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A reference-channel based methodology to improve estimation of event-related hemodynamic response from fNIRS measurements

机译:基于参考通道的方法,可改善fNIRS测量对事件相关的血液动力学反应的估计

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Functional near-infrared spectroscopy (fNIRS) uses near-infrared light to measure cortical concentration changes in oxygenated (HbO) and deoxygenated hemoglobin (HbR) held to be correlated with cognitive activity. Providing a parametric depiction of such changes in the classic form of stimulus-evoked hemodynamic responses (HRs) can be attained with this technique only by solving two problems. One problem concerns the separation of informative optical signal from structurally analogous noise generated by a variety of spurious sources, such as heart beat, respiration, and vasomotor waves. Another problem pertains to the inherent variability of HRs, which is notoriously contingent on the type of experiment, brain region monitored, and human phenotype. A novel method was devised in the present context to solve both problems based on a two-step algorithm combining the treatment of noise-only data extrapolated from a reference-channel and a Bayesian filter applied on a per-trial basis. The present method was compared to two current methods based on conventional averaging, namely, a typical averaging method and an averaging method implementing the use of a reference-channel. The result of the comparison, carried out both on artificial and real data, revealed a sensitive accuracy improvement in HR estimation using the present method relative to each of the other methods. ? 2013 Elsevier Inc.
机译:功能性近红外光谱(fNIRS)使用近红外光来测量皮层中与认知活动相关的氧合(HbO)和脱氧血红蛋白(HbR)的浓度变化。仅通过解决两个问题,就可以用这种技术提供经典形式的刺激诱发的血流动力学反应(HRs)的此类变化的参数化描述。一个问题涉及将信息性光信号与由各种杂散源(例如心跳,呼吸和血管舒缩波)产生的结构类似噪声的分离。另一个问题与HR的固有变异性有关,众所周知,这取决于实验的类型,所监测的大脑区域和人类的表型。在当前上下文中,设计了一种新颖的方法来解决上述两个问题,这是基于两步算法的,该算法结合了对从参考通道外推的纯噪声数据的处理和逐次应用的贝叶斯滤波器。将本方法与基于常规平均的两种当前方法进行比较,即典型的平均方法和实现使用参考信道的平均方法。对人工数据和真实数据进行的比较结果表明,相对于其他每种方法,使用本方法在HR估计中灵敏度的准确性有所提高。 ? 2013爱思唯尔公司

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