A.
      • Jansen L.
      • Bipat S.
      • Nederveen A.J.
      • Verheij J.
      • et al.
      Non-invasive evaluation of liver fibrosis: a comparison of ultrasound-based transient elastography and MR elastography in patients with viral hepatitis B and C.
      ] in 85 patients with viral hepatitis reported similar accuracy for significant fibrosis. Further data are required to evaluate if MR elastography has superior accuracy for detecting significant fibrosis and cirrhosis as compared to TE, pSWE/ARFI, or 2D-SWE.

      Recommendations

      Comparison of performance of TE and serum biomarkers for staging liver fibrosis

      Many studies have compared the performances of TE and serum biomarkers, mostly in viral hepatitis [
      • Degos F.
      • Perez P.
      • Roche B.
      • Mahmoudi A.
      • Asselineau J.
      • Voitot H.
      • et al.
      Diagnostic accuracy of FibroScan and comparison to liver fibrosis biomarkers in chronic viral hepatitis: a multicenter prospective study (the FIBROSTIC study).
      ,
      • Zarski J.P.
      • Sturm N.
      • Guechot J.
      • Paris A.
      • Zafrani E.S.
      • Asselah T.
      • et al.
      Comparison of nine blood tests and transient elastography for liver fibrosis in chronic hepatitis C: The ANRS HCEP-23 study.
      ,
      • Castera L.
      • Vergniol J.
      • Foucher J.
      • Le Bail B.
      • Chanteloup E.
      • Haaser M.
      • et al.
      Prospective comparison of transient elastography, Fibrotest, APRI, and liver biopsy for the assessment of fibrosis in chronic hepatitis C.
      ,
      • Castera L.
      • Winnock M.
      • Pambrun E.
      • Paradis V.
      • Perez P.
      • Loko M.A.
      • et al.
      Comparison of transient elastography (FibroScan), FibroTest, APRI and two algorithms combining these non-invasive tests for liver fibrosis staging in HIV/HCV coinfected patients: ANRS CO13 HEPAVIH and FIBROSTIC collaboration.
      ,
      • Castera L.
      • Le Bail B.
      • Roudot-Thoraval F.
      • Bernard P.H.
      • Foucher J.
      • Merrouche W.
      • et al.
      Early detection in routine clinical practice of cirrhosis and oesophageal varices in chronic hepatitis C: comparison of transient elastography (FibroScan) with standard laboratory tests and non-invasive scores.
      ,
      • Cross T.J.
      • Calvaruso V.
      • Maimone S.
      • Carey I.
      • Chang T.P.
      • Pleguezuelo M.
      • et al.
      Prospective comparison of Fibroscan, King’s score and liver biopsy for the assessment of cirrhosis in chronic hepatitis C infection.
      ,
      • Wong G.L.
      • Wong V.W.
      • Choi P.C.
      • Chan A.W.
      • Chan H.L.
      Development of a non-invasive algorithm with transient elastography (Fibroscan) and serum test formula for advanced liver fibrosis in chronic hepatitis B.
      ,
      • Boursier J.
      • de Ledinghen V.
      • Zarski J.P.
      • Rousselet M.C.
      • Sturm N.
      • Foucher J.
      • et al.
      A new combination of blood test and fibroscan for accurate non-invasive diagnosis of liver fibrosis stages in chronic hepatitis C.
      ,
      • Boursier J.
      • de Ledinghen V.
      • Zarski J.P.
      • Fouchard-Hubert I.
      • Gallois Y.
      • Oberti F.
      • et al.
      Comparison of eight diagnostic algorithms for liver fibrosis in hepatitis C: new algorithms are more precise and entirely noninvasive.
      ,
      • Kim B.K.
      • Kim S.U.
      • Kim H.S.
      • Park J.Y.
      • Ahn S.H.
      • Chon C.Y.
      • et al.
      Prospective validation of FibroTest in comparison with liver stiffness for predicting liver fibrosis in Asian subjects with chronic hepatitis B.
      ,
      • Wong G.L.
      • Chan H.L.
      • Choi P.C.
      • Chan A.W.
      • Yu Z.
      • Lai J.W.
      • et al.
      Non-invasive algorithm of enhanced liver fibrosis and liver stiffness measurement with transient elastography for advanced liver fibrosis in chronic hepatitis B.
      ,
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