Optimal adjustment of the human circadian clock in the real world.

Which suggestions for behavioral modifications, based on mathematical models, are most likely to be followed in the real world? We address this question in the context of human circadian rhythms. Jet lag is a consequence of the misalignment of the body's internal circadian (~24-hour) clock duri...

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Main Authors: Samuel Christensen, Yitong Huang, Olivia J Walch, Daniel B Forger
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2020-12-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1008445
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author Samuel Christensen
Yitong Huang
Olivia J Walch
Daniel B Forger
author_facet Samuel Christensen
Yitong Huang
Olivia J Walch
Daniel B Forger
author_sort Samuel Christensen
collection DOAJ
description Which suggestions for behavioral modifications, based on mathematical models, are most likely to be followed in the real world? We address this question in the context of human circadian rhythms. Jet lag is a consequence of the misalignment of the body's internal circadian (~24-hour) clock during an adjustment to a new schedule. Light is the clock's primary synchronizer. Previous research has used mathematical models to compute light schedules that shift the circadian clock to a new time zone as quickly as possible. How users adjust their behavior when provided with these optimal schedules remains an open question. Here, we report data collected by wearables from more than 100 travelers as they cross time zones using a smartphone app, Entrain. We find that people rarely follow the optimal schedules generated through mathematical modeling entirely, but travelers who better followed the optimal schedules reported more positive moods after their trips. Using the data collected, we improve the optimal schedule predictions to accommodate real-world constraints. We also develop a scheduling algorithm that allows for the computation of approximately optimal schedules "on-the-fly" in response to disruptions. User burnout may not be critically important as long as the first parts of a schedule are followed. These results represent a crucial improvement in making the theoretical results of past work viable for practical use and show how theoretical predictions based on known human physiology can be efficiently used in real-world settings.
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spelling doaj.art-189a0a605f794474bcf8cd7832121f492022-12-21T22:40:15ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582020-12-011612e100844510.1371/journal.pcbi.1008445Optimal adjustment of the human circadian clock in the real world.Samuel ChristensenYitong HuangOlivia J WalchDaniel B ForgerWhich suggestions for behavioral modifications, based on mathematical models, are most likely to be followed in the real world? We address this question in the context of human circadian rhythms. Jet lag is a consequence of the misalignment of the body's internal circadian (~24-hour) clock during an adjustment to a new schedule. Light is the clock's primary synchronizer. Previous research has used mathematical models to compute light schedules that shift the circadian clock to a new time zone as quickly as possible. How users adjust their behavior when provided with these optimal schedules remains an open question. Here, we report data collected by wearables from more than 100 travelers as they cross time zones using a smartphone app, Entrain. We find that people rarely follow the optimal schedules generated through mathematical modeling entirely, but travelers who better followed the optimal schedules reported more positive moods after their trips. Using the data collected, we improve the optimal schedule predictions to accommodate real-world constraints. We also develop a scheduling algorithm that allows for the computation of approximately optimal schedules "on-the-fly" in response to disruptions. User burnout may not be critically important as long as the first parts of a schedule are followed. These results represent a crucial improvement in making the theoretical results of past work viable for practical use and show how theoretical predictions based on known human physiology can be efficiently used in real-world settings.https://doi.org/10.1371/journal.pcbi.1008445
spellingShingle Samuel Christensen
Yitong Huang
Olivia J Walch
Daniel B Forger
Optimal adjustment of the human circadian clock in the real world.
PLoS Computational Biology
title Optimal adjustment of the human circadian clock in the real world.
title_full Optimal adjustment of the human circadian clock in the real world.
title_fullStr Optimal adjustment of the human circadian clock in the real world.
title_full_unstemmed Optimal adjustment of the human circadian clock in the real world.
title_short Optimal adjustment of the human circadian clock in the real world.
title_sort optimal adjustment of the human circadian clock in the real world
url https://doi.org/10.1371/journal.pcbi.1008445
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