Skip to main content
Journal cover image

Development, validation, qualification, and dissemination of quantitative MR methods: Overview and recommendations by the ISMRM quantitative MR study group.

Publication ,  Journal Article
Weingärtner, S; Desmond, KL; Obuchowski, NA; Baessler, B; Zhang, Y; Biondetti, E; Ma, D; Golay, X; Boss, MA; Gunter, JL; Keenan, KE ...
Published in: Magn Reson Med
March 2022

On behalf of the International Society for Magnetic Resonance in Medicine (ISMRM) Quantitative MR Study Group, this article provides an overview of considerations for the development, validation, qualification, and dissemination of quantitative MR (qMR) methods. This process is framed in terms of two central technical performance properties, i.e., bias and precision. Although qMR is confounded by undesired effects, methods with low bias and high precision can be iteratively developed and validated. For illustration, two distinct qMR methods are discussed throughout the manuscript: quantification of liver proton-density fat fraction, and cardiac T1 . These examples demonstrate the expansion of qMR methods from research centers toward widespread clinical dissemination. The overall goal of this article is to provide trainees, researchers, and clinicians with essential guidelines for the development and validation of qMR methods, as well as an understanding of necessary steps and potential pitfalls for the dissemination of quantitative MR in research and in the clinic.

Duke Scholars

Altmetric Attention Stats
Dimensions Citation Stats

Published In

Magn Reson Med

DOI

EISSN

1522-2594

Publication Date

March 2022

Volume

87

Issue

3

Start / End Page

1184 / 1206

Location

United States

Related Subject Headings

  • Reproducibility of Results
  • Protons
  • Proton Therapy
  • Nuclear Medicine & Medical Imaging
  • Magnetic Resonance Spectroscopy
  • Magnetic Resonance Imaging
  • Bias
  • 4003 Biomedical engineering
  • 0903 Biomedical Engineering
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Weingärtner, S., Desmond, K. L., Obuchowski, N. A., Baessler, B., Zhang, Y., Biondetti, E., … ISMRM Quantitative MR Study Group. (2022). Development, validation, qualification, and dissemination of quantitative MR methods: Overview and recommendations by the ISMRM quantitative MR study group. Magn Reson Med, 87(3), 1184–1206. https://doi.org/10.1002/mrm.29084
Weingärtner, Sebastian, Kimberly L. Desmond, Nancy A. Obuchowski, Bettina Baessler, Yuxin Zhang, Emma Biondetti, Dan Ma, et al. “Development, validation, qualification, and dissemination of quantitative MR methods: Overview and recommendations by the ISMRM quantitative MR study group.Magn Reson Med 87, no. 3 (March 2022): 1184–1206. https://doi.org/10.1002/mrm.29084.
Weingärtner S, Desmond KL, Obuchowski NA, Baessler B, Zhang Y, Biondetti E, et al. Development, validation, qualification, and dissemination of quantitative MR methods: Overview and recommendations by the ISMRM quantitative MR study group. Magn Reson Med. 2022 Mar;87(3):1184–206.
Weingärtner, Sebastian, et al. “Development, validation, qualification, and dissemination of quantitative MR methods: Overview and recommendations by the ISMRM quantitative MR study group.Magn Reson Med, vol. 87, no. 3, Mar. 2022, pp. 1184–206. Pubmed, doi:10.1002/mrm.29084.
Weingärtner S, Desmond KL, Obuchowski NA, Baessler B, Zhang Y, Biondetti E, Ma D, Golay X, Boss MA, Gunter JL, Keenan KE, Hernando D, ISMRM Quantitative MR Study Group. Development, validation, qualification, and dissemination of quantitative MR methods: Overview and recommendations by the ISMRM quantitative MR study group. Magn Reson Med. 2022 Mar;87(3):1184–1206.
Journal cover image

Published In

Magn Reson Med

DOI

EISSN

1522-2594

Publication Date

March 2022

Volume

87

Issue

3

Start / End Page

1184 / 1206

Location

United States

Related Subject Headings

  • Reproducibility of Results
  • Protons
  • Proton Therapy
  • Nuclear Medicine & Medical Imaging
  • Magnetic Resonance Spectroscopy
  • Magnetic Resonance Imaging
  • Bias
  • 4003 Biomedical engineering
  • 0903 Biomedical Engineering