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Review Article|Articles in Press

Comparison of Guidelines for the Screening, Diagnosis, and Noninvasive Assessment of Nonalcoholic Fatty Liver Disease

Published:February 05, 2023DOI:https://doi.org/10.1016/j.jceh.2023.01.016

      Background

      Nonalcoholic fatty liver disease (NAFLD) is the most common cause of chronic liver disease worldwide. However, there is no clear consensus on optimal screening strategies and risk stratification. We conducted a systematic review of society guidelines to identify differences in recommendations regarding the screening, diagnosis, and assessment of NAFLD.

      Methods

      We searched PubMed, Web of Science, and Embase databases from January 1, 2015, to August 2, 2022. Two researchers independently extracted information from the guidelines about screening strategies, risk stratification, use of noninvasive tests (NITs) to assess hepatic fibrosis, and indications for liver biopsy.

      Results

      Twenty clinical practice guidelines and consensus statements were identified in our search. No guidelines recommended routine screening for NAFLD, while 14 guidelines recommended case finding in high-risk groups. Of the simple risk stratification models to assess for fibrosis, the fibrosis-4 score was the most frequently recommended, followed by the NAFLD fibrosis score. However, guidelines differed on which cutoffs to use and the interpretation of “high-risk” results.

      Conclusion

      Multiple guidelines exist with varying recommendations on the benefits of screening and interpretation of NIT results. Despite their differences, all guidelines recognize the utility of NITs and recommend their incorporation into the clinical assessment of NAFLD.

      Keywords

      Abbreviations:

      APRI (AST to platelet ratio index), ELF (enhanced liver fibrosis), FDA (Food and Drug Administration), FIB-4 (fibrosis-4), HA (hyaluronic acid), IR (insulin resistance), LSM (liver stiffness measurement), MR (magnetic resonance), NAFLD (nonalcoholic fatty liver disease), NAFL (nonalcoholic fatty liver), NASH (nonalcoholic steatohepatitis), NFS (NAFLD fibrosis score), PIIINP (type III procollagen peptide), SWE (shear wave elastography), TIMP-1 (tissue inhibitor of matrix metalloproteinase 1), US (ultrasound), VCTE (vibration-controlled transient elastography)
      Nonalcoholic fatty liver disease (NAFLD) is the most common cause of chronic liver disease worldwide, accounting for approximately 59% of cases.
      • Cheemerla S.
      • Balakrishnan M.
      Global epidemiology of chronic liver disease.
      NAFLD represents a spectrum of disease characterized by excessive fat accumulation in the liver without another clear cause of injury such as alcohol. It is further subdivided into nonalcoholic fatty liver (NAFL) and nonalcoholic steatohepatitis (NASH). NAFL is defined as steatosis of greater than 5% of hepatocytes without inflammation, and NASH is defined as steatosis with evidence of inflammation and hepatocyte injury on histology.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      Although most patients with NAFLD do not progress to NASH, those who do are at significantly increased risk for the development of cirrhosis and other hepatic complications such as hepatocellular carcinoma. Approximately 7–30% of patients with NASH progress to cirrhosis,
      • Mavilia M.
      Mechanisms of progression in Non-alcoholic fatty liver disease.
      of whom approximately one-third develop end-stage liver complications.
      • Harrison S.A.
      • Gawrieh S.
      • Roberts K.
      • et al.
      Prospective evaluation of the prevalence of non-alcoholic fatty liver disease and steatohepatitis in a large middle-aged US cohort.
      Over the past decade, NASH has emerged as the most rapidly growing cause of end-stage liver disease, threatening to overtake alcohol as the most common cause of liver transplantation in the United States.
      • Wong R.J.
      • Aguilar A.
      • Cheung R.
      • et al.
      Nonalcoholic steatohepatitis is the second leading etiology of liver disease among adults awaiting liver transplantation in the United States.
      The true prevalence of NASH may be even higher as NASH requires liver biopsy for definitive diagnosis. A recent modeling study predicted that due to rising rates in obesity and diabetes in the United States, the prevalence of NAFLD-related liver disease and mortality will continue to increase through 2030.
      • Estes C.
      • Razavi H.
      • Loomba R.
      • Younossi Z.
      • Sanyal A.J.
      Modeling the epidemic of nonalcoholic fatty liver disease demonstrates an exponential increase in burden of disease.
      As such, public interest and concern regarding NAFLD has grown tremendously as the case burden increases and our understanding of this phenomenon deepens.
      Although the precise mechanism behind NAFLD pathogenesis is not known, insulin resistance (IR) is widely believed to play a prominent role. As insulin sensitivity decreases, as does its ability to suppress hormone-sensitive lipase, leading to increased free fatty acid release from peripheral adipose tissue. Excess free fatty acid is eventually taken up by the liver, contributing to steatosis. IR-induced hyperinsulinemia also promotes hepatic synthesis of triglycerides, further contributing to steatosis.
      • Antunes C.
      • Azadfard M.
      • Hoilat G.J.
      • et al.
      Fatty Liver. [Updated 2021 Nov 7].
      As such, conditions associated with IR, namely obesity, type 2 diabetes mellitus, and the metabolic syndrome, have been shown to have strong bidirectional associations with the development of NAFLD.
      Histologic staging and grading via liver biopsy is universally regarded as the gold standard for differentiating between NAFL and NASH, as well as for the quantification of hepatic fibrosis. However, liver biopsy is an expensive and invasive procedure with inherent risks for complications. Furthermore, the diagnostic yield may be prone to sampling error and the procedure itself may not be readily accessible to patients due to high cost and limited provider availability, particularly in underresourced patient populations. Given these limitations, along with the rising incidence of NAFLD, performing liver biopsies for all patients with NAFLD is not feasible. As such, much attention has been placed on NITs to assess the extent of fibrosis and to risk stratify patients who could benefit from liver biopsy. It is important to note that these NITs are used to assess for advanced fibrosis, not steatohepatitis, and cannot distinguish between NAFL and NASH. These tests can be subdivided into simple serum indices that are calculated from routine laboratory values (i.e., NAFLD fibrosis-4 score [FIB-4], AST to platelet ratio index [APRI]), specialized blood tests that detect unique biomarkers associated with hepatic fibrosis (i.e., enhanced liver fibrosis [ELF] test), and radiographic examinations that measure liver stiffness (i.e., vibration-controlled transient elastography [VCTE], shear wave elastography [SWE], magnetic resonance [MR] elastography). With proper use, these tests can rule out advanced disease and identify patients who are at high risk for fibrosis. These tests also have the potential to lower the number of specialist referrals and avoid unnecessary liver biopsies. However, society guidelines vary in their recommendations and cutoff values for these tests.
      Despite the universal concern over this growing phenomenon, there is no clear consensus on optimal screening strategies and risk stratification in patients with NAFLD. Multiple professional societies have put forth clinical practice guidelines and consensus statements; however, upon close review, multiple differences exist in their recommendations (INASL,
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      AACE,
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      Egyptian guidelines,
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      AGA,
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      KASL,
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      APASL,
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ALEH,
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      Catalan guidelines,
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      BASL,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      CSG,
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      EASL,
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      BSG,
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      JSG,
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      DGVS,
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      AAEH
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      ).These differences range from who to screen for NAFLD to which thresholds to employ when utilizing noninvasive tests (NITs). Prior review articles have compared society guidelines for NAFLD
      • Leoni S.
      • Tovoli F.
      • Napoli L.
      • Serio I.
      • Ferri S.
      • Bolondi L.
      Current guidelines for the management of non-alcoholic fatty liver disease: a systematic review with comparative analysis.
      • Monelli F.
      • Venturelli F.
      • Bonilauri L.
      • et al.
      Systematic review of existing guidelines for NAFLD assessment.
      • Zhu J.Z.
      • Hollis-Hansen K.
      • Wan X.Y.
      • et al.
      Clinical guidelines of non-alcoholic fatty liver disease: a systematic review.
      ; however, these articles focused on a small number of guidelines or compared guidelines that have since been changed or updated. With the emergence of newer studies, it is important to periodically reexamine current guidelines. We conducted a systematic review of clinical practice guidelines and professional society recommendations to identify areas of agreement and discordance in the screening, diagnosis, and assessment of NAFLD. We included the greatest number of guidelines representing a diverse group of countries and specifically focused on the use of noninvasive assessments of NAFLD risk.

      Methods

      A systematic review was performed following the guidelines in the “Preferred Reporting Items for Systematic Reviews and Meta-analyses” (PRISMA) statement. The inclusion criteria were
      • Cheemerla S.
      • Balakrishnan M.
      Global epidemiology of chronic liver disease.
      guidelines regarding the diagnosis and assessment of NAFLD in the general adult population,
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      peer-reviewed full-text articles written in English
      • Mavilia M.
      Mechanisms of progression in Non-alcoholic fatty liver disease.
      published between January 1, 2015, and August 2, 2022,
      • Harrison S.A.
      • Gawrieh S.
      • Roberts K.
      • et al.
      Prospective evaluation of the prevalence of non-alcoholic fatty liver disease and steatohepatitis in a large middle-aged US cohort.
      published by governmental agencies or scientific professional societies. Exclusion criteria were
      • Cheemerla S.
      • Balakrishnan M.
      Global epidemiology of chronic liver disease.
      guidelines that focused on specific patient populations such as pediatrics, lean individuals, and diabetes
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ; outdated guidelines in which a newer version has since been published.

      Literature Search Strategy

      We conducted a search of the literature using PubMed (using appropriate MeSH terms), EMBASE (using preferred Emtree terms), and Web of Science. Our screening process and search method is detailed in Figure 1.
      Figure 1
      Figure 1PRISMA flowchart describing the study screening and selection process.
      We used the following PubMed search protocol: (("Guidelines as Topic"[MeSH Terms] OR "Guideline"[Publication Type] OR "guideline∗"[All Fields] OR "recommendation∗"[All Fields] OR "protocol∗"[All Fields]) AND ("non alcoholic fatty liver disease"[MeSH Terms] OR ("non-alcoholic"[All Fields] AND "fatty"[All Fields] AND "liver"[All Fields]) OR "non alcoholic fatty liver disease"[All Fields] OR "non alcoholic fatty liver disease"[All Fields] OR ("non"[All Fields] AND "alcoholic"[All Fields] AND "fatty"[All Fields] AND "liver"[All Fields] AND "disease"[All Fields]))) AND (2015:2022[pdat]).
      We used the following EMBASE search string: “practice guideline” AND (“nafld” OR “nonalcoholic fatty liver”/exp OR “nonalcoholic fatty liver”) AND [2015–2022]/py AND ([adolescent]/lim OR [adult]/lim OR [young adult]/lim OR [middle aged]/lim OR [aged]/lim OR [very elderly]/lim). We used the following Web of Science search string: guideline or protocol AND nafld or non alcoholic fatty liver disease.

      Data Extraction

      Two reviewers (PF and AS) independently reviewed all records and identified 20 relevant articles. PF and AS analyzed and extracted information from the 20 articles about screening recommendations, NITs, risk stratification, fibrosis assessment, and work-up strategies and algorithms.

      Results

      Who to Screen for Nonalcoholic Fatty Liver Disease (NAFLD)?

      In our systematic review, no guidelines recommend routine screening for NAFLD in the general population, citing inadequate cost–benefit ratios and uncertainty of treatment options and benefits of screening. We define “routine screening” as population-based detection of disease, and “case-finding” as targeted screening for disease in high-risk groups. Fourteen guidelines
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      recommend case-finding for NAFLD in patients with high-risk features. Of those 14 guidelines, diabetes was cited as a high-risk feature in each guideline, and metabolic syndrome and obesity were cited in 13. The KASL does not cite obesity as a high-risk feature, and the Catalan guidelines do not cite metabolic syndrome as a high-risk feature. The KASL “recommends” case-finding for all patients with persistently elevated liver enzymes and/or patients with diabetes and to “consider” case-finding patients with metabolic syndrome.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      The BSG recommends case-finding for NAFLD in patients with type 2 diabetes, obesity, or metabolic syndrome but notes that the evidence on case-finding strategies in high-risk groups is limited and acknowledges that European and North American guidelines differ in this regard.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      Similarly, the AAEH recommends case-finding in high-risk groups (diabetes, metabolic syndrome, obesity) but acknowledges that data are inconclusive whether this strategy is sustainable and cost-effective. The EASL recommends case-finding for NAFLD in patients with obesity or metabolic syndrome and stated that case-finding for advanced disease is advisable in high-risk patients (age >50, metabolic syndrome, diabetes).
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      Seven guidelines recommend case-finding in patients with abnormal liver enzymes,
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      ,
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      ,
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      ,
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      ,
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      ,
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      ,
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      one guideline recommends case-finding in patients with a history of ischemic cardiovascular disease,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      and one guideline recommended case-finding in patients with a history of arterial hypertension.
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      Two guidelines
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      recommended against case-finding for NAFLD, even in high-risk groups. The AASLD cites uncertainties in diagnostic tests, treatment options, long-term benefits, and cost-effectiveness as reasons to defer case-finding, while the SBH simply states that there was no policy definition for tracking patients at high risk of developing NAFLD.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      Four guidelines
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      National Guideline Centre (UK)
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      do not mention case-finding strategies (Table 1) . For patients with a diagnosis of NAFLD, 16 guidelines
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      ,
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      ,
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      recommend screening for high-risk metabolic comorbidities such as diabetes, metabolic syndrome, dyslipidemia, and cardiovascular disease, noting the strong bidirectional relationship between these metabolic risk factors and NAFLD. Three guidelines (ALEH, CAMFIC, and AFEF) recommend the use of cardiovascular risk scoring systems such as the HeartSCORE for further risk stratification in patients with NAFLD. The BASL guidelines recommend more extensive testing for patients with severe NAFLD, defined as biopsy-proven NASH or ≥F2 fibrosis. For such patients, noninvasive assessment for subclinical atherosclerotic disease (i.e., coronary artery calcium score) is recommended. The INASL guidelines recommend screening for polycystic ovary syndrome in women with NAFLD and the metabolic syndrome.
      Table 1Summary of Recommendations on Optimal Screening Strategies to Detect NAFLD.
      Screening strategiesGuidelines
      Routine screeningNone
      Screen high risk patientsAACE, Egyptian guidelines, AGA, KASL, APASL, ALEH, Catalan guidelines, BASL, CSG, EASL, BSG, JSG, DGVS, AAEH. (14)
      DiabetesAACE, Egyptian guidelines, AGA, KASL, APASL, ALEH, Catalan guidelines, BASL, CSG, EASL, BSG, JSG, DGVS, AAEH. (14)
      ObesityAACE, Egyptian guidelines, AGA, APASL, ALEH, Catalan guidelines, BASL, CSG, EASL, BSG, JSG, DGVS, AAEH. (13)
      Metabolic syndromeAACE, Egyptian guidelines, AGA, KASL, APASL, ALEH, BASL, CSG, EASL, BSG, JSG, DGVS, AAEH. (13)
      Elevated transaminasesAACE, AGA, KASL, ALEH, CSG, BSG, DGVS. (7)
      History of ischemic cardiovascular diseaseBASL. (1)
      History of arterial hypertensionDGVS. (1)
      Recommend against screening, even in high-risk patientsAASLD, SBH. (2)
      Did not mentionAISF, NICE-UK, AFEF, INASL. (4)
      Abbreviations: AACE: American Association of Clinical Endocrinology; AAEH: Asociación Española para el Estudio del Hígado; AASLD: American Association for the Study of Liver Diseases; AFEF: French Association for the Study of the Liver; AGA: American Gastroenterology Association; AISF: Italian Association for the Study of the Liver; APASL: The Asian Pacific Association for the Study of the Liver; ALEH: Latin American Association for the study of the liver; BASL: Belgian Association for the Study of the Liver; BSG: British Society of Gastroenterology; CSG: Chinese Society of Gastroenterology; DGVS: German Society of Gastroenterology, Digestive and Metabolic Diseases; EASL: European Association for the Study of the Liver; JSG: Japanese Society of Gastroenterology; INASL: India National Association for the Study of the Liver; KASL: The Korean Association for the Study of the Liver; NICE: National Institute for Health and Care Excellence; SBH: Brazilian Society of Hepatology.

      Abdominal Ultrasound

      Abdominal ultrasound (US) is the most frequently used method for the screening and diagnosis of NAFLD.
      • Mishra P.
      • Younossi Z.M.
      Abdominal ultrasound for diagnosis of nonalcoholic fatty liver disease (NAFLD).
      Its advantages include widespread availability, relatively low cost, and overall safety of use. However, its clinical utility is limited due to its variable accuracy and inability to distinguish between NAFL and NASH. Negative findings on US cannot rule out NAFLD, as US requires the presence of steatosis in 12.5–33% of hepatocytes for optimal accuracy.
      • Saadeh S.
      • Younossi Z.M.
      • Remer E.M.
      • et al.
      The utility of radiological imaging in nonalcoholic fatty liver disease.
      ,
      • Bril F.
      • Ortiz-Lopez C.
      • Lomonaco R.
      • et al.
      Clinical value of liver ultrasound for the diagnosis of nonalcoholic fatty liver disease in overweight and obese patients.
      Thus, US may miss patients with mild steatosis. Its performance is also less accurate in obese patients.
      • Saadeh S.
      • Younossi Z.M.
      • Remer E.M.
      • et al.
      The utility of radiological imaging in nonalcoholic fatty liver disease.
      • Bril F.
      • Ortiz-Lopez C.
      • Lomonaco R.
      • et al.
      Clinical value of liver ultrasound for the diagnosis of nonalcoholic fatty liver disease in overweight and obese patients.
      Despite these limitations, 10 guidelines
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      ,
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      ,
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      recommend the use of US as the first-line test for the diagnosis of NAFLD. The AACE and AASLD do not recommend conventional US for the diagnosis of NAFLD.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      The AACE recommends use of transient elastography over US when available, citing its ability to quantify steatosis and assess fibrosis severity in one session.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      For patients with high pretest probability for NAFLD, the AACE recommends bypassing US and proceeding with fibrosis assessment via the FIB-4 since the probability of having steatosis is high. The AASLD recommends the use of clinical decision aids such as NFS, FIB-4, and VCTE over conventional US, stating that its utility as a screening tool is unproven.
      • Mavilia M.
      Mechanisms of progression in Non-alcoholic fatty liver disease.
      Four guidelines
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      ,
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      ,
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      state that US can be helpful but is not required and should be used in conjunction with other NITs. The AFEF stated that steatosis is most often discovered incidentally through imaging such as US but noted that to diagnose NAFLD, these findings must be observed in a metabolic context after other causes of steatosis are ruled out.
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      Most guidelines agree that US can be useful in detecting moderate to high levels of steatosis and that positive results are highly suggestive of NAFLD. However, US should not be used alone and negative results cannot exclude the presence of NAFLD. Regardless of the results, US should be used in conjunction with other NITs. Once NAFLD is diagnosed, most commonly through US, assessment for hepatic fibrosis should be made using simple blood tests such as the NFS or FIB-4.

      Fibrosis-4 (FIB-4)

      The FIB-4 is a simple index developed by Sterling et al. in 2006 to predict liver fibrosis in patients with human immunodeficiency virus and hepatitis C coinfection.
      • Sumida Y.
      • Yoneda M.
      • Hyogo H.
      • et al.
      Validation of the FIB4 index in a Japanese nonalcoholic fatty liver disease population.
      The algorithm uses age, AST, INR, and platelet count to generate a numerical score. Scores of <1.45 exclude advanced fibrosis with a negative predictive value of 90% and a sensitivity of 70%, while scores of >3.25 rule in advanced fibrosis with a positive predictive value of 65% and a specificity of 97%. The FIB-4 has since been validated for use in patients with NAFLD, with Shah et al. proposing cutoffs of scores of <1.3 to rule out fibrosis with a negative predictive value of 90%, and scores of >2.67 to rule in fibrosis with a positive predictive value of 80% NAFLD.
      • Sterling R.K.
      • Lissen E.
      • Clumeck N.
      • et al.
      Development of a simple noninvasive index to predict significant fibrosis in patients with HIV/HCV coinfection.
      • Lee J.
      • Vali Y.
      • Boursier J.
      • et al.
      Prognostic accuracy of FIB-4, NAFLD fibrosis score and APRI for NAFLD-related events: a systematic review.
      • Amernia B.
      • Moosavy S.H.
      • Banookh F.
      • Zoghi G.
      FIB-4, APRI, and AST/ALT ratio compared to FibroScan for the assessment of hepatic fibrosis in patients with non-alcoholic fatty liver disease in Bandar Abbas, Iran.
      • Shah A.G.
      • Lydecker A.
      • Murray K.
      • Tetri B.N.
      • Contos M.J.
      • Sanyal A.J.
      Nash Clinical Research Network
      Comparison of noninvasive markers of fibrosis in patients with nonalcoholic fatty liver disease.
      Eighteen guidelines
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      recommend the use of FIB-4 for the assessment of NAFLD although guidelines differed on which cutoff values to use. Six guidelines
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      ,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      recommend the cutoffs proposed by Shah et al. of <1.3 as the lower cutoff to rule out fibrosis and >2.67 as the upper cutoff to rule in fibrosis. The AISF recommends a lower cutoff of <1.3 to rule out fibrosis but does not recommend a higher cutoff to rule in fibrosis. The Catalan guidelines also do not recommend a higher cutoff but instead recommends a lower cutoff of <1.3 in patients aged <65 and a lower cutoff of <2 in patients aged 65 or greater.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      The ALEH and DGVS recommend a lower cutoff of <1.3 for those under the age of 65, and a lower cutoff of <2.0 for patients greater than 65 years old, citing decreased specificity in patients aged 65 or greater, and an upper cutoff of >2.67.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      ,
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      Of note, both the FIB-4 and NFS have been shown to have poor diagnostic accuracy when used to assess individuals younger than 35 years of age, with area under the receiving operating characteristic curves of 0.52 and 0.6, respectively. In patients aged 65 or greater, the specificity of the FIB-4 and NFS for detecting advanced fibrosis declined to 35% and 25%, respectively.
      • McPherson S.
      • Hardy T.
      • Dufour J.F.
      • et al.
      Age as a confounding factor for the accurate non-invasive diagnosis of advanced NAFLD fibrosis.
      The AASLD recommends the cutoff originally proposed by Sterling et al. of <1.45 as the lower cutoff and >3.25 as the upper cutoff.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      The JSG recommends a lower cutoff of <1.3 and an upper cutoff of >3.25.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      Seven guidelines
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      ,
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      recommend the FIB-4 but did not specify cutoffs, and two guidelines
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      ,
      National Guideline Centre (UK)
      did not mention the FIB-4 (Table 2) .
      Table 2Summary of Recommendations on the Use of Abdominal Ultrasound, FIB-4, NFS, and APRI for the Diagnosis of NAFLD and Assessment of Hepatic Fibrosis Severity.
      RecommendationsGuidelines
      Ultrasound
       Ultrasound is first line for detection of hepatic steatosisEgyptian guidelines, AISF, KASL, APASL, ALEH, BASL, CSG, EASL, DGVS, AAEH. (10)
       Ultrasound should be used in conjunction with other tests, but is optional and not necessarily first lineAGA, Catalan guidelines, SBH, INASL. (4)
       Steatosis is most often discovered incidentally through imaging such as ultrasound, but findings must be in a metabolic context after other causes of steatosis are ruled outAFEF. (1)
       Ultrasound is not recommended; TE should be performed insteadAACE. (1)
       Ultrasound is unproven as a screening toolAASLD. (1)
       No comment/does not specifyNICE-UK, JSG, BSG. (3)
      FIB-4
       Cutoff of <1.3 and >2.67AACE, Egyptian guidelines, AGA, KASL, BASL, AFEF. (6)
       Cutoff of <1.3 and >3.25JSG. (1)
       Cutoff of <1.56 and >3.25AASLD. (1)
       Cutoff of <1.3AISF. (1)
       Cutoff of <1.3 for age <65Catalan guidelines. (1)
       Cutoff of <2 for age ≥65
       Cutoff of <1.3 and >2.67 for age <65ALEH, DGVS. (2)
       Cutoff of >2 and >2.67 for age ≥65
       FIB-4 is recommended, but did not specify cutoffsAPASL, CSG, SBH, EASL, AFEF, BSG. (7)
       FIB-4 was not mentionedNICE-UK, INASL. (2)
      NFS
       Cutoffs of <−1.45 and >0.67Egyptian guidelines, KASL, APASL, ALEH, BASL, AASLD, JSG, AFEF. (8)
       Cutoff of <−1.45 and >0.67 for age <65DGVS. (1)
       Cutoff of <0.12 and >0.67 for age ≥65
       Cutoff of <−1.4 for age <65Catalan guidelines. (1)
       Cutoff of <0.12 for age ≥65
       Cutoff of <−1.45AISF. (1)
       NFS is recommended, but did not specify cutoffsCSG, SBH, EASL, AAEH, BSG, INASL. (6)
       NFS is not recommendedAACE, AGA. (2)
       NFS was not mentionedNICE-UK. (1)
      APRI
       Cutoff of <0.5 and >1.5Egyptian guidelines, APASL. (2)
       Cutoff of <0.48 and >1.34AGA. (1)
       APRI is recommended but did not specify cutoffsSBH, EASL, INASL (3)
       APRI is not recommendedALEH, BASL, AASLD, CSG, DGVS. (5)
       APRI was not mentionedAACE, AISF, KASL, Catalan guidelines, BSG, JSG, NICE-UK, AFEF, AAEH. (9)
      Abbreviations: AACE: American Association of Clinical Endocrinology; AAEH: Asociación Española para el Estudio del Hígado; AASLD: American Association for the Study of Liver Diseases; AFEF: French Association for the Study of the Liver; AGA: American Gastroenterology Association; AISF: Italian Association for the Study of the Liver; ALEH: Latin American Association for the study of the liver; APASL: The Asian Pacific Association for the Study of the Liver; APRI: AST to platelet ratio index; BASL: Belgian Association for the Study of the Liver; BSG: British Society of Gastroenterology; CSG: Chinese Society of Gastroenterology; DGVS: German Society of Gastroenterology, Digestive and Metabolic Diseases; EASL: European Association for the Study of the Liver; FIB-4: Fibrosis-4; INASL: India National Association for the Study of the Liver; JSG: Japanese Society of Gastroenterology; KASL: The Korean Association for the Study of the Liver; NFS: NAFLD fibrosis score; NICE: National Institute for Health and Care Excellence.

      NAFLD Fibrosis Score

      The NAFLD fibrosis score (NFS) was developed by Angulo et al. in 2007 to assess for advanced fibrosis in patients with NAFLD. It uses six variables: age, presence of hyperglycemia, body mass index (BMI), platelet count, albumin, and the AST/ALT ratio.
      • Angulo P.
      • Hui J.M.
      • Marchesini G.
      • et al.
      The NAFLD fibrosis score: a noninvasive system that identifies liver fibrosis in patients with NAFLD.
      Advanced fibrosis is ruled out with a score of <−1.45 and ruled in with a score of >0.676. In their retrospective model, use of the NFS score would have avoided liver biopsy in 75% of patients with correct prediction in 90% of patients.
      • Angulo P.
      • Hui J.M.
      • Marchesini G.
      • et al.
      The NAFLD fibrosis score: a noninvasive system that identifies liver fibrosis in patients with NAFLD.
      Fourteen guidelines
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      recommend the use of NFS. Eight guidelines
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      ,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      ,
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      recommend the cutoff values proposed by Angulo et al. AISF recommends a single cutoff of <−1.45 to rule out fibrosis.
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      Patients with scores <−1.45 are recommended to repeat NITs in 1–3 years, and those with scores >−1.45 are recommended to pursue further workup for fibrosis. The Catalan guidelines and DGVS recommend a lower cutoff of <−1.4 in patients younger than 65 and a lower cutoff of <0.12 in patients 65 and older. The Catalan guidelines do not specify an upper cutoff and consider all patients with scores >−1.4 to be medium-to-high risk for fibrosis and recommend further testing with elastography.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      ,
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      The DGVS recommends an upper cutoff of >0.67 to rule in advanced fibrosis.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      Six other guidelines
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      ,
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      ,
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      recommend NFS but do not specify cutoff values. The AACE recommends against using NFS in primary care settings as it overestimates fibrosis in patients with obesity and diabetes.
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      Similarly, AFEF recommends avoiding the NFS in patients with diabetes, stating that approximately 80% of patients with hyperglycemia or diabetes have high or indeterminate NFS scores, which significantly overestimates the prevalence of advanced fibrosis in this population.
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      The AGA clinical care pathway prefers FIB-4 over NFS, citing superior diagnostic accuracy in predicting advanced fibrosis. The NICE-UK guidelines do not comment on NFS (Table 2).
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.

      AST to Platelet Ratio Index

      The APRI was originally developed to predict significant fibrosis and cirrhosis in patients with hepatitis C
      • Wai C.T.
      • Greenson J.K.
      • Fontana R.J.
      • et al.
      A simple noninvasive index can predict both significant fibrosis and cirrhosis in patients with chronic hepatitis C.
      and has since been shown to reliably predict fibrosis in patients with NAFLD.
      • Lee J.
      • Vali Y.
      • Boursier J.
      • et al.
      Prognostic accuracy of FIB-4, NAFLD fibrosis score and APRI for NAFLD-related events: a systematic review.
      ,
      • Amernia B.
      • Moosavy S.H.
      • Banookh F.
      • Zoghi G.
      FIB-4, APRI, and AST/ALT ratio compared to FibroScan for the assessment of hepatic fibrosis in patients with non-alcoholic fatty liver disease in Bandar Abbas, Iran.
      ,
      • Kruger F.C.
      • Daniels C.R.
      • Kidd M.
      • et al.
      APRI: a simple bedside marker for advanced fibrosis that can avoid liver biopsy in patients with NAFLD/NASH.
      The formula is [[AST/upper limit of normal AST] × 100]/platelet count. Five guidelines (Egyptian guidelines, APASL, AGA, SBH, and EASL) recommended the use of APRI in NAFLD assessment. The Egyptian guidelines and APASL recommend a lower cutoff of <0.5 to rule out advanced fibrosis and an upper cutoff of >1.5 to rule in advanced fibrosis.
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      The AGA recommends cutoffs of <0.48 and >1.34.
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      Three guidelines
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      ,
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      recommend the use of APRI but do not specify cutoffs. Five guidelines
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      ,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      ,
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      ,
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      do not recommend the APRI over other tests such as the NFS and FIB-4. The ALEH questions the accuracy of the APRI in NAFLD patients, citing a meta-analysis that showed superior performance of NFS and FIB-4 in detecting advanced fibrosis in NAFLD.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      Similarly, the AASLD, BASL, CSG, and DGVS recommend the NFS and FIB-4 over APRI in predicting advanced fibrosis in NAFLD (Table 2).
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      ,
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      ,
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).

      Enhanced Liver Fibrosis Test

      The ELF test is a panel that measures the levels of three serum markers of liver fibrosis: hyaluronic acid (HA), type III procollagen peptide (PIIINP), and tissue inhibitor of matrix metalloproteinase 1 (TIMP-1). This model estimates the rate of liver extracellular matrix metabolism which correlates with the severity of liver fibrosis. It was first proposed by as the “Original European Liver Fibrosis Test” in 2004 using the three aforementioned biomarkers along with patient age
      • Rosenberg W.M.
      • Voelker M.
      • Thiel R.
      • et al.
      Serum markers detect the presence of liver fibrosis: a cohort study.
      to estimate fibrosis in patients with chronic liver disease. In 2008, age was removed from the model and the algorithm was updated in a validation study that focused on patients with NAFLD. This new model was deemed the “Enhanced Liver Fibrosis Test” and was demonstrated to reliably detect advanced fibrosis in patients with NAFLD with an AUC of 0.9.
      • Guha I.N.
      • Parkes J.
      • Roderick P.
      • et al.
      Noninvasive markers of fibrosis in nonalcoholic fatty liver disease: validating the European Liver Fibrosis Panel and exploring simple markers.
      The Siemens Healthineers medical device company later revised the algorithm using a different scale. Subsequent studies reported varying results using different manufacturer recommendations for cutoffs. A recent meta-analysis showed that the ELF test had a sensitivity of 93% and specificity of 34% at the lower cutoff of 7.7, and a sensitivity of 65% and specificity of 86% at the upper cutoff of 9.8. In low-prevalence populations, authors reported high NPV and lower PPV.
      • Vali Y.
      • Lee J.
      • Boursier J.
      • et al.
      Enhanced liver fibrosis test for the non-invasive diagnosis of fibrosis in patients with NAFLD: a systematic review and meta-analysis.
      Eight guidelines
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      ,
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      ,
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      ,
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      ,
      National Guideline Centre (UK)
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      recommended the use of ELF as a second-line tool for fibrosis assessment. The AACE recommends cutoffs of <7.7 to rule-in fibrosis and >9.8 to rule-out fibrosis.
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      The Egyptian guidelines recommend a single cutoff of <10.35.
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      National Guideline Centre (UK)
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      The KASL recommends a single cutoff of <0.3576 citing the study by Guha et al., which is equivalent to <10.17 on the Siemens scale.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      ,
      • Guha I.N.
      • Parkes J.
      • Roderick P.
      • et al.
      Noninvasive markers of fibrosis in nonalcoholic fatty liver disease: validating the European Liver Fibrosis Panel and exploring simple markers.
      ,
      • Vali Y.
      • Lee J.
      • Boursier J.
      • et al.
      Enhanced liver fibrosis test for the non-invasive diagnosis of fibrosis in patients with NAFLD: a systematic review and meta-analysis.
      The NICE-UK guidelines recommend a single cutoff of <10.51.
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      National Guideline Centre (UK)
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      The ELF is recommended by APASL, EASL, BSG, and AFEF, but no cutoffs were specified.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      ,
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      The BASL acknowledges the utility of the ELF but notes that given its use of nonroutine laboratory tests and lack of reimbursement, its use was limited in daily practice.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      The AASLD notes that the ELF had been approved for commercial use in Europe but states that it was not available for clinical use in the United States.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      Of note, 3 years after the AASLD guidelines were published, the United States Food and Drug Administration (FDA) approved the ELF for commercial use in August 2021. Similarly, the DGVS acknowledges that the ELF has a high NPV in ruling out advanced fibrosis, especially in populations with low NAFLD prevalence but states that further studies are needed to determine the use of this marker in primary care before it could be routinely recommended.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      The ELF is not mentioned in AISF, AGA, ALEH, Catalan guidelines, CSG, SBH, JSG, AAEH, and INASL (Table 3).
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      ,
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      ,
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      ,
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      ,
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      ,
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      ,
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      Table 3Summary of Recommendations on the Use of the ELF and VCTE for Risk-Stratification in Patients With NAFLD.
      RecommendationsGuidelines
      ELF
       Cutoff of <7.7 and >9.8AACE. (1)
       Cutoff of <10.35Egyptian guidelines. (1)
       Cutoff of <0.3576 (equivalent of 10.17 on the Siemens scale)KASL. (1)
       Cutoff of <10.51NICE-UK. (1)
       ELF is recommended but did not specify cutoffsAPASL, EASL, BSG, AFEF. (4)
       ELF is useful but limited by availability, and thus not recommendedBASL, AASLD, DGVS. (3)
       ELF was not mentionedAISF, AGA, ALEH, Catalan guidelines, CSG, SBH, JSG, DGVS, INASL (9)
      VCTE
       Cutoff of <8 and >12AACE, AGA, DGVS. (3)
       Cutoff of <8IASF, ALEH. (2)
       Cutoff of <7.9 (M-probe), <7.2 (XL-probe)BASL. (1)
       Cutoff of <9.9AASLD. (1)
       Cutoff of <10 and >15APASL. (1)
       Cutoff of <8 and >18Catalan guidelines. (1)
       Cutoff of <7.9 and >9.6AFEF. (1)
       VCTE is recommended, but there is no acceptable threshold for diagnosis and the optimum pathway has not been determinedCSGS, EASL, BSG, INASL. (4)
       VCTE is recommended but did not specify cutoffEgyptian guidelines, KASL, JSG, AAEH. (4)
       VCTE was not mentionedNICE-UK. (1)
      Abbreviations: AACE: American Association of Clinical Endocrinology; AAEH: Asociación Española para el Estudio del Hígado; AASLD: American Association for the Study of Liver Diseases; AFEF: French Association for the Study of the Liver; AGA: American Gastroenterology Association; AISF: Italian Association for the Study of the Liver; ALEH: Latin American Association for the study of the liver; APASL: The Asian Pacific Association for the Study of the Liver; BASL: Belgian Association for the Study of the Liver; BSG: British Society of Gastroenterology; CSG: Chinese Society of Gastroenterology; DGVS: German Society of Gastroenterology, Digestive and Metabolic Diseases; EASL: European Association for the Study of the Liver; ELF: enhanced liver fibrosis score; INASL: India National Association for the Study of the Liver; JSG: Japanese Society of Gastroenterology; KASL: The Korean Association for the Study of the Liver; NAFLD: Non Alcoholic Fatty Liver Disease; NICE: National Institute for Health and Care Excellence; VCTE: vibration-controlled transient elastography.

      Liver Stiffness Measurement: Vibration-controlled Transient Elastography

      Several radiographic tools exist for the quantification of severity of hepatic fibrosis, including VCTE, SWE, and MR elastography. These tests were largely recommended as second or third-line modalities when first and second-line NITs resulted in indeterminate or high scores. Of these options, VCTE is the most widely used and the most frequently recommended. The VCTE is an US-based technique in which a probe generates a vibration that induces a shear wave that propagates through the liver. The US measures the wave velocity which correlates with liver stiffness; faster velocities correspond with increased liver stiffness. Two probes are available: the classic M probe and the XL probe which was developed for optimal use in patients with obesity. In a study by Eddowes et al., liver stiffness measurement values of <8.2 kPa excluded advanced fibrosis (fibrosis stage 3 or 4) with an NPV of >80%, and values of >12.1 predicted advanced fibrosis with a PPV of 76–88% in high prevalence populations, although the PPV for primary care populations was more variable.
      • Eddowes P.J.
      • Sasso M.
      • Allison M.
      • et al.
      Accuracy of fibroscan controlled attenuation parameter and liver stiffness measurement in assessing steatosis and fibrosis in patients with nonalcoholic fatty liver disease.
      Similar to conventional US, VCTE has lower accuracy in obese patients.
      • Wong V.W.
      • Vergniol J.
      • Wong G.L.
      • et al.
      Diagnosis of fibrosis and cirrhosis using liver stiffness measurement in nonalcoholic fatty liver disease.
      Conventional attenuation parameter is an available software add-on built into VCTE that estimates the propagation of US waves through the liver in decibels per meter, which corresponds with severity of steatosis.
      Eighteen guidelines recommend use of VCTE.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      Three guidelines
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      ,
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      ,
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      recommend cutoffs of <8 kPa to rule out advanced fibrosis and >12 kPa to rule in advanced fibrosis, with values of 8–12 being indeterminate. DGVS states that if the M and XL probes are used correctly, no adjustments to the cutoff values are required.
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      The APASL recommends cutoffs of <10 and >15, the Catalan guidelines recommend cutoffs of <8 and >15, and the AFEF recommends cutoffs of <7.9 and >9.6.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      ,
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      The AISF and ALEH recommend a single cutoff of <8 to rule out advanced fibrosis.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      The BASL recommends cutoffs of <7.9 (using M-probe) and <7.2 (using XL probe), and the AASLD recommends a single cutoff of <9.9.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      The CSG, BSG, and EASL recommend the use of VCTE but state that there is no consensus cutoff that should be used and that the optimum pathway has not been determined.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      The Egyptian guidelines, KASL, JSG, and INASL recommend VCTE but do not specify a cutoff.
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      ,
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      ,
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      The AAEH recommends using VCTE in conjunction with conventional attenuation parameter to simultaneously assess degree of fibrosis and steatosis but does not specify a cutoff (Table 3).
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      SWE is another US-based method to quantify fibrosis and is available as a software component on many modern US devices.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      However, SWE is less validated in NAFLD and only recommended as an alternative option to VCTE by two guidelines.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      ,
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      MRE is the most accurate tool for fibrosis quantification but is limited by high cost and limited availability and is therefore recommended only in select cases or for research purposes and not in the routine clinical setting.

      When to Get Liver Biopsy?

      Despite its invasive nature and expensive cost, liver biopsy remains the only validated method to distinguish between NASH from NAFL, while also providing the ability to assess for other causes of liver injury. However, guidelines differ on the indications for liver biopsy in the assessment of NAFLD. The most common indications for biopsy were indeterminate or high results on NITs, assessment for other causes of liver disease, or high clinical suspicion for NASH or advanced fibrosis. Several guidelines disagreed on the role of liver biopsy in patients with high results on NITs. Seven guidelines recommend liver biopsy in patients with indeterminate or high NIT results to confirm fibrosis.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      ,
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      ,
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      ,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      ,
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      ,
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.
      The AAEH recommends liver biopsy to confirm NAFLD in patients with steatosis and metabolic comorbidities but did not provide a specific pathway to follow before pursuing biopsy.
      • Aller R.
      • Fernández-Rodríguez C.
      • Lo Iacono O.
      • et al.
      Consensus document, management of non-alcoholic fatty liver disease (NAFLD), clinical practice guidelines.
      The Catalan guidelines state that liver biopsy is useful in indeterminant cases and recommends biopsy for indeterminate VCTE scores of 8–18 kPa or if there was clinical doubt in the diagnosis.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      They state that the primary diagnosis and evaluation of NAFLD should be based on NITs rather than liver biopsy. Similarly, the APASL states that if NITs are high, this is sufficient for management and liver biopsy is not needed.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      The AFEF states that liver biopsy is not required if both simple blood tests (FIB-4, NFS) and specialized blood tests (i.e., ELF) show advanced fibrosis.
      • Boursier J.
      • Guillaume M.
      • Bouzbib C.
      • et al.
      Non-invasive diagnosis and follow-up of non-alcoholic fatty liver disease.
      They recommend liver biopsy if results are likely to modify patient management. The INASL guidelines recommend liver biopsy for patients who are likely to have severe disease, with predictors of severity including age greater than 45, female gender, high APRI and NFS scores, and the presence of diabetes or metabolic syndrome.
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      The KASL guidelines were less clear, recommending liver biopsy in patients suspected of having NASH, advanced fibrosis, or coexisting liver disease, but did not specify further.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      The BSG recommends liver biopsy if there was diagnostic uncertainty or inconclusive fibrosis staging using noninvasive methods, or if patients were candidates for pharmacologic therapy for NASH.
      • Chalasani N.
      • Younossi Z.
      • Lavine J.E.
      • et al.
      The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases.
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      • Cotrim H.P.
      • Parise E.R.
      • Figueiredo-Mendes C.
      • Galizzi-Filho J.
      • Porta G.
      • Oliveira C.P.
      Nonalcoholic fatty liver disease Brazilian Society of Hepatology consensus.

      Discussion

      While guidelines differ in threshold values and interpretation of NIT scores, they share a similar overarching approach to NAFLD assessment. Guidelines disagree on the utility of case-finding for NAFLD in high-risk groups, but most agree that risk factors primarily consist of diabetes, obesity, and metabolic syndrome. Due to the invasive nature of liver biopsy, more attention is being placed on NITs to assess for fibrosis. Most guidelines recommend a three-tiered system, in which US is used to screen for NAFLD in high-risk patients or those with abnormal liver function tests. If abnormal, simple scoring systems are calculated to assess for fibrosis, of which the FIB-4 is the most recommended but had the greatest variation in recommended cutoff values. The APRI was the least recommended with several guidelines noting its inferiority compared to the FIB-4 and NFS. However, because the NFS and APRI are calculated from routine lab values and clinical data, these tests can easily be incorporated into the assessment of NAFLD regardless. For indeterminate or high results, guidelines recommend more specialized testing, either via specialized blood tests such as the ELF or via radiographic modalities such as VCTE. Of the NITs, VCTE is widely considered to be the most accurate test for fibrosis assessment, aside from MRE which is not recommended for routine clinical use due to limitations in cost and availability. This tiered approach has been shown to improve efficiency in NAFLD assessment in the primary care setting, with AFEF noting that in patients who underwent a FIB-4–ELF pathway (stepwise progression of FIB-4 to ELF to specialist referral, with indeterminate or high results leading to progression in the clinical pathway), “unnecessary” specialist referrals were decreased by four-fold compared to general practitioners who did not follow this pathway. It is important to note that because the general population has a relatively low prevalence of advanced liver fibrosis compared to a hepatology clinic patient panel, the pretest probabilities of the NITs will be lower. Thus, when these NITs are applied toward the general population, the false-positive rate is likely to be higher compared to that of a hepatology clinic panel.
      Guidelines largely agreed on the interpretation of low-risk and indeterminate-risk NIT scores. Low-risk NIT scores can reliably rule out advanced fibrosis, and most guidelines recommend following up with primary care, optimizing risk factors, and repeating NITs every 1–3 years. For indeterminate-risk NIT scores between the lower and upper cutoffs, most guidelines recommend proceeding with additional NITs, and if still indeterminate, to consider specialist referral for further evaluation, including liver biopsy if the diagnosis is uncertain. However, interpretation of high-risk NIT scores varied. Seven guidelines
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      ,
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      ,
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      ,
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      ,
      Non-alcoholic fatty liver disease in adults 2021: a clinical practice guideline of the Italian Association for the Study of the Liver (AISF), the Italian Society of Diabetology (SID) and the Italian Society of Obesity (SIO).
      treat high-risk scores similarly to indeterminate risk-scores: proceeding with additional NITs and referring to specialists if indeterminate or high. However, APASL only recommends liver biopsy only in indeterminate cases, stating that high-risk scores on NITs are usually sufficient to guide management. Four guidelines
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      ,
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      ,
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      ,
      • McPherson S.
      • Armstrong M.J.
      • Cobbold J.F.
      • et al.
      Quality standards for the management of non-alcoholic fatty liver disease (NAFLD): consensus recommendations from the British Association for the Study of the Liver and British Society of Gastroenterology NAFLD Special Interest Group.
      recommend specialist referral for any high-risk NIT scores without need for additional work-up (i.e., a high FIB-4 score does not necessitate further assessment with ELF or elastography and can be referred directly to a specialist). The Catalan guidelines recommend liver biopsy only for indeterminate VCTE scores.
      • Duseja A.
      • Singh S.P.
      • Saraswat V.A.
      • et al.
      Non-alcoholic fatty liver disease and metabolic syndrome-position paper of the Indian National Association for the Study of the Liver, Endocrine Society of India, Indian College of Cardiology and Indian Society of Gastroenterology.
      • Cusi K.
      • Isaacs S.
      • Barb D.
      • et al.
      American Association of Clinical Endocrinology clinical practice guideline for the diagnosis and management of nonalcoholic fatty liver disease in primary care and endocrinology clinical settings: co-sponsored by the American Association for the Study of Liver Diseases (AASLD).
      • Fouad Y.
      • Esmat G.
      • Elwakil R.
      • et al.
      The Egyptian clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Kanwal F.
      • Shubrook J.H.
      • Adams L.A.
      • et al.
      Clinical care pathway for the risk stratification and management of patients with nonalcoholic fatty liver disease.
      • Kang S.H.
      • Lee H.W.
      • Yoo J.J.
      • et al.
      Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines: management of nonalcoholic fatty liver disease.
      • Eslam M.
      • Sarin S.K.
      • Wong V.W.
      • et al.
      The Asian Pacific Association for the Study of the Liver clinical practice guidelines for the diagnosis and management of metabolic associated fatty liver disease.
      • Arab J.P.
      • Dirchwolf M.
      • Álvares-da-Silva M.R.
      • et al.
      Latin American Association for the study of the liver (ALEH) practice guidance for the diagnosis and treatment of non-alcoholic fatty liver disease.
      • Caballeria L.
      • Augustin S.
      • Broquetas T.
      • et al.
      Recommendations for the detection, diagnosis and follow-up of patients with non-alcoholic fatty liver disease in primary and hospital care.
      • Francque S.
      • Lanthier N.
      • Verbeke L.
      • et al.
      The Belgian association for study of the liver guidance document on the management of adult and paediatric non-alcoholic fatty liver disease.
      • Fan J.G.
      • Wei L.
      • Zhuang H.
      National Workshop on Fatty Liver and Alcoholic Liver Disease, Chinese Society of Hepatology, Chinese Medical AssociationFatty Liver Disease Expert Committee, Chinese Medical Doctor Association
      Guidelines of prevention and treatment of nonalcoholic fatty liver disease.
      European Association for the Study of the Liver (EASL)European Association for the Study of Diabetes (EASD)European Association for the Study of Obesity (EASO)
      EASL-EASD-EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease.
      The JSG says to “consider” elastography or liver biopsy for indeterminate-risk scores and “recommends” elastography or liver biopsy for high-risk scores.
      • Tokushige K.
      • Ikejima K.
      • Ono M.
      • et al.
      Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis 2020.
      The DGVS recommends specialist referral for elastography and further diagnostics for patients with indeterminate-risk or high-risk scores although they state that repeating NITs in 1 year is also an option for those with indeterminate-risk scores.
      • Tacke F.
      • Canbay A.
      • Bantel H.
      • et al.
      Updated S2k clinical practice guideline on non-alcoholic fatty liver disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS).
      The AFEF states that liver bi