TY - JOUR
T1 - Dallas Steatosis Index Identifies Patients With Nonalcoholic Fatty Liver Disease
AU - McHenry, Scott
AU - Park, Yikyung
AU - Browning, Jeffrey D.
AU - Sayuk, Gregory
AU - Davidson, Nicholas O.
N1 - Funding Information:
Funding Scott McHenry is supported by an Institutional National Research Service Award ( T32-DK007130-45 ). Nicholas O. Davidson supported by grants DK-56260, HL-38180, and DK-112378. The work performed in this paper was additionally supported by grants provided by the National Institutes of Health through the Washington University in St. Louis Digestive Disease Research Core ( P30 DK052574 ). This work supported in part by grant UL1TR001105 from the National Center for Advancing Translational Science , National Institutes of Health . The content is solely the responsibility of the authors and does not necessarily represent the official views of the Center for Translational Medicine, University of Texas Southwestern Medical Center and its affiliated academic and health care centers, National Center for Advancing Translational Sciences, or National Institutes of Health.
Funding Information:
Funding Scott McHenry is supported by an Institutional National Research Service Award (T32-DK007130-45). Nicholas O. Davidson supported by grants DK-56260, HL-38180, and DK-112378. The work performed in this paper was additionally supported by grants provided by the National Institutes of Health through the Washington University in St. Louis Digestive Disease Research Core (P30 DK052574). This work supported in part by grant UL1TR001105 from the National Center for Advancing Translational Science, National Institutes of Health. The content is solely the responsibility of the authors and does not necessarily represent the official views of the Center for Translational Medicine, University of Texas Southwestern Medical Center and its affiliated academic and health care centers, National Center for Advancing Translational Sciences, or National Institutes of Health.
Publisher Copyright:
© 2020 AGA Institute
PY - 2020/8
Y1 - 2020/8
N2 - Background & Aims: Tools have been developed to determine risk for nonalcoholic fatty liver disease (NAFLD) based on imaging, which does not always detect early-grade hepatic steatosis. We aimed to develop a tool to identify patients with NAFLD using 1H MR spectroscopy (MRS). Methods: We collected data from the Dallas Heart Study—a multiethnic, population-based, probability study of adults (18–65 y) that comprised an in-home medical survey; collection of fasting blood samples; MRS images to measure cardiac mass/function, abdominal subcutaneous/visceral adiposity; and quantification of hepatic triglyceride concentration, from 2000 through 2009. NAFLD were defined as 5.5% or more liver fat and we excluded patients with more than moderate alcohol use; 737 patients were included in the final analysis. We performed binary multivariable logistic regression analysis to develop a tool to identify patients with NAFLD and evaluate interactions among variables. We performed an internal validation analysis using 10-fold cross validation. Results: We developed the Dallas Steatosis Index (DSI) to identify patients with NAFLD based on level of alanine aminotransferase, body mass index, age, sex, levels of triglycerides and glucose, diabetes, hypertension, and ethnicity. The DSI discriminated between patients with vs without NAFLD with a C-statistic of 0.824. The DSI outperformed 4 risk analysis tools, based on net reclassification improvement and decision curve analysis. Conclusions: We developed an index, called the DSI, which accurately identifies patients with NAFLD based on MRS data. The DSI requires external validation, but might be used in development NAFLD screening programs, in monitoring progression of hepatic steatosis, and in epidemiology studies.
AB - Background & Aims: Tools have been developed to determine risk for nonalcoholic fatty liver disease (NAFLD) based on imaging, which does not always detect early-grade hepatic steatosis. We aimed to develop a tool to identify patients with NAFLD using 1H MR spectroscopy (MRS). Methods: We collected data from the Dallas Heart Study—a multiethnic, population-based, probability study of adults (18–65 y) that comprised an in-home medical survey; collection of fasting blood samples; MRS images to measure cardiac mass/function, abdominal subcutaneous/visceral adiposity; and quantification of hepatic triglyceride concentration, from 2000 through 2009. NAFLD were defined as 5.5% or more liver fat and we excluded patients with more than moderate alcohol use; 737 patients were included in the final analysis. We performed binary multivariable logistic regression analysis to develop a tool to identify patients with NAFLD and evaluate interactions among variables. We performed an internal validation analysis using 10-fold cross validation. Results: We developed the Dallas Steatosis Index (DSI) to identify patients with NAFLD based on level of alanine aminotransferase, body mass index, age, sex, levels of triglycerides and glucose, diabetes, hypertension, and ethnicity. The DSI discriminated between patients with vs without NAFLD with a C-statistic of 0.824. The DSI outperformed 4 risk analysis tools, based on net reclassification improvement and decision curve analysis. Conclusions: We developed an index, called the DSI, which accurately identifies patients with NAFLD based on MRS data. The DSI requires external validation, but might be used in development NAFLD screening programs, in monitoring progression of hepatic steatosis, and in epidemiology studies.
KW - Detection
KW - Diagnostic
KW - MRI
KW - Prognostic Factor
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U2 - 10.1016/j.cgh.2020.01.020
DO - 10.1016/j.cgh.2020.01.020
M3 - Article
C2 - 31982611
AN - SCOPUS:85085333661
SN - 1542-3565
VL - 18
SP - 2073-2080.e7
JO - Clinical Gastroenterology and Hepatology
JF - Clinical Gastroenterology and Hepatology
IS - 9
ER -