메뉴 건너뛰기




Volumn 46, Issue 4, 2017, Pages 447-456

Laboratory parameter-based machine learning model for excluding non-alcoholic fatty liver disease (NAFLD) in the general population

Author keywords

[No Author keywords available]

Indexed keywords

ALANINE AMINOTRANSFERASE; HEMOGLOBIN A1C; HIGH DENSITY LIPOPROTEIN CHOLESTEROL; TRIACYLGLYCEROL; HIGH DENSITY LIPOPROTEIN;

EID: 85020190573     PISSN: 02692813     EISSN: 13652036     Source Type: Journal    
DOI: 10.1111/apt.14172     Document Type: Article
Times cited : (150)

References (28)
  • 1
    • 84976479130 scopus 로고    scopus 로고
    • Global epidemiology of nonalcoholic fatty liver disease-meta-analytic assessment of prevalence, incidence, and outcomes
    • Younossi ZM, Koenig AB, Abdelatif D, Fazel Y, Henry L, Wymer M. Global epidemiology of nonalcoholic fatty liver disease-meta-analytic assessment of prevalence, incidence, and outcomes. Hepatology. 2016;64:73-84.
    • (2016) Hepatology , vol.64 , pp. 73-84
    • Younossi, Z.M.1    Koenig, A.B.2    Abdelatif, D.3    Fazel, Y.4    Henry, L.5    Wymer, M.6
  • 3
    • 84918504185 scopus 로고    scopus 로고
    • Incidence of non-alcoholic fatty liver disease in Hong Kong: a population study with paired proton-magnetic resonance spectroscopy
    • Wong VW, Wong GL, Yeung DK, et al. Incidence of non-alcoholic fatty liver disease in Hong Kong: a population study with paired proton-magnetic resonance spectroscopy. J Hepatol. 2015;62:182-189.
    • (2015) J Hepatol , vol.62 , pp. 182-189
    • Wong, V.W.1    Wong, G.L.2    Yeung, D.K.3
  • 4
    • 84992445161 scopus 로고    scopus 로고
    • The economic and clinical burden of nonalcoholic fatty liver disease in the United States and Europe
    • Younossi ZM, Blissett D, Blissett R, et al. The economic and clinical burden of nonalcoholic fatty liver disease in the United States and Europe. Hepatology. 2016;64:1577-1586.
    • (2016) Hepatology , vol.64 , pp. 1577-1586
    • Younossi, Z.M.1    Blissett, D.2    Blissett, R.3
  • 5
    • 84923893879 scopus 로고    scopus 로고
    • Nonalcoholic steatohepatitis is the second leading etiology of liver disease among adults awaiting liver transplantation in the United States
    • Wong RJ, Aguilar M, Cheung R, et al. Nonalcoholic steatohepatitis is the second leading etiology of liver disease among adults awaiting liver transplantation in the United States. Gastroenterology. 2015;148:547-555.
    • (2015) Gastroenterology , vol.148 , pp. 547-555
    • Wong, R.J.1    Aguilar, M.2    Cheung, R.3
  • 6
    • 84896690517 scopus 로고    scopus 로고
    • Extrahepatic complications of nonalcoholic fatty liver disease
    • Armstrong MJ, Adams LA, Canbay A, Syn WK. Extrahepatic complications of nonalcoholic fatty liver disease. Hepatology. 2014;59:1174-1197.
    • (2014) Hepatology , vol.59 , pp. 1174-1197
    • Armstrong, M.J.1    Adams, L.A.2    Canbay, A.3    Syn, W.K.4
  • 7
    • 84951941164 scopus 로고    scopus 로고
    • Long-term clinical outcomes after fatty liver screening in patients undergoing coronary angiogram: a prospective cohort study
    • Wong VW, Wong GL, Yeung JC, et al. Long-term clinical outcomes after fatty liver screening in patients undergoing coronary angiogram: a prospective cohort study. Hepatology. 2016;63:754-763.
    • (2016) Hepatology , vol.63 , pp. 754-763
    • Wong, V.W.1    Wong, G.L.2    Yeung, J.C.3
  • 8
    • 84891889855 scopus 로고    scopus 로고
    • Systematic review with meta-analysis: non-invasive assessment of non-alcoholic fatty liver disease–the role of transient elastography and plasma cytokeratin-18 fragments
    • Kwok R, Tse YK, Wong GL, et al. Systematic review with meta-analysis: non-invasive assessment of non-alcoholic fatty liver disease–the role of transient elastography and plasma cytokeratin-18 fragments. Aliment Pharmacol Ther. 2014;39:254-269.
    • (2014) Aliment Pharmacol Ther , vol.39 , pp. 254-269
    • Kwok, R.1    Tse, Y.K.2    Wong, G.L.3
  • 9
    • 84909646951 scopus 로고    scopus 로고
    • When and how to use steatosis biomarkers?
    • Wong VW, Wong GL. When and how to use steatosis biomarkers? Aliment Pharmacol Ther. 2014;40:1359-1360.
    • (2014) Aliment Pharmacol Ther , vol.40 , pp. 1359-1360
    • Wong, V.W.1    Wong, G.L.2
  • 10
    • 33751246499 scopus 로고    scopus 로고
    • The fatty liver index: a simple and accurate predictor of hepatic steatosis in the general population
    • Bedogni G, Bellentani S, Miglioli L, et al. The fatty liver index: a simple and accurate predictor of hepatic steatosis in the general population. BMC Gastroenterol. 2006;6:33.
    • (2006) BMC Gastroenterol , vol.6 , pp. 33
    • Bedogni, G.1    Bellentani, S.2    Miglioli, L.3
  • 11
    • 69249087403 scopus 로고    scopus 로고
    • Prediction of non-alcoholic fatty liver disease and liver fat using metabolic and genetic factors
    • Kotronen A, Peltonen M, Hakkarainen A, et al. Prediction of non-alcoholic fatty liver disease and liver fat using metabolic and genetic factors. Gastroenterology. 2009;137:865-872.
    • (2009) Gastroenterology , vol.137 , pp. 865-872
    • Kotronen, A.1    Peltonen, M.2    Hakkarainen, A.3
  • 12
    • 30044437451 scopus 로고    scopus 로고
    • The diagnostic value of biomarkers (SteatoTest) for the prediction of liver steatosis
    • Poynard T, Ratziu V, Naveau S, et al. The diagnostic value of biomarkers (SteatoTest) for the prediction of liver steatosis. Comp Hepatol. 2005;4:10.
    • (2005) Comp Hepatol , vol.4 , pp. 10
    • Poynard, T.1    Ratziu, V.2    Naveau, S.3
  • 13
    • 33747603683 scopus 로고    scopus 로고
    • Bayesian network to predict breast cancer risk of mammographic microcalcifications and reduce number of benign biopsy results: initial experience
    • Burnside ES, Rubin DL, Fine JP, Shachter RD, Sisney GA, Leung WK. Bayesian network to predict breast cancer risk of mammographic microcalcifications and reduce number of benign biopsy results: initial experience. Radiology. 2006;240:666-673.
    • (2006) Radiology , vol.240 , pp. 666-673
    • Burnside, E.S.1    Rubin, D.L.2    Fine, J.P.3    Shachter, R.D.4    Sisney, G.A.5    Leung, W.K.6
  • 14
    • 85008429707 scopus 로고    scopus 로고
    • Improving diagnostic recognition of primary hyperparathyroidism with machine learning
    • Somnay YR, Craven M, McCoy KL, et al. Improving diagnostic recognition of primary hyperparathyroidism with machine learning. Surgery. 2017;161:1113-1121.
    • (2017) Surgery , vol.161 , pp. 1113-1121
    • Somnay, Y.R.1    Craven, M.2    McCoy, K.L.3
  • 15
    • 84857046691 scopus 로고    scopus 로고
    • Prevalence of non-alcoholic fatty liver disease and advanced fibrosis in Hong Kong Chinese: a population study using proton-magnetic resonance spectroscopy and transient elastography
    • Wong VW, Chu WC, Wong GL, et al. Prevalence of non-alcoholic fatty liver disease and advanced fibrosis in Hong Kong Chinese: a population study using proton-magnetic resonance spectroscopy and transient elastography. Gut. 2012;61:409-415.
    • (2012) Gut , vol.61 , pp. 409-415
    • Wong, V.W.1    Chu, W.C.2    Wong, G.L.3
  • 16
    • 84888298670 scopus 로고    scopus 로고
    • Utility of magnetic resonance imaging versus histology for quantifying changes in liver fat in nonalcoholic fatty liver disease trials
    • Noureddin M, Lam J, Peterson MR, et al. Utility of magnetic resonance imaging versus histology for quantifying changes in liver fat in nonalcoholic fatty liver disease trials. Hepatology. 2013;58:1930-1940.
    • (2013) Hepatology , vol.58 , pp. 1930-1940
    • Noureddin, M.1    Lam, J.2    Peterson, M.R.3
  • 17
    • 10644220306 scopus 로고    scopus 로고
    • Prevalence of hepatic steatosis in an urban population in the United States: impact of ethnicity
    • Browning JD, Szczepaniak LS, Dobbins R, et al. Prevalence of hepatic steatosis in an urban population in the United States: impact of ethnicity. Hepatology. 2004;40:1387-1395.
    • (2004) Hepatology , vol.40 , pp. 1387-1395
    • Browning, J.D.1    Szczepaniak, L.S.2    Dobbins, R.3
  • 18
    • 77950537175 scopus 로고    scopus 로고
    • Regularization paths for generalized linear models via coordinate descent
    • Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Softw. 2010;33:1-22.
    • (2010) J Stat Softw , vol.33 , pp. 1-22
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 19
    • 16244401458 scopus 로고    scopus 로고
    • Regularization and variable selection via the elastic net
    • Zou H, Hastie T. Regularization and variable selection via the elastic net. J Royal Stats Soc. 2005;67:301-320.
    • (2005) J Royal Stats Soc , vol.67 , pp. 301-320
    • Zou, H.1    Hastie, T.2
  • 23
    • 84983110889 scopus 로고
    • A desicion-theoretic generalization of on-line learning and an application to boosting
    • In, Dresher M, Tucker AW, Wolfe P, eds., Berlin/Heidelberg, Germany, Springer Berlin Heidelberg
    • Freund Y, Schapire RE. A desicion-theoretic generalization of on-line learning and an application to boosting. In: Dresher M, Tucker AW, Wolfe P, eds. European conference on computational learning theory. Berlin/Heidelberg, Germany: Springer Berlin Heidelberg; 1995:23-37.
    • (1995) European conference on computational learning theory , pp. 23-37
    • Freund, Y.1    Schapire, R.E.2
  • 24
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach
    • DeLong ER, DeLong DM, Clarke-Pearson DL. Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics. 1988;44:837-845.
    • (1988) Biometrics , vol.44 , pp. 837-845
    • DeLong, E.R.1    DeLong, D.M.2    Clarke-Pearson, D.L.3
  • 25
    • 84875931953 scopus 로고    scopus 로고
    • Assessment of non-alcoholic fatty liver disease using serum total cell death and apoptosis markers
    • Shen J, Chan HL, Wong GL, et al. Assessment of non-alcoholic fatty liver disease using serum total cell death and apoptosis markers. Aliment Pharmacol Ther. 2012;36:1057-1066.
    • (2012) Aliment Pharmacol Ther , vol.36 , pp. 1057-1066
    • Shen, J.1    Chan, H.L.2    Wong, G.L.3
  • 27
    • 84896400692 scopus 로고    scopus 로고
    • Coincidental metabolic syndrome increases the risk of liver fibrosis progression in patients with chronic hepatitis B–a prospective cohort study with paired transient elastography examinations
    • Wong GL, Chan HL, Yu Z, et al. Coincidental metabolic syndrome increases the risk of liver fibrosis progression in patients with chronic hepatitis B–a prospective cohort study with paired transient elastography examinations. Aliment Pharmacol Ther. 2014;39:883-893.
    • (2014) Aliment Pharmacol Ther , vol.39 , pp. 883-893
    • Wong, G.L.1    Chan, H.L.2    Yu, Z.3
  • 28
    • 36549024901 scopus 로고    scopus 로고
    • Abdominal ultrasound for diagnosis of nonalcoholic fatty liver disease (NAFLD)
    • Mishra P, Younossi ZM. Abdominal ultrasound for diagnosis of nonalcoholic fatty liver disease (NAFLD). Am J Gastroenterol. 2007;102:2716-2717.
    • (2007) Am J Gastroenterol , vol.102 , pp. 2716-2717
    • Mishra, P.1    Younossi, Z.M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.