通过交联质谱和机器学习绘制Toxoplasma gondii互动体
Tadakimi Tomita1, Elizabeth Weyer1, Rebekah B Guevara1
1Department of Pathology, Albert Einstein College of Medicine, New York, New York, USA.
mBio
|August 28, 2025
概括
这项研究使用先进的交联质谱 (XL-MS) 和机器学习来绘制Toxoplasma gondii寄生虫中的蛋白相互作用. 这些发现揭示了这种广泛传播的人类病原体的新分子细节和潜在治疗点.
科学领域:
- 微生物学和寄生虫学
- 蛋白质组学与互动组学
- 计算生物学和生物信息学
背景情况:
- 毒虫是一种重要的人类寄生虫,它依赖复杂的分子相互作用来生存和宿主持久.
- 了解蛋白与蛋白相互作用 (PPI) 对于阐明寄生虫生物学,宿主-病原体动态和入侵机制至关重要.
- 现有的方法往往难以在复杂的微生物蛋白质中捕获过渡性或新型的PPI.
研究的目的:
- 系统地绘制Toxoplasma gondii的细胞蛋白与蛋白相互作用 (PPI) 的地图.
- 应用先进的交联质谱 (XL-MS) 技术进行全面的互动原子分析.
- 整合机器学习以加强PPI的识别和验证.
主要方法:
- 使用先进的交叉连接质谱 (XL-MS) 用MS可切割和不可切割的策略.
- 分析了T. gondii的细胞系提取物以确定蛋白质相互作用.
- 整合了机器学习方法与生物注释和PPI检测和验证的实验数据.
主要成果:
- 鉴定了196个具有中等可信度 (FDR < 5%) 和171个具有高可信度 (FDR < 1%) 的独特 PPI.
- 揭示了关键细胞复合体内的已知和新型相互作用,包括核糖体,蛋白质体和密集颗粒.
- 结构验证和比较分析证实了交联残留物的生物相关性和空间接近性.
结论:
- 这项研究提供了T. gondii的精细分子结构,突出了XL-MS和寄生虫蛋白质学中的计算工具的实用性.
- 生成的XL-MS互动组图是了解寄生虫生物学的宝贵资源.
- 这些发现为开发针对性治疗策略提供了潜在的途径.
相关概念视频
Protein Networks
4.1K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.1K
Peptide Identification Using Tandem Mass Spectrometry
6.8K
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...
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...
6.8K
MALDI-TOF Mass Spectrometry
5.2K
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...
Matrix-assisted laser desorption ionization (MALDI) is a commonly...
5.2K
Proteomics
7.9K
A proteome is the entire set of proteins that a cell type produces. We can study proteomes using the knowledge of genomes because genes code for mRNAs, and the mRNAs encode proteins. Although mRNA analysis is a step in the right direction, not all mRNAs are translated into proteins.
Proteomics is the study of proteomes' function. It involves the large-scale systematic study of the proteome to denote the protein complement expressed by a genome. Scientist Mark Wilkins coined the term...
Proteomics is the study of proteomes' function. It involves the large-scale systematic study of the proteome to denote the protein complement expressed by a genome. Scientist Mark Wilkins coined the term...
7.9K


