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相关概念视频

Circadian Rhythms and Gene Regulation02:19

Circadian Rhythms and Gene Regulation

4.5K
The biological clock is involved in many aspects of regulating complex physiology in all animals. It was in 1935 when German zoologists, Hans Kalmus and Erwin Bünning, discovered the existence of circadian rhythm in Drosophila melanogaster. However, the internal molecular mechanisms behind the circadian clock remained a mystery until 1984, when Jeffrey C. Hall, Michael Rosbash, and Michael W. Young discovered the expression of the Per gene oscillating over a 24-hour cycle. In subsequent...
4.5K
Biological Clocks and Seasonal Responses02:45

Biological Clocks and Seasonal Responses

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The circadian—or biological—clock is an intrinsic, timekeeping, molecular mechanism that allows plants to coordinate physiological activities over 24-hour cycles called circadian rhythms. Photoperiodism is a collective term for the biological responses of plants to variations in the relative lengths of dark and light periods. The period of light-exposure is called the photoperiod.
41.5K
Chronopharmacokinetics: Circadian Rhythms and Influence on Drug Response01:15

Chronopharmacokinetics: Circadian Rhythms and Influence on Drug Response

350
Circadian rhythms are cyclic changes that are crucial in plasma drug concentrations. Various standard circadian parameters, including core body temperature, heart rate, and other cardiovascular factors, directly impact disease states and the therapeutic response to drug therapy.
The time of drug administration is an important factor to consider, as it can influence the toxic dose of a drug. For example, a study conducted by Prins et al. in 1997 examined the effects of the timing of...
350
Prediction Intervals01:03

Prediction Intervals

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The interval estimate of any variable is known as the prediction interval. It helps decide if a point estimate is dependable.
However, the point estimate is most likely not the exact value of the population parameter, but close to it. After calculating point estimates, we construct interval estimates, called confidence intervals or prediction intervals. This prediction interval comprises a range of values unlike the point estimate and is a better predictor of the observed sample value, y. 
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相关实验视频

Updated: Jan 14, 2026

Collecting Sleep, Circadian, Fatigue, and Performance Data in Complex Operational Environments
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Collecting Sleep, Circadian, Fatigue, and Performance Data in Complex Operational Environments

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PROTECT:使用无监督学习来预测蛋白质昼夜时间.

Aram Ansary Ogholbake1, Qiang Cheng1

  • 1Department of Internal Medicine and Department of Computer Science, University of Kentucky, Lexington, KY, USA.

iScience
|October 23, 2025
PubMed
概括

循环节律扰乱与阿尔茨海默病 (AD) 有关. 一种新的深度学习方法PROTECT分析了无时间标签的蛋白质组数据,以揭示阿尔茨海默病患者的显著昼夜变化.

科学领域:

  • 时间生物学 时间生物学
  • 神经科学是一个神经科学.
  • 蛋白质组学是指蛋白质组学.
  • 人工智能的人工智能

背景情况:

  • 循环节律支配着人类生理学,它们的干扰与阿尔茨海默氏症 (AD) 等疾病有关.
  • 蛋白质组数据集往往缺乏关键的时间标签信息,对昼夜节律分析提出重大挑战 (样本小,高维度,噪声).

研究的目的:

  • 介绍PROTECT,一种无监督的深度学习方法,用于从未标记的蛋白质组数据中预测昼夜样本阶段.
  • 应用PROTECT来识别阿尔茨海默病 (AD) 中的昼夜干扰,使用死后的人类大脑和尿液蛋白质组数据.
  • 为了比较AD和对照对象之间的昼夜模式,以了解AD相关的昼夜失调.

主要方法:

  • 开发了PROTECT,这是一个无监督的深度学习算法,利用贪的层级智能预训练和基于共数的微调.
  • 在现有的时间标记蛋白质组数据集上验证了PROTECT的准确性.
  • 应用PROTECT到从死后大脑区域和尿液样本中未标记的人类蛋白质组数据.

主要成果:

  • 在不需要时间标签或对节律蛋白质的先验知识的情况下,PROTECT准确地预测昼夜样本阶段.
  • 对AD蛋白质组数据的分析揭示了显著的昼夜干扰,识别了具有保留,丢失或改变节律性的蛋白质.
关键词:
生物计算方法是一种生物计算方法.神经网络的神经网络的神经网络蛋白质蛋白质是一种蛋白质.蛋白质组学是指蛋白质组学.

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Human Circadian Phenotyping and Diurnal Performance Testing in the Real World
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Human Circadian Phenotyping and Diurnal Performance Testing in the Real World

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Rapid Analysis of Circadian Phenotypes in Arabidopsis Protoplasts Transfected with a Luminescent Clock Reporter
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Rapid Analysis of Circadian Phenotypes in Arabidopsis Protoplasts Transfected with a Luminescent Clock Reporter

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相关实验视频

Last Updated: Jan 14, 2026

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08:36

Collecting Sleep, Circadian, Fatigue, and Performance Data in Complex Operational Environments

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  • 维持节律性的蛋白质表现出特定区域的相位移和振幅变化;丰富分析提供了对改变节律性的功能洞察.
  • 结论:

    • PROTECT是一种有效的工具,用于对未标记的蛋白质组数据进行昼夜分析,克服了常见的数据集限制.
    • 这项研究提供了系统的证据,证明阿尔茨海默氏症 (AD) 大脑和尿液蛋白质数据中昼夜模式的变化.
    • 这些发现突出了关键蛋白质和功能途径,涉及与AD相关的昼夜失调,提供了潜在的治疗点.