1Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea.
2Institute of Endocrine Research, Yonsei University College of Medicine, Seoul, Korea.
3Division of Endocrinology and Metabolism, Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Korea.
4Department of Internal Medicine, Wonkwang University Hospital, Wonkwang University School of Medicine, Iksan, Korea.
Copyright © 2019 Korean Diabetes Association
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONFLICTS OF INTEREST: No potential conflict of interest relevant to this article was reported.
Device | Detection criteria | Accuracy reproducibility quantification | Hepatic volume of assessment | Time accessibility | Cost | Specific comments |
---|---|---|---|---|---|---|
Hepatic steatosis | ||||||
US | Specific sonographic findings [51] | + | +++ | + (bedside) | + | Cannot detect mild steatosis, Observer dependency |
CT | liver HU <40 or liver HU−spleen HU <−10 [43] | ++ | +++ | ++ | ++ | Radiation hazard |
Diverse criteria for definition (liver/spleen ratio of HU, etc.) | ||||||
Low sensitivity in mild steatosis | ||||||
MRI-PDFF | ≥5.6% liver fat [42 44] | +++ | +++ | +++ | +++ | Optimal for clinical trials |
MRS | +++ | + | +++ | +++ |
Gold standard Sampling errors Require expertise/device |
|
CAP by TE | CAP ≥248 dB/m [46] or ≥288 dB/m [47] | ++ | + | + (bedside) | + | Not linear in higher liver fat content |
Results are affected by BMI, diabetes, etiology | ||||||
XL probe for the obese | ||||||
Hepatic fibrosis | ||||||
MRE | Advanced fibrosis (F3) threshold >2.4–5.55 kPa [45] | +++ | +++ | +++ | +++ | Diverse cut-points by types of modality (2D, 3D, etc.) |
Most accurate but expensive | ||||||
Failure risk in iron overload condition | ||||||
LSM by TE | Diverse cut-points (7.3–9.9 kPa) for advanced fibrosis (F3) [48 49 50] | ++ | + | + (bedside) | + | Affected by BMI (failure risk) |
XL probe for the obese | ||||||
TE can measure CAP and LSM simultaneously |
US, ultrasonography; CT, computed tomography; HU, Hounsfield unit; MRI-PDFF, magnetic resonance imaging proton density fat fraction; MRS, magnetic resonance spectroscopy; CAP, controlled attenuation parameter; TE, transient elastography; BMI, body mass index; MRE, magnetic resonance elastography; kPa, kilopascals; LSM, liver stiffness measurement; 2D, two dimensional; 3D, three dimensional; CAP, controlled attenuation parameter.
Indices | Equations | Cut-points | Development cohort | External validation |
---|---|---|---|---|
FLI (2006) [81] | =1/[1+exp (−Y)]×100, Y=0.953×loge (TG, mg/dL)+0.139×BMI+0.718×loge (GGT, U/L)+0.053×WC−15.745 | ≥60, <30 | NAFLD by US (Italy) | Yes (validated in Korean) |
SteatoTest (2005) [82] | α2-Macroglobulin, haptoglobin, apolipoprotein A1, total bilirubin, GGT, FPG, TG, cholesterol, ALT, age, sex, BMI | NA | NAFLD by biopsy (France) | Yes |
NAFLD liver fat score (2009) [83] | =−2.89+1.18×MetS+0.45×diabetes (yes=2/no=0)+0.15×(fSinsulin, μU/L)+0.04×AST−0.94×AST/ALT | >−0.64 | NAFLD by MRS (Finland) | Yes (validated in Korean) |
HIS (2010) [84] | =8×ALT/AST+BMI (+2, if diabetes; +2, if female) | ≥36, <30 | NAFLD by US (Korean) | Yes (validated in Korean) |
CNS (2014) [80] | =1/[1+exp (−Y)]×100 | ≥40 | NAFLD by US (Korean) | Yes (validated in Korean) |
Y (male)=0.016×age+0.182×BMI+0.089×WC+0.391×alcohol+0.124×exercise (yes=0/no=1)+0.018×FPG (mg/dL)+0.773×loge (TG, mg/dL)−0.014×HDL-C (mg/dL)+0.145×uric acid (mg/dL)−0.674×loge (AST)+1.632×loge (ALT)−21.695 | ||||
Y (female)=0.320×BMI+0.044×WC+0.533×diabetes+0.016×FPG+0.951×loge (TG)−0.015×HDL-C+0.199×uric acid−0.645×loge (AST)+1.302×loge (ALT)+0.255×menopause−19.741 | ||||
SNS (2014) [80] | =Points, Age ≥35=1 | ≥8 | NAFLD by US (Korean) | Yes (validated in Korean) |
WC (male)=80–89/90–99/≥100=2/3/4 | ||||
WC (female)=75–84/85–94/≥95=1/2/3 | ||||
BMI (male)=23–24/25–26/≥27=1/2/3 | ||||
BMI (female)=23–24/25–26/≥27=2/3/4 | ||||
Diabetes=2 | ||||
Dyslipidemia=2 | ||||
No regular exercise=1 | ||||
Alcohol=1 for male | ||||
Menopause=1 for female | ||||
ZJU index (2015) [85] | =BMI+FPG (mmol/L)+TG (mmol/L)+3×ALT/AST (+2, if female) | > 38, <32 | NAFLD by US (China) | Yes |
FSI (2016) [86] | =−7.981+0.011×age (years)−0.146×sex (female=1, male=0)+0.173×BMI+0.007×TG (mg/dL)+0.593×hypertension+0.789×diabetes+1.1×ALT/AST ratio ≥1.33 (yes=1, no=0) | ≥23 | NAFLD by CT (USA) | Yes |
Chinese NAFLD score (2016) [87] | =−4.632+0.303×MetS+0.157×T2DM (yes =2, no=0)+0.078×fSinsulin (μU/L)+0.168×BMI−0.879×AST/ALT | >−0.79 | NAFLD by US (China) | Yes |
FLA, fatty liver index; TG, triglyceride; BMI, body mass index; GGT, γ-glutamyltransferase; WC, waist circumference; NAFLD, nonalcoholic fatty liver disease; US, ultrasonography; FPG, fasting plasma glucose; ALT, alanine aminotransferase; NA, not available; MetS, metabolic syndrome; fSinsulin, fasting serum insulin; AST, aspartate aminotransferase; MRS, magnetic resonance spectroscopy; HSI, hepatic steatosis index; CNS, comprehensive NAFLD score; HDL-C, high density lipoprotein cholesterol; SNS, simple NAFLD score; ZJU, Zhejiang University; FSI, Framingham Steatosis Index; CT, computed tomography; T2DM, type 2 diabetes mellitus.
Updated on 24 October 2019
Indices | Equations | Cut-points for advanced fibrosis (F3) | Development cohort | External validation in NAFLD |
---|---|---|---|---|
NFS (2007) [96] | =−1.675+0.037×age (years)+0.094×BMI (kg/m2)+1.13×IFG/diabetes (yes=1, no=0)+0.99×AST/ALT ratio−0.013×platelet (×109/L)−0.66× albumin (g/dL) | >0.676, <-1.455 | NAFLD by biopsy (Caucasian 90%) | Yes (validated in Korean) |
FIB-4 (2006) [97] | =age (years)×AST (U/L)/[platelet (109/L)×(ALT [U/L])1/2] | >2.67 or 3.25 | HIV/HCV by biopsy (International, Caucasian 77%) | Yes (validated in Korean) |
ELF test (2008) [98 99] | ELF=-7.412+0.681×loge (hyaluronic acid)+0.775×loge (procollagen III N-terminal peptide)+0.494×loge (tissue inhibitor of metalloproteinase 1)+10 | ≥10.51 | NAFLD by biopsy (Caucasian) | Yes (validated in viral liver diseases, Korean) |
ELF+simple markers panel=−20.870+5.506×ELF 4.513×diabetes⁄IFG−3.14 4×AST⁄ALT−0.058×BMI−0.026×platelet (109/L) 0.639×albumin (g/dL) | ||||
FibroTest (2001) [100] | Age, sex, total bilirubin, GGT, apolipoprotein A1, haptoglobin, and α2-macroglobulin | ≥0.30 or 0.60 | HCV by biopsy (France) | Yes (validated in viral liver diseases, Korean) |
APRI (2003) [101] | =AST (IU/L)/AST upper limit of normal (IU/L)/platelet (109/L) | >1.5, <0.5 | HCV by biopsy (USA) | Yes (validated in viral liver diseases, Korean) |
BARD score (2008) [102] | AST/ALT ratio ≥0.8=2 points | ≥2 | NAFLD by biopsy (USA) | Yes (validated in Korean) |
BMI ≥28=1 point | ||||
Presence of diabetes=1 point | ||||
Hepascore (2005) [103] | =Y/(1+Y) | ≥0.5 | HCV by biopsy (Australia) | No |
Y=exp (−4.185818−0.0249×age+0.7464×sex+1.0039×α2-macroglobulin+0.0302×hyaluronic acid+0.0691×bilirubin−0.0012×GGT) | ||||
FibroMeter NAFLD (2009) [104] | =0.4184×FPG (mmol/L)+0.0701×AST (UI/L)+0.0008×ferritin (μg/L)−0.0102×platelet (G/L)−0.0260×ALT (UI/L)+0.0459×body weight (kg)+0.0842×age (year)+11.6226 | >0.490: significant fibrosis (F2) | NAFLD by biopsy (France) | No |
NAFLD, nonalcoholic fatty liver disease; NFS, NAFLD fibrosis score; BMI, body mass index; IFG, impaired fasting glucose; AST, aspartate aminotransferase; ALT, alanine aminotransferase; FIB-4, fibrosis-4; HIV, human immunodeficiency virus; HCV, hepatitis C virus; ELF, Enhanced Liver Fibrosis; GGT, γ-glutamyltransferase; APRI, AST to platelet ratio index; FPG, fasting plasma glucose.
Categories | Description |
---|---|
Alcohol | Intake, weekly: >140 g or 14 standard drinks (women), >210 g or 21 standard drinks (men) |
Viral hepatitis | Serological evidence for hepatitis B or hepatitis C virus infection |
Steatogenic drugs | Exposure history of valproic acid, tamoxifen, aromatase inhibitors, corticosteroids, tetracycline, amiodarone, methotrexate, mipomersen, lomitapide, etc. |
Autoimmune disorder | Autoimmune hepatitis, celiac disease |
Hereditary liver diseases | Hemochromatosis, Wilson's disease, α1-antitrypsin deficiency, lipodystrophy |
Others | Hypobetalipoproteinaemia, surgically altered bowel anatomy, pancreatoduodenal resection, etc. |
Device | Detection criteria | Accuracy reproducibility quantification | Hepatic volume of assessment | Time accessibility | Cost | Specific comments |
---|---|---|---|---|---|---|
Hepatic steatosis | ||||||
US | Specific sonographic findings [ |
+ | +++ | + (bedside) | + | Cannot detect mild steatosis, Observer dependency |
CT | liver HU <40 or liver HU−spleen HU <−10 [ |
++ | +++ | ++ | ++ | Radiation hazard |
Diverse criteria for definition (liver/spleen ratio of HU, etc.) | ||||||
Low sensitivity in mild steatosis | ||||||
MRI-PDFF | ≥5.6% liver fat [ |
+++ | +++ | +++ | +++ | Optimal for clinical trials |
MRS | +++ | + | +++ | +++ | Gold standard Sampling errors Require expertise/device |
|
CAP by TE | CAP ≥248 dB/m [ |
++ | + | + (bedside) | + | Not linear in higher liver fat content |
Results are affected by BMI, diabetes, etiology | ||||||
XL probe for the obese | ||||||
Hepatic fibrosis | ||||||
MRE | Advanced fibrosis (F3) threshold >2.4–5.55 kPa [ |
+++ | +++ | +++ | +++ | Diverse cut-points by types of modality (2D, 3D, etc.) |
Most accurate but expensive | ||||||
Failure risk in iron overload condition | ||||||
LSM by TE | Diverse cut-points (7.3–9.9 kPa) for advanced fibrosis (F3) [ |
++ | + | + (bedside) | + | Affected by BMI (failure risk) |
XL probe for the obese | ||||||
TE can measure CAP and LSM simultaneously |
Indices | Equations | Cut-points | Development cohort | External validation |
---|---|---|---|---|
FLI (2006) [ |
=1/[1+exp (−Y)]×100, Y=0.953×loge (TG, mg/dL)+0.139×BMI+0.718×loge (GGT, U/L)+0.053×WC−15.745 | ≥60, <30 | NAFLD by US (Italy) | Yes (validated in Korean) |
SteatoTest (2005) [ |
α2-Macroglobulin, haptoglobin, apolipoprotein A1, total bilirubin, GGT, FPG, TG, cholesterol, ALT, age, sex, BMI | NA | NAFLD by biopsy (France) | Yes |
NAFLD liver fat score (2009) [ |
=−2.89+1.18×MetS+0.45×diabetes (yes=2/no=0)+0.15×(fSinsulin, μU/L)+0.04×AST−0.94×AST/ALT | >−0.64 | NAFLD by MRS (Finland) | Yes (validated in Korean) |
HIS (2010) [ |
=8×ALT/AST+BMI (+2, if diabetes; +2, if female) | ≥36, <30 | NAFLD by US (Korean) | Yes (validated in Korean) |
CNS (2014) [ |
=1/[1+exp (−Y)]×100 | ≥40 | NAFLD by US (Korean) | Yes (validated in Korean) |
Y (male)=0.016×age+0.182×BMI+0.089×WC+0.391×alcohol+0.124×exercise (yes=0/no=1)+0.018×FPG (mg/dL)+0.773×loge (TG, mg/dL)−0.014×HDL-C (mg/dL)+0.145×uric acid (mg/dL)−0.674×loge (AST)+1.632×loge (ALT)−21.695 | ||||
Y (female)=0.320×BMI+0.044×WC+0.533×diabetes+0.016×FPG+0.951×loge (TG)−0.015×HDL-C+0.199×uric acid−0.645×loge (AST)+1.302×loge (ALT)+0.255×menopause−19.741 | ||||
SNS (2014) [ |
=Points, Age ≥35=1 | ≥8 | NAFLD by US (Korean) | Yes (validated in Korean) |
WC (male)=80–89/90–99/≥100=2/3/4 | ||||
WC (female)=75–84/85–94/≥95=1/2/3 | ||||
BMI (male)=23–24/25–26/≥27=1/2/3 | ||||
BMI (female)=23–24/25–26/≥27=2/3/4 | ||||
Diabetes=2 | ||||
Dyslipidemia=2 | ||||
No regular exercise=1 | ||||
Alcohol=1 for male | ||||
Menopause=1 for female | ||||
ZJU index (2015) [ |
=BMI+FPG (mmol/L)+TG (mmol/L)+3×ALT/AST (+2, if female) | > 38, <32 | NAFLD by US (China) | Yes |
FSI (2016) [ |
=−7.981+0.011×age (years)−0.146×sex (female=1, male=0)+0.173×BMI+0.007×TG (mg/dL)+0.593×hypertension+0.789×diabetes+1.1×ALT/AST ratio ≥1.33 (yes=1, no=0) | ≥23 | NAFLD by CT (USA) | Yes |
Chinese NAFLD score (2016) [ |
=−4.632+0.303×MetS+0.157×T2DM (yes =2, no=0)+0.078×fSinsulin (μU/L)+0.168×BMI−0.879×AST/ALT | >−0.79 | NAFLD by US (China) | Yes |
Indices | Equations | Cut-points for advanced fibrosis (F3) | Development cohort | External validation in NAFLD |
---|---|---|---|---|
NFS (2007) [ |
=−1.675+0.037×age (years)+0.094×BMI (kg/m2)+1.13×IFG/diabetes (yes=1, no=0)+0.99×AST/ALT ratio−0.013×platelet (×109/L)−0.66× albumin (g/dL) | >0.676, <-1.455 | NAFLD by biopsy (Caucasian 90%) | Yes (validated in Korean) |
FIB-4 (2006) [ |
=age (years)×AST (U/L)/[platelet (109/L)×(ALT [U/L])1/2] | >2.67 or 3.25 | HIV/HCV by biopsy (International, Caucasian 77%) | Yes (validated in Korean) |
ELF test (2008) [ |
ELF=-7.412+0.681×loge (hyaluronic acid)+0.775×loge (procollagen III N-terminal peptide)+0.494×loge (tissue inhibitor of metalloproteinase 1)+10 | ≥10.51 | NAFLD by biopsy (Caucasian) | Yes (validated in viral liver diseases, Korean) |
ELF+simple markers panel=−20.870+5.506×ELF 4.513×diabetes⁄IFG−3.14 4×AST⁄ALT−0.058×BMI−0.026×platelet (109/L) 0.639×albumin (g/dL) | ||||
FibroTest (2001) [ |
Age, sex, total bilirubin, GGT, apolipoprotein A1, haptoglobin, and α2-macroglobulin | ≥0.30 or 0.60 | HCV by biopsy (France) | Yes (validated in viral liver diseases, Korean) |
APRI (2003) [ |
=AST (IU/L)/AST upper limit of normal (IU/L)/platelet (109/L) | >1.5, <0.5 | HCV by biopsy (USA) | Yes (validated in viral liver diseases, Korean) |
BARD score (2008) [ |
AST/ALT ratio ≥0.8=2 points | ≥2 | NAFLD by biopsy (USA) | Yes (validated in Korean) |
BMI ≥28=1 point | ||||
Presence of diabetes=1 point | ||||
Hepascore (2005) [ |
=Y/(1+Y) | ≥0.5 | HCV by biopsy (Australia) | No |
Y=exp (−4.185818−0.0249×age+0.7464×sex+1.0039×α2-macroglobulin+0.0302×hyaluronic acid+0.0691×bilirubin−0.0012×GGT) | ||||
FibroMeter NAFLD (2009) [ |
=0.4184×FPG (mmol/L)+0.0701×AST (UI/L)+0.0008×ferritin (μg/L)−0.0102×platelet (G/L)−0.0260×ALT (UI/L)+0.0459×body weight (kg)+0.0842×age (year)+11.6226 | >0.490: significant fibrosis (F2) | NAFLD by biopsy (France) | No |
US, ultrasonography; CT, computed tomography; HU, Hounsfield unit; MRI-PDFF, magnetic resonance imaging proton density fat fraction; MRS, magnetic resonance spectroscopy; CAP, controlled attenuation parameter; TE, transient elastography; BMI, body mass index; MRE, magnetic resonance elastography; kPa, kilopascals; LSM, liver stiffness measurement; 2D, two dimensional; 3D, three dimensional; CAP, controlled attenuation parameter.
FLA, fatty liver index; TG, triglyceride; BMI, body mass index; GGT, γ-glutamyltransferase; WC, waist circumference; NAFLD, nonalcoholic fatty liver disease; US, ultrasonography; FPG, fasting plasma glucose; ALT, alanine aminotransferase; NA, not available; MetS, metabolic syndrome; fSinsulin, fasting serum insulin; AST, aspartate aminotransferase; MRS, magnetic resonance spectroscopy; HSI, hepatic steatosis index; CNS, comprehensive NAFLD score; HDL-C, high density lipoprotein cholesterol; SNS, simple NAFLD score; ZJU, Zhejiang University; FSI, Framingham Steatosis Index; CT, computed tomography; T2DM, type 2 diabetes mellitus. Updated on 24 October 2019
NAFLD, nonalcoholic fatty liver disease; NFS, NAFLD fibrosis score; BMI, body mass index; IFG, impaired fasting glucose; AST, aspartate aminotransferase; ALT, alanine aminotransferase; FIB-4, fibrosis-4; HIV, human immunodeficiency virus; HCV, hepatitis C virus; ELF, Enhanced Liver Fibrosis; GGT, γ-glutamyltransferase; APRI, AST to platelet ratio index; FPG, fasting plasma glucose.