Structural-Functional Relationships Between Eye Orbital Imaging Biomarkers and Clinical Visual Assessments

被引:0
|
作者
Yao, Xiuya [1 ]
Chaganti, Shikha [2 ]
Nabar, Kunal P. [2 ]
Nelson, Katrina [3 ]
Plassard, Andrew [2 ]
Harrigan, Rob L. [3 ]
Mawn, Louise A. [4 ]
Landman, Bennett A. [2 ,3 ]
机构
[1] Vanderbilt Univ, Dept Biomed Informat, 2525 West End Ave 1475, Nashville, TN 37203 USA
[2] Vanderbilt Univ, Comp Sci, 2301 Vanderbilt Pl, Nashville, TN 37235 USA
[3] Vanderbilt Univ, Elect Engn, 2301 Vanderbilt Pl, Nashville, TN 37235 USA
[4] Vanderbilt Univ, Sch Med, Vanderbilt Eye Inst, 2311 Pierce Ave, Nashville, TN 37232 USA
来源
MEDICAL IMAGING 2017: IMAGE PROCESSING | 2017年 / 10133卷
关键词
visual function; eye; MRI; CT; multi-atlas; orbital structure; COMPUTED TOMOGRAPHIC PREDICTORS; OPTIC NEUROPATHY; GRAVES OPHTHALMOPATHY; THYROID ORBITOPATHY; EXTRAOCULAR-MUSCLES; CT; PERFORMANCE; FUSION;
D O I
10.1117/12.2254613
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Eye diseases and visual impail lent affect millions of Americans and induce billions of dollars in annual economic burdens. Expounding upon existing knowledge of eye diseases could lead to improved treatment and disease prevention. This research investigated the relationship between structural metrics of the eye orbit and visual function measurements in a cohort of 470 patients from a retrospective study of ophthalmology records for patients (with thyroid eye disease, orbital inflammation, optic nerve edema, glaucoma, intrinsic optic nerve disease), clinical imaging, and visual function assessments. Orbital magnetic resonance imaging (MRI) and computed tomography (CT) images were retrieved and labeled in 3D using multi-atlas label fusion. Based on the 3D structures, both traditional radiology measures (e.g., Barrett index, volumetric crowding index, optic nerve length) and novel volumetric metrics were computed. Using stepwise regression, the associations between structural metrics and visual field scores (visual acuity, functional acuity, visual field, functional field, and functional vision) were assessed. Across all models, the explained variance was reasonable (R2 0.1-0.2) but highly significant (p < 0.001). Instead of analyzing a specific pathology, this study aimed to analyze data across a variety of pathologies. This approach yielded a general model for the connection between orbital structural imaging biomarkers and visual function.
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页数:7
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