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Published in: Obesity Surgery 7/2020

01-07-2020 | Obesity | Original Contributions

Performance of Noninvasive Liver Fibrosis Scores in the Morbid Obese Patient, Same Scores but Different Thresholds

Authors: Diego Meneses, Antonio Olveira, Ramon Corripio, María del Carmen Méndez, Míriam Romero, Isabel Calvo-Viñuelas, Lucrecia Herranz, David Vicent, Ana Isabel de-Cos-Blanco

Published in: Obesity Surgery | Issue 7/2020

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Abstract

Introduction

Nonalcoholic fatty liver disease (NAFLD) is the most common cause of chronic liver disease. It is a spectrum of progressive alterations, with the final step in liver fibrosis which carries a high burden of long-term mortality. The scores used to predict liver fibrosis are not properly validated in morbid obesity (MO). Our aim was to evaluate the performance of seven risk scores in bariatric surgery (BS) patients.

Methods

Cross-sectional analysis in a cohort of 60 patients with MO undergoing BS. Liver biopsy (LB) was taken and compared with fibrosis risk assessed by noninvasive scores: APRI, FIB-4, Forns, NFS (NAFLD fibrosis score), BARD, BAAT, and Hepamet. The area under the receiver operator characteristic curve (AUROC) and measures of diagnostic accuracy were calculated; performance of fibrosis scores was evaluated at standard threshold vs those suggested by ROC analysis.

Results

LB was available in 50 patients; 9 (18%) had significant fibrosis (F2-F4). The BARD and Forns scores best predicted the absence of fibrosis, both with negative predictive value (NPV) of 95.5%, with AUROC of 0.761 and 0.667, respectively. Modification of standard thresholds (2 for BARD and 6.9 for Forns) to those suggested by ROC analysis (3 and 3.6, respectively) improved performance of scores. Basal glucose, glycated hemoglobin (HbA1c), aspartate transaminase (AST), and gamma glutamyl transferase (GGT) were identified by logistic regression analysis as independent predictor of fibrosis.

Conclusions

Existing scoring systems are unable to stratify fibrosis risk in MO using established thresholds; its performance is improved if these cutoffs are modified.
Literature
1.
go back to reference Younossi ZM, Koenig AB, Abdelatif D, et al. Global epidemiology of nonalcoholic fatty liver disease-meta-analytic assessment of prevalence, incidence, and outcomes. Hepatology. 2016;64:73–84.CrossRef Younossi ZM, Koenig AB, Abdelatif D, et al. Global epidemiology of nonalcoholic fatty liver disease-meta-analytic assessment of prevalence, incidence, and outcomes. Hepatology. 2016;64:73–84.CrossRef
2.
go back to reference Doycheva I, Watt KD, Alkhouri N. Nonalcoholic fatty liver disease in adolescents and young adults: the next frontier in the epidemic. Hepatology. 2017;65:2100–9.PubMed Doycheva I, Watt KD, Alkhouri N. Nonalcoholic fatty liver disease in adolescents and young adults: the next frontier in the epidemic. Hepatology. 2017;65:2100–9.PubMed
3.
go back to reference Katsiki N, Perez-Martinez P, Anagnostis P, et al. Is nonalcoholic fatty liver disease indeed the hepatic manifestation of metabolic syndrome? Curr Vasc Pharmacol. 2018;16:219–27.PubMed Katsiki N, Perez-Martinez P, Anagnostis P, et al. Is nonalcoholic fatty liver disease indeed the hepatic manifestation of metabolic syndrome? Curr Vasc Pharmacol. 2018;16:219–27.PubMed
4.
go back to reference Masuoka HC, Chalasani N. Nonalcoholic fatty liver disease: an emerging threat to obese and diabetic individuals. Ann N Y Acad Sci. 2013;1281:106–22.PubMedPubMedCentral Masuoka HC, Chalasani N. Nonalcoholic fatty liver disease: an emerging threat to obese and diabetic individuals. Ann N Y Acad Sci. 2013;1281:106–22.PubMedPubMedCentral
5.
go back to reference Corey KE, Rinella ME. Medical and surgical treatment options for nonalcoholic steatohepatitis. Dig Dis Sci. 2016;61:1387–97.PubMedPubMedCentral Corey KE, Rinella ME. Medical and surgical treatment options for nonalcoholic steatohepatitis. Dig Dis Sci. 2016;61:1387–97.PubMedPubMedCentral
6.
go back to reference de Carli MAL, de Carli LA, Correa MB, et al. Performance of noninvasive scores for the diagnosis of advanced liver fibrosis in morbidly obese with nonalcoholic fatty liver disease. Eur J Gastroenterol Hepatol. 2019;1 de Carli MAL, de Carli LA, Correa MB, et al. Performance of noninvasive scores for the diagnosis of advanced liver fibrosis in morbidly obese with nonalcoholic fatty liver disease. Eur J Gastroenterol Hepatol. 2019;1
7.
go back to reference Sheth H, Bagasrawala S, Shah M, et al. The HAALT non-invasive scoring system for NAFLD in obesity. Obes Surg. 2019; Sheth H, Bagasrawala S, Shah M, et al. The HAALT non-invasive scoring system for NAFLD in obesity. Obes Surg. 2019;
8.
go back to reference Solga SF, Clark JM, Alkhuraishi AR, et al. Race and comorbid factors predict nonalcoholic fatty liver disease histopathology in severely obese patients. Surg Obes Relat Dis. 2005;1:6–11.PubMed Solga SF, Clark JM, Alkhuraishi AR, et al. Race and comorbid factors predict nonalcoholic fatty liver disease histopathology in severely obese patients. Surg Obes Relat Dis. 2005;1:6–11.PubMed
9.
go back to reference Kleiner DE, Berk PD, Hsu JY, et al. Hepatic pathology among patients without known liver disease undergoing bariatric surgery: observations and a perspective from the longitudinal assessment of bariatric surgery (LABS) study. Semin Liver Dis. 2014;34:98–107.PubMedPubMedCentral Kleiner DE, Berk PD, Hsu JY, et al. Hepatic pathology among patients without known liver disease undergoing bariatric surgery: observations and a perspective from the longitudinal assessment of bariatric surgery (LABS) study. Semin Liver Dis. 2014;34:98–107.PubMedPubMedCentral
10.
go back to reference Losekann A, Weston AC, De Carli LA, et al. Nonalcoholic fatty liver disease in severe obese patients. Subjected To Bariatric Surgery Arq Gastroenterol. 2013;50:285–9.PubMed Losekann A, Weston AC, De Carli LA, et al. Nonalcoholic fatty liver disease in severe obese patients. Subjected To Bariatric Surgery Arq Gastroenterol. 2013;50:285–9.PubMed
11.
go back to reference Mummadi RR, Kasturi KS, Chennareddygari S, et al. Effect of bariatric surgery on nonalcoholic fatty liver disease: systematic review and meta-analysis. Clin Gastroenterol Hepatol. 2008;6:1396–402.PubMed Mummadi RR, Kasturi KS, Chennareddygari S, et al. Effect of bariatric surgery on nonalcoholic fatty liver disease: systematic review and meta-analysis. Clin Gastroenterol Hepatol. 2008;6:1396–402.PubMed
12.
go back to reference Souto KP, Meinhardt NG, Ramos MJ, et al. Nonalcoholic fatty liver disease in patients with different baseline glucose status undergoing bariatric surgery: analysis of intraoperative liver biopsies and literature review. Surg Obes Relat Dis. 2018;14:66–73.PubMed Souto KP, Meinhardt NG, Ramos MJ, et al. Nonalcoholic fatty liver disease in patients with different baseline glucose status undergoing bariatric surgery: analysis of intraoperative liver biopsies and literature review. Surg Obes Relat Dis. 2018;14:66–73.PubMed
13.
go back to reference Bedossa P, Tordjman J, Aron-Wisnewsky J, et al. Systematic review of bariatric surgery liver biopsies clarifies the natural history of liver disease in patients with severe obesity. Gut. 2017;66:1688–96.PubMed Bedossa P, Tordjman J, Aron-Wisnewsky J, et al. Systematic review of bariatric surgery liver biopsies clarifies the natural history of liver disease in patients with severe obesity. Gut. 2017;66:1688–96.PubMed
14.
go back to reference Machado M, Marques-Vidal P, Cortez-Pinto H. Hepatic histology in obese patients undergoing bariatric surgery. J Hepatol. 2006;45:600–6.PubMed Machado M, Marques-Vidal P, Cortez-Pinto H. Hepatic histology in obese patients undergoing bariatric surgery. J Hepatol. 2006;45:600–6.PubMed
15.
go back to reference Beymer C, Kowdley KV, Larson A, et al. Prevalence and predictors of asymptomatic liver disease in patients undergoing gastric bypass surgery. Arch Surg. 2003;138:1240–4.PubMed Beymer C, Kowdley KV, Larson A, et al. Prevalence and predictors of asymptomatic liver disease in patients undergoing gastric bypass surgery. Arch Surg. 2003;138:1240–4.PubMed
16.
go back to reference Chalasani N, Younossi Z, Lavine JE, et al. The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases. Hepatology. 2018;67:328–57.PubMed Chalasani N, Younossi Z, Lavine JE, et al. The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases. Hepatology. 2018;67:328–57.PubMed
17.
go back to reference Byrne CD, Targher G. EASL–EASD–EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease. Diabetologia. 2016;59:1141–4.PubMed Byrne CD, Targher G. EASL–EASD–EASO clinical practice guidelines for the management of non-alcoholic fatty liver disease. Diabetologia. 2016;59:1141–4.PubMed
18.
go back to reference Rockey DC, Caldwell SH, Goodman ZD, et al. Liver biopsy. Hepatology. 2009;49:1017–44.PubMed Rockey DC, Caldwell SH, Goodman ZD, et al. Liver biopsy. Hepatology. 2009;49:1017–44.PubMed
19.
go back to reference Czul F, Bhamidimarri KR. Noninvasive markers to assess liver fibrosis. J Clin Gastroenterol. 2016;50:445–57.PubMed Czul F, Bhamidimarri KR. Noninvasive markers to assess liver fibrosis. J Clin Gastroenterol. 2016;50:445–57.PubMed
20.
go back to reference Lassailly G, Caiazzo R, Hollebecque A, et al. Validation of noninvasive biomarkers (FibroTest, SteatoTest, and NashTest) for prediction of liver injury in patients with morbid obesity. Eur J Gastroenterol Hepatol. 2011;23:499–506.PubMed Lassailly G, Caiazzo R, Hollebecque A, et al. Validation of noninvasive biomarkers (FibroTest, SteatoTest, and NashTest) for prediction of liver injury in patients with morbid obesity. Eur J Gastroenterol Hepatol. 2011;23:499–506.PubMed
21.
go back to reference Ratziu V, Giral P, Charlotte F, et al. Liver fibrosis in overweight patients. Gastroenterology. 2000;118:1117–23.PubMed Ratziu V, Giral P, Charlotte F, et al. Liver fibrosis in overweight patients. Gastroenterology. 2000;118:1117–23.PubMed
22.
go back to reference Forns X, Ampurdanès S, Llovet JM, et al. Identification of chronic hepatitis C patients without hepatic fibrosis by a simple predictive model. Hepatology. 2002;36:986–92.PubMed Forns X, Ampurdanès S, Llovet JM, et al. Identification of chronic hepatitis C patients without hepatic fibrosis by a simple predictive model. Hepatology. 2002;36:986–92.PubMed
23.
go back to reference 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.PubMed 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.PubMed
24.
go back to reference 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.PubMed 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.PubMed
25.
go back to reference Kruger FC, Daniels CR, Kidd M, et al. APRI: a simple bedside marker for advanced fibrosis that can avoid liver biopsy in patients with NAFLD/NASH. South African Med J. 2011;101:477–80. Kruger FC, Daniels CR, Kidd M, et al. APRI: a simple bedside marker for advanced fibrosis that can avoid liver biopsy in patients with NAFLD/NASH. South African Med J. 2011;101:477–80.
26.
go back to reference Sterling RK, Lissen E, Clumeck N, et al. Development of a simple noninvasive index to predict significant fibrosis in patients with HIV/HCV coinfection. Hepatology. 2006;43:1317–25.PubMed Sterling RK, Lissen E, Clumeck N, et al. Development of a simple noninvasive index to predict significant fibrosis in patients with HIV/HCV coinfection. Hepatology. 2006;43:1317–25.PubMed
27.
go back to reference Ooi GJ, Burton PR, Doyle L, et al. Modified thresholds for fibrosis risk scores in nonalcoholic fatty liver disease are necessary in the obese. Obes Surg. 2017;27:115–25.PubMed Ooi GJ, Burton PR, Doyle L, et al. Modified thresholds for fibrosis risk scores in nonalcoholic fatty liver disease are necessary in the obese. Obes Surg. 2017;27:115–25.PubMed
28.
go back to reference Nassif AT, Nagano TA, Okayama S, et al. Performance of the Bard scoring system in bariatric surgery patients with nonalcoholic fatty liver disease. Obes Surg. 2017;27:394–8.PubMed Nassif AT, Nagano TA, Okayama S, et al. Performance of the Bard scoring system in bariatric surgery patients with nonalcoholic fatty liver disease. Obes Surg. 2017;27:394–8.PubMed
29.
go back to reference De Cleva R, Duarte LF, Crenitte MRF, et al. Use of noninvasive markers to predict advanced fibrosis/cirrhosis in severe obesity. Surg Obes Relat Dis. 2016;12:862–7.PubMed De Cleva R, Duarte LF, Crenitte MRF, et al. Use of noninvasive markers to predict advanced fibrosis/cirrhosis in severe obesity. Surg Obes Relat Dis. 2016;12:862–7.PubMed
30.
go back to reference Pimentel SK, Strobel R, Gonçalves CG, et al. Evaluation of the nonalcoholic fat liver disease fibrosis score for patients undergoing bariatric surgery. Arq Gastroenterol. 2010;47:170–3.PubMed Pimentel SK, Strobel R, Gonçalves CG, et al. Evaluation of the nonalcoholic fat liver disease fibrosis score for patients undergoing bariatric surgery. Arq Gastroenterol. 2010;47:170–3.PubMed
31.
go back to reference Díez Rodríguez R, Ballesteros Pomar MD, Calleja Fernández A, et al. Usefulness of an index score as a predictor of hepatic fibrosis in obese patients undergoing bariatric surgery. Rev Esp Enferm Dig. 2009;101:528–35.PubMed Díez Rodríguez R, Ballesteros Pomar MD, Calleja Fernández A, et al. Usefulness of an index score as a predictor of hepatic fibrosis in obese patients undergoing bariatric surgery. Rev Esp Enferm Dig. 2009;101:528–35.PubMed
32.
go back to reference Rubio MA, Salas-Salvadó J, Barbany M, et al. Para La Evaluación Del Sobrepeso Y La Obesidad Y El Establecimiento De Criterios De Intervención Terapéutica. Rev Española Obes. 2007;2007:7–48. Rubio MA, Salas-Salvadó J, Barbany M, et al. Para La Evaluación Del Sobrepeso Y La Obesidad Y El Establecimiento De Criterios De Intervención Terapéutica. Rev Española Obes. 2007;2007:7–48.
33.
go back to reference 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.PubMed 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.PubMed
34.
go back to reference Doménech JM NJ 2019. Find the best subset for linear, logistic and Cox regression: user-written command allsets for Stata [computer program]. Barcelona: Graunt 21. Doménech JM NJ 2019. Find the best subset for linear, logistic and Cox regression: user-written command allsets for Stata [computer program]. Barcelona: Graunt 21.
35.
go back to reference Crespo J, Fernández-Gil P, Hernández-Guerra M, et al. Are there predictive factors of severe liver fibrosis in morbidly obese patients with non-alcoholic steatohepatitis? Obes Surg. 2001;11:254–7.PubMed Crespo J, Fernández-Gil P, Hernández-Guerra M, et al. Are there predictive factors of severe liver fibrosis in morbidly obese patients with non-alcoholic steatohepatitis? Obes Surg. 2001;11:254–7.PubMed
36.
go back to reference Losekann A, Weston AC, De Mattos AA, et al. Non-alcoholic steatohepatitis (NASH): risk factors in morbidly obese patients. Int J Mol Sci. 2015;16:25552–9.PubMedPubMedCentral Losekann A, Weston AC, De Mattos AA, et al. Non-alcoholic steatohepatitis (NASH): risk factors in morbidly obese patients. Int J Mol Sci. 2015;16:25552–9.PubMedPubMedCentral
37.
go back to reference Zelber-Sagi S, Shoham D, Zvibel I, et al. Predictors for advanced fibrosis in morbidly obese nonalcoholic fatty liver patients. World J Hepatol. 2017;9:91–8.PubMedPubMedCentral Zelber-Sagi S, Shoham D, Zvibel I, et al. Predictors for advanced fibrosis in morbidly obese nonalcoholic fatty liver patients. World J Hepatol. 2017;9:91–8.PubMedPubMedCentral
38.
go back to reference Ong JP, Elariny H, Collantes R, et al. Predictors of nonalcoholic steatohepatitis and advanced fibrosis in morbidly obese patients. Obes Surg. 2005;15:310–5.PubMed Ong JP, Elariny H, Collantes R, et al. Predictors of nonalcoholic steatohepatitis and advanced fibrosis in morbidly obese patients. Obes Surg. 2005;15:310–5.PubMed
39.
go back to reference Dixon JB, Bhathal PS, O’Brien PE. Nonalcoholic fatty liver disease: predictors of nonalcoholic steatohepatitis and liver fibrosis in the severely obese. Gastroenterology. 2001;121:91–100.PubMed Dixon JB, Bhathal PS, O’Brien PE. Nonalcoholic fatty liver disease: predictors of nonalcoholic steatohepatitis and liver fibrosis in the severely obese. Gastroenterology. 2001;121:91–100.PubMed
40.
go back to reference Luger M, Kruschitz R, Kienbacher C, et al. Prevalence of liver fibrosis and its association with non-invasive fibrosis and metabolic markers in morbidly obese patients with vitamin D deficiency. Obes Surg. 2016;26:2425–32.PubMedPubMedCentral Luger M, Kruschitz R, Kienbacher C, et al. Prevalence of liver fibrosis and its association with non-invasive fibrosis and metabolic markers in morbidly obese patients with vitamin D deficiency. Obes Surg. 2016;26:2425–32.PubMedPubMedCentral
41.
go back to reference Lykiardopoulos B, Hagström H, Fredrikson M, et al. Development of serum marker models to increase diagnostic accuracy of advanced fibrosis in nonalcoholic fatty liver disease: the new LINKI algorithm compared with established algorithms. PLoS One. 2016;11:1–17. Lykiardopoulos B, Hagström H, Fredrikson M, et al. Development of serum marker models to increase diagnostic accuracy of advanced fibrosis in nonalcoholic fatty liver disease: the new LINKI algorithm compared with established algorithms. PLoS One. 2016;11:1–17.
42.
go back to reference Yang M, Jiang L, Wang Y, et al. Step layered combination of noninvasive fibrosis models improves diagnostic accuracy of advanced fibrosis in nonalcoholic fatty liver disease. J Gastrointestin Liver Dis. 2019;28:289–96.PubMed Yang M, Jiang L, Wang Y, et al. Step layered combination of noninvasive fibrosis models improves diagnostic accuracy of advanced fibrosis in nonalcoholic fatty liver disease. J Gastrointestin Liver Dis. 2019;28:289–96.PubMed
43.
go back to reference Nones RB, Ivantes CP, Pedroso MLA. Can FIB4 and NAFLD fibrosis scores help endocrinologists refer patients with non-alcoholic fat liver disease to a hepatologist? Arch Endocrinol Metab. 2017;61:276–81.PubMed Nones RB, Ivantes CP, Pedroso MLA. Can FIB4 and NAFLD fibrosis scores help endocrinologists refer patients with non-alcoholic fat liver disease to a hepatologist? Arch Endocrinol Metab. 2017;61:276–81.PubMed
44.
go back to reference Shah A, Lydecker A, Murray K, et al. Use of the Fib4 index for non-invasive evaluation of fibrosis in nonalcoholic fatty liver disease. Clin Gastroenterol Hepatol. 2009;7:1104–12.PubMedPubMedCentral Shah A, Lydecker A, Murray K, et al. Use of the Fib4 index for non-invasive evaluation of fibrosis in nonalcoholic fatty liver disease. Clin Gastroenterol Hepatol. 2009;7:1104–12.PubMedPubMedCentral
45.
go back to reference Pérez-Gutiérrez OZ, Hernández-Rocha C, Candia-Balboa RA, et al. Validation study of systems for noninvasive diagnosis of fibrosis in nonalcoholic fatty liver disease in Latin population. Ann Hepatol. 2013;12:416–24.PubMed Pérez-Gutiérrez OZ, Hernández-Rocha C, Candia-Balboa RA, et al. Validation study of systems for noninvasive diagnosis of fibrosis in nonalcoholic fatty liver disease in Latin population. Ann Hepatol. 2013;12:416–24.PubMed
46.
go back to reference McPherson S, Stewart SF, Henderson E, et al. Simple non-invasive fibrosis scoring systems can reliably exclude advanced fibrosis in patients with non-alcoholic fatty liver disease. Gut. 2010;59:1265–9.PubMed McPherson S, Stewart SF, Henderson E, et al. Simple non-invasive fibrosis scoring systems can reliably exclude advanced fibrosis in patients with non-alcoholic fatty liver disease. Gut. 2010;59:1265–9.PubMed
47.
go back to reference Siddiqui MS, Patidar KR, Boyett S, et al. Performance of non-invasive models of fibrosis in predicting mild to moderate fibrosis in patients with non-alcoholic fatty liver disease. Liver Int. 2016;36:572–9.PubMed Siddiqui MS, Patidar KR, Boyett S, et al. Performance of non-invasive models of fibrosis in predicting mild to moderate fibrosis in patients with non-alcoholic fatty liver disease. Liver Int. 2016;36:572–9.PubMed
48.
go back to reference Musso G, Gambino R, Cassader M, et al. Meta-analysis: natural history of non-alcoholic fatty liver disease (NAFLD) and diagnostic accuracy of non-invasive tests for liver disease severity. Ann Med. 2011;43:617–49.PubMed Musso G, Gambino R, Cassader M, et al. Meta-analysis: natural history of non-alcoholic fatty liver disease (NAFLD) and diagnostic accuracy of non-invasive tests for liver disease severity. Ann Med. 2011;43:617–49.PubMed
49.
go back to reference 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.PubMed 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.PubMed
50.
go back to reference Ampuero J, Pais R, Aller R, Gallego-Durán R, Crespo J, García-Monzón C, et al. 2019. Development and validation of Hepamet fibrosis scoring system a simple, noninvasive test to identify patients with nonalcoholic fatty liver disease with advanced fibrosis. Clin Gastroenterol Hepatol. Ampuero J, Pais R, Aller R, Gallego-Durán R, Crespo J, García-Monzón C, et al. 2019. Development and validation of Hepamet fibrosis scoring system a simple, noninvasive test to identify patients with nonalcoholic fatty liver disease with advanced fibrosis. Clin Gastroenterol Hepatol.
51.
go back to reference Gómez-Ambrosi J, Catalán V, Rodríguez A, et al. Increased cardiometabolic risk factors and inflammation in adipose tissue in obese subjects classified as metabolically healthy. Diabetes Care. 2014;37:2813–21.PubMed Gómez-Ambrosi J, Catalán V, Rodríguez A, et al. Increased cardiometabolic risk factors and inflammation in adipose tissue in obese subjects classified as metabolically healthy. Diabetes Care. 2014;37:2813–21.PubMed
52.
go back to reference Verna EC. Liver biopsy at the time of bariatric surgery : a benefit for patients and the medical community NALFD diagnosis and staging is an important. Semin Liver Dis. 2014;34:1–6.PubMed Verna EC. Liver biopsy at the time of bariatric surgery : a benefit for patients and the medical community NALFD diagnosis and staging is an important. Semin Liver Dis. 2014;34:1–6.PubMed
Metadata
Title
Performance of Noninvasive Liver Fibrosis Scores in the Morbid Obese Patient, Same Scores but Different Thresholds
Authors
Diego Meneses
Antonio Olveira
Ramon Corripio
María del Carmen Méndez
Míriam Romero
Isabel Calvo-Viñuelas
Lucrecia Herranz
David Vicent
Ana Isabel de-Cos-Blanco
Publication date
01-07-2020
Publisher
Springer US
Published in
Obesity Surgery / Issue 7/2020
Print ISSN: 0960-8923
Electronic ISSN: 1708-0428
DOI
https://doi.org/10.1007/s11695-020-04509-0

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