相关实验视频
Updated: May 22, 2025

13:07
One-channel Cell-attached Patch-clamp Recording
Published on: June 9, 2014
24.2K
对离子通道封闭的随机反应模型的参数推断,从全电池电压数据中推断
Luca Del Core1, Gary R Mirams1
1Centre for Mathematical Medicine & Biology, School of Mathematical Sciences, University of Nottingham, Nottingham NG7 2RD, UK.
概括
这项研究引入了一种新的计算方法,可以准确地模拟离子通道门,区分随机通道行为和测量错误. 这种方法提高了生物系统模型的可靠性.
科学领域:
- 计算生物学 计算生物学
- 生物物理学的生物物理.
- 系统生物学 系统生物学
背景情况:
- 离子通道封闭模型描述了细胞的电活动.
- 随机模型比确定性模型更现实,因为随机的离子通道行为.
- 标准建模方法难以将随机门与测量噪声区分开来,导致参数估计偏差.
研究的目的:
- 利用随机反应网络开发一个计算效率高的离子通道封锁状态空间模型.
- 在随机离子通道模型中引入一个最大概率推断程序用于参数估计.
- 通过考虑随机性和测量错误,提高离子通道动态的数据驱动模型的准确性.
主要方法:
- 开发了一个基于随机反应网络的状态空间模型.
- 实施了参数估计的最大概率推断程序.
- 通过模拟研究验证了该方法,并将其应用于实验性全电池电压数据.
主要成果:
- 拟议的方法准确地推断出具有低不确定性的模型参数,并且具有计算效率.
- 考虑到随机关门机制,特别是闪,改善了对离子通道总数的估计.
- 该方法在实验数据中成功区分了50Hz测量误差与随机门噪声.
结论:
- 这种新方法为建模离子通道门动态提供了更准确,更有效的方法.
- 这项工作通过强有力的处理随机性和测量错误来增强数据驱动生物模型的开发.
- 这些发现对理解细胞电活动和改善医疗保健和生物系统建模具有重要意义.
相关概念视频
Voltage-gated Ion Channels
7.9K
Voltage-gated ion channels are transmembrane proteins that open and close in response to changes in the membrane potential. They are present on the membranes of all electrically excitable cells such as neurons, heart, and muscle cells.
Generally, all voltage-gated ion channels have a 'voltage-sensing domain' that spans the lipid bilayer. The charged residues in the sensor move in response to the membrane potential changes that open the channel allowing ions movement. There are several...
Generally, all voltage-gated ion channels have a 'voltage-sensing domain' that spans the lipid bilayer. The charged residues in the sensor move in response to the membrane potential changes that open the channel allowing ions movement. There are several...
7.9K
Patch Clamp
5.3K
Many fundamental cell functions such as muscle contraction and nerve transmission rely on the electrical signals produced by the movement of positively and negatively charged ions across the cell membrane. One competent method to record current flowing across the whole cell or single ion channel is the patch-clamp technique.
In this method, a glass micropipette containing electrolyte solution is tightly sealed against a small portion of the cell membrane. As a result, a patch of the cell...
In this method, a glass micropipette containing electrolyte solution is tightly sealed against a small portion of the cell membrane. As a result, a patch of the cell...
5.3K
Ligand-gated Ion Channels
12.1K
Ligand-gated ion channels are transmembrane proteins with a channel for ions to pass through and a binding site for a ligand. The channel opens only when a ligand attaches to the binding site.
Three Subfamilies of Ligand-gated Ion Channels
Ligand-gated ion channels fall into three subfamilies. The 'Cys-loop' includes the nicotinic acetylcholine receptors, γ-aminobutyric acid (GABA), glycine, and 5-hydroxytryptamine receptors. The second one is the 'Pore-loop' channels that...
Three Subfamilies of Ligand-gated Ion Channels
Ligand-gated ion channels fall into three subfamilies. The 'Cys-loop' includes the nicotinic acetylcholine receptors, γ-aminobutyric acid (GABA), glycine, and 5-hydroxytryptamine receptors. The second one is the 'Pore-loop' channels that...
12.1K
The Role of Ion Channels in Neuronal Computation
3.1K
A postsynaptic neuron usually receives numerous impulses from several other presynaptic neurons. The axon hillock of the postsynaptic neuron integrates all these signals and determines the likelihood of firing an action potential.
Sometimes a single EPSP is strong enough to induce an action potential in the postsynaptic neuron. However, multiple presynaptic inputs must often create EPSPs around the same time for the postsynaptic neuron to be sufficiently depolarized to fire an action potential....
Sometimes a single EPSP is strong enough to induce an action potential in the postsynaptic neuron. However, multiple presynaptic inputs must often create EPSPs around the same time for the postsynaptic neuron to be sufficiently depolarized to fire an action potential....
3.1K
Non-gated Ion Channels
6.6K
Ion channels are specialized proteins on the plasma membrane that allow charged ions to pass down their electrochemical gradient. Their main function is to maintain the membrane potential which is critical for cell viability. These channels are either gated or non-gated and can transport more than a thousand ions within milliseconds for the cellular event to occur.
Compared to the gated ion channels, the non-gated channels, also known as leakage or passive channels, have no gating mechanism....
Compared to the gated ion channels, the non-gated channels, also known as leakage or passive channels, have no gating mechanism....
6.6K
Electrochemical Gradient and Channel Proteins: An Overview
1.9K
An electrochemical gradient is a fundamental concept in biology and chemistry. It regulates the movement of ions across cell membranes. This movement is influenced by two factors:
The electrical gradient: The electrical gradient across cell membranes refers to the difference in electric charge between the inside and outside of a cell. This difference drives the movement of ions towards or away from the cells. For instance, if the inside of the cell is more negatively charged relative to...
The electrical gradient: The electrical gradient across cell membranes refers to the difference in electric charge between the inside and outside of a cell. This difference drives the movement of ions towards or away from the cells. For instance, if the inside of the cell is more negatively charged relative to...
1.9K

