Accuracy of common proton density fat fraction thresholds for magnitude- and complex-based chemical shift-encoded MRI for assessing hepatic steatosis in patients with obesity

被引:25
作者
Cunha, Guilherme Moura [1 ,11 ]
Thai, Tydus T. [1 ]
Hamilton, Gavin [1 ]
Covarrubias, Yesenia [1 ]
Schlein, Alexandra [1 ]
Middleton, Michael S. [1 ]
Wiens, Curtis N. [2 ]
McMillan, Alan [2 ]
Agni, Rashmi [3 ]
Funk, Luke M. [4 ]
Campos, Guilherme M. [5 ]
Horgan, Santiago [6 ]
Jacobson, Garth [6 ]
Wolfson, Tanya [7 ]
Gamst, Anthony [7 ]
Schwimmer, Jeffrey B. [8 ]
Reeder, Scott B. [2 ,9 ,10 ]
Sirlin, Claude B. [1 ]
机构
[1] Univ Calif San Diego, Liver Imaging Grp, Radiol, 9500 Gilman Dr, San Diego, CA 92037 USA
[2] Univ Wisconsin, Sch Med & Publ Hlth, Dept Radiol, E3 366 Clin Sci Ctr, 600 Highland Ave, Madison, WI 53792 USA
[3] Univ Wisconsin, Dept Pathol & Lab Med, Sch Med & Publ Hlth, 3170 UW Med Fdn Centennial Bldg MFCB, Madison, WI 53705 USA
[4] Univ Wisconsin, Clin Sci Ctr, Surg, 600 Highland Ave, Madison, WI 53792 USA
[5] Virginia Commonwealth Univ, Dept Surg, West Hosp, 1200 East Broad St,16th Floor, Richmond, VA 23298 USA
[6] Univ Calif San Diego, Surg, 9500 Gilman Dr, San Diego, CA 92037 USA
[7] Univ Calif San Diego, San Diego Supercomp Ctr, CASL, 9500 Gilman Dr, San Diego, CA 92037 USA
[8] Univ Calif San Diego, Pediat, 9500 Gilman Dr, San Diego, CA 92037 USA
[9] Univ Wisconsin, Clin Sci Ctr, Med Phys, 600 Highland Ave, Madison, WI 53792 USA
[10] Clin Sci Ctr, Biomed Engn, 600 Highland Ave, Madison, WI 53792 USA
[11] Altman Clin Translat Res Inst, Liver Imaging Grp, Radiol, 9452 Med Ctr Dr,Lower Level 501, La Jolla, CA 92037 USA
关键词
Liver; Magnetic resonance imaging; Non-alcoholic fat liver disease; Obesity; MAGNETIC-RESONANCE-SPECTROSCOPY; LIVER-DISEASE; ADULT PATIENTS; QUANTIFICATION; PREVALENCE; SEPARATION; REPRODUCIBILITY; HISTOLOGY; CHILDREN; BIOPSY;
D O I
10.1007/s00261-019-02350-3
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose MRI proton density fat fraction (PDFF) can be calculated using magnitude (MRI-M) or complex (MRI-C) MRI data. The purpose of this study was to identify, assess, and compare the accuracy of common PDFF thresholds for MRI-M and MRI-C for assessing hepatic steatosis in patients with obesity, using histology as reference. Methods This two-center prospective study included patients undergoing MRI-C- and MRI-M-PDFF estimations within 3 days before weight loss surgery. Liver biopsy was performed, and histology-determined steatosis grades were used as reference standard. Using receiver operating characteristics (ROC) analysis on data pooled from both methods, single common thresholds for diagnosing and differentiating none or mild (0-1) from moderate to severe steatosis (2-3) were selected as the ones achieving the highest sensitivity while providing at least 90% specificity. Selection methods were cross-validated. Performances were compared using McNemar's tests. Results Of 81 included patients, 54 (67%) had steatosis. The common PDFF threshold for diagnosing steatosis was 5.4%, which provided a cross-validated 0.88 (95% CI 0.77-0.95) sensitivity and 0.92 (0.75-0.99) specificity for MRI-M and 0.87 sensitivity (0.75-0.94) with 0.81 (0.61-0.93) specificity for MRI-C. The common PDFF threshold to differentiate steatosis grades 0-1 from 2 to 3 was 14.7%, which provided cross-validated 0.86 (95% CI 0.59-0.98) sensitivity and 0.95 (0.87-0.99) specificity for MRI-M and 0.93 sensitivity (0.68-0.99) with 0.97(0.89-0.99) specificity for MRI-C. Conclusion If independently validated, diagnostic thresholds of 5.4% and 14.7% could be adopted for both techniques for detecting and differentiating none to mild from moderate to severe steatosis, respectively, with high diagnostic accuracy.
引用
收藏
页码:661 / 671
页数:11
相关论文
共 36 条
[1]  
Armstrong T, 2018, PEDIAT RADIOLOGY, V4, P1
[2]   Reproducibility of MR-based liver fat quantification across field strength: Same-day comparison between 1.5T and 3T in obese subjects [J].
Artz, Nathan S. ;
Haufe, William M. ;
Hooker, Catherine A. ;
Hamilton, Gavin ;
Wolfson, Tanya ;
Campos, Guilherme M. ;
Gamst, Anthony C. ;
Schwimmer, Jeffrey B. ;
Sirlin, Claude B. ;
Reeder, Scott B. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2015, 42 (03) :811-817
[3]   Relaxation effects in the quantification of fat using gradient echo imaging [J].
Bydder, Mark ;
Yokoo, Takeshi ;
Hamilton, Gavin ;
Middleton, Michael S. ;
Chavez, Alyssa D. ;
Schwimmer, Jeffrey B. ;
Lavine, Joel E. ;
Sirlin, Claude B. .
MAGNETIC RESONANCE IMAGING, 2008, 26 (03) :347-359
[4]   Relationship of steatosis grade and zonal location to histological features of steatohepatitis in adult patients with non-alcoholic fatty liver disease [J].
Chalasani, Naga ;
Wilson, Laura ;
Kleiner, David E. ;
Cummings, Oscar W. ;
Brunt, Elizabeth M. ;
Unalp, Aynur .
JOURNAL OF HEPATOLOGY, 2008, 48 (05) :829-834
[5]   Grade of deceased donor liver macrovesicular steatosis impacts graft and recipient outcomes more than the Donor Risk Index [J].
de Graaf, Esther L. ;
Kench, James ;
Dilworth, Pamela ;
Shackel, Nicholas A. ;
Strasser, Simone I. ;
Joseph, David ;
Pleass, Henry ;
Crawford, Michael ;
McCaughan, Geoff W. ;
Verran, Deborah J. .
JOURNAL OF GASTROENTEROLOGY AND HEPATOLOGY, 2012, 27 (03) :540-546
[6]   Accurate simultaneous quantification of liver steatosis and iron overload in diffuse liver diseases with MRI [J].
Franca, Manuela ;
Alberich-Bayarri, Angel ;
Marti-Bonmati, Luis ;
Oliveira, Pedro ;
Costa, Francisca Emanuel ;
Porto, Graca ;
Vizcaino, Jose Ramon ;
Sanchez Gonzalez, Javier ;
Ribeiro, Eduardo ;
Oliveira, Joao ;
Miranda, Helena Pessegueiro .
ABDOMINAL RADIOLOGY, 2017, 42 (05) :1434-1443
[7]   Accuracy of PDFF Estimation by Magnitude-Based and Complex-Based MRI in Children with MR Spectroscopy as a Reference [J].
Haufe, William M. ;
Wolfson, Tanya ;
Hooker, Catherine A. ;
Hooker, Jonathan C. ;
Covarrubias, Yesenia ;
Schlein, Alex N. ;
Hamilton, Gavin ;
Middleton, Michael S. ;
Angeles, Jorge E. ;
Hernando, Diego ;
Reeder, Scott B. ;
Schwimmer, Jeffrey B. ;
Sirlin, Claude B. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2017, 46 (06) :1641-1647
[8]   Accuracy and the Effect of Possible Subject-Based Confounders of Magnitude-Based MRI for Estimating Hepatic Proton Density Fat Fraction in Adults, Using MR Spectroscopy as Reference [J].
Heba, Elhamy R. ;
Desai, Ajinkya ;
Zand, Kevin A. ;
Hamilton, Gavin ;
Wolfson, Tanya ;
Schlein, Alexandra N. ;
Gamst, Anthony ;
Loomba, Rohit ;
Sirlin, Claude B. ;
Middleton, Michael S. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2016, 43 (02) :398-406
[9]   Addressing phase errors in fat-water imaging using a mixed magnitude/complex fitting method [J].
Hernando, D. ;
Hines, C. D. G. ;
Yu, H. ;
Reeder, S. B. .
MAGNETIC RESONANCE IN MEDICINE, 2012, 67 (03) :638-644
[10]   Chemical Shift-Based Water/Fat Separation: A Comparison of Signal Models [J].
Hernando, Diego ;
Liang, Zhi-Pei ;
Kellman, Peter .
MAGNETIC RESONANCE IN MEDICINE, 2010, 64 (03) :811-822