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相关概念视频

Peptide Identification Using Tandem Mass Spectrometry01:33

Peptide Identification Using Tandem Mass Spectrometry

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Tandem mass spectrometry, also known as MS/MS or MS2, is an analytical technique that employs two mass analyzers. Essentially it is a series of mass spectrometers that helps isolate a particular biomolecule and then helps study its chemical properties.
This technique helps gather information regarding the protein from which the peptide was obtained and to study the peptides’ amino acid sequence. Identifying peptides from a complex mixture is an important component of the growing field of...
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Mass Spectrometry: Complex Analysis01:21

Mass Spectrometry: Complex Analysis

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Mass spectrometry is an important technique for the identification of pure compounds. However, it has some limitations for the analysis of complex mixtures, often due to excessive fragmentation making the spectrum too complicated to decipher. Mass spectrometry can be combined with suitable separation methods in sequence, forming hyphenated methods, which are useful in the analysis of complex mixtures.
GC–MS is a powerful hyphenated method commonly used in forensics and environmental...
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Mass Spectrum01:23

Mass Spectrum

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A mass spectrum is the graphical representation of the relative abundance of the charged fragments in an analyte plotted against their mass-to-charge ratio (m/z). The plot's x axis represents the ratio of the mass of the charged fragment to the elementary charge it carries. The y axis of the plot represents the relative abundance of each charged species. The relative abundance is calculated from the signal intensity of each charged species recorded at the detector. The most intense signal...
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Mass Spectrometry: Overview01:19

Mass Spectrometry: Overview

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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...
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Mass Spectrum: Interpretation01:24

Mass Spectrum: Interpretation

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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...
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Mass Spectrometers01:16

Mass Spectrometers

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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:
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Mass Spectrometry-Guided Genome Mining as a Tool to Uncover Novel Natural Products
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在基于质谱和测序的生物医学数据上嵌入图形.

Edwin Alvarez-Mamani1,2, Reinhard Dechant2,3, César A Beltran-Castañón1

  • 1Engineering Department, Pontificia Universidad Católica del Perú, San Miguel, Lima, Peru.

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概括

图形嵌入是一种深度学习方法,通过质谱和测序数据分析复杂的生物网络. 这种方法有助于理解蛋白质相互作用,并预测生物发现的药物功能.

关键词:
生物网络是生物网络.生物医学数据 生物医学数据图形嵌入式嵌入式

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科学领域:

  • 计算生物学 计算生物学
  • 系统生物学 系统生物学
  • 生物信息学是一种生物信息学.

背景情况:

  • 图形嵌入技术利用深度学习进行数据分析任务,如节点分类和链接预测.
  • 虽然传统上用于社交网络,但这些方法越来越多地应用于生物医学数据分析.
  • 进步使这些计算密集型技术更容易用于生物研究.

研究的目的:

  • 审查图形嵌入技术的原则.
  • 探索它们在从系统生物学研究中分析生物网络数据中的实用性.
  • 突出描述蛋白质-蛋白质相互作用网络和预测药物功能的应用.

主要方法:

  • 讨论基本的图形嵌入原则.
  • 探索使用质谱和测序实验数据的应用.
  • 专注于最近的进展和案例研究.

主要成果:

  • 图形嵌入为剖析复杂的生物网络提供了强大的工具.
  • 通过这些方法,蛋白质-蛋白质相互作用网络的表征得到了增强.
  • 预测新药功能是一个关键的新兴应用.

结论:

  • 图形嵌入技术对于推动生物发现有价值.
  • 这些方法为系统生物学研究提供了新的途径.
  • 进一步开发可能会扩大它们在药物发现和网络生物学方面的影响.