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Parametric studies of matched filters to enhance the signal-to-noise ratios of LC-MS-MS peaks

机译:匹配滤波器的参数研究,可增强LC-MS-MS峰的信噪比

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Chromatographic parameters of reference signals employed in matched filter methods have been studied using numerical experiments to improve the signal-to-noise(S/N)ratios of small liquid chromatography(LC)peaks obtained with electrospray tandem mass spectrometers(MS-MS).These parameters include the width,shape,and S/N ratios of chromatographic peaks used as the reference signal profiles.Our results show the effect of reference peak widths on improving the S/N ratio of chromatographic peaksthe influence of reference peak shapes is negligible.To verify simulation results,various reference signals,including analyte peaks of high concentration standards,internal standard peaks,and artificial Gaussian peaks of different widths,have been employed to enhance signal peaks on real liquid chromatography-tandem mass spectrometry(LC-MS-MS)chromatograms via matched filter methods.Our experimental results demonstrate that the S/N ratio enhancement of chromatographic peaks agree with the simulation predictions.These findings,therefore,suggest that regardless of peak shape,a well-smooth peak with a width close to that of the analyte peak is an adequate reference signal,when matched filter methods are used to improve LC-MS-MS chromatograms.Nevertheless,all methods processed LC-MS-MS peaks in this study do not achieve the ideal improvement ratios estimated with simulation results.We attribute this deficiency to spike-like noise,which have considerable low frequency components riding on LC-MS-MS chromatograms.Matched filtering,which works as a low-pass filter in the frequency domain,cannot effectively eliminate low frequency flicker noise contributed by these spikes.In addition,simple median filtering does not provide adequate improvement despite being able to smooth out most spikes in the chromatograms.
机译:通过数值实验研究了在匹配滤波器方法中使用的参考信号的色谱参数,以改善电喷雾串联质谱仪(MS-MS)获得的小型液相色谱(LC)峰的信噪比(S / N)。这些参数包括用作参考信号曲线的色谱峰的宽度,形状和信噪比。我们的结果表明,参考峰宽对提高色谱峰的信噪比的影响可以忽略不计。为了验证模拟结果,已使用各种参考信号,包括高浓度标准品的分析物峰,内标峰和不同宽度的人工高斯峰,在真实液相色谱-串联质谱(LC-MS-MS)上增强了信号峰实验结果表明色谱峰的信噪比增强与模拟p相符因此,这些发现建议,当使用匹配的滤波方法改善LC-MS-MS色谱图时,无论峰形如何,宽度接近分析物峰宽度的平滑峰都可以作为参考信号。但是,本研究中所有处理LC-MS-MS峰的方法均未达到模拟结果估计的理想改善率。我们将此缺陷归因于尖峰样噪声,这些噪声具有大量的低频成分(基于LC-MS-MS色谱图)匹配滤波在频域中充当低通滤波器,无法有效消除这些尖峰产生的低频闪烁噪声。此外,尽管中值滤波无法平滑掉大多数尖峰,但仍无法提供足够的改善。色谱图。

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