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Multiresolution imaging using golden angle stack-of-stars and compressed sensing for dynamic MR urography
Abhishek Pandey1,2, Umit Yoruk3, Mahesh Keerthivasan1,2
1Electrical & Computer Engineering, University of Arizona, Tucson, Arizona, USA.
This study presents a new multiresolution MRI method for precise glomerular filtration rate (GFR) estimation. The MRI-derived GFR closely matched traditional serum creatinine estimates, showing clinical viability.
Area of Science:
- Magnetic Resonance Imaging (MRI)
- Renal Physiology
- Medical Diagnostics
Background:
- Accurate estimation of Glomerular Filtration Rate (GFR) is crucial for diagnosing and managing kidney disease.
- Current methods for GFR estimation have limitations.
- Novel imaging techniques are needed for non-invasive GFR assessment.
Purpose of the Study:
- To develop and validate a novel multiresolution MRI methodology for accurate in vivo GFR estimation.
- To assess the clinical utility of the proposed MRI technique.
Main Methods:
- Utilized a 3D golden-angle radial stack-of-stars (SoS) MRI trajectory for data acquisition.
- Employed multiresolution reconstruction with 1-s temporal resolution for arterial input function (AIF) and 4-s temporal resolution for renal dynamic data using compressed sensing (CS).
- Validated the method with simulations and compared MRI-based GFR estimates to serum creatinine-based eGFR in 10 subjects.
Main Results:
- The 4-s CS images reduced artifacts and noise; the 1-s AIF minimized GFR estimation errors.
- No statistically significant difference was found between MRI-based total GFR and serum creatinine-based eGFR (P=0.92).
Conclusions:
- Demonstrated the feasibility of multiresolution MRI with a golden angle radial SoS scheme for accurate GFR estimation.
- The technique produces diagnostic quality dynamic renal images in vivo.
- This method offers a promising non-invasive approach for GFR assessment.
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