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多模态非模态空间分辨率模型在质谱成像中的应用:MALDI MSI 数据的应用。

Modality Agnostic Model for Spatial Resolution in Mass Spectrometry Imaging: Application to MALDI MSI Data.

机构信息

National Centre of Excellence in Mass Spectrometry Imaging (NiCE-MSI), National Physical Laboratory (NPL), Teddington, TW11 0LW, U.K.

Faculty of Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, London SW7 2AZ, U.K.

出版信息

Anal Chem. 2021 Nov 23;93(46):15295-15305. doi: 10.1021/acs.analchem.1c02470. Epub 2021 Nov 12.

Abstract

Image resolution in mass spectrometry imaging (MSI) is governed by the sampling probe, the motion of the stage relative to the probe, and the noise inherent for the sample and instrumentation employed. A new image formation model accounting for these variables is presented here. The model shows that the size of the probe, stage velocity, and the rate at which the probe consumes material from the surface govern the amount of blur present in the image. However, the main limiting factor for resolution is the signal-to-noise ratio (SNR). To evaluate blurring and noise effects, a new computational method for measuring lateral resolution in MSI is proposed. A spectral decomposition of the observed image signal and noise is used to determine a resolution number. To evaluate this technique, a silver step edge was prepared. This device was imaged at different pixels sizes using matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI). A modulation transfer function (MTF) and a noise power spectrum (NPS) were computed for each single-ion image, and resolution was defined as the point of intersection between the MTF and the NPS. Finally, the algorithm was also applied to a MALDI MSI tissue data set.

摘要

质谱成像(MSI)中的图像分辨率受采样探针、探针相对于平台的运动以及所采用的样品和仪器固有的噪声控制。这里提出了一个新的考虑这些变量的图像形成模型。该模型表明,探针的尺寸、平台速度以及探针从表面消耗材料的速度决定了图像中的模糊量。然而,分辨率的主要限制因素是信噪比(SNR)。为了评估模糊和噪声的影响,提出了一种用于测量 MSI 中横向分辨率的新计算方法。观察到的图像信号和噪声的光谱分解用于确定分辨率数。为了评估该技术,制备了银阶跃边缘。使用基质辅助激光解吸/电离质谱成像(MALDI MSI),在不同像素尺寸下对该器件进行成像。为每个单离子图像计算调制传递函数(MTF)和噪声功率谱(NPS),并将分辨率定义为 MTF 和 NPS 的交点。最后,该算法还应用于 MALDI MSI 组织数据集。

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