A Novel Diffusion Tensor Image Analysis Along the Perivascular Space Method to Evaluate Glymphatic Alterations in Alzheimer's Disease

被引:2
|
作者
Zhong, Jiayi [1 ]
Wang, Luyao [1 ]
Li, Yunxia [2 ]
Jiang, Jiehui [1 ]
机构
[1] Shanghai Univ, Sch Life Sci, Shanghai, Peoples R China
[2] Tongji Univ, Tongji Hosp, Shanghai, Peoples R China
来源
2023 45TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC | 2023年
基金
中国国家自然科学基金;
关键词
Alzheimer 's disease (AD); glymphatic system; diffusion tensor image analysis along the perivascular space (DTI-ALPS); classification of disease; SYSTEM ACTIVITY; TAU-PROTEIN;
D O I
10.1109/EMBC40787.2023.10340315
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Alzheimer's disease (AD) is the most prevalent neurodegenerative disorder worldwide. The glymphatic system is considered to be associated with the pathogenesis of AD. However, the alterations of glymphatic system along the AD continuum are still unknown. In this study, we used a novel DTI analysis method, diffusion tensor image analysis along the perivascular space (DTI-ALPS), to evaluate the difference in the activity of the glymphatic system among normal control (NC) subjects, mild cognitive impairment (MCI) and AD patients. The data utilized in the study was obtained from Tongji Hospital in Shanghai, China, including 65 NCs, 58 MCIs and 36 ADs. First, we calculated the ALPS-index to evaluate the activity of the glymphatic system. Then, analysis of variance (ANOVA) was used to find the differences of ALPS-index among different groups, and to explore the correlation between ALPS-index and the three clinical scales: Minimum Mental State Examination (MMSE), Montreal Cognitive Assessment-Basic (MoCA-B) and Instrumental Activity of Daily Living (IADL). Receiver operating characteristic curve (ROC) analysis was used to evaluate the role of the ALPS-index in disease classification. The findings indicated a significant difference in the ALPS-index between the groups of participants with normal cognition, MCI, and AD. In addition, we found that ALPS-index was significantly correlated with the scores of the three clinical scales (with MoCA-B: r=0.233, p=0.001). Furthermore, with ALPS-index, Fractional Anisotropy (FA) values achieved best classification results (AUC=0.8899). Cognitive dysfunction is closely associated with the activity of the glymphatic system, and ALPS-index can be used as a biomarker for alterations along the AD continuum.
引用
收藏
页数:4
相关论文
共 50 条
  • [31] The improvement technique for reproducibility of diffusion tensor image analysis along the perivascular space (DTI-ALPS) for evaluating interstitial fluid diffusivity and glymphatic function
    Saito, Yuya
    Kamagata, Koji
    Uchida, Wataru
    Takabayashi, Kaito
    Aoki, Shigeki
    JAPANESE JOURNAL OF RADIOLOGY, 2023, 41 (09) : 1029 - 1030
  • [32] Association between body mass index and glymphatic function using diffusion tensor image-along the perivascular space (DTI-ALPS) in patients with Parkinson's disease
    Tian, Shijiao
    Hong, Hui
    Luo, Xiao
    Zeng, Qingze
    Huang, Peiyu
    Zhang, Minoring
    Zhang, Minming
    QUANTITATIVE IMAGING IN MEDICINE AND SURGERY, 2024, 14 (03) : 2296 - 2310
  • [33] Diffusion tensor imaging analysis along the perivascular space in the UK biobank
    Clark, Oliver
    Delgado-Sanchez, Ariane
    Cullell, Natalia
    Correa, Sonia A. L.
    Krupinski, Jurek
    Ray, Nicola
    SLEEP MEDICINE, 2024, 119 : 399 - 405
  • [34] Diffusion Tensor Imaging Along the Perivascular Space Index in Different Stages of Parkinson's Disease
    Ma, Xinxin
    Li, Shuhua
    Li, Chunmei
    Wang, Rui
    Chen, Min
    Chen, Haibo
    Su, Wen
    FRONTIERS IN AGING NEUROSCIENCE, 2021, 13
  • [35] In reply: the improvement technique for reproducibility of diffusion tensor image analysis along the perivascular space (DTI-ALPS) for evaluating interstitial fluid diffusivity and glymphatic function
    Toshiaki Taoka
    Japanese Journal of Radiology, 2023, 41 : 1031 - 1032
  • [37] Multisite harmonization of diffusion tensor image analysis along the perivascular space using the COMBined Association Test
    Yuya Saito
    Koji Kamagata
    Christina Andica
    Toshiaki Taoka
    Rukeye Tuerxun
    Wataru Uchida
    Kaito Takabayashi
    Mana Owaki
    Seina Yoshida
    Keigo Yamazaki
    Shinji Naganawa
    Shigeki Aoki
    Japanese Journal of Radiology, 2023, 41 : 1072 - 1083
  • [38] Diffusion along perivascular spaces as marker for impairment of glymphatic system in Parkinson's disease
    Shen, Ting
    Yue, Yumei
    Ba, Fang
    He, Tinging
    Tang, Xiaocui
    Hu, Xingyue
    Pu, Jiali
    Huang, Cong
    Lv, Wen
    Zhang, Baorong
    Lai, Hsin-Yi
    NPJ PARKINSONS DISEASE, 2022, 8 (01)
  • [39] Multisite harmonization of diffusion tensor image analysis along the perivascular space using the COMBined Association Test
    Saito, Yuya
    Kamagata, Koji
    Andica, Christina
    Taoka, Toshiaki
    Tuerxun, Rukeye
    Uchida, Wataru
    Takabayashi, Kaito
    Owaki, Mana
    Yoshida, Seina
    Yamazaki, Keigo
    Naganawa, Shinji
    Aoki, Shigeki
    JAPANESE JOURNAL OF RADIOLOGY, 2023, 41 (10) : 1072 - 1083
  • [40] Diffusion along perivascular spaces as marker for impairment of glymphatic system in Parkinson’s disease
    Ting Shen
    Yumei Yue
    Fang Ba
    Tinging He
    Xiaocui Tang
    Xingyue Hu
    Jiali Pu
    Cong Huang
    Wen Lv
    Baorong Zhang
    Hsin-Yi Lai
    npj Parkinson's Disease, 8