来自omics数据的细胞内和细胞间交叉声的分析
Alice Chiodi1, Paride Pelucchi1, Ettore Mosca1
1Institute of Biomedical Technologies, National Research Council, Segrate (Milan), Italy.
PloS one
|October 22, 2025
概括
我们开发了Ulisse,这是一种新的计算方法,用于分析疾病中的分子相互作用和细胞通信. 这种方法增强了对复杂生物数据的理解,有助于识别与疾病相关的基因.
科学领域:
- 计算生物学 计算生物学
- 系统生物学 系统生物学
- 基因组学就是基因组学.
背景情况:
- 疾病表型是由于改变的分子相互作用而产生的,这些相互作用超过了弹性值.
- 评估细胞内和细胞间分子相互作用的变化是奥米学研究的一个重大挑战.
研究的目的:
- 介绍Ulisse,一种用于分析分子相互作用和细胞间通信的新计算方法.
- 为了补充现有的丰富,通路交叉和细胞-细胞通信分析.
- 通过分析分子相互作用的变化来识别与特定表型相关的基因.
主要方法:
- 乌利斯分析了基因列表,并从奥米克学研究中获得了定量变异信息.
- 它使用两个不同的零模型来量化路径交叉语音的统计稳定性.
- 该方法强调了调节过程间和细胞间相互作用的组件的变化.
主要成果:
- 乌利斯被应用于来自三阴性乳腺癌样本的单细胞RNA测序数据.
- 该研究表明,这些样本中的途径交叉和细胞间通信发生了变化.
- 该方法成功识别了与疾病表型相关的基因.
结论:
- 通过Ulisse实施的交叉分析是生物医学研究的宝贵工具.
- 乌利斯有助于将复杂的多学科数据转化为可操作的生物见解.
- 该方法增强了在分子水平上理解疾病机制的工具包.
更多相关视频
07:51A Multi-Omics Extraction Method for the In-Depth Analysis of Synchronized Cultures of the Green Alga Chlamydomonas reinhardtii
Published on: August 8, 2019
8.1K
07:46Microfluidic Co-Culture Models for Dissecting the Immune Response in in vitro Tumor Microenvironments
Published on: April 30, 2021
5.4K
相关概念视频
Protein Networks
4.5K
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,...
4.5K
Overview of Cell-Matrix Interactions
8.9K
The extracellular matrix or ECM holds cells together to form a tissue and allows the cells within the tissue to communicate. ECM comprises proteins such as fibronectin, collagen, laminin, etc. The most abundant protein in this space is collagen. Collagen fibers are interwoven with carbohydrate-containing protein molecules called proteoglycans. ECM allows cell migration and provides a structural scaffold at cell adhesion that anchors the cell when the extracellular matrix proteins interact with...
8.9K
Interactions Between Signaling Pathways
7.2K
Signaling cascades usually lack linearity. Multiple pathways interact and regulate one another, allowing cells to integrate and respond to diverse environmental stimuli.
Convergence and divergence, and cross-talk between signaling pathways
Two distinct signaling pathways can converge on a single functional unit, which may either be a single protein or a complex of proteins. The response is either functionally distinct or synergistic between the two pathways but different from the response...
Convergence and divergence, and cross-talk between signaling pathways
Two distinct signaling pathways can converge on a single functional unit, which may either be a single protein or a complex of proteins. The response is either functionally distinct or synergistic between the two pathways but different from the response...
7.2K
Protein-protein Interfaces
14.4K
Many proteins form complexes to carry out their functions, making protein-protein interactions (PPIs) essential for an organism's survival. Most PPIs are stabilized by numerous weak noncovalent chemical forces. The physical shape of the interfaces determines the way two proteins interact. Many globular proteins have closely-matching shapes on their surfaces, which form a large number of weak bonds. Additionally, many PPIs occur between two helices or between a surface cleft and a...
14.4K
Intracellular Signaling Cascades
53.0K
Once a ligand binds to a receptor, the signal is transmitted through the membrane and into the cytoplasm. The continuation of a signal in this manner is called signal transduction. Signal transduction only occurs with cell-surface receptors, which cannot interact with most components of the cell, such as DNA. Only internal receptors can interact directly with DNA in the nucleus to initiate protein synthesis. When a ligand binds to its receptor, conformational changes occur that affect the...
53.0K
