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MoSeq based 3D behavioral profiling uncovers neuropathic behavior changes in diabetic mouse model
Akm Ashiquzzaman1, Eunbin Lee1, Brahnu Fentaw Znaub1,2
1Department of Biomedical Science and Engineering, Gwangju Institute of Science and Technology, Gwangju, South Korea.
Scientific Reports
|April 29, 2025
Summary
Diabetic neuropathy causes subtle motor deficits. Advanced 3D behavioral analysis reveals distinct movement patterns and reduced exploration in mice with diabetic neuropathy, offering new insights into pain and motor control.
Area of Science:
- Neuroscience
- Behavioral Science
- Diabetology
Background:
- Diabetic neuropathy (DN) is a common diabetes complication causing pain and motor dysfunction.
- Current 2D tracking methods fail to capture subtle, pattern-based motor impairments in DN.
- High-resolution behavioral analysis is needed to understand DN's complex motor deficits.
Purpose of the Study:
- To employ MoSeq-based 3D behavioral profiling and machine learning to identify subtle motor alterations in DN mouse models.
- To characterize behavioral changes associated with neuropathic pain in DN.
- To evaluate MoSeq as a tool for high-resolution behavioral quantification in DN research.
Main Methods:
- Utilized MoSeq-based 3D behavioral profiling and unsupervised machine learning.
- Induced diabetic neuropathy in mice using nicotinamide (NA) and streptozotocin (STZ).
- Analyzed distinct behavioral syllables, movement organization, and temporal transitions.
Main Results:
- Identified 22 distinct behavioral syllables; DN mice showed increased stress behaviors (head weaving, wall jumping) and decreased locomotion (walking, rearing).
- DN mice exhibited heightened mechanical sensitivity and less exploratory, more predictable behavioral patterns.
- MoSeq revealed stereotyped sequences and reduced exploratory behaviors, indicating impaired behavioral adaptability and motor planning.
Conclusions:
- MoSeq-based 3D profiling effectively captures subtle motor impairments in DN mouse models.
- DN-associated pain is linked to deficits in behavioral adaptability and motor planning, not just reduced movement.
- MoSeq offers a valuable tool for preclinical evaluation of DN phenotypes and therapeutic efficacy.
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