通过信息理论测量突触信息存储容量
Mohammad Samavat1,2, Thomas M Bartol3, Kristen M Harris4
1Department of Electrical and Computer Engineering, Jacobs School of Engineering, University of California, San Diego.
Neural computation
|April 24, 2024
概括
研究人员使用香农信息理论量化了突触可塑性精度. 这种方法揭示了大脑的大脑.
科学领域:
- 神经科学是一个神经科学.
- 计算神经科学是一种神经科学.
- 信息理论 信息理论
背景情况:
- 突触可塑性对于神经信息处理至关重要.
- 了解突触可塑性的精度是理解记忆和学习的关键.
- 之前的研究利用信号检测理论来分析突触性质.
研究的目的:
- 使用香农信息理论量化突触可塑性的精度和信息存储能力.
- 将信息理论与信号检测理论进行比较,以分析突触强度.
- 为了建立一个新的分析测量突触信息存储容量 (SISC).
主要方法:
- 应用了香农信息理论和香农来量化存储在突触维度中的信息.
- 使用海马区域CA1中的树突性脊柱头体积来衡量突触强度.
- 将可辨别的脊柱大小分布与使用Kullback-Leibler分歧的均分布进行了比较.
主要成果:
- 信息理论根据树突性脊柱头体积划分了24个可区分的突触强度.
- 计算了4.1到4.59位之间的突触信息存储容量 (SISC).
- 发现脊柱头体积的几乎均分布,这表明可以区分的突触大小的最佳利用.
结论:
- 香农信息理论提供了一种强大的方法来量化突触可塑性精度和信息存储.
- SISC提供了适用于各种大脑区域,物种和条件的通用分析工具.
- 这种方法可以扩展到研究疾病和学习对突触可塑性的影响.
相关概念视频
Integration of Synaptic Events
1.5K
Synaptic integration mainly includes the summation of graded potentials. Graded potentials, regardless of their type, cause subtle alterations in membrane voltage, resulting in either depolarization or hyperpolarization. These incremental changes, when combined or summed, can propel the neuron toward its threshold. Consider, for example, a membrane experiencing a +15 mV shift, causing it to depolarize from -70 mV to -55 mV. In this scenario, graded potentials govern the membrane's ability to...
1.5K
Synaptic Signaling
5.5K
Neurons communicate at synapses, or junctions, to excite or inhibit the activity of other neurons or target cells, such as muscles. Synapses may be chemical or electrical.
Most synapses are chemical, meaning an electrical impulse or action potential spurs the release of chemical messengers called neurotransmitters. The neuron sending the signal is called the presynaptic neuron, and the neuron receiving the signal is the postsynaptic neuron.
The presynaptic neuron fires an action potential that...
Most synapses are chemical, meaning an electrical impulse or action potential spurs the release of chemical messengers called neurotransmitters. The neuron sending the signal is called the presynaptic neuron, and the neuron receiving the signal is the postsynaptic neuron.
The presynaptic neuron fires an action potential that...
5.5K
Storage
84
A schema is a mental framework that helps individuals organize and interpret information. Schemata, formed from previous experiences, influence how we process new information: how we encode it, the inferences we make, and how we retrieve it. For instance, a schema for what a typical classroom looks like might include desks, a teacher's desk, a whiteboard, and students in such an environment. This expectation helps us quickly understand and navigate new classrooms without needing to analyze...
84
The Synapse
125.0K
Neurons communicate with one another by passing on their electrical signals to other neurons. A synapse is the location where two neurons meet to exchange signals. At the synapse, the neuron that sends the signal is called the presynaptic cell, while the neuron that receives the message is called the postsynaptic cell. Note that most neurons can be both presynaptic and postsynaptic, as they both transmit and receive information.
125.0K
Postsynaptic Potential (PSP)
2.5K
Postsynaptic potential (PSP) refers to a change in the electrical potential of a neuron when neurotransmitters released by presynaptic neurons bind to postsynaptic receptors. This potential can either be excitatory, leading to depolarization and ultimately action potential generation, or inhibitory, leading to hyperpolarization and suppression of the postsynaptic neuron.
There are two types of receptors: ionotropic and metabotropic.
The ionotropic receptor is the membrane protein that has an...
There are two types of receptors: ionotropic and metabotropic.
The ionotropic receptor is the membrane protein that has an...
2.5K
Buffers: Buffer Capacity
1.3K
Buffer capacity is the quantitative measure of a buffer to resist the change in pH. As shown in the following equation, the buffer capacity, denoted by 'beta', is expressed as the number of moles of acid or base needed to change the pH of a one-liter buffer solution by 1 unit. Here, Ca and Cb indicate the number of moles of acid and base, respectively. Note that dpH represents the change in pH.
In the graph, pH is plotted as a function of the number of moles of base (Cb) added to a weak...
In the graph, pH is plotted as a function of the number of moles of base (Cb) added to a weak...
1.3K


