Temporal and spatial patterns of secondary motor cortex calcium activity in cocaine self-administration: A study using miniScope imaging and machine learning

IF 4.6 2区 医学 Q1 NEUROSCIENCES
Amith Korada , Yingying Chen , Ziqian Bi , Haoying Fu , Michal A. Lange , Joreylis Michelle F. Montgomery , Chandrashekar Rayanki , Changyong Guo , Shiaofen Fang , Yao-Ying Ma
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引用次数: 0

Abstract

Addiction is a chronic mental disorder caused by disruptions in brain function. While most research has focused on the medial prefrontal cortex, our recent findings highlight the secondary motor cortex (M2) as a key region modulating cocaine-seeking behaviors during relapse. Mechanisms underlying the role of M2 in addiction remain unclear. We hypothesize that initial drug-taking behaviors directly reshape M2 neuronal activity. This study investigated the effects of five 1-hr daily intravenous self-administration (IVSA) sessions on M2 neuronal activity in male C57BL/6J mice using in vivo Ca2+ imaging via miniScopes. Temporal and spatial patterns of Ca2+ transients were analyzed across three IVSA factors: IV substance (i.e., saline vs. cocaine), IVSA days, and within-session stages. Machine learning models, including Recurrent Neural Networks for temporal patterns, and Neural Networks, Support Vector Machines, and Extreme Gradient Boosting for spatial patterns, were employed.

Results

Cocaine-treated mice displayed consistent drug-taking behaviors within sessions and increased intake on Day 5 compared to Day 1, unlike saline-treated mice, which showed reduced operant behaviors within each daily session. IV substance was the most sensitive factor influencing both temporal and spatial patterns of M2 Ca2+ transients, characterized by frequency and frequency-amplitude interactions, but not amplitude alone. A 15-s bin size optimized differentiation between saline and cocaine groups.

Conclusion

Both temporal and spatial alterations in M2 neuronal activity were detected during early cocaine exposure, revealing early changes that may contribute to later drug relapse. These findings underscore the importance of advanced imaging and machine learning techniques in advancing addiction research.
可卡因自我给药过程中次级运动皮层钙活性的时空模式:一项基于微型成像和机器学习的研究。
成瘾是一种由大脑功能紊乱引起的慢性精神障碍。虽然大多数研究都集中在内侧前额叶皮层,但我们最近的发现强调了次级运动皮层(M2)是在复发期间调节可卡因寻求行为的关键区域。M2在成瘾中的作用机制尚不清楚。我们假设最初的吸毒行为直接重塑M2神经元的活动。本研究利用微型显微镜进行体内Ca2+成像,研究了每天5次1小时静脉自我给药(IVSA)对雄性C57BL/6J小鼠M2神经元活性的影响。通过三个IVSA因素分析Ca2+瞬态的时空模式:IV物质(即生理盐水与可卡因),IVSA天数和会话内阶段。机器学习模型,包括用于时间模式的递归神经网络,以及用于空间模式的神经网络、支持向量机和极端梯度增强。结果:可卡因处理的小鼠在疗程内表现出一致的服药行为,与第1天相比,第5天的摄入量增加,而盐水处理的小鼠在每天的疗程内表现出减少的操作行为。IV物质是影响M2 Ca2+瞬态时间和空间格局的最敏感因素,其特征是频率和频率-振幅相互作用,而不仅仅是振幅。15秒的容器大小优化了生理盐水组和可卡因组之间的分化。结论:在早期可卡因暴露期间,M2神经元活动的时间和空间变化都被检测到,揭示了早期变化可能有助于后来的药物复发。这些发现强调了先进的成像和机器学习技术在推进成瘾研究中的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Neuropharmacology
Neuropharmacology 医学-神经科学
CiteScore
10.00
自引率
4.30%
发文量
288
审稿时长
45 days
期刊介绍: Neuropharmacology publishes high quality, original research and review articles within the discipline of neuroscience, especially articles with a neuropharmacological component. However, papers within any area of neuroscience will be considered. The journal does not usually accept clinical research, although preclinical neuropharmacological studies in humans may be considered. The journal only considers submissions in which the chemical structures and compositions of experimental agents are readily available in the literature or disclosed by the authors in the submitted manuscript. Only in exceptional circumstances will natural products be considered, and then only if the preparation is well defined by scientific means. Neuropharmacology publishes articles of any length (original research and reviews).
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