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相关概念视频

MALDI-TOF Mass Spectrometry01:19

MALDI-TOF Mass Spectrometry

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Mass spectrometry is a powerful characterization technique that can identify and separate a wide variety of compounds ranging from chemical to biological entities, based on their mass-to-charge ratio (m/z). The instruments that allow this detection, known as mass spectrometers, have three components: an ion source, a mass analyzer, and a detector. These spectrometers differ based on the nature of their ion source and analyzers.Matrix-assisted laser desorption ionization (MALDI) is a commonly...
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Tandem Mass Spectrometry01:21

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Tandem mass spectrometry is a technique that uses multiple mass analyzers in series to obtain a higher selectivity and reduce chemical noise during analyte detection. 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...
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Mass Spectrometry: Complex Analysis01:21

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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.
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Electron Microscope Tomography and Single-particle Reconstruction01:07

Electron Microscope Tomography and Single-particle Reconstruction

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Transmission electron microscopy (TEM) can be used to determine the 3D structure of biological samples with the help of techniques such as electron microscope tomography and single-particle reconstruction. While single-particle reconstruction can examine macromolecules and macromolecular complexes in vitro conditions only, tomography permits the study of cell components or small cells in vivo.
Electron Tomography
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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.
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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 electron 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 behind a...
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相关实验视频

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Sample Preparation Strategies for Mass Spectrometry Imaging of 3D Cell Culture Models
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整合基于模型的重建和深度学习,以加速质谱成像.

Mithunjha Anandakumar1,2, Timothy J Trinklein2,3, Stanislav S Rubakhin1,2,3

  • 1Department of Bioengineering, University of Illinois Urbana-Champaign, Urbana, Illinois 61801, United States.

Analytical chemistry
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概括
此摘要是机器生成的。

这项研究引入了一个深度学习框架,以更快地重建高分辨率质谱成像 (MSI) 数据. 该方法通过从稀疏的数据创建详细的离子图像,而无需重新训练,从而增强组织映射和3D重建.

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科学领域:

  • 生物医学成像学 生物医学成像学
  • 计算病理学计算病理学
  • 质谱成像 (MSI) 的成像

背景情况:

  • 质谱成像 (MSI) 是生物化学分析的宝贵工具,但由于数据采集速度缓慢而受到限制.
  • 高分辨率的组织映射和3D重建受到MSI中的光扫描耗时性质的阻碍.

研究的目的:

  • 开发一个计算框架,从稀疏采样数据中重建高分辨率的MSI离子图像.
  • 加速MSI数据采集,提高高分辨率组织分析的可行性.

主要方法:

  • 整合一个晶格扫描前模型与深度学习前 (预训练的基于网络的denoiser).
  • 采用插即用代重建算法,无需为各种获取设置进行再培训.
  • 在各种MSI仪器,获取参数和组织类型的数据上测试框架.

主要成果:

  • 从稀疏的MSI数据成功地重建了不同仪器和设置的高保真离子图像.
  • 该方法在生物学和结构上不同的组织中,包括大脑和脏部分,证明了该方法的稳定性.
  • 在不需要对新数据集进行额外培训的情况下,验证深度学习先验的有效性.

结论:

  • 开发的计算框架显著增强了MSI数据从稀疏采样重建.
  • 该方法为高分辨率的MSI提供了一种多功能和强大的解决方案,适用于各种组织和实验工作流.
  • 这种方法有可能扩大MSI在生物医学研究中的部署和应用.