Bisgin Neslihan, Wilson James D, Eswaran Hari
Systems Engineering, University of Arkansas at Little Rock, Little Rock, AR, USA.
Graduate Institute of Technology, University of Arkansas at Little Rock, Little Rock, AR, USA.
J Neurosci Methods. 2020 Apr 15;336:108620. doi: 10.1016/j.jneumeth.2020.108620. Epub 2020 Feb 11.
A frequency dependent subtraction method, SUBTR, is developed to remove maternal and fetal magnetocardiography (mMCG and fMCG) interference from fetal magnetoencephalography (fMEG). But channels close to fetal head cannot be used as references for SUBTR in order to protect fMEG from subtraction and this results in cardiac residual when these channels have important fMCG frequency components. Cardiac residual creates noise in evoked response (ER) which results in poor ER detection.
We developed an enhanced SUBTR algorithm, which we call SUBTR with minimum norm projection operator (SUBTRwMNPO), by employing covariance based minimum norm projection operators (MNPO). mMCG and fMCG signals are extracted from the raw data using MNPO and they are subtracted in the frequency domain from raw data to extract fetal Evoked Response (fER).
When tested on 87 datasets, SUBTRwMNPO is shown to attenuate cardiac interference almost totally resulting in a clean fER signal.
Cardiac attenuation with SUBTRwMNPO is either as good as or better than SUBTR. SUBTRwMNPO has higher attenuation rate for the datasets where SUBTR leaves cardiac residual.
SUBTRwMNPO is successful in removing cardiac interference regardless of the orientation of fMCG and fMEG signal spaces. It can also be used to remove cardiac interference when there is no prior knowledge of fetal head location.
开发了一种频率依赖减法方法SUBTR,用于从胎儿脑磁图(fMEG)中去除母体和胎儿心磁图(mMCG和fMCG)干扰。但是,为了保护fMEG不被减法处理,靠近胎儿头部的通道不能用作SUBTR的参考通道,当这些通道具有重要的fMCG频率成分时,这会导致心脏残留。心脏残留会在诱发反应(ER)中产生噪声,从而导致ER检测不佳。
我们通过采用基于协方差的最小范数投影算子(MNPO)开发了一种增强型SUBTR算法,我们称之为带最小范数投影算子的SUBTR(SUBTRwMNPO)。使用MNPO从原始数据中提取mMCG和fMCG信号,并在频域中将它们从原始数据中减去以提取胎儿诱发反应(fER)。
在87个数据集上进行测试时,SUBTRwMNPO显示几乎完全衰减了心脏干扰,从而产生了清晰的fER信号。
SUBTRwMNPO的心脏衰减与SUBTR一样好或更好。对于SUBTR留下心脏残留的数据集,SUBTRwMNPO具有更高的衰减率。
无论fMCG和fMEG信号空间的方向如何,SUBTRwMNPO都能成功去除心脏干扰。在没有胎儿头部位置先验知识的情况下,它也可用于去除心脏干扰。