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September 17, 2025Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition0 citations

Integrated DTI-ALPS and Radiomics for Alzheimer's Disease Diagnosis and Cognitive Function Evaluation

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XMX. MaoLHLu HanZJZhongzheng Jia

Key Points

  • Models integrating the ALPS index with radiomics achieved strong predictive performance for diagnosing Alzheimer's disease.
  • The ALPS index in Alzheimer's patients was significantly lower than in healthy controls, correlating with cognitive function.
  • Using diffusion tensor imaging techniques, the study shows a potential pathway to detect alterations in the glymphatic system.
  • Findings may enable earlier diagnosis and better monitoring of cognitive decline in individuals at risk for Alzheimer's disease.

Abstract

Motivation: Early and aggressive non-invasive diagnosis of Alzheimer's disease (AD) is still hard and critical. Goal(s): To evaluate alterations in glymphatic system (GS) in AD and explore the effectiveness of combining diffusion tensor image analysis along the perivascular space (DTI-ALPS) and radiomics for diagnosing AD. Approach: We developed ALPS-radiomics models to assess classification performance in diagnosing AD. Results: The ALPS index in patients with AD was lower than that in the Healthy Controls (HCs), and the former was correlated with MMSE score. Classification models combining ALPS index and radiomics showed good prediction performance for AD diagnosis in two independent cohorts. Impact: DTI-ALPS shows promise as a valuable tool for accessing GS alterations in AD. Integrated ALPS index and radiomics can improve diagnostic capabilities and assess cognitive function in patients with AD.

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Cite This Study

Mao et al. (2025) studied this question.

synapsesocial.com/papers/68d45b0b31b076d99fa5d16dhttps://doi.org/10.58530/2025/4581
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