Characterization and Validation of Compressed Sensing for Time-of-Flight MRI Angiography of the Human Brain at 3T and 7T
Характеризация и валидация сжатого отображения для ангиографии методом времени пролета (TOF) головного мозга при 3T и 7T
2026-04-24
SCID: 54.1/vkuk45c3
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3T and 7T field strengthcompressed sensingcontrast-to-noise ratio (CNR)time-of-flight magnetic resonance angiographyvascular segmentation
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Abstract (AI)
Background: Cerebral vasculature is a key biomarker of brain health, and time-of-flight (TOF) magnetic resonance angiography (MRA) provides noninvasive assessment of vascular anatomy. However, conventional TOF-MRA requires long scan times, increasing patient burden and susceptibility to motion artifacts. Compressed sensing (CS) offers a feasible acceleration strategy. Purpose: To quantitatively evaluate CS acceleration in TOF-MRA at 3T and 7T using automated whole-FOV vascular segmentation and semi-automatic segmentation of representative vessels. Study type: Prospective. Population: 23 healthy human participants (3T) and 8 healthy human participants (7T). Field Strength/Sequence: CS TOF-MRA (CS factors 4 and 8 at 3T; 8 at 7T) was compared against non-accelerated (CS0) TOF-MRA. Assessment: Visual comparison and vascular segmentation were performed using automated whole-FOV methods and semi-automatic segmentation of the posterior cerebral artery and anterior choroidal artery. Statistical Tests: Contrast-to-noise ratio (CNR), voxel count, and vessel diameter were assessed using two-tailed paired t-tests.Results: Whole-FOV CNR differed significantly across CS factors at 3T (CS0 > CS4: p < 0.001, d = 0.77; CS0 < CS8: p = 0.008, d = 0.36; CS4 < CS8: p < 0.001, d = 1.11) and 7T (CS0 < CS8: p = 0.002, d = 0.54), with semi-automatic segmentation yielding consistent findings (p < 0.01 for all comparisons). The diameter measurements for segmented vessels are also higher with high CS-factors (PCA 7T: left: p = 0.006, d = 0.93, right: p = 0.045, d = 0.43; AChA 7T: left: p < 0.001, d = 0.66, right: p = 0.009, d = 1.06; PCA 3T: p < 0.001 for all comparison d Left = 0.52 (CS0 vs. CS4), 0.56 (CS4 vs. CS8), 1.11 (CS0 vs. CS8) and d Right = 0.78 (CS0 vs. CS4), 0.57 (CS4 vs. CS8), 1.17 (CS0 vs. CS8)). Data Conclusion: CS shows promise for enhancing clinical applicability of TOF-MRA, with advantages most pronounced at 7T.
Key Findings
1
At 7T, whole-FOV CNR was significantly different with CS8 showing higher values than CS0 (p = 0.002, d = 0.54); semi-automatic segmentation produced consistent significant results (p < 0.01).
2
Compressed sensing (CS) acceleration (factors 4 and 8 at 3T, factor 8 at 7T) was quantitatively evaluated against non-accelerated TOF-MRA using automated whole-FOV and semi-automatic vessel segmentation.
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Overall conclusion: CS acceleration can shorten TOF-MRA scans and shows promise for clinical applicability, with advantages most pronounced at 7T.
4
Segmented vessel diameters increased with higher CS factors across vessels and field strengths, with multiple significant differences reported (e.g., PCA and AChA at 7T, PCA at 3T with effect sizes up to d = 1.17).
5
Whole-FOV contrast-to-noise ratio (CNR) differed significantly across CS factors at 3T: CS0 > CS4 (p < 0.001, d = 0.77), CS0 < CS8 (p = 0.008, d = 0.36), and CS4 < CS8 (p < 0.001, d = 1.11).
Research Object
Time-of-flight magnetic resonance angiography (TOF-MRA) of the human brain at 3T and 7T
Research Subject
Characterization and validation of compressed sensing (CS) acceleration effects on image quality and vascular metrics (contrast-to-noise ratio, voxel count, segmented vessel diameter) using automated whole-FOV and semi-automatic vessel segmentation
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2026-04-24
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