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How Our Brains Predict Rewards

Explore how the brain anticipates rewards and reacts to changes.

Yuji K. Takahashi, Zhewei Zhang, Thorsten Kahnt, Geoffrey Schoenbaum

― 6 min read


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Table of Contents

Imagine a world where your brain is like a super-smart crystal ball, trying to guess what will happen next. That’s what our brains do when they predict the outcomes of our actions, especially when it comes to rewards. We all want to know if our efforts will pay off, whether it's a delicious slice of pizza or a new video game. This ability to predict rewards helps us adapt our behavior, so we can make better choices. But how does our brain accomplish this trick?

What Are Prediction Errors?

When we think about rewards, there are two main things to consider: value and identity. Value is about how much we want something—like that pizza we crave. Identity refers to what the reward actually is—like whether it’s pepperoni or veggie. Sometimes, our brains make mistakes with these predictions. For instance, we might expect a big slice but get a tiny one instead. This is known as a "prediction error."

Prediction errors are crucial because they tell our brains when something is not as expected. If we had to choose between two rewards and one doesn’t match our expectations, our brain gets a signal to update its predictions for next time.

The Brain's Prediction System

The brain has special areas that help with these predictions. One key player is the dopamine system, which is like a cheerleader for rewards. Whenever something rewarding happens, dopamine neurons fire up, telling us, "Yay, that was good!" But it turns out these neurons do more than just signal when something is rewarding; they also react to changes in the features of the reward.

Dopamine Neurons and Their Role

Dopamine neurons are found in a part of the brain called the ventral tegmental area (VTA). These neurons have a special job: they respond to changes in rewards, whether those changes are about the quantity (like getting more pizza) or the type (like swapping pepperoni for mushrooms). When we get a surprise reward—even if it’s not what we expected—the dopamine neurons light up.

However, when something goes wrong, like if we expect a reward and don’t get it, those neurons also signal a problem. So, they play a dual role: celebrating rewards and signaling errors when things don’t match our expectations.

The Importance of Learning

This ability to predict rewards helps us learn. If our brain realizes that we were wrong about a reward, it adjusts our future expectations. But what happens if a brain area responsible for these predictions gets damaged? That’s where things get interesting.

The Role of Hippocampus and Orbitofrontal Cortex

Two important areas in the brain that we need to pay attention to are the hippocampus and the orbitofrontal cortex (OFC). The hippocampus is often linked to memory, helping us recall past experiences. The OFC, on the other hand, helps with decision-making and understanding outcomes. Together, they play a crucial role in processing prediction errors related to rewards.

When these areas are functioning well, our brain makes accurate predictions. However, if either area is damaged, the ability to update predictions about rewards can falter. For example, if someone’s hippocampus is hurt, they might not register the changes in rewards correctly, leading to confusion about what to expect in the future.

Experiments with Rats: A Peek into the Brain

To understand how these brain areas work, researchers often turn to animal studies. Rats are commonly used for this purpose. In these studies, rats perform tasks that involve guessing which food reward they will get. Researchers then observe how their brain cells behave in response to different types of rewards.

Experiment Setup

In a typical experiment, rats are trained to associate certain odors with rewards. They might smell something yummy and then need to choose which side of a chamber to go to for their reward. Sometimes the reward changes in value (like getting three drops of milk instead of one), while other times it changes in identity (like switching from chocolate to vanilla).

By watching how the dopamine neurons react, scientists can learn a lot about how the brain processes information about rewards. It’s a bit like watching a cooking show where you learn new recipes but with brain activity instead of food!

Results: What Did the Rats Teach Us?

When everything is working well, the rats' dopamine neurons react strongly to both types of changes in rewards. They fire up when a bigger reward is given and slow down when a reward is taken away or when the flavor is switched. This signals that the rats are updating their expectations correctly.

However, if the rats have lesions in their hippocampus or orbitofrontal cortex, things change. Rats with hippocampal damage might not track changes in reward identity at all. They act as if they are still in the past, unable to update their knowledge about what tasty treat is on the table.

On the other hand, rats with orbitofrontal cortex lesions show strange behavior too, but in a different way. They still recognize that there’s a change but end up being overly reactive to those changes, indicating they don't properly adjust their expectations. It’s like being surprised every time someone changes the toppings on your pizza!

Implications for Humans

What does all this rat talk mean for us humans? Well, it turns out that our brains work in similar ways. The same brain areas and systems involved in reward prediction in rats are also found in people. This gives researchers valuable insights into how we learn and adapt our behavior in response to changing rewards.

Real-World Applications

Understanding how the brain processes reward information can help in many areas, from education to treating addiction. For instance, if we know that certain brain areas fail to react appropriately to changes in rewards, we might find more effective ways to teach people or help them recover from bad habits.

When someone is trying to quit smoking, for example, understanding how their brain predicts the reward might help us design better support systems. Instead of expecting immediate gratification from a cigarette, the goal could be to help them recognize the longer-term benefits of quitting.

Conclusion

Our brains are marvelously complex, and their ability to predict rewards is a key part of how we function. By learning through errors and adapting our behavior, we navigate life’s surprises—like changing pizza toppings and unexpected game releases.

Through research, we are uncovering how specific brain regions interact to allow us to predict rewards and adjust our expectations. As we learn more about how this system works in both rats and humans, we can better understand the underlying mechanisms of behavior and decision-making. So next time you grab a slice of pizza, remember: your brain is working hard to predict just how satisfying that bite will be!

Original Source

Title: Dopaminergic responses to identity prediction errors depend differently on the orbitofrontal cortex and hippocampus

Abstract: Adaptive behavior depends on the ability to predict specific events, particularly those related to rewards. Armed with such associative information, we can infer the current value of predicted rewards based on changing circumstances and desires. To support this ability, neural systems must represent both the value and identity of predicted rewards, and these representations must be updated when they change. Here we tested whether prediction error signaling of dopamine neurons depends on two areas known to represent the specifics of rewarding events, the HC and OFC. We monitored the spiking activity of dopamine neurons in rat VTA during changes in the number or flavor of expected rewards designed to induce errors in the prediction of reward value or reward identity, respectively. In control animals, dopamine neurons registered both error types, transiently increasing firing to additional drops of reward or changes in reward flavor. These canonical firing signatures of value and identity prediction errors were significantly disrupted in rats with ipsilateral neurotoxic lesions of either HC or OFC. Specifically, HC lesions caused a failure to register either type of prediction error, whereas OFC lesions caused persistent signaling of identity prediction errors and much more subtle effects on signaling of value errors. These results demonstrate that HC and OFC contribute distinct types of information to the computation of prediction errors signaled by dopaminergic neurons.

Authors: Yuji K. Takahashi, Zhewei Zhang, Thorsten Kahnt, Geoffrey Schoenbaum

Last Update: 2024-12-17 00:00:00

Language: English

Source URL: https://www.biorxiv.org/content/10.1101/2024.12.11.628003

Source PDF: https://www.biorxiv.org/content/10.1101/2024.12.11.628003.full.pdf

Licence: https://creativecommons.org/publicdomain/zero/1.0/

Changes: This summary was created with assistance from AI and may have inaccuracies. For accurate information, please refer to the original source documents linked here.

Thank you to biorxiv for use of its open access interoperability.

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