Identifying Traumatic Brain Injuries Using a Morlet Wavelet fNIRS Analysis in Role of Care 1 and 2 Environments: A
Cory M Smith1, Cierra B Ugale1, Matt D Segovia1
1Robbins College of Health and Human Sciences, Human & Environmental Physiology Laboratory, Baylor University, Waco, TX 76710, USA.
Military Medicine
|September 23, 2025
Summary
Functional near-infrared spectroscopy (fNIRS) successfully identified traumatic brain injuries (TBIs) in athletes in field settings. This noninvasive technique shows promise for rapid TBI assessment, though further development is needed for tracking recovery over time.
Area of Science:
- Neuroscience
- Medical Imaging
- Sports Medicine
Background:
- Traumatic brain injury (TBI) poses a significant health risk in military and sports contexts.
- Current neuroimaging methods are often impractical for field settings.
- Developing rapid, noninvasive TBI assessment tools is crucial for timely medical intervention.
Purpose of the Study:
- To investigate the efficacy of functional near-infrared spectroscopy (fNIRS) for identifying TBI in field environments (Role of Care 1 and 2).
- To establish fNIRS as a rapid, noninvasive neuroimaging technique for assessing brain injuries in deployed or remote settings.
- To analyze fNIRS data using a Morlet wavelet approach for quick interpretation.
Main Methods:
- Twelve Division 1 athletes diagnosed with TBI participated.
- fNIRS was applied to injured and control brain regions during a reaction time test within 24 hours of injury.
- Assessments were conducted in Role of Care 1 or 2 environments.
- Morlet wavelet analysis was employed for rapid data interpretation.
Main Results:
- The Morlet wavelet fNIRS analysis successfully identified the injured brain region.
- Significantly elevated total hemoglobin (tHb), oxygenated hemoglobin (O2Hb), and deoxygenated hemoglobin (hHb) were observed in the injured area.
- Athletes showed improved simple reaction time upon return to play compared to initial assessment and return to activity.
Conclusions:
- fNIRS, analyzed with the Morlet wavelet method, effectively detected TBI in field settings (ROC 1 and 2).
- The technique identified injured brain regions at initial, return to activity, and return to play timepoints.
- While fNIRS detected TBI, enhanced sensitivity is required for monitoring recovery progression over time.


