ArticleEBioMedicine2022
Digital circadian and sleep health in individual hospital shift workers: A cross sectional telemonitoring study.
Article in EBioMedicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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Who cites it
17 citing papers in PubMed.
- Relationships between rest-activity rhythms, cancer-related fatigue, and quality of life: Results from a time-restricted eating randomized controlled trial.Chronobiology international · 2026Trial
- Circadian rhythm disruption by PARP inhibitors correlates with treatment toxicity in patients with ovarian cancer and is a predictor of side effects.EBioMedicine · 2025Trial
- Circadian rhythms and lung cancer biology and immunotherapy: Emerging opportunities and challenges.Chinese medical journal pulmonary and critical care medicine · 2026Review
- Importance ranking and predictive model construction of WMSDs risk factors among shift-working nurses based on multiple machine-learning algorithms.BMC nursing · 2026Article
- Diurnal Regulation and Gene-Specific Vulnerability of Oxidative Alcohol-Metabolizing Enzymes to Circadian Disruption.International journal of molecular sciences · 2026Article
- Rhythm is essential: Unraveling the relation between the circadian clock and cancer.Critical reviews in oncology/hematology · 2025Review
- Why does circadian timing of administration matter for immune checkpoint inhibitors' efficacy?British journal of cancer · 2024Review
- Evidence summary on the non-pharmacological management of sleep disorders in shift workers.Sleep & breathing = Schlaf & Atmung · 2024Review
- Circadian Rhythms Characteristics of Nurses Providing Direct Patient Care: An Observational Study.Safety and health at work · 2024Article
- Longitudinal analysis of academic stress and its effects on salivary cortisol, alpha-amylase, and academic outcomes: Study protocol.PloS one · 2024Article
- Determination of cut-off points for the Move4 accelerometer in children aged 8-13 years.BMC sports science, medicine & rehabilitation · 2023Article
- Circadian regulation of liver metabolism: experimental approaches in human, rodent, and cellular models.American journal of physiology. Cell physiology · 2023Review
- Alleviation of Limosilactobacillus reuteri in polycystic ovary syndrome protects against circadian dysrhythmia-induced dyslipidemia via capric acid and GALR1 signaling.NPJ biofilms and microbiomes · 2023Article
- Article
- Cross-sectional and Prospective Associations of Rest-Activity Rhythms With Body Mass Index in Older Men: A Novel Analysis Using Harmonic Hidden Markov Models.Journal of biological rhythms · 2023Article
- Dissemination of circulating tumor cells at night: role of sleep or circadian rhythm?Genome biology · 2022Article
- Immune disruptions and night shift work in hospital healthcare professionals: The intricate effects of social jet-lag and sleep debt.Frontiers in immunology · 2022Article
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Authors and funding
13 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundTelemonitoring of circadian and sleep cycles could identify shift workers at increased risk of poor health, including cancer and cardiovascular diseases, thus supporting personalized prevention.
methodsThe Circadiem cross-sectional study aimed at determining early warning signals of risk of health alteration in hospital nightshifters (NS) versus dayshifters (DS, alternating morning and afternoon shifts). Circadian rhythmicity in activity, sleep, and temperature was telemonitored on work and free days for one week. Participants wore a bluetooth low energy thoracic accelerometry and temperature sensor that was wirelessly connected to a GPRS gateway and a health data hub server. Hidden Markov modelling of activity quantified Rhythm Index, rest quality (probability, p1-1, of remaining at rest), and rest duration. Spectral analyses determined periods in body surface temperature and accelerometry. Parameters were compared and predictors of circadian and sleep disruption were identified by multivariate analyses using information criteria-based model selection. Clusters of individual shift work response profiles were recognized.
findingsOf 140 per-protocol participants (133 females), there were 63 NS and 77 DS. Both groups had similar median rest amount, yet NS had significantly worse median rest-activity Rhythm Index (0·38 [IQR, 0·29-0·47] vs. 0·69 [0·60-0·77], p<0·0001) and rest quality p1-1 (0·94 [0·94-0·95] vs 0·96 [0·94-0·97], p<0·0001) over the whole study week. Only 48% of the NS displayed a circadian period in temperature, as compared to 70% of the DS (p=0·026). Poor p1-1 was associated with nightshift work on both work (p<0·0001) and free days (p=0·0098). The number of years of past night work exposure predicted poor rest-activity Rhythm Index jointly with shift type, age and chronotype on workdays (p= 0·0074), and singly on free days (p=0·0005).
interpretationA dedicated analysis toolbox of streamed data from a wearable device identified circadian and sleep rhythm markers, that constitute surrogate candidate endpoints of poor health risk in shift-workers.
fundingFrench Agency for Food, Environmental and Occupational Health & Safety (EST-2014/1/064), University of Warwick, Medical Research Council (United Kingdom, MR/M013170), Cancer Research UK(C53561/A19933).
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