A method for characterizing daily physiology from widely used wearables

被引:31
作者
Bowman, Clark [1 ]
Huang, Yitong [2 ]
Walch, Olivia J. [3 ]
Fang, Yu [4 ]
Frank, Elena [4 ]
Tyler, Jonathan [5 ]
Mayer, Caleb [5 ]
Stockbridge, Christopher [6 ]
Goldstein, Cathy [3 ]
Sen, Srijan [4 ]
Forger, Daniel B. [5 ,7 ]
机构
[1] Hamilton Coll, Dept Math & Stat, Clinton, NY 13323 USA
[2] Dartmouth Coll, Dept Math, Hanover, NH 03755 USA
[3] Univ Michigan, Dept Neurol, Ann Arbor, MI USA
[4] Univ Michigan, Mol & Behav Neurosci Inst, Ann Arbor, MI 48109 USA
[5] Univ Michigan, Dept Math, Ann Arbor, MI 48109 USA
[6] Univ Michigan, LSA Technol Serv, Ann Arbor, MI 48109 USA
[7] Univ Michigan, Michigan Inst Data Sci, Dept Computat Med & Bioinformat, Ann Arbor, MI 48109 USA
来源
CELL REPORTS METHODS | 2021年 / 1卷 / 04期
基金
美国国家科学基金会;
关键词
HEART-RATE; CIRCADIAN PHASE; BODY-TEMPERATURE; LIGHT EXPOSURE; MEALS; REENTRAINMENT; VARIABILITY; MELATONIN; EXERCISE; PRESSURE;
D O I
10.1016/j.crmeth.2021.100058
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Millions of wearable-device users record their heart rate (HR) and activity. We introduce a statistical method to extract and track six key physiological parameters from these data, including an underlying circadian rhythm in HR (CRHR), the direct effects of activity, and the effects of meals, posture, and stress through hormones like cortisol. We test our method on over 130,000 days of real-world data from medical interns on rotating shifts, showing that CRHR dynamics are distinct from those of sleep-wake or physical activity patterns and vary greatly among individuals. Our method also estimates a personalized phase-response curve of CRHR to activity for each individual, representing a passive and personalized determination of how human circadian timekeeping continually changes due to real-world stimuli. We implement our method in the ``Social Rhythms'' iPhone and Android app, which anonymously collects data from wearable-device users and provides analysis based on our method.
引用
收藏
页数:11
相关论文
共 44 条
  • [1] Shift work: coping with the biological clock
    Arendt, Josephine
    [J]. OCCUPATIONAL MEDICINE-OXFORD, 2010, 60 (01): : 10 - 20
  • [2] Time course of the physiological stress response to an acute stressor and its associations with the primacy and recency effect of the serial position curve
    Becker, Linda
    Rohleder, Nicolas
    [J]. PLOS ONE, 2019, 14 (05):
  • [3] THE STATISTICAL-ANALYSIS OF CIRCADIAN PHASE AND AMPLITUDE IN CONSTANT-ROUTINE CORE-TEMPERATURE DATA
    BROWN, EN
    CZEISLER, CA
    [J]. JOURNAL OF BIOLOGICAL RHYTHMS, 1992, 7 (03) : 177 - 202
  • [4] Acute stress affects risk taking but not ambiguity aversion
    Buckert, Magdalena
    Schwieren, Christiane
    Kudielka, Brigitte M.
    Fiebach, Christian J.
    [J]. FRONTIERS IN NEUROSCIENCE, 2014, 8
  • [5] Complete or partial circadian re-entrainment improves performance, alertness, and mood during night-shift work
    Crowley, SJ
    Lee, C
    Tseng, CY
    Fogg, LF
    Eastman, CI
    [J]. SLEEP, 2004, 27 (06) : 1077 - 1087
  • [6] Stability, precision, and near-24-hour period of the human circadian pacemaker
    Czeisler, CA
    Duffy, JF
    Shanahan, TL
    Brown, EN
    Mitchell, JF
    Rimmer, DW
    Ronda, JM
    Silva, EJ
    Allan, JS
    Emens, JS
    Dijk, DJ
    Kronauer, RE
    [J]. SCIENCE, 1999, 284 (5423) : 2177 - 2181
  • [7] Restricted feeding uncouples circadian oscillators in peripheral tissues from the central pacemaker in the suprachiasmatic nucleus
    Damiola, F
    Le Minh, N
    Preitner, N
    Kornmann, B
    Fleury-Olela, F
    Schibler, U
    [J]. GENES & DEVELOPMENT, 2000, 14 (23) : 2950 - 2961
  • [8] Distinct roles for GABA across multiple timescales in mammalian circadian timekeeping
    DeWoskin, Daniel
    Myung, Jihwan
    Belle, Mino D. C.
    Piggins, Hugh D.
    Takumi, Toru
    Forger, Daniel B.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (29) : E3911 - E3919
  • [9] DSouza A., 2020, HEART RHYTHM, V3
  • [10] Getting through to circadian oscillators: Why use constant routines?
    Duffy, JE
    Dijk, DJ
    [J]. JOURNAL OF BIOLOGICAL RHYTHMS, 2002, 17 (01) : 4 - 13