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Identification of discriminative neuroimaging markers for patients on hemodialysis with insomnia: a fractional amplitude of low frequency fluctuation-based machine learning analysis

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机构: [1]Guangzhou Univ Chinese Med, Clin Coll 2, Guangzhou 510120, Peoples R China [2]Henan Univ Chinese Med, Dept Radiol, Affiliated Hosp 1, Zhengzhou 450000, Peoples R China [3]Guangzhou Univ Chinese Med, Dept Radiol, Affiliated Hosp 2, Guangzhou 510120, Peoples R China [4]Xin Huangpu Joint Innovat Inst Chinese Med Guangdo, R&D Support Grp, Guangzhou 510700, Peoples R China [5]Guangzhou Univ Chinese Med, Hemodialysis Dept, Affiliated Hosp 2, Guangzhou 510120, Peoples R China [6]Philips Healthcare, Guangzhou 510120, Peoples R China
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关键词: Hemodialysis Insomnia Amplitude of low frequency fluctuation Support vector machine (SVM) Neural markers

摘要:
Background and objective Insomnia is one of the common problems encountered in the hemodialysis (HD) population, but the mechanisms remain unclear. we aimed to (1) detect the spontaneous brain activity pattern in HD patients with insomnia (HDWI) by using fractional fractional amplitude of low frequency fluctuation (fALFF) method and (2) further identify brain regions showing altered fALFF as neural markers to discriminate HDWI patients from those on hemodialysis but without insomnia (HDWoI) and healthy controls (HCs).Method We compared fALFF differences among HDWI subjects (28), HDWoI subjects (28) and HCs (28), and extracted altered fALFF features for the subsequent discriminative analysis. Then, we constructed a support vector machine (SVM) classifier to identify distinct neuroimaging markers for HDWI. Results Compared with HCs, both HDWI and HDWoI patients exhibited significantly decreased fALFF in the bilateral calcarine (CAL), right middle occipital gyrus (MOG), left precentral gyrus (PreCG), bilateral postcentral gyrus (PoCG) and bilateral temporal middle gyrus (TMG), whereas increased fALFF in the bilateral cerebellum and right insula. Conversely, increased fALFF in the bilateral CAL/right MOG and decreased fALFF in the right cerebellum was observed in HDWI patients when compared with HDWoI patients. Moreover, the SVM classification achieved a good performance [accuracy = 82.14%, area under the curve (AUC)= 0.8202], and the consensus brain regions with the highest contributions to classification were located in the right MOG and right cerebellum.Conclusion Our result highlights that HDWI patients had abnormal neural activities in the right MOG and right cerebellum, which might be potential neural markers for distinguishing HDWI patients from non-insomniacs, providing further support for the pathological mechanism of HDWI.

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出版当年[2022]版:
大类 | 2 区 医学
小类 | 3 区 精神病学
最新[2025]版:
大类 | 2 区 医学
小类 | 2 区 精神病学
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出版当年[2021]版:
Q2 PSYCHIATRY
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Q2 PSYCHIATRY

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第一作者机构: [1]Guangzhou Univ Chinese Med, Clin Coll 2, Guangzhou 510120, Peoples R China [2]Henan Univ Chinese Med, Dept Radiol, Affiliated Hosp 1, Zhengzhou 450000, Peoples R China
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通讯机构: [1]Guangzhou Univ Chinese Med, Clin Coll 2, Guangzhou 510120, Peoples R China [3]Guangzhou Univ Chinese Med, Dept Radiol, Affiliated Hosp 2, Guangzhou 510120, Peoples R China
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