fmri and fnirs
ECOG vs. fMRI and fNIRS
- ECOG: Primarily used in clinical settings
- fMRI & fNIRS: Mainly for research; not as widely used in general clinical care
Principles of MRI
- Hydrogen atoms: Contain one proton, randomly aligned until exposed to magnetic field
- After exposure: Atoms align; radio pulse knocks them off alignment
- Relaxation: Protons release energy, which is measured in fMRI
Structural MRI vs. Functional Imaging
- Structural MRI: Differentiates between white matter, gray matter, and liquid
- Diffusion Tensor Imaging (DTI): Measures water diffusion; used for assessing axon integrity and directionality
- Structural measures provide associations between structure and function
- fMRI provides dynamic, real-time data related to blood oxygenation
Blood Oxygen Level Dependent (BOLD) Signal
- The BOLD signal depends on oxygen levels in the blood, mapping neural activity by detecting changes in magnetic fields
- Oxygenated (oxyhemoglobin, red) vs. deoxygenated blood (deoxyhemoglobin, blue) have different magnetic properties
- Increased blood flow occurs during neural activation due to metabolic demands, known as neurovascular coupling
Neural Activity and Hemodynamic Response
- Neuron activation increases metabolic demand for oxygen
- Action potentials: Sodium-potassium pump plays a critical role in the need for oxygenation, consuming ATP
- Delay in response occurs (5-15 seconds) post-neural activity due to physiological processes
- Hemodynamic Response Function: Characterized by initial oxygen dips followed by peaks in oxygenated blood flow
- Changes measured in fMRI involve assessing patterns over time, not immediate spikes in electrical activity
Spatial and Temporal Resolution
- fMRI has better spatial resolution than EEG, capable of deep brain imaging
- Temporal resolution is slower than EEG, with a delay due to neurovascular coupling processes
- Tasks can influence BOLD signals; baseline activity exists across the entire brain
Data Analysis in fMRI
- Task comparisons are essential; subtract BOLD responses from different tasks to capture neural activity changes
- Statistical tests (t-tests) determine if observed changes in BOLD signals are significant
- All brain areas may be active, but specific task-related activity is highlighted
Functional Connectivity Studies
- Assess correlations of BOLD signals between different brain regions
- High correlations suggest structural connectivity; used to infer brain networks
- Example: Language processing examined in infants using fMRI connected regions associated with wider speech processing
Advantages and Limitations of fMRI
- Advantages: Good spatial resolution, capable of capturing deep brain structures
- Disadvantages: Poor temporal resolution, expensive, complications due to metal in the body
Functional Near-Infrared Spectroscopy (fNIRS)
- Noninvasive, cost-effective, and portable
- Can measure blood oxygenation, less movement artifact interference than fMRI, but similar low temporal resolution
- Uses light absorption rates of oxygenated vs. deoxygenated blood to assess neural activity
- Example Study: Investigated bilingual processing using fNIRS to visualize neural activity during language tasks.