Cargando…

Clinical Model for NASH and Advanced Fibrosis in Adult Patients With Diabetes and NAFLD: Guidelines for Referral in NAFLD

OBJECTIVE: Approximately 18 million people in the U.S. have coexisting type 2 diabetes and nonalcoholic fatty liver disease (NAFLD). It is not known who among these patients has nonalcoholic steatohepatitis (NASH) with advanced fibrosis. Therefore, we aimed to determine factors that are associated w...

Descripción completa

Detalles Bibliográficos
Autores principales: Bazick, Jessica, Donithan, Michele, Neuschwander-Tetri, Brent A., Kleiner, David, Brunt, Elizabeth M., Wilson, Laura, Doo, Ed, Lavine, Joel, Tonascia, James, Loomba, Rohit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Diabetes Association 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4477334/
https://www.ncbi.nlm.nih.gov/pubmed/25887357
http://dx.doi.org/10.2337/dc14-1239
_version_ 1782377736905424896
author Bazick, Jessica
Donithan, Michele
Neuschwander-Tetri, Brent A.
Kleiner, David
Brunt, Elizabeth M.
Wilson, Laura
Doo, Ed
Lavine, Joel
Tonascia, James
Loomba, Rohit
author_facet Bazick, Jessica
Donithan, Michele
Neuschwander-Tetri, Brent A.
Kleiner, David
Brunt, Elizabeth M.
Wilson, Laura
Doo, Ed
Lavine, Joel
Tonascia, James
Loomba, Rohit
author_sort Bazick, Jessica
collection PubMed
description OBJECTIVE: Approximately 18 million people in the U.S. have coexisting type 2 diabetes and nonalcoholic fatty liver disease (NAFLD). It is not known who among these patients has nonalcoholic steatohepatitis (NASH) with advanced fibrosis. Therefore, we aimed to determine factors that are associated with both NASH and advanced fibrosis in patients with diabetes and NAFLD in order to identify who should be prioritized for referral to a hepatologist for further diagnostic evaluation and treatment. RESEARCH DESIGN AND METHODS: This study was derived from the NASH Clinical Research Network studies and included 1,249 patients with biopsy-proven NAFLD (including a model development cohort of 346 patients and an independent validation cohort of 100 patients with type 2 diabetes as defined by the American Diabetes Association criteria). Outcome measures were presence of NASH or advanced fibrosis (stage 3 or 4) using cross-validated, by jackknife method, multivariable-adjusted area under the receiver operating characteristic curve (AUROC) and 95% CI. RESULTS: The mean ± SD age and BMI of patients with diabetes and NAFLD was 52.5 ± 10.3 years and 35.8 ± 6.8 kg/m(2), respectively. The prevalence of NASH and advanced fibrosis was 69.2% and 41.0%, respectively. The model for NASH included white race, BMI, waist, alanine aminotransferase (ALT), Aspartate aminotransferase (AST), albumin, HbA(1c), HOMA of insulin resistance, and ferritin with an AUROC of 0.80 (95% CI 0.75–0.84, P = 0.007). The specificity, sensitivity, negative predictive values (NPVs), and positive predictive values (PPVs) were 90.0%, 56.8%, 47.7%, and 93.2%, respectively, and the model correctly classified 67% of patients as having NASH. The model for predicting advanced fibrosis included age, Hispanic ethnicity, BMI, waist-to-hip ratio, hypertension, ALT-to-AST ratio, alkaline phosphatase, isolated abnormal alkaline phosphatase, bilirubin (total and direct), globulin, albumin, serum insulin, hematocrit, international normalized ratio, and platelet count with an AUROC of 0.80 (95% CI 0.76–0.85, P < 0.001). The specificity, sensitivity, NPV, and PPV were 90.0%, 57%, 75.1%, and 80.2%, respectively, and the model correctly classified 76.6% of patients as having advanced fibrosis. Results remained consistent for both models in the validation cohort. The proposed model performed better than the NAFLD fibrosis score in detecting advanced fibrosis. CONCLUSIONS: Routinely available clinical variables can be used to quantify the likelihood of NASH or advanced fibrosis in adult diabetic patients with NAFLD. The clinical models presented can be used to guide clinical decision making about referrals of patients with diabetes and NAFLD to hepatologists.
format Online
Article
Text
id pubmed-4477334
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher American Diabetes Association
record_format MEDLINE/PubMed
spelling pubmed-44773342016-07-01 Clinical Model for NASH and Advanced Fibrosis in Adult Patients With Diabetes and NAFLD: Guidelines for Referral in NAFLD Bazick, Jessica Donithan, Michele Neuschwander-Tetri, Brent A. Kleiner, David Brunt, Elizabeth M. Wilson, Laura Doo, Ed Lavine, Joel Tonascia, James Loomba, Rohit Diabetes Care Pathophysiology/Complications OBJECTIVE: Approximately 18 million people in the U.S. have coexisting type 2 diabetes and nonalcoholic fatty liver disease (NAFLD). It is not known who among these patients has nonalcoholic steatohepatitis (NASH) with advanced fibrosis. Therefore, we aimed to determine factors that are associated with both NASH and advanced fibrosis in patients with diabetes and NAFLD in order to identify who should be prioritized for referral to a hepatologist for further diagnostic evaluation and treatment. RESEARCH DESIGN AND METHODS: This study was derived from the NASH Clinical Research Network studies and included 1,249 patients with biopsy-proven NAFLD (including a model development cohort of 346 patients and an independent validation cohort of 100 patients with type 2 diabetes as defined by the American Diabetes Association criteria). Outcome measures were presence of NASH or advanced fibrosis (stage 3 or 4) using cross-validated, by jackknife method, multivariable-adjusted area under the receiver operating characteristic curve (AUROC) and 95% CI. RESULTS: The mean ± SD age and BMI of patients with diabetes and NAFLD was 52.5 ± 10.3 years and 35.8 ± 6.8 kg/m(2), respectively. The prevalence of NASH and advanced fibrosis was 69.2% and 41.0%, respectively. The model for NASH included white race, BMI, waist, alanine aminotransferase (ALT), Aspartate aminotransferase (AST), albumin, HbA(1c), HOMA of insulin resistance, and ferritin with an AUROC of 0.80 (95% CI 0.75–0.84, P = 0.007). The specificity, sensitivity, negative predictive values (NPVs), and positive predictive values (PPVs) were 90.0%, 56.8%, 47.7%, and 93.2%, respectively, and the model correctly classified 67% of patients as having NASH. The model for predicting advanced fibrosis included age, Hispanic ethnicity, BMI, waist-to-hip ratio, hypertension, ALT-to-AST ratio, alkaline phosphatase, isolated abnormal alkaline phosphatase, bilirubin (total and direct), globulin, albumin, serum insulin, hematocrit, international normalized ratio, and platelet count with an AUROC of 0.80 (95% CI 0.76–0.85, P < 0.001). The specificity, sensitivity, NPV, and PPV were 90.0%, 57%, 75.1%, and 80.2%, respectively, and the model correctly classified 76.6% of patients as having advanced fibrosis. Results remained consistent for both models in the validation cohort. The proposed model performed better than the NAFLD fibrosis score in detecting advanced fibrosis. CONCLUSIONS: Routinely available clinical variables can be used to quantify the likelihood of NASH or advanced fibrosis in adult diabetic patients with NAFLD. The clinical models presented can be used to guide clinical decision making about referrals of patients with diabetes and NAFLD to hepatologists. American Diabetes Association 2015-07 2015-04-17 /pmc/articles/PMC4477334/ /pubmed/25887357 http://dx.doi.org/10.2337/dc14-1239 Text en © 2015 by the American Diabetes Association. Readers may use this article as long as the work is properly cited, the use is educational and not for profit, and the work is not altered.
spellingShingle Pathophysiology/Complications
Bazick, Jessica
Donithan, Michele
Neuschwander-Tetri, Brent A.
Kleiner, David
Brunt, Elizabeth M.
Wilson, Laura
Doo, Ed
Lavine, Joel
Tonascia, James
Loomba, Rohit
Clinical Model for NASH and Advanced Fibrosis in Adult Patients With Diabetes and NAFLD: Guidelines for Referral in NAFLD
title Clinical Model for NASH and Advanced Fibrosis in Adult Patients With Diabetes and NAFLD: Guidelines for Referral in NAFLD
title_full Clinical Model for NASH and Advanced Fibrosis in Adult Patients With Diabetes and NAFLD: Guidelines for Referral in NAFLD
title_fullStr Clinical Model for NASH and Advanced Fibrosis in Adult Patients With Diabetes and NAFLD: Guidelines for Referral in NAFLD
title_full_unstemmed Clinical Model for NASH and Advanced Fibrosis in Adult Patients With Diabetes and NAFLD: Guidelines for Referral in NAFLD
title_short Clinical Model for NASH and Advanced Fibrosis in Adult Patients With Diabetes and NAFLD: Guidelines for Referral in NAFLD
title_sort clinical model for nash and advanced fibrosis in adult patients with diabetes and nafld: guidelines for referral in nafld
topic Pathophysiology/Complications
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4477334/
https://www.ncbi.nlm.nih.gov/pubmed/25887357
http://dx.doi.org/10.2337/dc14-1239
work_keys_str_mv AT bazickjessica clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT donithanmichele clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT neuschwandertetribrenta clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT kleinerdavid clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT bruntelizabethm clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT wilsonlaura clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT dooed clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT lavinejoel clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT tonasciajames clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld
AT loombarohit clinicalmodelfornashandadvancedfibrosisinadultpatientswithdiabetesandnafldguidelinesforreferralinnafld