Static and dynamic alterations in the amplitude of low-frequency fluctuation in patients with amyotrophic lateral sclerosis

被引:14
作者
Ma, Xujing [1 ]
Lu, Fengmei [2 ,3 ]
Chen, Heng [4 ]
Hu, Caihong [1 ]
Wang, Jiao [1 ]
Zhang, Sheng [1 ]
Zhang, Shuqin [1 ]
Yang, Guiran [1 ]
Zhang, Jiuquan [5 ,6 ,7 ,8 ]
机构
[1] Cangzhou Med Coll, Dept Med Technol, Cangzhou, Peoples R China
[2] Clin Hosp Chengdu Brain Sci Inst, Chengdu, Peoples R China
[3] Univ Elect Sci & Technol China, Sch Life Sci & Technol, MOE Key Lab Neuroinformat, Chengdu, Peoples R China
[4] Guizhou Univ, Sch Med, Guiyang, Peoples R China
[5] Chongqing Univ, Dept Radiol, Canc Hosp, Chongqing, Peoples R China
[6] Chongqing Univ, Key Lab Biorheol Sci & Technol, Minist Educ, Chongqing, Peoples R China
[7] Chongqing Canc Inst, Chongqing, Peoples R China
[8] Chongqing Canc Hosp, Chongqing, Peoples R China
基金
中国博士后科学基金;
关键词
Amyotrophic lateral sclerosis; Amplitude of low-frequency fluctuations; Dynamic; Resting state; Static; FUNCTIONAL NETWORK CONNECTIVITY; NONINVASIVE VENTILATION; BRAIN NETWORKS; MOTOR; 1ST-EPISODE; IMPAIRMENT; SPEECH; NAIVE; ALS;
D O I
10.7717/peerj.10052
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background. Static changes in local brain activity in patients suffering from amyotrophic lateral sclerosis (ALS) have been studied. However, the dynamic characteristics of local brain activity are poorly understood. Whether dynamic alterations could differentiate patients with ALS from healthy controls (HCs) remains unclear. Methods. A total of 54 patients with ALS (mean age = 48.71 years, male/female = 36/18) and 54 (mean age = 48.30 years, male/female = 36/18) HCs underwent magnetic resonance imaging scans. To depict static alterations in cortical activity, amplitude of low-frequency fluctuations (ALFF) which measures the total power of regional activity was computed. Dynamic ALFF (d-ALFF) from all subjects was calculated using a sliding-window approach. Statistical differences in ALFF and d-ALFF between both groups were used as features to explore whether they could differentiate ALS from HC through support vector machine method. Results. In contrast with HCs, patients with ALS displayed increased ALFF in the right inferior temporal gyrus and bilateral frontal gyrus and decreased ALFF in the left middle occipital gyrus and left precentral gyrus. Furthermore, patients with ALS demonstrated lower d-ALFF in widespread regions, including the right lingual gyrus, left superior temporal gyrus, bilateral precentral gyrus, and left paracentral lobule by comparison with HCs. In addition, the ALFF in the left superior orbitofrontal gyrus had a tendency of correlation with ALSFRS-R score and disease progression rate. The classification performance in distinguishing ALS was higher with both features of ALFF and d-ALFF than that with a single approach. Conclusions. Decreased dynamic brain activity in the precentral gyrus, paracentral gyrus, lingual gyrus, and temporal regions was found in the ALS group. The combined ALFF and d-ALFF could distinguish ALS from HCs with a higher accuracy than ALFF and d-ALFF alone. These findings may provide important evidence for understanding the neuropathology underlying ALS.
引用
收藏
页数:17
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