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基于VBM-DARTEL的AD腦萎縮特征檢測方法

Detection of brain atrophy in AD based on VBM-DARTEL method

作者: 卓芝政  苑桂紅  李海云                  
單位:                      首都醫(yī)科大學(xué)生物醫(yī)學(xué)工程學(xué)院(北京 100069)        
關(guān)鍵詞:                     阿爾茨海默病;輕度認(rèn)知障礙;VBM-DARTEL;  大腦灰質(zhì)           
分類號(hào):
出版年·卷·期(頁碼):2014·33·3(228-233)
摘要:

目的 探究阿爾茨海默病(Alzheimer disease, AD)與輕度認(rèn)知障礙(mild cognitive impairment, MCI)大腦灰質(zhì)萎縮的特征,為AD的演化機(jī)制探索提供一種有意義的檢測方法。方法 基于體素形態(tài)學(xué)(voxel based morphometry, VBM)結(jié)合通過取冪李代數(shù)的微分同胚解剖配準(zhǔn)(diffeomorphic anatomical registration through exponentiated lie algebra, DARTEL)方法,首先預(yù)處理了58例正常人(normal control, NC)、26例進(jìn)展型MCI(progressive MCI, PMCI)患者、46例穩(wěn)定型MCI(stable MCI, SMCI)患者和40例AD患者的T1結(jié)構(gòu)磁共振圖像(magnetic resonance imaging, MRI)數(shù)據(jù),利用DARTEL的方法創(chuàng)建特異性模板,再利用變形場將三組灰質(zhì)圖像配準(zhǔn)到MNI空間并通過調(diào)制以保證體素的總數(shù)量不變。最后采用雙樣本t檢驗(yàn)對(duì)MNI空間平滑后的圖像數(shù)據(jù)進(jìn)行統(tǒng)計(jì)學(xué)分析(P≤0.005,未校正)。結(jié)果 相對(duì)于NC組,AD患者主要在雙側(cè)顳葉、雙側(cè)海馬及海馬旁回、雙側(cè)杏仁核、雙側(cè)腦島、左側(cè)枕中回、左側(cè)楔前葉、左側(cè)后扣帶回存在嚴(yán)重萎縮。MCI患者大腦灰質(zhì)的萎縮區(qū)域主要集中在雙側(cè)豆?fàn)顨ず恕⒆髠?cè)杏仁核和左側(cè)海馬區(qū)域。PMCI患者大腦萎縮區(qū)域主要分布在左側(cè)杏仁核、左側(cè)海馬和左側(cè)豆?fàn)顨ず耍鳶MCI患者大腦灰質(zhì)未見顯著萎縮。相對(duì)于MCI,AD患者在雙側(cè)顳葉、雙側(cè)海馬、雙側(cè)楔前葉、雙側(cè)額中回、左側(cè)后扣帶回、左側(cè)腦島、右側(cè)杏仁核、右側(cè)海馬旁回、右側(cè)頂上回存在嚴(yán)重萎縮。相對(duì)于AD,未發(fā)現(xiàn)MCI患者大腦灰質(zhì)出現(xiàn)明顯萎縮區(qū)域。相對(duì)于SMCI,PMCI主要表現(xiàn)在左側(cè)顳下回出現(xiàn)顯著萎縮,而相對(duì)PMCI,SMCI未發(fā)現(xiàn)顯著萎縮。結(jié)論 利用VBM-DARTEL方法可實(shí)現(xiàn)MRI圖像的精確配準(zhǔn)以檢測大腦灰質(zhì)體積的微小改變,為AD早期診斷提供可靠的影像學(xué)特征依據(jù)。

Objective To investigate the brain grey matter atrophy in Alzheimer disease (AD) and mild cognitive impairment (MCI), and provide a detective method for exploring the evolution mechanism of AD.Methods By combining voxel based morphometry (VBM) and diffeomorphic anatomical registration through exponentiated lie algebra (DARTEL), we firstly register and segment three T1 structural MRI datasets of 58 normal control (NC), 40 AD patients, 72 MCI patients including 26 progressive MCI (PMCI) patients and 46 stable MCI (SMCI) patients.Then a specific template is built by using DARTEL method.Through deformation fields, the grey matter images are registered to MNI space with preserving the total amount of voxels by applying modulation method.Finally, statistical analysis is made on the processed datasets with two sample t test (P≤0.005, uncorrected).Results Compared to NC, the atrophy regions in AD mainly locate in the bilateral temporal lobe, the bilateral hippocampus and parahippocampal gyrus, the bilateral amygdala,the bilateral insula, the left middle occipital gyrus, the left precuneus, the left posterior cingulate gyrus.The atrophy regions in MCI locate in the bilateral putamen, the left amygdale and the left hippocampus.The atrophy regions in PMCI locate in the left putamen, the left amygdala and the left hippocampus.There is no atrophy region found in SMCI.Compared to MCI, the atrophy regions in AD are the bilateral temporal lobe, the bilateral hippocampus, the bilateral precuneus, the bilateral middle frontal gyrus, the left cingulate gyrus, the left insula, the right amygdala, the right parahippocampal gyrus, the right superior parietal gyrus.There is no atrophy region in MCI compared to AD.Compared to SMCI, the atrophy region in PMCI is in left inferior temporal gyrus, yet there is no atrophy region found in SMCI compared to PMCI.Conclusions VBM-DARTEL based method can achieve a more accurate registration of MRI images and detect subtle volume changes of cerebral grey matter, which is helpful in providing reliable radiology evidence for the early AD diagnosis.

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