The Impact of Manual Correction on Automated Hippocampal Volumetry in a Young Athletic Cohort with Variable Level of Exposure to Head Trauma

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2025-07-25
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American English
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Abstract

Introduction: An estimated 1.6 to 3.8 million people suffer from sport-related concussion annually, yet the long-term effects of concussion and repetitive head injury exposure are not fully understood. Given the potential risk of future neurodegeneration, the hippocampus has emerged as a key region of interest. While post-mortem studies demonstrated marked hippocampal atrophy in athletes from high-impact sports, more recent in-vivo research reveals more nuanced findings as they rely heavily on imaging and segmentation accuracy. Freesurfer, a widely used tool for automated hippocampal segmentation, has been shown to overestimate the volume, especially in older populations. In this study, we evaluated the accuracy of Freesurfer’s segmentation against manual refinement in a cohort with head impact exposure.

Method: Structural MRI data (T1W and T2W) of the CARE-SALTOS Integrated (CSI) project was used for hippocampal segmentation using FreeSurfer (7.4.1). Twenty participants (age range: 29 to 32) were sex-matched and grouped into high-exposure (n=10, including 5 football players) and low-exposure cohorts (n=10). The hippocampal volumes were compared between initial automatic segmentations and subsequent manually refined delineations by a trained medical professional using paired t-tests.

Results: Our results showed significant differences in the hippocampal volume between automatic segmentation and after manual refinement. By visual inspection, FreeSurfer tends to overestimate hippocampal segmentation volumes as generated masks extend into lateral ventricular spaces and include choroid plexus. In both groups, hippocampal volumes significantly decreased after manual refinement (Left Hippocampus, -788.81±245.30mm3, p=1.15E-11; Right Hippocampus, -649.60±246.83mm3, p=3.59E-10).

Conclusion: Based on our results, we conclude that while automatic segmentation is a feasible and fast method for large datasets, it requires subsequent manual refining to ensure data accuracy by avoiding volumetric overestimation and potential bias from adjacent ventricular areas.

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Cite As
Kamiotis D, Yang HC, Takieldeen Y, Shahid S, Wu YC. The Impact of Manual Correction on Automated Hippocampal Volumetry in a Young Athletic Cohort with Variable Level of Exposure to Head Trauma. Poster presented at: Indiana University Medical Student Program for Research and Scholarship (IMPRS) Research Symposium; July 24-25, 2025; Indianapolis, IN.
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This project was funded, in part, with support from the Grand Alliance Concussion Assessment, Research, and Education (CARE) Consortium, funded, in part by the National Collegiate Athletic Association (NCAA) and the Department of Defense (DOD). The U.S. Army Medical Research Acquisition Activity, 820 Chandler Street, Fort Detrick MD 21702-5014 is the awarding and administering acquisition office. This work was supported by the Office of the Assistant Secretary of Defense for Health Affairs through the Psychological Health and Traumatic Brain Injury Program under Award NO W81XWH-14-2-0151. Opinions, interpretations, conclusions and recommendations are those of the authors and do not reflect the official policy of the Department of the Army, the Department of Defense, or the U.S. Government.​
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