White matter degeneration in subjective cognitive decline: a diffusion tensor imaging study
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Bibliographic record
Abstract
// Xuan-yu Li 1, * , Zhen-chao Tang 3, * , Yu Sun 1 , Jie Tian 2 , Zhen-yu Liu 2 , Ying Han 1, 4 1 Department of Neurology, XuanWu Hospital of Capital Medical University, Beijing, 100053, China 2 Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing, 100190, China 3 School of Mechanical, Electrical & Information Engineering, Shandong University, Weihai, Shandong Province, 264209, China 4 Center of Alzheimer’s Disease, Beijing Institute for Brain Disorders, Beijing, 100053, China * These authors contributed equally to this work and should be considered co-first authors Correspondence to: Ying Han, email: 13621011941@163.com Zhen-yu Liu, email: zhenyu.liu@ia.ac.cn Keywords: subjective cognitive decline, diffusion tensor imaging, preclinical Alzheimer’s disease, white matter, tract-based spatial statistics Received: November 09, 2015     Accepted: May 17, 2016     Published: June 15, 2016 ABSTRACT Subjective cognitive decline (SCD) may be an at-risk stage of Alzheimer’s disease (AD) occurring prior to amnestic mild cognitive impairment (aMCI). To examine white matter (WM) defects in SCD, diffusion images from 27 SCD (age=65.3±8.0), 35 aMCI (age=69.2±8.6) and 25 AD patients (age=68.3±9.4) and 37 normal controls (NC) (age=65.1±6.8) were compared using Tract-Based Spatial Statistics (TBSS). WM impairments common to the three patient groups were extracted, and fractional anisotropy (FA) values were averaged in each group. As compared to NC subjects, SCD patients displayed widespread WM alterations represented by decreased FA (p<0.05), increased mean diffusivity (MD; p<0.05), and increased radial diffusivity (RD; p<0.05). In addition, localized WM alterations showed increased axial diffusivity (AxD; p<0.05) similar to what was observed in aMCI and AD patients (p<0.05). In the shared WM impairment tracts, SCD patients had FA values between the NC group and the other two patient groups. In the NC and SCD groups, the AVLT-delayed recall score correlated with higher AxD (r=-0.333, p=0.045), MD (r=-0.351, p=0.03) and RD (r=-0.353, p=0.025). In both the aMCI and AD groups the diffusion parameters were highly correlated with cognitive scores. Our study suggests that SCD patients present with widespread WM changes, which may contribute to the early memory decline they experience.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it