Limitations of grouping subjects based on biological sex (males versus females) and a new approach: insights from intra-nucleus accumbens core dopamine-induced psychostimulant activity.
Job, M. O.
Show abstract
BackgroundIn the field of substance use disorder research, sex-as-a-biological-variable (SABV) is employed to determine the mechanisms governing sex differences. Based on our recently developed MISSING (Mapping Intrinsic Sex Similarities as an Integral quality of Normalized Groups) model, we hypothesized that grouping subjects by biological sex does not represent the most effective way to group behavioral data objectively. To test our hypothesis, we conducted experiments to compare the psychostimulant effect of intra-nucleus accumbens (NAc) dopamine on groups based on 1) biological sex (current model) and 2) behavioral clustering (MISSING model) for effectiveness in identifying groups of subjects that a) are distinct with regards to behavioral variables, and b) confirm NAc dopamine neurochemical expression/activity topography (NEAT). MethodsFor the current model, we separated subjects (n = 37 Sprague Dawley rats, male n = 20, female n = 17) by biological sex prior to all assessments. For the MISSING model, we conducted normal mixtures clustering of baseline activity, dopamine activity (as distance traveled in cm over 60 min) and dopamine activity normalized-to-baseline activity (NBA) of all subjects to identify behavioral clusters. ResultsSeparating groups by biological sex revealed groups (males and females) that were not clearly distinct with regards to behavioral variables and do not confirm NAc dopamine NEAT. Separating groups using the MISSING model revealed groups (behavioral clusters) that were clearly distinct with regards to behavior and confirm NAc dopamine NEAT. ConclusionsOur results reveal the limitations of grouping subjects based on biological sex. We discuss a new approach.
Matching journals
The top 11 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Single dose of amphetamine induces delayed subregional attenuation of striatal cholinergic interneuron activity 93%
- Ventral pallidal GABAergic neurons drive consumption in male, but not female rats 93%
- Sex differences in behavioral and brainstem transcriptomic neuroadaptations following neonatal opioid exposure in outbred mice 93%
Similar papers in this journal
- Adolescent Alcohol Exposure Promotes Mechanical Allodynia and Alters Synaptic Function at Inputs from the Basolateral Amgydala to the Prelimbic Cortex 93%
- Large-scale characterization of cocaine addiction-like behaviors reveals that escalation of intake, aversion-resistant responding, and breaking-points are highly correlated measures of the same construct. 93%
- The cation channel mechanisms of subthreshold inward depolarizing currents in the VTA dopaminergic neurons and their roles in the chronic-stress-induced depression-like behavior 92%
Similar papers in this journal
- Effects of L-Dopa, SKF-38393, and Quinpirole on exploratory, anxiety- and depressive-like behaviors in pubertal female and male mice 95%
- Prefrontal and ventral striatal dendritic morphology: effects of life-long complex housing and amphetamine administration 95%
- Extended access self-administration of methamphetamine is associated with age- and sex-dependent differences in drug taking behavior and recognition memory deficits in rats 94%
Similar papers in this journal
- Nandrolone alters the behavioral response to cocaine as well as striatal and cortical dopamine receptors of prepubertal male rats. 94%
- Nucleus accumbens acetylcholine receptors modulate the balance of flexible and inflexible cue-directed motivation 94%
- Dopamine D1-like receptor blockade and stimulation decreases operant responding for nicotine and food in male and female rats 93%
Similar papers in this journal
- Chronic delivery of buprenorphine during abstinence decreases incubation of heroin seeking and neuronal activation in medial prefrontal cortex and striatum in male and female rats 94%
- CaMKIIa+ neurons in the bed nucleus of the stria terminalis modulate pace of natural reward seeking depending on internal state 94%
- Peer presence and familiarity as key factors to reduce cocaine intake: an effect mediated by the Subthalamic Nucleus 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.