介绍 FISCAS,一种有效生成单细胞 MALDI-MSI 数据的工具。

IF 3.1 2区 化学 Q2 BIOCHEMICAL RESEARCH METHODS Journal of the American Society for Mass Spectrometry Pub Date : 2024-10-09 DOI:10.1021/jasms.4c00279
Jan Schwenzfeier, Sarah Weischer, Sebastian Bessler, Jens Soltwisch
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引用次数: 0

摘要

我们介绍了荧光集成单细胞分析脚本(FISCAS),它将荧光显微镜与 MALDI-MSI 结合起来,简化了单细胞分析。FISCAS 可自动选择狭小的测量区域,从而减少对非目标像素的采集,并利用成熟的细胞分割和核心配准算法快速编制单细胞光谱。膜、核和脂滴的 MALDI 兼容染色允许在 timsTOF fleX MALDI-2 上进行 MALDI-MSI 测量之前收集荧光数据。以 THP-1 细胞在不同时间点受刺激分化为巨噬细胞为例,证明了该软件的实用性。在这项原理验证研究中,FISCAS 用于自动生成单细胞质谱,以及在刺激开始后 24、48 和 72 小时收集的约 1300 个细胞的各种形态计量参数。对形态计量学和单细胞质谱数据的综合分析表明,每个时间点的细胞群内都存在明显的分子异质性,这表明每个细胞都是独立分化的,而不是同步机制。与传统的批量分析相比,根据细胞的分子表型对细胞进行分组能更清晰地区分细胞向巨噬细胞分化的不同阶段,并提供更多的脂质信号作为可能的标记物。利用质谱数据与荧光显微镜之间的联系证实了脂滴染色与三酰甘油(TG)总体信号之间的预期正相关性,证明了这种多模式方法的实用性。
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Introducing FISCAS, a Tool for the Effective Generation of Single Cell MALDI-MSI Data.

We introduce Fluorescence Integrated Single-Cell Analysis Script (FISCAS), which combines fluorescence microscopy with MALDI-MSI to streamline single-cell analysis. FISCAS enables automated selection of tight measurement regions, thereby reducing the acquisition of off-target pixels, and makes use of established algorithms for cell segmentation and coregistration to rapidly compile single-cell spectra. MALDI-compatible staining of membranes, nuclei, and lipid droplets allows the collection of fluorescence data prior to the MALDI-MSI measurement on a timsTOF fleX MALDI-2. Usefulness of the software is demonstrated by the example of THP-1 cells during stimulated differentiation into macrophages at different time points. In this proof-of-principle study, FISCAS was used to automatically generate single-cell mass spectra along with a wide range of morphometric parameters for a total number of roughly 1300 cells collected at 24, 48, and 72 h after the onset of stimulation. Data analysis of the combined morphometric and single-cell mass spectrometry data shows significant molecular heterogeneity within the cell population at each time point, indicating an independent differentiation of each individual cell rather than a synchronized mechanism. Here, the grouping of cells based on their molecular phenotype revealed an overall clearer distinction of the different phases of differentiation into macrophages and delivered an increased number of lipid signals as possible markers compared with traditional bulk analysis. Utilizing the linkage between mass spectrometric data and fluorescence microscopy confirmed the expected positive correlation between lipid droplet staining and the overall signal for triacylglyceride (TG), demonstrating the usefulness of this multimodal approach.

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来源期刊
CiteScore
5.50
自引率
9.40%
发文量
257
审稿时长
1 months
期刊介绍: The Journal of the American Society for Mass Spectrometry presents research papers covering all aspects of mass spectrometry, incorporating coverage of fields of scientific inquiry in which mass spectrometry can play a role. Comprehensive in scope, the journal publishes papers on both fundamentals and applications of mass spectrometry. Fundamental subjects include instrumentation principles, design, and demonstration, structures and chemical properties of gas-phase ions, studies of thermodynamic properties, ion spectroscopy, chemical kinetics, mechanisms of ionization, theories of ion fragmentation, cluster ions, and potential energy surfaces. In addition to full papers, the journal offers Communications, Application Notes, and Accounts and Perspectives
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