在最大功率限制下建模细胞群代谢和竞争
Luigi Conte1,2,3, Francesco Gonella3,4,5, Andrea Giansanti2,6
1Department of Environmental Sciences, Informatics and Statistics, Ca' Foscari University of Venice, Venezia Mestre, Italy.
PLoS computational biology
|November 8, 2023
概括
这项研究使用生态原则来模拟癌细胞代谢和竞争. 这项研究表明,生态动态如何解释多发性骨髓瘤的进展,为其不可治愈的性质提供了洞察力.
科学领域:
- 细胞生态细胞生态学
- 系统生物学 系统生物学
- 癌症生物学 癌症生物学
背景情况:
- 细胞系统可以使用生态原理来描述,包括生长,适应和生存.
- 了解细胞代谢和在能量约束下竞争对于建模疾病进展至关重要.
研究的目的:
- 为细胞种群开发一个最小的生态模型.
- 应用这个模型来理解多发性骨髓瘤发病和进展的动态.
- 研究微环境因素和细胞能量在癌症演变中的作用.
主要方法:
- 使用最小的生态框架,专注于生长,适应和生存.
- 模拟细胞代谢和在能量限制下的竞争,使用ATP相当的能量单位.
- 应用了一般配方来模拟多发性骨髓瘤发展的动态.
主要成果:
- 生态模型成功地重现了多发性骨髓瘤进化的模式,由不受控制的血细胞增殖驱动.
- 在恶性血细胞中,已识别的模式转向更消散的状态,表明自我调节的崩.
- 模拟过渡时间 (几年到几十年) 与患者生存率的临床观察结果一致.
结论:
- 血细胞和微环境之间的生态相互作用为多发性髓瘤的不可治愈性提供了潜在的解释.
- 该模型为构建更复杂的骨髓瘤生态模型并将其与生态系统模型进行比较提供了基础.
- 这种方法强调了细胞能量和系统级动态在理解癌症进展方面的重要性.
相关概念视频
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
57
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
57
Adaptive Mechanisms in Cancer Cells
5.8K
Cancer cells accumulate genetic changes at an abnormally rapid rate due to the defects in the DNA repair mechanisms. From an evolutionary perspective, such genetic instability is advantageous for cancer development. Mutant cell lines accumulate a series of beneficial mutations that contribute to their progression into cancer.
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
5.8K
Energy Budgets
9.3K
Organisms must balance energy intake with the energy required for growth, maintenance and reproduction. These trade-offs result in a variety of survivorship and reproductive strategies, including semelparity and iteroparity. Semelparous species, like annual plants, have only one reproductive episode in their lifetimes and consequently have short lifespans. Iteroparous species, by contrast, have many reproductive events during their lifetimes but have relatively few offspring. These two...
9.3K
Operon Model
17
The operon model represents a fundamental mechanism of gene regulation in prokaryotes, enabling coordinated expression of genes involved in related metabolic or functional pathways. Operons consist of structural genes, a promoter, and an operator, with transcription regulated by repressors, activators, and small effector molecules.Structure and Function of OperonsAn operon is a cluster of structural genes transcribed together under the control of a single promoter. The promoter region...
17


