Related Experiment Video
Updated: Nov 24, 2025

10:50
Computational Modeling of Retinal Neurons for Visual Prosthesis Research - Fundamental Approaches
Published on: June 21, 2022
2.0K
Defying Expectations: How Neurons Compute Prediction Errors in Visual Cortex
Zahid Padamsey1, Nathalie L Rochefort2
1Centre for Discovery Brain Sciences, School of Biomedical Sciences Edinburgh, Edinburgh EH8 9XD, UK.
Neuron
|December 28, 2020
Summary
Neurons in mouse visual cortex compute prediction errors during locomotion. Layer 2/3 neurons subtract predicted from actual visual flow, unlike deeper layers, revealing subthreshold computation mechanisms in predictive coding.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Visual Processing
Background:
- Predictive coding models suggest the brain anticipates sensory input.
- Understanding the neural computations underlying these predictions is crucial for explaining perception.
- Subthreshold neuronal activity plays a key role in integrating and processing information.
Purpose of the Study:
- To investigate the subthreshold computations involved in predictive coding within the mouse visual cortex.
- To determine which neuronal layers are involved in computing prediction errors.
- To elucidate the mechanisms by which predicted and actual sensory inputs are compared.
Main Methods:
- Whole-cell recordings were performed in vivo in the mouse visual cortex.
- Neuronal activity was recorded during locomotion to generate visual flow stimuli.
- Analysis focused on subthreshold membrane potential fluctuations to assess neuronal computations.
Main Results:
- Layer 2/3 neurons in the visual cortex exhibit computations consistent with prediction error signaling.
- These neurons appear to subtract predicted visual flow from actual visual flow.
- Layer 5/6 neurons do not show evidence of computing prediction errors in this manner.
- Subthreshold activity in layer 2/3 neurons reflects the comparison of expected and unexpected visual motion.
Conclusions:
- Layer 2/3 neurons are critical for computing prediction errors related to locomotion-generated visual flow.
- Subthreshold computations in these neurons implement a key aspect of predictive coding.
- These findings provide a cellular-level mechanism for how the brain updates its predictions based on sensory evidence.
Related Concept Videos
Vision
58.6K
Vision is the result of light being detected and transduced into neural signals by the retina of the eye. This information is then further analyzed and interpreted by the brain. First, light enters the front of the eye and is focused by the cornea and lens onto the retina—a thin sheet of neural tissue lining the back of the eye. Because of refraction through the convex lens of the eye, images are projected onto the retina upside-down and reversed.
58.6K
Visual System
1.4K
Light enters the eye through the cornea, a transparent, dome-shaped surface covering the surface of the eyeball that helps to direct and focus incoming light. This light is then channeled toward the pupil, an adjustable opening whose size is controlled by the iris. The iris, a pigmented muscle, regulates the amount of light entering the eye by contracting or dilating the pupil, thereby ensuring optimal light levels for clear vision.
Once through the pupil, the light passes through the lens, a...
Once through the pupil, the light passes through the lens, a...
1.4K
The Role of Ion Channels in Neuronal Computation
3.5K
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....
3.5K
The Retina
73.5K
The retina is a layer of nervous tissue at the back of the eye that transduces light into neural signals. This process, called phototransduction, is carried out by rod and cone photoreceptor cells in the back of the retina.
73.5K
Motor and Sensory Areas of the Cortex
5.9K
The cerebral cortex, the brain's outermost layer, is pivotal in processing complex cognitive tasks, emotions, and various sensory inputs and executing voluntary motor activities. This intricate structure is divided into three primary functional areas: the motor areas, sensory areas, and association areas.
Motor Areas
The motor areas located in the frontal lobe are central to controlling voluntary movements. This region is further subdivided into the primary motor cortex and the premotor cortex....
Motor Areas
The motor areas located in the frontal lobe are central to controlling voluntary movements. This region is further subdivided into the primary motor cortex and the premotor cortex....
5.9K
Anatomy of the Eyeball
8.9K
The eye is a spherical, hollow structure composed of three tissue layers. The outer layer — the fibrous tunic, comprises the sclera — a white structure — and the cornea, which is transparent. The sclera encompasses some of the ocular surface, most of which is not visible. However, the 'white of the eye' is distinctively visible in humans compared to other species. The cornea, a clear covering at the front of the eye, enables light penetration. The eye's middle...
8.9K

