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Negative Affect-Associated USV Acoustic Characteristics Predict Future Excessive Alcohol Drinking and Alcohol
James M Reno1,2, Neha Thakore1,3, Lawrence K Cormack2
1Waggoner Center for Alcohol and Addiction Research , The University of Texas at Austin, Austin, Texas.
Alcoholism, Clinical and Experimental Research
|January 25, 2017
Summary
Ultrasonic vocalizations (USVs) in rats, particularly those linked to negative emotions, can predict alcohol consumption behaviors. Acoustic features of these negative affect USVs effectively differentiate alcohol-preferring rats, offering insights into alcohol abuse neurocircuitry.
Area of Science:
- Neuroscience
- Behavioral Science
- Genetics
Background:
- Negative emotional states increase susceptibility to alcohol abuse.
- Ultrasonic vocalizations (USVs) in rats serve as a real-time indicator of emotional states.
- Acoustic characteristics of USVs offer deeper insights than simple counts.
Purpose of the Study:
- To investigate if acoustic features of rat USVs can predict alcohol consumption behaviors.
- To determine if USV characteristics differentiate alcohol-preferring from non-preferring rats.
- To explore the neurocircuitry underlying emotional responses related to alcohol abuse.
Main Methods:
- Recorded USVs from alcohol-preferring (P) and non-preferring (NP) rats over four weeks.
- Applied linear mixed modeling (LMM) and linear discriminant analysis (LDA) to USV acoustic data.
- Analyzed negative affect (22-28 kHz) and positive affect (50-55 kHz) related USVs.
Main Results:
- LDA achieved 100% separation between alcohol-naïve P and NP rats using 22-28 kHz USV features.
- High LDA separation (87%) was observed between alcohol-experienced P and NP rats for 22-28 kHz USVs.
- USV mean frequency and duration were key discriminators for negative affect USVs, regardless of alcohol experience.
Conclusions:
- Negative affect USV acoustic data can predict excessive alcohol drinking and avoidance behaviors.
- USV characteristics reveal an affect-related motivation for alcohol consumption.
- Further analysis may identify neurocircuitry for ameliorating alcohol abuse in humans.

