Using mobile sensing data to assess stress: Associations with perceived and lifetime stress, mental health, sleep, and inflammation

被引:6
|
作者
Byrne, Michelle L. [1 ,2 ]
Lind, Monika N. [1 ]
Horn, Sarah R. [1 ]
Mills, Kathryn L. [1 ]
Nelson, Benjamin W. [3 ]
Barnes, Melissa L. [1 ]
Slavich, George M. [4 ,5 ]
Allen, Nicholas B. [1 ,6 ]
机构
[1] Univ Oregon, Dept Psychol, Eugene, OR 97403 USA
[2] Monash Univ, Sch Psychol Sci, Turner Inst Brain & Mental Hlth, Melbourne, Vic, Australia
[3] Univ N Carolina, Dept Psychol & Neurosci, Chapel Hill, NC 27515 USA
[4] Univ Calif Los Angeles, Cousins Ctr Psychoneuroimmunol, Los Angeles, CA USA
[5] Univ Calif Los Angeles, Dept Psychiat & Biobehav Sci, Los Angeles, CA USA
[6] Univ Melbourne, Sch Psychol Sci, Melbourne, Vic, Australia
来源
DIGITAL HEALTH | 2021年 / 7卷
基金
美国国家卫生研究院;
关键词
Mobile sensing; stress; affective language; text; inflammation; mental health; C-REACTIVE PROTEIN; MAJOR DEPRESSION; CHRONIC DISEASES; LANGUAGE USE; RISK; ADULTS; ANXIETY; MARKERS; WORDS; INTERLEUKIN-1-BETA;
D O I
10.1177/20552076211037227
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background Although stress is a risk factor for mental and physical health problems, it can be difficult to assess, especially on a continual, non-invasive basis. Mobile sensing data, which are continuously collected from naturalistic smartphone use, may estimate exposure to acute and chronic stressors that have health-damaging effects. This initial validation study validated a mobile-sensing collection tool against assessments of perceived and lifetime stress, mental health, sleep duration, and inflammation. Methods Participants were 25 well-characterized healthy young adults (M-age = 20.64 years, SD = 2.74; 13 men, 12 women). We collected affective text language use with a custom smartphone keyboard. We assessed participants' perceived and lifetime stress, depression and anxiety levels, sleep duration, and basal inflammatory activity (i.e. salivary C-reactive protein and interleukin-1 beta). Results Three measures of affective language (i.e. total positive words, total negative words, and total affective words) were strongly associated with lifetime stress exposure, and total negative words typed was related to fewer hours slept (all large effect sizes: r = 0.50 - 0.78). Total positive words, total negative words, and total affective words typed were also associated with higher perceived stress and lower salivary C-reactive protein levels (medium effect sizes; r = 0.22 - 0.32). Conclusions Data from this initial longitudinal validation study suggest that total and affective text use may be useful mobile sensing measures insofar as they are associated with several other stress, mental health, behavioral, and biological outcomes. This tool may thus help identify individuals at increased risk for stress-related health problems.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Examination of sleep health dimensions and their associations with perceived stress and health in a UK sample
    Allen, Sarah F.
    Akram, Umair
    Ellis, Jason G.
    [J]. JOURNAL OF PUBLIC HEALTH, 2020, 42 (01) : E35 - E42
  • [2] ASSOCIATIONS OF PERCEIVED WEIGHT DISCRIMINATION WITH MENTAL AND PHYSICAL HEALTH AND MEDIATING EFFECTS OF HEALTH BEHAVIOURS AND STRESS
    Hackett, Ruth A.
    Jackson, Sarah E.
    Corker, Elizabeth
    Steptoe, Andrew
    [J]. PSYCHOSOMATIC MEDICINE, 2020, 82 (06) : A54 - A55
  • [3] Associations between perceived stress and health outcomes in adolescents
    Frida Thorsén
    Carl Antonson
    Karolina Palmér
    Rada Berg
    Jan Sundquist
    Kristina Sundquist
    [J]. Child and Adolescent Psychiatry and Mental Health, 16
  • [4] Associations between perceived stress and health outcomes in adolescents
    Thorsen, Frida
    Antonson, Carl
    Palmer, Karolina
    Berg, Rada
    Sundquist, Jan
    Sundquist, Kristina
    [J]. CHILD AND ADOLESCENT PSYCHIATRY AND MENTAL HEALTH, 2022, 16 (01)
  • [5] DAILY ASSOCIATIONS OF PERCEIVED STRESS AND EXTERNAL STRESSORS WITH SLEEP HEALTH IN MOTHER-CHILD DYADS
    O'Connor, Sydney G.
    Liao, Yue
    Mason, Tyler B.
    Belcher, Britni
    Huh, Jimi
    Redline, Susan
    Dunton, Genevieve F.
    [J]. ANNALS OF BEHAVIORAL MEDICINE, 2020, 54 : S679 - S679
  • [6] THE CONTRIBUTION OF SLEEP, STRESS, AND PHYSICAL SYMPTOMS TO PERCEIVED HEALTH
    Smith, Christine E.
    Gil-Rivas, Virginia
    [J]. ANNALS OF BEHAVIORAL MEDICINE, 2014, 47 : S44 - S44
  • [7] STRESS, THREAT MANAGEMENT RESOURCES, AND PERCEIVED SLEEP HEALTH
    Foust, Jeremy L.
    Taber, Jennifer M.
    Paljarvi, Tapio
    Cadmus-Bertram, Lisa A.
    Mays, Darren
    Smith, Beth
    Rana, Brinda K.
    Cribbet, Matthew R.
    [J]. ANNALS OF BEHAVIORAL MEDICINE, 2022, 56 (SUPP 1) : S617 - S617
  • [8] ASSOCIATIONS BETWEEN LIFETIME STRESS EXPOSURE AND PRENATAL HEALTH BEHAVIORS
    Smith, Teresa A.
    Johns-Wolfe, Elaina
    Shields, Grant S.
    Malat, Jennifer
    Slavich, George M.
    Jacquez, Farrah A.
    [J]. PSYCHOSOMATIC MEDICINE, 2019, 81 (04) : A85 - A85
  • [9] Associations between lifetime stress exposure and prenatal health behaviors
    Smith, Teresa
    Johns-Wolfe, Elaina
    Shields, Grant S.
    Malat, Jennifer
    Jacquez, Farrah
    Slavich, George M.
    [J]. STRESS AND HEALTH, 2020, 36 (03) : 384 - 395
  • [10] Mental Health and Perceived Stress in Kinesiology Graduate Students
    Mullin, Elizabeth M.
    Bottino, Anna
    Wadsworth, Danielle D.
    Petruzzello, Steven J.
    Vargas, Tiffanye M.
    [J]. KINESIOLOGY REVIEW, 2022, 11 (04) : 337 - 342