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Linearity, Bias, and Precision of Hepatic Proton Density Fat Fraction Measurements by Using MR Imaging: A Meta-Analysis.

Publication ,  Journal Article
Yokoo, T; Serai, SD; Pirasteh, A; Bashir, MR; Hamilton, G; Hernando, D; Hu, HH; Hetterich, H; Kühn, J-P; Kukuk, GM; Loomba, R; Middleton, MS ...
Published in: Radiology
February 2018

Purpose To determine the linearity, bias, and precision of hepatic proton density fat fraction (PDFF) measurements by using magnetic resonance (MR) imaging across different field strengths, imager manufacturers, and reconstruction methods. Materials and Methods This meta-analysis was performed in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. A systematic literature search identified studies that evaluated the linearity and/or bias of hepatic PDFF measurements by using MR imaging (hereafter, MR imaging-PDFF) against PDFF measurements by using colocalized MR spectroscopy (hereafter, MR spectroscopy-PDFF) or the precision of MR imaging-PDFF. The quality of each study was evaluated by using the Quality Assessment of Studies of Diagnostic Accuracy 2 tool. De-identified original data sets from the selected studies were pooled. Linearity was evaluated by using linear regression between MR imaging-PDFF and MR spectroscopy-PDFF measurements. Bias, defined as the mean difference between MR imaging-PDFF and MR spectroscopy-PDFF measurements, was evaluated by using Bland-Altman analysis. Precision, defined as the agreement between repeated MR imaging-PDFF measurements, was evaluated by using a linear mixed-effects model, with field strength, imager manufacturer, reconstruction method, and region of interest as random effects. Results Twenty-three studies (1679 participants) were selected for linearity and bias analyses and 11 studies (425 participants) were selected for precision analyses. MR imaging-PDFF was linear with MR spectroscopy-PDFF (R2 = 0.96). Regression slope (0.97; P < .001) and mean Bland-Altman bias (-0.13%; 95% limits of agreement: -3.95%, 3.40%) indicated minimal underestimation by using MR imaging-PDFF. MR imaging-PDFF was precise at the region-of-interest level, with repeatability and reproducibility coefficients of 2.99% and 4.12%, respectively. Field strength, imager manufacturer, and reconstruction method each had minimal effects on reproducibility. Conclusion MR imaging-PDFF has excellent linearity, bias, and precision across different field strengths, imager manufacturers, and reconstruction methods. © RSNA, 2017 Online supplemental material is available for this article. An earlier incorrect version of this article appeared online. This article was corrected on October 2, 2017.

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Published In

Radiology

DOI

EISSN

1527-1315

Publication Date

February 2018

Volume

286

Issue

2

Start / End Page

486 / 498

Location

United States

Related Subject Headings

  • Young Adult
  • Sensitivity and Specificity
  • Publication Bias
  • Protons
  • Nuclear Medicine & Medical Imaging
  • Non-alcoholic Fatty Liver Disease
  • Middle Aged
  • Male
  • Magnetic Resonance Spectroscopy
  • Magnetic Resonance Imaging
 

Citation

APA
Chicago
ICMJE
MLA
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Yokoo, T., Serai, S. D., Pirasteh, A., Bashir, M. R., Hamilton, G., Hernando, D., … RSNA-QIBA PDFF Biomarker Committee. (2018). Linearity, Bias, and Precision of Hepatic Proton Density Fat Fraction Measurements by Using MR Imaging: A Meta-Analysis. Radiology, 286(2), 486–498. https://doi.org/10.1148/radiol.2017170550
Yokoo, Takeshi, Suraj D. Serai, Ali Pirasteh, Mustafa R. Bashir, Gavin Hamilton, Diego Hernando, Houchun H. Hu, et al. “Linearity, Bias, and Precision of Hepatic Proton Density Fat Fraction Measurements by Using MR Imaging: A Meta-Analysis.Radiology 286, no. 2 (February 2018): 486–98. https://doi.org/10.1148/radiol.2017170550.
Yokoo T, Serai SD, Pirasteh A, Bashir MR, Hamilton G, Hernando D, et al. Linearity, Bias, and Precision of Hepatic Proton Density Fat Fraction Measurements by Using MR Imaging: A Meta-Analysis. Radiology. 2018 Feb;286(2):486–98.
Yokoo, Takeshi, et al. “Linearity, Bias, and Precision of Hepatic Proton Density Fat Fraction Measurements by Using MR Imaging: A Meta-Analysis.Radiology, vol. 286, no. 2, Feb. 2018, pp. 486–98. Pubmed, doi:10.1148/radiol.2017170550.
Yokoo T, Serai SD, Pirasteh A, Bashir MR, Hamilton G, Hernando D, Hu HH, Hetterich H, Kühn J-P, Kukuk GM, Loomba R, Middleton MS, Obuchowski NA, Song JS, Tang A, Wu X, Reeder SB, Sirlin CB, RSNA-QIBA PDFF Biomarker Committee. Linearity, Bias, and Precision of Hepatic Proton Density Fat Fraction Measurements by Using MR Imaging: A Meta-Analysis. Radiology. 2018 Feb;286(2):486–498.

Published In

Radiology

DOI

EISSN

1527-1315

Publication Date

February 2018

Volume

286

Issue

2

Start / End Page

486 / 498

Location

United States

Related Subject Headings

  • Young Adult
  • Sensitivity and Specificity
  • Publication Bias
  • Protons
  • Nuclear Medicine & Medical Imaging
  • Non-alcoholic Fatty Liver Disease
  • Middle Aged
  • Male
  • Magnetic Resonance Spectroscopy
  • Magnetic Resonance Imaging