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Erschienen in: Journal of Gastroenterology 1/2018

06.06.2017 | Original Article―Liver, Pancreas, and Biliary Tract

A simple scoring system using type IV collagen 7S and aspartate aminotransferase for diagnosing nonalcoholic steatohepatitis and related fibrosis

verfasst von: Takeshi Okanoue, Hayao Ebise, Toshihiro Kai, Masayuki Mizuno, Toshihide Shima, Junji Ichihara, Mikio Aoki

Erschienen in: Journal of Gastroenterology | Ausgabe 1/2018

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Abstract

Background

Recently we reported novel noninvasive scoring systems for diagnosing nonalcoholic steatohepatitis (NASH) and related fibrosis, namely FM-NASH index and FM-fibro index. They are highly accurate, however, they contain some items not widely used in clinical practice and require six or more items to diagnose both NASH and related fibrosis. By focusing on widely used items, we tried to identify convenient markers in common with the both diagnoses.

Methods

To explore the markers for NASH and related fibrosis in nonalcoholic fatty liver disease (NAFLD) patients, we used data of 24 clinical items in our previous report. By logistic regression analysis, we identified items suitable for the both diagnoses. We then evaluated their accuracies by area under the receiver operator characteristic curves (AUROCs) on independent validation data.

Results

We identified the combination of type IV collagen 7S and aspartate aminotransferase (AST) as the predictor both for NASH and related fibrosis. We developed a scoring system based on the combination and evaluated the prediction accuracy: the AUROCs for training/validation data sets are 0.857/0.769 for NASH and 0.918/0.842 for NASH-related fibrosis. The former was higher than that of NAFIC score, and the latter was higher than those of existing fibrosis markers: BARD score, FIB-4 index and NAFLD fibrosis score but lower than FM-fibro index.

Conclusions

The scoring system using type IV collagen 7S and AST named CA index can predict both NASH and related fibrosis in NAFLD patients with sufficient accuracy and could be a convenient diagnostic and screening tool for NASH and related fibrosis. The scoring system needs to be validated in independent larger populations from multiple clinical centers.
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Literatur
1.
Zurück zum Zitat Weiß J, Rau M, Geier A. Non-alcoholic fatty liver disease: epidemiology, clinical course, investigation, and treatment. Dtsch. Ärzteblatt Int. 2014;111:447–52. Weiß J, Rau M, Geier A. Non-alcoholic fatty liver disease: epidemiology, clinical course, investigation, and treatment. Dtsch. Ärzteblatt Int. 2014;111:447–52.
2.
Zurück zum Zitat Sayiner M, Koenig A, Henry L, et al. Epidemiology of nonalcoholic fatty liver disease and nonalcoholic steatohepatitis in the United States and the rest of the world. Clin Liver Dis. 2016;20:205–14.CrossRefPubMed Sayiner M, Koenig A, Henry L, et al. Epidemiology of nonalcoholic fatty liver disease and nonalcoholic steatohepatitis in the United States and the rest of the world. Clin Liver Dis. 2016;20:205–14.CrossRefPubMed
3.
Zurück zum Zitat Angulo P, Kleiner DE, Dam-Larsen S, et al. Liver fibrosis, but no other histologic features, is associated with long-term outcomes of patients with nonalcoholic fatty liver disease. Gastroenterology. 2015;149(389–397):e10. Angulo P, Kleiner DE, Dam-Larsen S, et al. Liver fibrosis, but no other histologic features, is associated with long-term outcomes of patients with nonalcoholic fatty liver disease. Gastroenterology. 2015;149(389–397):e10.
4.
Zurück zum Zitat Matteoni CA, Younossi ZM, Gramlich T, et al. Nonalcoholic fatty liver disease: a spectrum of clinical and pathological severity. Gastroenterology. 1999;116:1413–9.CrossRefPubMed Matteoni CA, Younossi ZM, Gramlich T, et al. Nonalcoholic fatty liver disease: a spectrum of clinical and pathological severity. Gastroenterology. 1999;116:1413–9.CrossRefPubMed
5.
Zurück zum Zitat Sumida Y, Nakajima A, Itoh Y. Limitations of liver biopsy and non-invasive diagnostic tests for the diagnosis of nonalcoholic fatty liver disease/nonalcoholic steatohepatitis. World J Gastroenterol. 2014;20:475–85.CrossRefPubMedPubMedCentral Sumida Y, Nakajima A, Itoh Y. Limitations of liver biopsy and non-invasive diagnostic tests for the diagnosis of nonalcoholic fatty liver disease/nonalcoholic steatohepatitis. World J Gastroenterol. 2014;20:475–85.CrossRefPubMedPubMedCentral
6.
Zurück zum Zitat Fitzpatrick E, Dhawan A. Noninvasive biomarkers in non-alcoholic fatty liver disease: current status and a glimpse of the future. World J Gastroenterol. 2014;20:10851–63.CrossRefPubMedPubMedCentral Fitzpatrick E, Dhawan A. Noninvasive biomarkers in non-alcoholic fatty liver disease: current status and a glimpse of the future. World J Gastroenterol. 2014;20:10851–63.CrossRefPubMedPubMedCentral
7.
Zurück zum Zitat Bedossa P, Patel K. Biopsy and noninvasive methods to assess progression of nonalcoholic fatty liver disease. Gastroenterology. 2016;150:1811–22.CrossRefPubMed Bedossa P, Patel K. Biopsy and noninvasive methods to assess progression of nonalcoholic fatty liver disease. Gastroenterology. 2016;150:1811–22.CrossRefPubMed
8.
Zurück zum Zitat Yoshimura K, Okanoue T, Ebise H, et al. Identification of novel noninvasive markers for diagnosing nonalcoholic steatohepatitis and related fibrosis by data mining. Hepatology. 2016;63:462–73.CrossRefPubMed Yoshimura K, Okanoue T, Ebise H, et al. Identification of novel noninvasive markers for diagnosing nonalcoholic steatohepatitis and related fibrosis by data mining. Hepatology. 2016;63:462–73.CrossRefPubMed
9.
Zurück zum Zitat Kleiner DE, Brunt EM, Van Natta M, et al. Design and validation of a histological scoring system for nonalcoholic fatty liver disease. Hepatology. 2005;41:1313–21.CrossRefPubMed Kleiner DE, Brunt EM, Van Natta M, et al. Design and validation of a histological scoring system for nonalcoholic fatty liver disease. Hepatology. 2005;41:1313–21.CrossRefPubMed
10.
Zurück zum Zitat Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982;143:29–36.CrossRefPubMed Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982;143:29–36.CrossRefPubMed
11.
Zurück zum Zitat Pencina MJ, D’Agostino RB, D’Agostino RB, et al. Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond. Stat Med. 2008;27:157–72.CrossRefPubMed Pencina MJ, D’Agostino RB, D’Agostino RB, et al. Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond. Stat Med. 2008;27:157–72.CrossRefPubMed
12.
Zurück zum Zitat Pencina MJ, D’Agostino RB, Steyerberg EW. Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers. Stat Med. 2011;30:11–21.CrossRefPubMed Pencina MJ, D’Agostino RB, Steyerberg EW. Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers. Stat Med. 2011;30:11–21.CrossRefPubMed
13.
Zurück zum Zitat Pickering JW, Endre ZH. New metrics for assessing diagnostic potential of candidate biomarkers. Clin J Am Soc Nephrol. 2012;7:1355–64.CrossRefPubMed Pickering JW, Endre ZH. New metrics for assessing diagnostic potential of candidate biomarkers. Clin J Am Soc Nephrol. 2012;7:1355–64.CrossRefPubMed
14.
Zurück zum Zitat Sumida Y, Kanemasa K, Douhara A, et al. A proposal of simple scoring system to differentiate nonalcoholic steatohepatitis from nonalcoholic fatty liver disease: we originally named NAFIC score composed of serum ferritin, fasting insulin, type IV collagen 7S. Kanzo. 2008;49:279–81.CrossRef Sumida Y, Kanemasa K, Douhara A, et al. A proposal of simple scoring system to differentiate nonalcoholic steatohepatitis from nonalcoholic fatty liver disease: we originally named NAFIC score composed of serum ferritin, fasting insulin, type IV collagen 7S. Kanzo. 2008;49:279–81.CrossRef
15.
Zurück zum Zitat Sumida Y, Yoneda M, Hyogo H, et al. A simple clinical scoring system using ferritin, fasting insulin, and type IV collagen 7S for predicting steatohepatitis in nonalcoholic fatty liver disease. J Gastroenterol. 2011;46:257–68.CrossRefPubMed Sumida Y, Yoneda M, Hyogo H, et al. A simple clinical scoring system using ferritin, fasting insulin, and type IV collagen 7S for predicting steatohepatitis in nonalcoholic fatty liver disease. J Gastroenterol. 2011;46:257–68.CrossRefPubMed
16.
Zurück zum Zitat Harrison SA, Oliver D, Arnold HL, et al. Development and validation of a simple NAFLD clinical scoring system for identifying patients without advanced disease. Gut. 2008;57:1441–7.CrossRefPubMed Harrison SA, Oliver D, Arnold HL, et al. Development and validation of a simple NAFLD clinical scoring system for identifying patients without advanced disease. Gut. 2008;57:1441–7.CrossRefPubMed
17.
Zurück zum Zitat Fujii H, Enomoto M, Fukushima W, et al. Applicability of BARD score to Japanese patients with NAFLD. Gut. 2009;58:1566–7.CrossRefPubMed Fujii H, Enomoto M, Fukushima W, et al. Applicability of BARD score to Japanese patients with NAFLD. Gut. 2009;58:1566–7.CrossRefPubMed
18.
Zurück zum Zitat Raszeja-Wyszomirska J, Szymanik B, Ławniczak M, et al. Validation of the BARD scoring system in Polish patients with nonalcoholic fatty liver disease (NAFLD). BMC Gastroenterol. 2010;10:67.CrossRefPubMedPubMedCentral Raszeja-Wyszomirska J, Szymanik B, Ławniczak M, et al. Validation of the BARD scoring system in Polish patients with nonalcoholic fatty liver disease (NAFLD). BMC Gastroenterol. 2010;10:67.CrossRefPubMedPubMedCentral
19.
Zurück zum Zitat Ruffillo G, Fassio E, Alvarez E, et al. Comparison of NAFLD fibrosis score and BARD score in predicting fibrosis in nonalcoholic fatty liver disease. J Hepatol. 2011;54:160–3.CrossRefPubMed Ruffillo G, Fassio E, Alvarez E, et al. Comparison of NAFLD fibrosis score and BARD score in predicting fibrosis in nonalcoholic fatty liver disease. J Hepatol. 2011;54:160–3.CrossRefPubMed
20.
Zurück zum Zitat Shah AG, Lydecker A, Murray K, et al. Comparison of noninvasive markers of fibrosis in patients with nonalcoholic fatty liver disease. Clin Gastroenterol Hepatol. 2009;7:1104–12.CrossRefPubMedPubMedCentral Shah AG, Lydecker A, Murray K, et al. Comparison of noninvasive markers of fibrosis in patients with nonalcoholic fatty liver disease. Clin Gastroenterol Hepatol. 2009;7:1104–12.CrossRefPubMedPubMedCentral
21.
Zurück zum Zitat Sumida Y, Yoneda M, Hyogo H, et al. Validation of the FIB4 index in a Japanese nonalcoholic fatty liver disease population. BMC Gastroenterol. 2012;12:2.CrossRefPubMedPubMedCentral Sumida Y, Yoneda M, Hyogo H, et al. Validation of the FIB4 index in a Japanese nonalcoholic fatty liver disease population. BMC Gastroenterol. 2012;12:2.CrossRefPubMedPubMedCentral
22.
Zurück zum Zitat Angulo P, Hui JM, Marchesini G, et al. The NAFLD fibrosis score: a noninvasive system that identifies liver fibrosis in patients with NAFLD. Hepatology. 2007;45:846–54.CrossRefPubMed Angulo P, Hui JM, Marchesini G, et al. The NAFLD fibrosis score: a noninvasive system that identifies liver fibrosis in patients with NAFLD. Hepatology. 2007;45:846–54.CrossRefPubMed
23.
Zurück zum Zitat Qureshi K, Clements RH, Abrams GA. The utility of the “NAFLD fibrosis score” in morbidly obese subjects with NAFLD. Obes Surg. 2008;18:264–70.CrossRefPubMed Qureshi K, Clements RH, Abrams GA. The utility of the “NAFLD fibrosis score” in morbidly obese subjects with NAFLD. Obes Surg. 2008;18:264–70.CrossRefPubMed
24.
Zurück zum Zitat Wong VWS, Wong GLH, Chim AML, et al. Validation of the NAFLD fibrosis score in a Chinese population with low prevalence of advanced fibrosis. Am J Gastroenterol. 2008;103:1682–8.CrossRefPubMed Wong VWS, Wong GLH, Chim AML, et al. Validation of the NAFLD fibrosis score in a Chinese population with low prevalence of advanced fibrosis. Am J Gastroenterol. 2008;103:1682–8.CrossRefPubMed
25.
Zurück zum Zitat Risteli J, Bächinger HP, Engel J, et al. 7-S collagen: characterization of an unusual basement membrane structure. Eur J Biochem. 1980;108:239–50.CrossRefPubMed Risteli J, Bächinger HP, Engel J, et al. 7-S collagen: characterization of an unusual basement membrane structure. Eur J Biochem. 1980;108:239–50.CrossRefPubMed
26.
Zurück zum Zitat Fukutomi T, Sakamoto S, Isobe H, et al. Clinical significance of the serum levels of the 7S domain of type IV collagen in patients with primary biliary cirrhosis. J Gastroenterol Hepatol. 1992;7:596–601.CrossRefPubMed Fukutomi T, Sakamoto S, Isobe H, et al. Clinical significance of the serum levels of the 7S domain of type IV collagen in patients with primary biliary cirrhosis. J Gastroenterol Hepatol. 1992;7:596–601.CrossRefPubMed
27.
Zurück zum Zitat Matsuzaki Y, Yoshiga S, Sugitani T, et al. Enzyme immunoassay of serum type IV collagen in anti-HCV positive chronic liver diseases. Clin Chim Acta. 1993;221:209–17.CrossRefPubMed Matsuzaki Y, Yoshiga S, Sugitani T, et al. Enzyme immunoassay of serum type IV collagen in anti-HCV positive chronic liver diseases. Clin Chim Acta. 1993;221:209–17.CrossRefPubMed
28.
Zurück zum Zitat Tsutsumi M, Takase S, Urashima S, et al. Serum markers for hepatic fibrosis in alcoholic liver disease: which is the best marker, Type III procollagen, type IV collagen, laminin, tissue inhibitor of metalloproteinase, or prolyl hydroxylase? Alcohol Clin Exp Res. 1996;20:1512–7.CrossRefPubMed Tsutsumi M, Takase S, Urashima S, et al. Serum markers for hepatic fibrosis in alcoholic liver disease: which is the best marker, Type III procollagen, type IV collagen, laminin, tissue inhibitor of metalloproteinase, or prolyl hydroxylase? Alcohol Clin Exp Res. 1996;20:1512–7.CrossRefPubMed
29.
Zurück zum Zitat Sakugawa H, Nakayoshi T, Kobashigawa K, et al. Clinical usefulness of biochemical markers of liver fibrosis in patients with nonalcoholic fatty liver disease. World J Gastroenterol. 2005;11:255–9.CrossRefPubMedPubMedCentral Sakugawa H, Nakayoshi T, Kobashigawa K, et al. Clinical usefulness of biochemical markers of liver fibrosis in patients with nonalcoholic fatty liver disease. World J Gastroenterol. 2005;11:255–9.CrossRefPubMedPubMedCentral
30.
Zurück zum Zitat Shimada M, Kawahara H, Ozaki K, et al. Usefulness of a combined evaluation of the serum adiponectin level, HOMA-IR, and serum type IV collagen 7S level to predict the early stage of nonalcoholic steatohepatitis. Am J Gastroenterol. 2007;102:1931–8.CrossRefPubMed Shimada M, Kawahara H, Ozaki K, et al. Usefulness of a combined evaluation of the serum adiponectin level, HOMA-IR, and serum type IV collagen 7S level to predict the early stage of nonalcoholic steatohepatitis. Am J Gastroenterol. 2007;102:1931–8.CrossRefPubMed
31.
Zurück zum Zitat Yoneda M, Mawatari H, Fujita K, et al. Type IV collagen 7s domain is an independent clinical marker of the severity of fibrosis in patients with nonalcoholic steatohepatitis before the cirrhotic stage. J Gastroenterol. 2007;42:375–81.CrossRefPubMed Yoneda M, Mawatari H, Fujita K, et al. Type IV collagen 7s domain is an independent clinical marker of the severity of fibrosis in patients with nonalcoholic steatohepatitis before the cirrhotic stage. J Gastroenterol. 2007;42:375–81.CrossRefPubMed
32.
Zurück zum Zitat Mizuno M, Shima T, Oya H, et al. Classification of patients with nonalcoholic fatty liver disease using rapid immunoassay of serum type IV collagen compared with that using liver histology and other fibrosis markers. Hepatol. Res. 2016;47:1–10. Mizuno M, Shima T, Oya H, et al. Classification of patients with nonalcoholic fatty liver disease using rapid immunoassay of serum type IV collagen compared with that using liver histology and other fibrosis markers. Hepatol. Res. 2016;47:1–10.
33.
Zurück zum Zitat Prieto J, Barry M, Sherlock S. Serum ferritin in patients with iron overload and with acute and chronic liver diseases. Gastroenterology. 1975;68:525–33.PubMed Prieto J, Barry M, Sherlock S. Serum ferritin in patients with iron overload and with acute and chronic liver diseases. Gastroenterology. 1975;68:525–33.PubMed
34.
Zurück zum Zitat Watanabe S, Hashimoto E, Ikejima K, et al. Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis. J Gastroenterol. 2015;50:364–77.CrossRefPubMed Watanabe S, Hashimoto E, Ikejima K, et al. Evidence-based clinical practice guidelines for nonalcoholic fatty liver disease/nonalcoholic steatohepatitis. J Gastroenterol. 2015;50:364–77.CrossRefPubMed
Metadaten
Titel
A simple scoring system using type IV collagen 7S and aspartate aminotransferase for diagnosing nonalcoholic steatohepatitis and related fibrosis
verfasst von
Takeshi Okanoue
Hayao Ebise
Toshihiro Kai
Masayuki Mizuno
Toshihide Shima
Junji Ichihara
Mikio Aoki
Publikationsdatum
06.06.2017
Verlag
Springer Japan
Erschienen in
Journal of Gastroenterology / Ausgabe 1/2018
Print ISSN: 0944-1174
Elektronische ISSN: 1435-5922
DOI
https://doi.org/10.1007/s00535-017-1355-9

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