Precision Brain Morphometry Using Cluster Scanning.
Maxwell L ElliottJared A NielsenLindsay C HanfordAya HamadehTom HilbertTobias KoberBradford C DickersonBradley T HymanRoss W MairMark C EldaiefRandy L BucknerPublished in: medRxiv : the preprint server for health sciences (2023)
Measurement error limits the statistical power to detect group differences and longitudinal change in structural MRI morphometric measures (e.g., hippocampal volume, prefrontal thickness). Recent advances in scan acceleration enable extremely fast T 1 -weighted scans (∼1 minute) to achieve morphometric errors that are close to the errors in longer traditional scans. As acceleration allows multiple scans to be acquired in rapid succession, it becomes possible to pool estimates to increase measurement precision, a strategy known as "cluster scanning." Here we explored brain morphometry using cluster scanning in a test-retest study of 40 individuals (12 younger adults, 18 cognitively unimpaired older adults, and 10 adults diagnosed with mild cognitive impairment or Alzheimer's Dementia). Morphometric errors from a single compressed sensing (CS) 1.0mm scan with 6x acceleration (CSx6) were, on average, 12% larger than a traditional scan using the Alzheimer's Disease Neuroimaging Initiative (ADNI) protocol. Pooled estimates from four clustered CSx6 acquisitions led to errors that were 34% smaller than ADNI despite having a shorter total acquisition time. Given a fixed amount of time, a gain in measurement precision can thus be achieved by acquiring multiple rapid scans instead of a single traditional scan. Errors were further reduced when estimates were pooled from eight CSx6 scans (51% smaller than ADNI). Neither pooling across a break nor pooling across multiple scan resolutions boosted this benefit. We discuss the potential of cluster scanning to improve morphometric precision, boost statistical power, and produce more sensitive disease progression biomarkers.
Keyphrases
- computed tomography
- mild cognitive impairment
- cognitive decline
- contrast enhanced
- dual energy
- patient safety
- electron microscopy
- magnetic resonance imaging
- adverse drug
- high resolution
- white matter
- quality improvement
- microbial community
- multiple sclerosis
- cognitive impairment
- emergency department
- cerebral ischemia
- clinical trial
- mass spectrometry
- optical coherence tomography
- quantum dots
- subarachnoid hemorrhage
- climate change