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Hickman R, D’Oliveira TC, Davies A, Shergill S. Monitoring Daily Sleep, Mood, and Affect Using Digital Technologies and Wearables: A Systematic Review. SENSORS (BASEL, SWITZERLAND) 2024; 24:4701. [PMID: 39066098 PMCID: PMC11280943 DOI: 10.3390/s24144701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2024] [Revised: 07/05/2024] [Accepted: 07/10/2024] [Indexed: 07/28/2024]
Abstract
Background: Sleep and affective states are closely intertwined. Nevertheless, previous methods to evaluate sleep-affect associations have been limited by poor ecological validity, with a few studies examining temporal or dynamic interactions in naturalistic settings. Objectives: First, to update and integrate evidence from studies investigating the reciprocal relationship between daily sleep and affective phenomena (mood, affect, and emotions) through ambulatory and prospective monitoring. Second, to evaluate differential patterns based on age, affective disorder diagnosis (bipolar, depression, and anxiety), and shift work patterns on day-to-day sleep-emotion dyads. Third, to summarise the use of wearables, actigraphy, and digital tools in assessing longitudinal sleep-affect associations. Method: A comprehensive PRISMA-compliant systematic review was conducted through the EMBASE, Ovid MEDLINE(R), PsycINFO, and Scopus databases. Results: Of the 3024 records screened, 121 studies were included. Bidirectionality of sleep-affect associations was found (in general) across affective disorders (bipolar, depression, and anxiety), shift workers, and healthy participants representing a range of age groups. However, findings were influenced by the sleep indices and affective dimensions operationalised, sampling resolution, time of day effects, and diagnostic status. Conclusions: Sleep disturbances, especially poorer sleep quality and truncated sleep duration, were consistently found to influence positive and negative affective experiences. Sleep was more often a stronger predictor of subsequent daytime affect than vice versa. The strength and magnitude of sleep-affect associations were more robust for subjective (self-reported) sleep parameters compared to objective (actigraphic) sleep parameters.
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Affiliation(s)
- Robert Hickman
- Institute of Psychiatry, Psychology & Neuroscience, King’s College London, 16 De Crespigny Park, London SE5 8AF, UK;
- National Institute for Health Research, Maudsley Biomedical Research Centre, South London and Maudsley National Health Service Foundation Trust, London SE5 8AF, UK
| | - Teresa C. D’Oliveira
- Institute of Psychiatry, Psychology & Neuroscience, King’s College London, 16 De Crespigny Park, London SE5 8AF, UK;
- School of Psychology and Life Sciences, Canterbury Christ Church University, North Holmes Road, Canterbury CT1 1QU, UK
- Kent and Medway Medical School, Canterbury Christ Church University and the University of Kent, Canterbury CT2 7NZ, UK;
| | - Ashleigh Davies
- Kent and Medway Medical School, Canterbury Christ Church University and the University of Kent, Canterbury CT2 7NZ, UK;
| | - Sukhi Shergill
- Institute of Psychiatry, Psychology & Neuroscience, King’s College London, 16 De Crespigny Park, London SE5 8AF, UK;
- Kent and Medway Medical School, Canterbury Christ Church University and the University of Kent, Canterbury CT2 7NZ, UK;
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Diaconașu DE, Stoleriu I, Câmpanu IA, Andrei AM, Boncu Ș, Honceriu C, Mocanu V, Juravle G. Predictors of sustained physical activity: behaviour, bodily health, and the living environment. Front Physiol 2024; 14:1213075. [PMID: 38260099 PMCID: PMC10800461 DOI: 10.3389/fphys.2023.1213075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 12/08/2023] [Indexed: 01/24/2024] Open
Abstract
This study examined the determinants of sustained physical activity. Eighty-four participants undertook a 7-weeks walking regime (i.e., a 1-h biometrically-monitored walk, at least 5 days/week), with bioelectrical impedance (BIA) and total cholesterol capillary blood measurements performed before and after programme. To investigate behavioural habit formation, 7 weeks after walking termination, all participants were interviewed and (health) re-tested. Data were modelled with an artificial neural network (ANN) cascading algorithm. Our results highlight the successful prediction of continued physical activity by considering one's physical fitness state, the environmental living context, and risk for cardiovascular disease. Importantly, those artificial neural network models also taking body mass index (BMI) and blood cholesterol as predictors excel at predicting walking continuation (i.e., predictions with 93% predictability). These results are first to highlight the type and importance of available physiological drivers in maintaining a sustained physical activity regime such as walking. They are discussed within the framework of habit formation and the nowadays health and/or wellbeing focus.
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Affiliation(s)
- Delia Elena Diaconașu
- Sensorimotor Dynamics Laboratory, Faculty of Psychology and Educational Sciences, Alexandru Ioan Cuza University, Iasi, Romania
- Department of Social Sciences and Humanities, Institute of Interdisciplinary Research, Alexandru Ioan Cuza University, Iasi, Romania
| | - Iulian Stoleriu
- Faculty of Mathematics, Alexandru Ioan Cuza University, Iasi, Romania
| | - Ioana Andreea Câmpanu
- Sensorimotor Dynamics Laboratory, Faculty of Psychology and Educational Sciences, Alexandru Ioan Cuza University, Iasi, Romania
| | - Ana-Maria Andrei
- Sensorimotor Dynamics Laboratory, Faculty of Psychology and Educational Sciences, Alexandru Ioan Cuza University, Iasi, Romania
- Faculty of Educational Sciences, Stefan cel Mare University, Suceava, Romania
| | - Ștefan Boncu
- Faculty of Psychology and Educational Sciences, Alexandru Ioan Cuza University, Iasi, Romania
| | - Cezar Honceriu
- Faculty of Physical Education and Sports, Alexandru Ioan Cuza University, Iasi, Romania
| | - Veronica Mocanu
- Department of Morpho-Functional Sciences 2—Pathophysiology, Grigore T. Popa Medical University of Iasi, Iasi, Romania
| | - Georgiana Juravle
- Sensorimotor Dynamics Laboratory, Faculty of Psychology and Educational Sciences, Alexandru Ioan Cuza University, Iasi, Romania
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Hartson KR, Huntington-Moskos L, Sears CG, Genova G, Mathis C, Ford W, Rhodes RE. Use of Electronic Ecological Momentary Assessment Methodologies in Physical Activity, Sedentary Behavior, and Sleep Research in Young Adults: Systematic Review. J Med Internet Res 2023; 25:e46783. [PMID: 37384367 PMCID: PMC10365632 DOI: 10.2196/46783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 05/15/2023] [Accepted: 05/23/2023] [Indexed: 06/30/2023] Open
Abstract
BACKGROUND Recent technological advances allow for the repeated sampling of real-time data in natural settings using electronic ecological momentary assessment (eEMA). These advances are particularly meaningful for investigating physical activity, sedentary behavior, and sleep in young adults who are in a critical life stage for the development of healthy lifestyle behaviors. OBJECTIVE This study aims to describe the use of eEMA methodologies in physical activity, sedentary behavior, and sleep research in young adults. METHODS The PubMed, CINAHL, PsycINFO, Embase, and Web of Science electronic databases were searched through August 2022. Inclusion criteria were use of eEMA; sample of young adults aged 18 to 25 years; at least 1 measurement of physical activity, sedentary behavior, or sleep; English language; and a peer-reviewed report of original research. Study reports were excluded if they were abstracts, protocols, or reviews. The risk of bias assessment was conducted using the National Heart, Lung, and Blood Institute's Quality Assessment Tool for Observational Cohort and Cross-Sectional Studies. Screening, data extraction, and risk of bias assessments were conducted by independent authors, with discrepancies resolved by consensus. Descriptive statistics and narrative synthesis were used to identify overarching patterns within the following categories guided by the Checklist for Reporting Ecological Momentary Assessments Studies: study characteristics, outcomes and measures, eEMA procedures, and compliance. RESULTS The search resulted in 1221 citations with a final sample of 37 reports describing 35 unique studies. Most reports (28/37, 76%) were published in the last 5 years (2017-2022), used observational designs (35/37, 95%), consisted of samples of college students or apprentices (28/35, 80%), and were conducted in the United States (22/37, 60%). The sample sizes ranged from 14 to 1584 young adults. Physical activity was measured more frequently (28/37, 76%) than sleep (16/37, 43%) or sedentary behavior (4/37, 11%). Of the 37 studies, 11 (30%) reports included 2 movement behaviors and no reports included 3 movement behaviors. eEMA was frequently used to measure potential correlates of movement behaviors, such as emotional states or feelings (25/37, 68%), cognitive processes (7/37, 19%), and contextual factors (9/37, 24%). There was wide variability in the implementation and reporting of eEMA procedures, measures, missing data, analysis, and compliance. CONCLUSIONS The use of eEMA methodologies in physical activity, sedentary behavior, and sleep research in young adults has greatly increased in recent years; however, reports continue to lack standardized reporting of features unique to the eEMA methodology. Additional areas in need of future research include the use of eEMA with more diverse populations and the incorporation of all 3 movement behaviors within a 24-hour period. The findings are intended to assist investigators in the design, implementation, and reporting of physical activity, sedentary behavior, and sleep research using eEMA in young adults. TRIAL REGISTRATION PROSPERO CRD42021279156; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42021279156.
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Affiliation(s)
- Kimberly R Hartson
- School of Nursing, University of Louisville, Louisville, KY, United States
| | | | - Clara G Sears
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY, United States
| | - Gina Genova
- Kornhauser Health Sciences Library, University of Louisville, Louisville, KY, United States
| | - Cara Mathis
- School of Nursing, University of Louisville, Louisville, KY, United States
| | - Wessly Ford
- School of Nursing, University of Louisville, Louisville, KY, United States
| | - Ryan E Rhodes
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC, Canada
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Stults-Kolehmainen MA, Gilson TA, SantaBarbara N, McKee PC, Sinha R, Bartholomew JB, Boullosa D, Budnick CJ, Bueno FA, Haughton A, Barker JL, Ash GI. Qualitative and quantitative evidence of motivation states for physical activity, exercise and being sedentary from university student focus groups. Front Sports Act Living 2023; 5:1033619. [PMID: 37025458 PMCID: PMC10071436 DOI: 10.3389/fspor.2023.1033619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 02/07/2023] [Indexed: 04/08/2023] Open
Abstract
Motivation for physical activity and sedentary behaviors (e.g., desires, urges, wants, cravings) varies from moment to moment. According to the WANT model, these motivation states may be affectively-charged (e.g., felt as tension), particularly after periods of maximal exercise or extended rest. The purpose of this study was to examine postulates of the WANT model utilizing a mixed-methods approach. We hypothesized that: (1) qualitative evidence would emerge from interviews to support this model, and (2) motivation states would quantitatively change over the course of an interview period. Seventeen undergraduate students (mean age = 18.6y, 13 women) engaged in focus groups where 12 structured questions were presented. Participants completed the "right now" version of the CRAVE scale before and after interviews. Qualitative data were analyzed with content analysis. A total of 410 unique lower-order themes were classified and grouped into 43 higher order themes (HOTs). From HOTs, six super higher order themes (SHOTs) were designated: (1) wants and aversions, (2) change and stability, (3) autonomy and automaticity, (4) objectives and impulses, (5) restraining and propelling forces, and (6) stress and boredom. Participants stated that they experienced desires to move and rest, including during the interview, but these states changed rapidly and varied both randomly as well as systematically across periods of minutes to months. Some also described a total absence of desire or even aversion to move and rest. Of note, strong urges and cravings for movement, typically from conditions of deprivation (e.g., sudden withdrawal from exercise training) were associated with physical and mental manifestations, such as fidgeting and feeling restless. Urges were often consummated with behavior (e.g., exercise sessions, naps), which commonly resulted in satiation and subsequent drop in desire. Importantly, stress was frequently described as both an inhibitor and instigator of motivation states. CRAVE-Move increased pre-to-post interviews (p < .01). CRAVE-Rest demonstrated a trend to decline (p = .057). Overall, qualitative and quantitative data largely corroborated postulates of the WANT model, demonstrating that people experience wants and cravings to move and rest, and that these states appear to fluctuate significantly, especially in the context of stress, boredom, satiety, and deprivation.
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Affiliation(s)
- Matthew A. Stults-Kolehmainen
- Digestive Health Multispecialty Clinic, Yale New Haven Hospital, New Haven, CT, United States
- Department of Biobehavioral Sciences, Teachers College – Columbia University, New York, NY, United States
| | - Todd A. Gilson
- Department of Kinesiology and Physical Education, Northern Illinois University, Dekalb, IL, United States
| | - Nicholas SantaBarbara
- Department of Exercise and Rehabilitation Sciences, Merrimack College, North Andover, MA, United States
| | - Paul C. McKee
- Center for Cognitive Neuroscience, Duke University, Durham, NC, United States
| | - Rajita Sinha
- Yale Stress Center, Yale School of Medicine, New Haven, CT, United States
| | - John B. Bartholomew
- Department of Kinesiology and Health Education, The University of Texas at Austin, Austin, TX, United States
| | - Daniel Boullosa
- Faculty of Physical Activity and Sports Sciences, Universidad de León, León, Spain
| | - Christopher J. Budnick
- Department of Psychology, Southern Connecticut State University, New Haven, CT, United States
| | - Fabio Amador Bueno
- Connecticut Community Colleges Nursing Program, Gateway Community College, New Haven, CT, United States
| | - Adrian Haughton
- Center for Medical Informatics, Yale School of Medicine, New Haven, CT, United States
| | - Jessica L. Barker
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, United States
| | - Garrett I. Ash
- Center for Medical Informatics, Yale School of Medicine, New Haven, CT, United States
- Center for Pain, Research, Informatics, Medical Comorbidities and Education Center (PRIME), VA Connecticut Healthcare System, West Haven, CT, United States
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Liu X, Chen S, Zhang Q, Wen X, Xu W. Dynamic association between perceived conflict and communication behavior in intimate relationships: The moderating effect of traumatic experience. Psych J 2021; 10:614-624. [PMID: 34028195 DOI: 10.1002/pchj.453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Revised: 03/17/2021] [Accepted: 03/29/2021] [Indexed: 11/11/2022]
Abstract
Many individuals may face traumatic events throughout their lives. For intimate relationship partners, early traumatic experiences can have a specific effect on their interpersonal communication. This study examined the moderating effect of traumatic experiences at early ages between perceived conflict and communication behavior among individuals in an intimate relationship. A total of 186 college students in intimate relationships reported their perceived conflict and communication behaviors with their partners three times a day for 14 days using ambulatory assessment. Findings from the multilevel model showed that a higher level of perceived conflict significantly positively associated with negative communication and negatively correlated with positive communication at the within-person level. Traumatic experiences at the between-person level moderated the within-person level associations between the dynamic perceived conflict and negative and positive communication behavior. However, the moderating effect of traumatic experiences on the association between perceived conflict and positive communication was contrary to the hypothesis. Daily perceived conflict was associated with daily communication behavior. For those with early traumatic experiences, the relationship between negative communication and conflict was stronger than for those who had not experienced such trauma.
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Affiliation(s)
- Xiaoyan Liu
- Beijing Key Laboratory of Applied Experimental Psychology, National Demonstration Center for Experimental Psychology Education (Beijing Normal University), Faculty of Psychology, Beijing Normal University, Beijing, China
| | - Sicheng Chen
- Department of Psychology, Emory University, Atlanta, Georgia, USA
| | - Qian Zhang
- Department of Psychology, University of Leeds, Leeds, UK
| | - Xue Wen
- School of Psychology, Nanjing Normal University, Nanjing, China
| | - Wei Xu
- Beijing Key Laboratory of Applied Experimental Psychology, National Demonstration Center for Experimental Psychology Education (Beijing Normal University), Faculty of Psychology, Beijing Normal University, Beijing, China.,School of Psychology, Nanjing Normal University, Nanjing, China
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