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首页> 外文期刊>Journal of Neuroscience Methods >Non-invasive detection of optical changes elicited by seizure activity using time-series analysis of light scattering images in a rat model of generalized seizure
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Non-invasive detection of optical changes elicited by seizure activity using time-series analysis of light scattering images in a rat model of generalized seizure

机译:使用广义癫痫大鼠模型中光散射图像的时间序列分析,非侵入式检测癫痫发作引起的光学变化

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摘要

For the first time, we detected optical changes elicited by seizure activity in pentylenetetrazol (PTZ)-treated rats (n = 6) versus saline controls (n = 2) over a 30 min recording session using a novel time-series analysis of scattering images obtained non-invasively with a real-time multispectral diffuse optical tomography (DOT) system. Spatio-temporal images of absorption and scattering coefficients were recovered from PTZ- and saline-treated rats' brains using a finite element-based DOT image reconstruction algorithm. After pulse artifacts were eliminated, an independent component (IC) analysis was conducted for blind-source separation of the optical signals. The retrieved ICs were compared with concurrently measured EEG signals, and the selected components were further refined using /(-means clustering and spectrum analysis tools. The results revealed that changes in absorption and scattering coefficients emerge sooner than changes in the EEG signal and a low frequency peak signal of ~0.3 Hz in the spectra of light scattering images after PTZ injection. This low frequency caused by slow volume changes in CNS cells was not detected in control animals. Brain regions that we detected early changes in optical signals and activation maps were confirmed in an additional 3 PTZ-treated rats using the DOT system and concurrent EEG recordings obtained from multiple brain regions. Our results show that the analysis of scattered diffuse light is a sensitive and reliable modality for detecting changes in neural activity associated with generalized seizure and other CNS disorders with the additional benefit of providing access to physiological parameters that other modalities cannot access.
机译:首次,我们使用新颖的散射图像时间序列分析方法,在30分钟的记录时间内检测到了戊四氮(PTZ)处理的大鼠(n = 6)与盐水对照组(n = 2)的癫痫发作活动引起的光学变化使用实时多光谱漫射光学层析成像(DOT)系统以非侵入方式获得。使用基于有限元的DOT图像重建算法,从PTZ和盐水处理过的大鼠的大脑中恢复了吸收和散射系数的时空图像。消除脉冲伪影后,进行了独立分量(IC)分析,以分离光信号。将检索到的IC与同时测得的EEG信号进行比较,并使用/(-均值聚类和频谱分析工具对所选的成分进行进一步精炼。结果表明,吸收和散射系数的变化比EEG信号的变化出现得更快,并且变化较小。 PTZ注入后在光散射图像光谱中的〜0.3 Hz频率峰值信号。在对照动物中未检测到CNS细胞体积缓慢变化所导致的低频。我们检测到光学信号和激活图的早期变化的大脑区域是在另外3只经PTZ处理的大鼠中使用DOT系统和同时从多个大脑区域获得的EEG记录证实了这一点,我们的结果表明,对散射光的分析是检测与广泛性癫痫发作相关的神经活动变化的灵敏可靠的方法。其他中枢神经系统疾病,并具有获得生理参数的额外好处其他模式无法访问。

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