TOFHunter—unlocking rapid untargeted screening of inductively coupled plasma–time-of-flight–mass spectrometry data†

IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL
Hunter B. Andrews, Lyndsey Hendriks, Sawyer B. Irvine, Daniel R. Dunlap and Benjamin T. Manard
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Abstract

This study provides an overview of a newly developed open source program written in Python, TOFHunter, which permits the rapid and untargeted screening of inductively coupled plasma (ICP)-time-of-flight (TOF)-mass spectrometry (MS) datasets. ICP-TOF-MS is an analytical tool capable of providing quasi simultaneous detection of all nuclides from Li to Pu. This capability has triggered an increase in studies investigating single-particle analysis in which the TOF-MS provides correlated elemental/isotopic signatures on a particle basis in time. Similarly, laser ablation mapping has seen rapid growth owing to ICP-TOF-MS's capacity to handle fast washout times (<10 ms) while providing a broad nuclide coverage. The caveat to this broad mass coverage and high time resolution comes in the form of large, overwhelming datasets. With datasets typically on the scale of gigabytes, it is easy for a user to only focus on very targeted analytes; however, this focus diminishes the opportunity offered by the TOF-MS detector. TOFHunter applies chemometric methods, principal component analysis (PCA), and interesting features finder (IFF) on ICP-TOF-MS data, allowing for investigation of correlations, major and minor variance sources, and sample screening. The unique spectra identified by the (IFF) are used to generate a list of mass peaks, which are then matched with both nuclides and potential interferences before being exported for the user to investigate. Several case studies are discussed herein, demonstrating TOFHunter's ability to screen aqueous injections, single-particle/single-cell analysis, and probe laser ablation mapping files for unique regions of interest.

Abstract Image

tofhunter -解锁快速非靶向筛选电感耦合等离子体飞行时间-质谱数据
本研究概述了用Python编写的新开发的开源程序TOFHunter,该程序允许对电感耦合等离子体(ICP)-飞行时间(TOF)-质谱(MS)数据集进行快速和非靶向筛选。ICP-TOF-MS是一种能够准同时检测从Li到Pu所有核素的分析工具。这种能力引发了对单粒子分析研究的增加,在这些研究中,TOF-MS及时提供了粒子基础上的相关元素/同位素特征。同样,由于ICP-TOF-MS能够处理快速冲洗时间(10毫秒),同时提供广泛的核素覆盖范围,激光烧蚀制图也得到了快速发展。对这种广泛的覆盖范围和高时间分辨率的警告来自于庞大的、压倒性的数据集。数据集通常在千兆字节的规模上,用户很容易只关注非常有针对性的分析;然而,这种聚焦减少了TOF-MS检测器提供的机会。TOFHunter对ICP-TOF-MS数据应用化学计量学方法、主成分分析(PCA)和有趣特征查找器(IFF),允许调查相关性、主要和次要方差源以及样本筛选。由(IFF)识别的独特光谱用于生成质量峰列表,然后与核素和潜在干扰相匹配,然后导出供用户调查。本文讨论了几个案例研究,展示了TOFHunter的筛选水性注射剂、单颗粒/单细胞分析和探测激光消融测绘文件的独特兴趣区域的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.20
自引率
26.50%
发文量
228
审稿时长
1.7 months
期刊介绍: Innovative research on the fundamental theory and application of spectrometric techniques.
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