Department of Chemistry and Biochemistry, National Chung Cheng University, 168 University Road, Min-Hsiung, Chia-Yi 621, Taiwan.
J Chromatogr A. 2010 Apr 23;1217(17):2804-11. doi: 10.1016/j.chroma.2010.02.033. Epub 2010 Feb 24.
This paper employs one chemometric technique to modify the noise spectrum of liquid chromatography-tandem mass spectrometry (LC-MS/MS) chromatogram between two consecutive wavelet-based low-pass filter procedures to improve the peak signal-to-noise (S/N) ratio enhancement. Although similar techniques of using other sets of low-pass procedures such as matched filters have been published, the procedures developed in this work are able to avoid peak broadening disadvantages inherent in matched filters. In addition, unlike Fourier transform-based low-pass filters, wavelet-based filters efficiently reject noises in the chromatograms directly in the time domain without distorting the original signals. In this work, the low-pass filtering procedures sequentially convolve the original chromatograms against each set of low pass filters to result in approximation coefficients, representing the low-frequency wavelets, of the first five resolution levels. The tedious trials of setting threshold values to properly shrink each wavelet are therefore no longer required. This noise modification technique is to multiply one wavelet-based low-pass filtered LC-MS/MS chromatogram with another artificial chromatogram added with thermal noises prior to the other wavelet-based low-pass filter. Because low-pass filter cannot eliminate frequency components below its cut-off frequency, more efficient peak S/N ratio improvement cannot be accomplished using consecutive low-pass filter procedures to process LC-MS/MS chromatograms. In contrast, when the low-pass filtered LC-MS/MS chromatogram is conditioned with the multiplication alteration prior to the other low-pass filter, much better ratio improvement is achieved. The noise frequency spectrum of low-pass filtered chromatogram, which originally contains frequency components below the filter cut-off frequency, is altered to span a broader range with multiplication operation. When the frequency range of this modified noise spectrum shifts toward the high frequency regimes, the other low-pass filter is able to provide better filtering efficiency to obtain higher peak S/N ratios. Real LC-MS/MS chromatograms, of which typically less than 6-fold peak S/N ratio improvement achieved with two consecutive wavelet-based low-pass filters remains the same S/N ratio improvement using one-step wavelet-based low-pass filter, are improved to accomplish much better ratio enhancement 25-folds to 40-folds typically when the noise frequency spectrum is modified between two low-pass filters. The linear standard curves using the filtered LC-MS/MS signals are validated. The filtered LC-MS/MS signals are also reproducible. The more accurate determinations of very low concentration samples (S/N ratio about 7-9) are obtained using the filtered signals than the determinations using the original signals.
本文采用一种化学计量学技术,通过在两次基于小波的低通滤波过程之间对液相色谱-串联质谱(LC-MS/MS)色谱图的噪声谱进行修改,以提高峰信号噪声(S/N)比增强。尽管已经发表了使用其他低通程序集(如匹配滤波器)的类似技术,但本工作中开发的程序能够避免匹配滤波器固有的峰展宽缺点。此外,与基于傅里叶变换的低通滤波器不同,基于小波的滤波器能够在不扭曲原始信号的情况下直接在时域中有效滤除色谱图中的噪声。在这项工作中,低通滤波过程依次将原始色谱图与每一组低通滤波器卷积,得到前五个分辨率级别的近似系数,代表低频小波。因此,不再需要繁琐地尝试设置阈值来正确收缩每个小波。这种噪声修改技术是将一个基于小波的低通滤波 LC-MS/MS 色谱图与另一个添加了热噪声的人工色谱图相乘,然后再进行另一个基于小波的低通滤波。由于低通滤波器无法消除截止频率以下的频率分量,因此使用连续的低通滤波器程序处理 LC-MS/MS 色谱图不能实现更有效的峰 S/N 比提高。相比之下,当在另一个低通滤波器之前对低通滤波的 LC-MS/MS 色谱图进行乘法变换时,可以实现更好的比值改善。低通滤波后的色谱图的噪声频谱原本包含低于滤波器截止频率的频率分量,通过乘法运算改变其频谱范围更宽。当该修改后的噪声频谱的频率范围向高频方向移动时,另一个低通滤波器能够提供更好的滤波效率,从而获得更高的峰 S/N 比。典型情况下,两次连续基于小波的低通滤波器只能实现小于 6 倍的峰 S/N 比提高,而使用一步基于小波的低通滤波器时,峰 S/N 比提高相同。当在两次低通滤波器之间修改噪声频谱时,通常可以将真实的 LC-MS/MS 色谱图提高 25 倍至 40 倍的更好的比值增强。使用滤波后的 LC-MS/MS 信号验证了线性标准曲线。滤波后的 LC-MS/MS 信号也具有可重现性。与使用原始信号相比,使用滤波信号可以更准确地测定非常低浓度的样品(S/N 比约为 7-9)。