Bimodal Patterns of Locomotor Activity and Sleep in Drosophila: A Model for Their Simulation
Arcady A Putilov,1,* Evgeniy G Verevkin,1,* Dmitrii V Petrovskii,2,* Lyudmila P Zakharenko2,* 1Independent Research Group “biomedical Systems Math-Modeling”, Berlin, 12489, Germany; 2Department of Insect Genetics, Institute of Cytology and Genetics of the Siberian Bra...
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Dove Medical Press
2025-01-01
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author | Putilov AA Verevkin EG Petrovskii DV Zakharenko LP |
author_facet | Putilov AA Verevkin EG Petrovskii DV Zakharenko LP |
author_sort | Putilov AA |
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description | Arcady A Putilov,1,* Evgeniy G Verevkin,1,* Dmitrii V Petrovskii,2,* Lyudmila P Zakharenko2,* 1Independent Research Group “biomedical Systems Math-Modeling”, Berlin, 12489, Germany; 2Department of Insect Genetics, Institute of Cytology and Genetics of the Siberian Branch, the Russian Academy of Sciences, Novosibirsk, 630090, Russia*These authors contributed equally to this workCorrespondence: Arcady A Putilov, Independent Research Group “Biomedical Systems Math-Modeling, 11, Nipkowstr, Berlin, 12489, Germany, Tel/Fax +0049-30-53674643, Email arcady.putilov@gmail.comPurpose: Two previously proposed modelling approaches to explain the bimodal pattern of activity and/or sleep in Drosophila melanogaster are based on 1) the concept of morning and evening oscillators underlying the peaks of activity in the morning and evening, respectively, and 2) the concept of two cycles of buildup and decay of sleep pressure, gated only by the circadian oscillator. Previously, we simulated 24-h alertness–sleepiness curves in humans using a model postulating the circadian modulation of the buildup and decay phases of two (wake and sleep) homeostatic processes. Here, we tested whether a similar model could be applied to simulate the bimodal 24-h rhythm of fly locomotor activity and sleep.Methods: To obtain typical curves for the simulations, a sample of 4263 individual 24-h curves of locomotor activity and sleep were subjected to principal component analysis. It yielded three principal components, which explained more than 70% of the individual variations in these curves. We calculated the typical curves using scores on the 1st, 2nd, and 3rd principal components and simulated these curves and the sample-averaged curves.Results: We found that these curves are always characterized by two peaks with varying sizes and timings. They can be fitted by proposing the variation of some of the parameters of the two homeostatic processes reflecting the 24-h rhythmicity of the drive for wake and the 12-h rhythmicity of the drive for sleep.Conclusion: Postulation of two separate circadian oscillators is not necessary to explain the bimodal curves in Drosophila melanogaster.Plain language summary: This study tested whether a model postulating circadian modulation of the buildup and decay phases of two homeostatic processes (wake and sleep) can be applied to simulate the bimodal 24-h rhythm of fruit fly activity and sleep. The simulations suggested that the typical bimodal curves can be simulated by proposing variation of some of the parameters of the two underlying homeostatic processes that represent the 24-h variation in the drive for wakefulness and the 12-h variation in the opposing drive for sleep.Keywords: sleep–wake regulating process, bimodal 24-h rhythm, fruit fly, math-modelling |
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spelling | doaj-art-6d99114398c64b4981d384c9b243e5e72025-01-19T16:43:00ZengDove Medical PressNature and Science of Sleep1179-16082025-01-01Volume 1711512799350Bimodal Patterns of Locomotor Activity and Sleep in Drosophila: A Model for Their SimulationPutilov AAVerevkin EGPetrovskii DVZakharenko LPArcady A Putilov,1,* Evgeniy G Verevkin,1,* Dmitrii V Petrovskii,2,* Lyudmila P Zakharenko2,* 1Independent Research Group “biomedical Systems Math-Modeling”, Berlin, 12489, Germany; 2Department of Insect Genetics, Institute of Cytology and Genetics of the Siberian Branch, the Russian Academy of Sciences, Novosibirsk, 630090, Russia*These authors contributed equally to this workCorrespondence: Arcady A Putilov, Independent Research Group “Biomedical Systems Math-Modeling, 11, Nipkowstr, Berlin, 12489, Germany, Tel/Fax +0049-30-53674643, Email arcady.putilov@gmail.comPurpose: Two previously proposed modelling approaches to explain the bimodal pattern of activity and/or sleep in Drosophila melanogaster are based on 1) the concept of morning and evening oscillators underlying the peaks of activity in the morning and evening, respectively, and 2) the concept of two cycles of buildup and decay of sleep pressure, gated only by the circadian oscillator. Previously, we simulated 24-h alertness–sleepiness curves in humans using a model postulating the circadian modulation of the buildup and decay phases of two (wake and sleep) homeostatic processes. Here, we tested whether a similar model could be applied to simulate the bimodal 24-h rhythm of fly locomotor activity and sleep.Methods: To obtain typical curves for the simulations, a sample of 4263 individual 24-h curves of locomotor activity and sleep were subjected to principal component analysis. It yielded three principal components, which explained more than 70% of the individual variations in these curves. We calculated the typical curves using scores on the 1st, 2nd, and 3rd principal components and simulated these curves and the sample-averaged curves.Results: We found that these curves are always characterized by two peaks with varying sizes and timings. They can be fitted by proposing the variation of some of the parameters of the two homeostatic processes reflecting the 24-h rhythmicity of the drive for wake and the 12-h rhythmicity of the drive for sleep.Conclusion: Postulation of two separate circadian oscillators is not necessary to explain the bimodal curves in Drosophila melanogaster.Plain language summary: This study tested whether a model postulating circadian modulation of the buildup and decay phases of two homeostatic processes (wake and sleep) can be applied to simulate the bimodal 24-h rhythm of fruit fly activity and sleep. The simulations suggested that the typical bimodal curves can be simulated by proposing variation of some of the parameters of the two underlying homeostatic processes that represent the 24-h variation in the drive for wakefulness and the 12-h variation in the opposing drive for sleep.Keywords: sleep–wake regulating process, bimodal 24-h rhythm, fruit fly, math-modellinghttps://www.dovepress.com/bimodal-patterns-of-locomotor-activity-and-sleep-in-drosophila-a-model-peer-reviewed-fulltext-article-NSSsleep-wake regulating processbimodal 24-h rhythmfruit flymath-modelling |
spellingShingle | Putilov AA Verevkin EG Petrovskii DV Zakharenko LP Bimodal Patterns of Locomotor Activity and Sleep in Drosophila: A Model for Their Simulation Nature and Science of Sleep sleep-wake regulating process bimodal 24-h rhythm fruit fly math-modelling |
title | Bimodal Patterns of Locomotor Activity and Sleep in Drosophila: A Model for Their Simulation |
title_full | Bimodal Patterns of Locomotor Activity and Sleep in Drosophila: A Model for Their Simulation |
title_fullStr | Bimodal Patterns of Locomotor Activity and Sleep in Drosophila: A Model for Their Simulation |
title_full_unstemmed | Bimodal Patterns of Locomotor Activity and Sleep in Drosophila: A Model for Their Simulation |
title_short | Bimodal Patterns of Locomotor Activity and Sleep in Drosophila: A Model for Their Simulation |
title_sort | bimodal patterns of locomotor activity and sleep in drosophila a model for their simulation |
topic | sleep-wake regulating process bimodal 24-h rhythm fruit fly math-modelling |
url | https://www.dovepress.com/bimodal-patterns-of-locomotor-activity-and-sleep-in-drosophila-a-model-peer-reviewed-fulltext-article-NSS |
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