MRI-PDFF evaluation of frequency difference electrical impedance tomography for low-cost, non-invasive liver fat quantification
Motivation: To inform the development of low-cost wearable diagnostic tools for MASLD and its associated comorbidities. Goal(s): To use well-established MRI-PDFF to evaluate fd-EIT for the quantification of liver steatosis. Approach: MRI-PDFF and fd-EIT liver data were obtained from 26 volunteers and used to improve and validate postprocessing of our fd-EIT approach for liver steatosis assessment. The performance of fd-EIT and fd-EIT-based prediction models was evaluated against MRI-PDFF as reference. Results: EIT conductivity difference values showed moderate to good correlation (Pearson=0.45) with liver MRI-PDFF values. Demographic modeling further improved prediction performance in logistic and linear regression analysis with AUC = 0.89 and Pearson=0.78, respectively. Impact: fd-EIT could have a large impact on early diagnosis and monitoring of liver disease. Further development and validation in larger cohorts is needed to support the generalizability of our findings.
Authors
- Unhee Lim (ORCID: https://orcid.org/0000-0001-6221-7190)
- Zidan Yu (ORCID: https://orcid.org/0000-0003-3405-7227)
- Sandi A. Kwee (ORCID: https://orcid.org/0000-0002-4624-8787)
- J. Li (ORCID: https://orcid.org/0000-0002-7156-0318)
- Loı̈c Le Marchand (ORCID: https://orcid.org/0000-0001-5013-980X)
- Christoph A. Rettenmeier (ORCID: https://orcid.org/0000-0002-6257-7820)
- Zachary N. Kon (ORCID: https://orcid.org/0000-0003-3720-3445)
- M.R. Buras (ORCID: https://orcid.org/0009-0005-5086-715X)
- Russell Weili Chan (ORCID: https://orcid.org/0000-0002-3512-2337)
- V. Andrew Stenger
- Krystalyn Edwards-Calma
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2025-09-16
- DOI
- https://doi.org/10.58530/2025/2661
- Primary Topic
- Electrical and Bioimpedance Tomography
- Type
- article
- Field-Weighted Citation Impact
- 0.00