Mathematical modeling of dopamine rhythms and timing of dopamine reuptake inhibitors.

IF 3.6 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS
PLoS Computational Biology Pub Date : 2025-09-25 eCollection Date: 2025-09-01 DOI:10.1371/journal.pcbi.1013508
Tianyong Yao, Ruby Kim
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引用次数: 0

Abstract

Dopamine (DA) plays a vital role in mood, alertness, and behavior, with dysregulation linked to disorders such as Parkinson's disease, ADHD, depression, and addiction. In this study, we develop and analyze a reduced mathematical model of dopamine synthesis, release, and reuptake to investigate how daily rhythms influence dopamine dynamics and the efficacy of dopamine reuptake inhibitors (DRIs) used in the treatment of various neuropsychiatric conditions. We simplify a detailed mathematical model of dopamine synthesis, release, and reuptake and demonstrate that our reduced system maintains key dynamical features including homeostatic regulation via autoreceptors. Our model captures core autoregulatory mechanisms and reveals that DRIs can exert substantial time-of-day effects, allowing for dopamine levels to be sustained at elevated levels when administered at circadian troughs. These fluctuations depend sensitively on the timing of DRI administration relative to circadian variations in enzyme activity. We further extend the model to incorporate feedback from local dopaminergic tone, which generates ultradian oscillations in the model independent of circadian regulation. Administration of DRIs lengthens the ultradian periodicity. Our findings provide strong evidence that intrinsic fluctuations in DA should be considered in the clinical use of DRIs, offering a mechanistic framework for improving chronotherapeutic strategies targeting dopaminergic dysfunction.

多巴胺节律的数学模型和多巴胺再摄取抑制剂的时间。
多巴胺(DA)在情绪、警觉性和行为中起着至关重要的作用,与帕金森病、多动症、抑郁症和成瘾等疾病有关。在这项研究中,我们开发并分析了多巴胺合成、释放和再摄取的简化数学模型,以研究日常节律如何影响多巴胺动力学和多巴胺再摄取抑制剂(DRIs)用于治疗各种神经精神疾病的疗效。我们简化了多巴胺合成、释放和再摄取的详细数学模型,并证明我们的简化系统保持了关键的动力学特征,包括通过自受体进行的稳态调节。我们的模型捕获了核心的自我调节机制,并揭示了DRIs可以发挥实质性的时间效应,允许多巴胺水平在昼夜节律低谷时维持在较高水平。这些波动敏感地取决于相对于酶活性的昼夜变化的DRI给药时间。我们进一步扩展了该模型,以纳入来自局部多巴胺能张力的反馈,该反馈在模型中产生独立于昼夜节律调节的超昼夜振荡。DRIs的使用延长了超周期。我们的研究结果提供了强有力的证据,表明在临床使用DRIs时应考虑DA的内在波动,为改善针对多巴胺能功能障碍的时间治疗策略提供了一个机制框架。
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来源期刊
PLoS Computational Biology
PLoS Computational Biology BIOCHEMICAL RESEARCH METHODS-MATHEMATICAL & COMPUTATIONAL BIOLOGY
CiteScore
7.10
自引率
4.70%
发文量
820
审稿时长
2.5 months
期刊介绍: PLOS Computational Biology features works of exceptional significance that further our understanding of living systems at all scales—from molecules and cells, to patient populations and ecosystems—through the application of computational methods. Readers include life and computational scientists, who can take the important findings presented here to the next level of discovery. Research articles must be declared as belonging to a relevant section. More information about the sections can be found in the submission guidelines. Research articles should model aspects of biological systems, demonstrate both methodological and scientific novelty, and provide profound new biological insights. Generally, reliability and significance of biological discovery through computation should be validated and enriched by experimental studies. Inclusion of experimental validation is not required for publication, but should be referenced where possible. Inclusion of experimental validation of a modest biological discovery through computation does not render a manuscript suitable for PLOS Computational Biology. Research articles specifically designated as Methods papers should describe outstanding methods of exceptional importance that have been shown, or have the promise to provide new biological insights. The method must already be widely adopted, or have the promise of wide adoption by a broad community of users. Enhancements to existing published methods will only be considered if those enhancements bring exceptional new capabilities.
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