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Development of a Mouse Pain Scale Using Sub-second Behavioral Mapping and Statistical Modeling
- Source :
- Cell reports
- Publication Year :
- 2019
- Publisher :
- Elsevier BV, 2019.
-
Abstract
- SUMMARY Rodents are the main model systems for pain research, but determining their pain state is challenging. To develop an objective method to assess pain sensation in mice, we adopt high-speed videography to capture sub-second behavioral features following hind paw stimulation with both noxious and innocuous stimuli and identify several differentiating parameters indicating the affective and reflexive aspects of nociception. Using statistical modeling and machine learning, we integrate these parameters into a single index and create a “mouse pain scale,” which allows us to assess pain sensation in a graded manner for each withdrawal. We demonstrate the utility of this method by determining sensations triggered by three different von Frey hairs and optogenetic activation of two different nociceptor populations. Our behavior-based “pain scale” approach will help improve the rigor and reproducibility of using withdrawal reflex assays to assess pain sensation in mice.<br />Graphical Abstract<br />In Brief Abdus-Saboor et al. develop a behavior-centered “mouse pain scale” using high-speed videography, statistical modeling, and machine learning. With this method, they assess the sensation induced by noxious, innocuous, and optogenetic stimuli. This method will improve the reliability of using the mouse hind paw withdrawal to measure pain.
- Subjects :
- Male
0301 basic medicine
Video Recording
Withdrawal reflex
Mice, Inbred Strains
Stimulation
Optogenetics
Somatosensory system
Article
General Biochemistry, Genetics and Molecular Biology
Machine Learning
03 medical and health sciences
0302 clinical medicine
Animals
Medicine
Pain Measurement
Models, Statistical
Behavior, Animal
business.industry
Statistical model
Pain scale
Mice, Inbred C57BL
030104 developmental biology
Nociception
Nociceptor
Calcium
Female
business
Neuroscience
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 22111247
- Volume :
- 28
- Database :
- OpenAIRE
- Journal :
- Cell Reports
- Accession number :
- edsair.doi.dedup.....8f3a7f51efaeded5d12328f42a11a5c1
- Full Text :
- https://doi.org/10.1016/j.celrep.2019.07.017