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Standardized and reproducible measurement of decision-making in mice
- Source :
- eLife, bioRxiv, eLife, Vol 10 (2021)
- Publication Year :
- 2020
- Publisher :
- Cold Spring Harbor Laboratory, 2020.
-
Abstract
- Progress in science requires standardized assays whose results can be readily shared, compared, and reproduced across laboratories. Reproducibility, however, has been a concern in neuroscience, particularly for measurements of mouse behavior. Here, we show that a standardized task to probe decision-making in mice produces reproducible results across multiple laboratories. We adopted a task for head-fixed mice that assays perceptual and value-based decision making, and we standardized training protocol and experimental hardware, software, and procedures. We trained 140 mice across seven laboratories in three countries, and we collected 5 million mouse choices into a publicly available database. Learning speed was variable across mice and laboratories, but once training was complete there were no significant differences in behavior across laboratories. Mice in different laboratories adopted similar reliance on visual stimuli, on past successes and failures, and on estimates of stimulus prior probability to guide their choices. These results reveal that a complex mouse behavior can be reproduced across multiple laboratories. They establish a standard for reproducible rodent behavior, and provide an unprecedented dataset and open-access tools to study decision-making in mice. More generally, they indicate a path toward achieving reproducibility in neuroscience through collaborative open-science approaches.<br />eLife digest In science, it is of vital importance that multiple studies corroborate the same result. Researchers therefore need to know all the details of previous experiments in order to implement the procedures as exactly as possible. However, this is becoming a major problem in neuroscience, as animal studies of behavior have proven to be hard to reproduce, and most experiments are never replicated by other laboratories. Mice are increasingly being used to study the neural mechanisms of decision making, taking advantage of the genetic, imaging and physiological tools that are available for mouse brains. Yet, the lack of standardized behavioral assays is leading to inconsistent results between laboratories. This makes it challenging to carry out large-scale collaborations which have led to massive breakthroughs in other fields such as physics and genetics. To help make these studies more reproducible, the International Brain Laboratory (a collaborative research group) et al. developed a standardized approach for investigating decision making in mice that incorporates every step of the process; from the training protocol to the software used to analyze the data. In the experiment, mice were shown images with different contrast and had to indicate, using a steering wheel, whether it appeared on their right or left. The mice then received a drop of sugar water for every correction decision. When the image contrast was high, mice could rely on their vision. However, when the image contrast was very low or zero, they needed to consider the information of previous trials and choose the side that had recently appeared more frequently. This method was used to train 140 mice in seven laboratories from three different countries. The results showed that learning speed was different across mice and laboratories, but once training was complete the mice behaved consistently, relying on visual stimuli or experiences to guide their choices in a similar way. These results show that complex behaviors in mice can be reproduced across multiple laboratories, providing an unprecedented dataset and open-access tools for studying decision making. This work could serve as a foundation for other groups, paving the way to a more collaborative approach in the field of neuroscience that could help to tackle complex research challenges.
- Subjects :
- 0301 basic medicine
Male
Visual perception
Biomedical Research
Time Factors
Mouse
Rodent
Computer science
Inbred C57BL
computer.software_genre
Task (project management)
neuroscience
Mice
0302 clinical medicine
Models
Biology (General)
Observer Variation
0303 health sciences
Behavior, Animal
biology
General Neuroscience
General Medicine
Tools and Resources
Models, Animal
Visual Perception
Medicine
Female
Cues
QH301-705.5
Science
Decision Making
Machine learning
Basic Behavioral and Social Science
General Biochemistry, Genetics and Molecular Biology
decision making
03 medical and health sciences
biology.animal
Behavioral and Social Science
Animals
Learning
reproducibility
mouse
030304 developmental biology
Protocol (science)
Behavior
General Immunology and Microbiology
behavior
Animal
business.industry
Neurosciences
Reproducibility of Results
Mice, Inbred C57BL
030104 developmental biology
Biochemistry and Cell Biology
Artificial intelligence
business
computer
International Brain Laboratory
Photic Stimulation
030217 neurology & neurosurgery
Neuroscience
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- eLife, bioRxiv, eLife, Vol 10 (2021)
- Accession number :
- edsair.doi.dedup.....96a615b6231aeb63ec9dc4590e12b54a