MsQuality:一个可互操作的开源软件包,用于计算质谱数据的标准化质量指标
Thomas Naake1, Johannes Rainer2, Wolfgang Huber1
1Genome Biology Unit, European Molecular Biology Laboratory, Heidelberg 69117, Germany.
Bioinformatics (Oxford, England)
|October 9, 2023
概括
MsQuality R包为质谱数据提供了43个质量指标,有助于识别低质量的测量并提高数据可重复性. 该工具将质量评估整合到数据分析工作流程中,以提高科学严谨性.
科学领域:
- 蛋白质组学是指蛋白质组学.
- 质谱测量质量谱测量
- 生物信息学是一种生物信息学.
背景情况:
- 质谱数据的准确性和可重复性对于科学研究至关重要.
- 现有的数据分析工作流程往往缺乏综合质量评估和控制措施.
- 实验条件的变化可以显著影响数据可靠性.
研究的目的:
- 引入MsQuality R包,用于对质谱数据的综合质量评估.
- 为评估个体质谱测量提供一套标准化的质量指标.
- 为了方便识别低质量的数据,并改善随着时间的推移跟踪数据质量.
主要方法:
- MsQuality 包计算了 43 个低级别的质量指标.
- 这些指标是基于HUPO-PSI的控制的mzQC词汇.
- 该套件运行在基于单个质谱的样本测量上.
主要成果:
- MsQuality 能够识别质量差的质谱测量结果.
- 该套件有助于对数据质量进行一致的跟踪.
- 使用社区标准指标可确保不同数据集的质量评估和控制 (QA/QC) 标准的可比性.
结论:
- MsQuality套件为质谱质量评估提供了一个强大的解决方案.
- 标准化质量指标提高了质谱数据的可靠性和可比性.
- 将MSQuality集成到工作流程中可以提高科学发现的整体质量和可重复性.
更多相关视频
09:29Using the Open-Source MALDI TOF-MS IDBac Pipeline for Analysis of Microbial Protein and Specialized Metabolite Data
Published on: May 15, 2019
19.5K
06:43Leaf Spray Mass Spectrometry: A Rapid Ambient Ionization Technique to Directly Assess Metabolites from Plant Tissues
Published on: June 21, 2018
8.7K
相关概念视频
Mass Spectrometry: Overview
5.3K
Mass spectrometry is an analytical technique used to determine the molecular mass and molecular formula of a compound. The basic principle of mass spectrometry is to generate ions from the analyte molecule and measure these ion abundances against their molecular mass. One common type of ionization, known as electrospray ionization or EI, bombards the analyte molecules in the gas phase with high-energy electron beams. The electron beams displace an electron from the molecule and leave...
5.3K
Mass Spectrometers
5.6K
This lesson details the instrumentation of a mass spectrometer—a physical instrument to perform mass spectrometry on analyte molecules and record the characteristic mass spectra. This is achieved via three chief functions:
5.6K
Mass Spectrometry: Molecular Fragmentation Overview
3.2K
The ionization of a molecule into a molecular ion inside the mass spectrometer causes instability in the molecule's structure due to the loss of an electron. This eventually leads to the fragmentation or breaking of some bonds in the molecule. The fragmentation occurs predominantly at specific bonds to yield relatively stable fragments.
One type of fragmentation pattern is the cleavage of a single bond in the molecular ion. The cleavage leads to a radical and a cation. The cleavage can...
One type of fragmentation pattern is the cleavage of a single bond in the molecular ion. The cleavage leads to a radical and a cation. The cleavage can...
3.2K
High-Resolution Mass Spectrometry (HRMS)
1.4K
The resolution of a mass spectrometer depends on the efficiency of separating ions with different ion masses. The mass of an atom is approximated to the sum of the masses of protons and neutrons inside, considering the masses of protons and neutrons as equal. However, the masses of the proton (1.6726 × 10−24 g) and neutron (1.6749 × 10−24 g) are not truly equal. There is a minor error in the expression of atomic masses relative to the simplest atom of hydrogen. For...
1.4K
Tandem Mass Spectrometry
1.1K
Tandem mass spectrometry is a technique that uses multiple mass analyzers in series to obtain a higher selectivity and signal-to-noise ratio for the analyte. Instruments with multiple analyzers separated by an interaction cell enable secondary fragmentation and selected study of the fragment ions.
Secondary fragmentations occur in the interaction cell and can be induced by various factors. Fragmentation induced by collision with inert gases, such as N2, Ar, He, etc., is called collision-induced...
Secondary fragmentations occur in the interaction cell and can be induced by various factors. Fragmentation induced by collision with inert gases, such as N2, Ar, He, etc., is called collision-induced...
1.1K
Mass Spectrum: Interpretation
1.3K
An unknown compound can be established by identifying the molecular ion peak in the mass spectrum. The molecular ion peak is often weak or absent due to the predominance of fragmentation in high-energy electron beams. In such cases, a low-energy electron beam can be used to scan the spectrum to enhance the intensity of the molecular ion peak. Additionally, chemical ionization, field ionization, and desorption ionization spectra are used to obtain a relatively intense molecular ion peak.
To...
To...
1.3K
