在对癌细胞的伤口愈合实验中推断描述迁移和扩散机制的弱形式部分微分方程
Siddhartha Srivastava1,2,3,4, Patrick C Kinnunen5, Zhenlin Wang1,2
1Department of Mechanical Engineering, University of Michigan, Ann Arbor, Michigan, United States.
PLoS computational biology
|October 28, 2025
概括
这项研究结合了测试和计算建模,以精确测量癌细胞迁移和扩散. 新方法准确量化了药物对细胞运动的影响,推动了癌症研究.
科学领域:
- 计算生物学 计算生物学
- 癌症研究 癌症研究
- 系统生物学 系统生物学
背景情况:
- 癌症转移,由细胞迁移驱动,导致显著的死亡率.
- 测试是常见的,但难以区分迁移和扩散.
- 计算建模为细胞动态提供了机械的洞察力.
研究的目的:
- 开发一个综合的计算和实验框架来分析细胞迁移和增殖.
- 通过明确细胞运动的驱动因素来改进划痕试验的定量分析.
- 为了快速识别和完善细胞迁移模型.
主要方法:
- 结合划痕分析与活细胞视频显微镜和自动图像处理.
- 使用偏微分方程 (PDE) 推断与基于形式的弱系统识别.
- 应用导向-扩散-反应系统来建模细胞密度动态.
主要成果:
- 开发的PDE推断工具自动识别相关的反应和扩散术语.
- 在二维划痕试验中得到了应用,包括特拉美替尼的作用.
- 量化了药物干扰分析的推理方法中的不确定性.
结论:
- 集成管道准确地测量了细胞迁移和增殖动态.
- 这一框架允许对药物对细胞运动的影响进行定量评估,并进行不确定性量化.
- 在各种生物环境中促进细胞迁移的快速模型改进.
更多相关视频
06:13A Tool to Automatically Create Stable and Reproducible Cell-free Gaps for Improving the Reliability of Cell Wound Healing Assay
Published on: October 4, 2024
994
08:34Microscopy Based Methods for the Assessment of Epithelial Cell Migration During In Vitro Wound Healing
Published on: January 2, 2018
9.9K
相关概念视频
Cell Migration
6.4K
Cell migration is a process by which the cells move from one location to another, playing an essential role in embryological development, repair and regeneration, immune response, and metastasis. Cells migrate in response to chemical or mechanical signals generated by specific organs or tissues. The overall mechanism includes three steps - polarization, protrusion, and release. Polarization involves the formation of a distinct cell front and rear, which determines the direction of movement.
6.4K
Cancer Cell Migration through Invadopodia
3.2K
Invadosome is a broad category of cell surface structures with proteolytic activity that degrades the extracellular matrix (ECM). Invadosomes are present in normal cell types, including macrophages, endothelial cells, and neurons, as well as tumor cells. Although the macrophage podosomes and tumor cell invadopodia are classified as invadosomes, they have different structures, molecular pathways, and functions. Podosomes are short structures that last for a few minutes. However,...
3.2K
Metastasis
6.4K
Metastasis is the spread of cancer cells from the original site to distant locations in the body. Cancer cells can spread via blood vessels (hematogenous) as well as lymph vessels in the body.
Epithelial-to-Mesenchymal Transition
The epithelial-to-mesenchymal transition or EMT is a developmental process commonly observed in wound healing, embryogenesis, and cancer metastasis. EMT is induced by transforming growth factor-beta (TGF-β) or receptor tyrosine kinase (RTK) ligands, which further...
Epithelial-to-Mesenchymal Transition
The epithelial-to-mesenchymal transition or EMT is a developmental process commonly observed in wound healing, embryogenesis, and cancer metastasis. EMT is induced by transforming growth factor-beta (TGF-β) or receptor tyrosine kinase (RTK) ligands, which further...
6.4K
Chemotaxis and Direction of Cell Migration
4.4K
Cells can detect chemical cues in their environment and reorganize the cytoskeleton to migrate toward them or away from them. This directional migration, called chemotaxis, is essential during embryogenesis and development, immune response, tissue repair and regeneration, and reproduction. These chemical cues can either attract or repel the cell's movement. For example, axon development is determined by a combination of chemoattractants and chemorepellents that direct the growing axon...
4.4K
