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Di Credico A, Perpetuini D, Izzicupo P, Gaggi G, Mammarella N, Di Domenico A, Palumbo R, La Malva P, Cardone D, Merla A, Ghinassi B, Di Baldassarre A. Predicting Sleep Quality through Biofeedback: A Machine Learning Approach Using Heart Rate Variability and Skin Temperature. Clocks Sleep 2024; 6:322-337. [PMID: 39189190 PMCID: PMC11348184 DOI: 10.3390/clockssleep6030023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Revised: 07/17/2024] [Accepted: 07/19/2024] [Indexed: 08/28/2024] Open
Abstract
Sleep quality (SQ) is a crucial aspect of overall health. Poor sleep quality may cause cognitive impairment, mood disturbances, and an increased risk of chronic diseases. Therefore, assessing sleep quality helps identify individuals at risk and develop effective interventions. SQ has been demonstrated to affect heart rate variability (HRV) and skin temperature even during wakefulness. In this perspective, using wearables and contactless technologies to continuously monitor HR and skin temperature is highly suited for assessing objective SQ. However, studies modeling the relationship linking HRV and skin temperature metrics evaluated during wakefulness to predict SQ are lacking. This study aims to develop machine learning models based on HRV and skin temperature that estimate SQ as assessed by the Pittsburgh Sleep Quality Index (PSQI). HRV was measured with a wearable sensor, and facial skin temperature was measured by infrared thermal imaging. Classification models based on unimodal and multimodal HRV and skin temperature were developed. A Support Vector Machine applied to multimodal HRV and skin temperature delivered the best classification accuracy, 83.4%. This study can pave the way for the employment of wearable and contactless technologies to monitor SQ for ergonomic applications. The proposed method significantly advances the field by achieving a higher classification accuracy than existing state-of-the-art methods. Our multimodal approach leverages the synergistic effects of HRV and skin temperature metrics, thus providing a more comprehensive assessment of SQ. Quantitative performance indicators, such as the 83.4% classification accuracy, underscore the robustness and potential of our method in accurately predicting sleep quality using non-intrusive measurements taken during wakefulness.
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Affiliation(s)
- Andrea Di Credico
- Department of Medicine and Aging Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (P.I.); (G.G.); (B.G.); (A.D.B.)
- UdA-TechLab, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy;
| | - David Perpetuini
- Department of Engineering and Geology, “G. D’Annunzio” University of Chieti-Pescara, 65127 Pescara, Italy; (D.P.); (D.C.)
| | - Pascal Izzicupo
- Department of Medicine and Aging Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (P.I.); (G.G.); (B.G.); (A.D.B.)
| | - Giulia Gaggi
- Department of Medicine and Aging Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (P.I.); (G.G.); (B.G.); (A.D.B.)
- UdA-TechLab, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy;
| | - Nicola Mammarella
- Department of Psychological, Health and Territorial Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (N.M.); (A.D.D.); (R.P.); (P.L.M.)
| | - Alberto Di Domenico
- Department of Psychological, Health and Territorial Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (N.M.); (A.D.D.); (R.P.); (P.L.M.)
| | - Rocco Palumbo
- Department of Psychological, Health and Territorial Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (N.M.); (A.D.D.); (R.P.); (P.L.M.)
| | - Pasquale La Malva
- Department of Psychological, Health and Territorial Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (N.M.); (A.D.D.); (R.P.); (P.L.M.)
| | - Daniela Cardone
- Department of Engineering and Geology, “G. D’Annunzio” University of Chieti-Pescara, 65127 Pescara, Italy; (D.P.); (D.C.)
| | - Arcangelo Merla
- UdA-TechLab, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy;
- Department of Engineering and Geology, “G. D’Annunzio” University of Chieti-Pescara, 65127 Pescara, Italy; (D.P.); (D.C.)
| | - Barbara Ghinassi
- Department of Medicine and Aging Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (P.I.); (G.G.); (B.G.); (A.D.B.)
- UdA-TechLab, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy;
| | - Angela Di Baldassarre
- Department of Medicine and Aging Sciences, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (P.I.); (G.G.); (B.G.); (A.D.B.)
- UdA-TechLab, “G. D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy;
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Herberger S, Penzel T, Fietze I, Glos M, Cicolin A, Fattori E, Grimaldi D, Reid K, Zee P, Mason M, Kräuchi K. Enhanced conductive body heat loss during sleep increases slow-wave sleep and calms the heart. Sci Rep 2024; 14:4669. [PMID: 38409133 PMCID: PMC10897321 DOI: 10.1038/s41598-024-53839-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Accepted: 02/06/2024] [Indexed: 02/28/2024] Open
Abstract
Substantial evidence suggests that the circadian decline of core body temperature (CBT) triggers the initiation of human sleep, with CBT continuing to decrease during sleep. Although the connection between habitual sleep and CBT patterns is established, the impact of external body cooling on sleep remains poorly understood. The main aim of the present study is to show whether a decline in body temperatures during sleep can be related to an increase in slow wave sleep (N3). This three-center study on 72 individuals of varying age, sex, and BMI used an identical type of a high-heat capacity mattress as a reproducible, non-disturbing way of body cooling, accompanied by measurements of CBT and proximal back skin temperatures, heart rate and sleep (polysomnography). The main findings were an increase in nocturnal sleep stage N3 (7.5 ± 21.6 min/7.5 h, mean ± SD; p = 0.0038) and a decrease in heart rate (- 2.36 ± 1.08 bpm, mean ± SD; p < 0.0001); sleep stage REM did not change (p = 0.3564). Subjects with a greater degree of body cooling exhibited a significant increase in nocturnal N3 and a decrease in REM sleep, mainly in the second part of the night. In addition, these subjects showed a phase advance in the NREM-REM sleep cycle distribution of N3 and REM. Both effects were significantly associated with increased conductive inner heat transfer, indicated by an increased CBT- proximal back skin temperature -gradient, rather than with changes in CBT itself. Our findings reveal a previously far disregarded mechanism in sleep research that has potential therapeutic implications: Conductive body cooling during sleep is a reliable method for promoting N3 and reducing heart rate.
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Affiliation(s)
- Sebastian Herberger
- Interdisciplinary Center of Sleep Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany.
| | - Thomas Penzel
- Interdisciplinary Center of Sleep Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Ingo Fietze
- Interdisciplinary Center of Sleep Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Martin Glos
- Interdisciplinary Center of Sleep Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Alessandro Cicolin
- Sleep Disorder Center, Department of Neurosciences, University of Torino, AOU Città della Salute e della Scienza, Torino, Italy
| | - Elisa Fattori
- Sleep Disorder Center, Department of Neurosciences, University of Torino, AOU Città della Salute e della Scienza, Torino, Italy
| | - Daniela Grimaldi
- Center for Circadian and Sleep Medicine, Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Kathryn Reid
- Center for Circadian and Sleep Medicine, Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Phyllis Zee
- Center for Circadian and Sleep Medicine, Department of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | | | - Kurt Kräuchi
- Psychiatric University Clinics, University of Basel, Basel, Switzerland.
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Moini Jazani A, Nasimi Doost Azgomi H, Nasimi Doost Azgomi A, Hossein Ayati M, Nasimi Doost Azgomi R. Efficacy of hydrotherapy, spa therapy, and balneotherapy on sleep quality: a systematic review. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2023; 67:975-991. [PMID: 37145200 DOI: 10.1007/s00484-023-02471-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 04/01/2023] [Accepted: 04/04/2023] [Indexed: 05/06/2023]
Abstract
The purpose of this article was to review and assess the results obtained from human studies on the effects of hydrotherapy, balneotherapy, and spa therapy on sleep disorders. In this study, databases such as Pubmed, Embase, Web of Science, Google Scholar, Cochrane, Scopus, and sciences direct database were searched from the beginning to September 2022. All human studies that examined the effect of hydrotherapy, balneotherapy, and spa therapy on sleep disorders were published in the form of a full article in English. In the end, only 18 of the 189 articles met the criteria for analysis. Most studies have shown that balneotherapy, spa therapy, and hydrotherapy may by affecting some hormones such as histamine, serotonin, sympathetic nerves, and regulating body temperature led to increased quality and quantity of sleep. Also, the results obtained from Downs and Black show that 3 studies were rated as very good, 7 studies as good, 7 studies as fair, and 1 study as weak. The results of studies also showed that hydrotherapy leads to an improvement in the PSQI score index. Nevertheless, more clinical trials are needed to determine the mechanism of action of hydrotherapy on sleep disorders.
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Affiliation(s)
- Arezoo Moini Jazani
- Traditional Medicine and Hydrotherapy Research Center, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Hamidreza Nasimi Doost Azgomi
- Traditional Medicine and Hydrotherapy Research Center, Ardabil University of Medical Sciences, Ardabil, Iran
- Students Research Committee, School of Medicine, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Alireza Nasimi Doost Azgomi
- Traditional Medicine and Hydrotherapy Research Center, Ardabil University of Medical Sciences, Ardabil, Iran
- Students Research Committee, School of Medicine, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Mohammad Hossein Ayati
- Traditional Medicine and Hydrotherapy Research Center, Ardabil University of Medical Sciences, Ardabil, Iran
- Departman of Medical History, School of Traditional Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Ramin Nasimi Doost Azgomi
- Traditional Medicine and Hydrotherapy Research Center, Ardabil University of Medical Sciences, Ardabil, Iran.
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Horgan BG, Tee N, West NP, Drinkwater EJ, Halson SL, Colomer CME, Fonda CJ, Tatham J, Chapman DW, Haff GG. Acute Performance, Daily Well-Being, and Hormone Responses to Water Immersion After Resistance Exercise in Junior International and Subelite Male Volleyball Athletes. J Strength Cond Res 2023:00124278-990000000-00243. [PMID: 37043600 DOI: 10.1519/jsc.0000000000004428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/14/2023]
Abstract
ABSTRACT Horgan, BG, Tee, N, West, NP, Drinkwater, EJ, Halson, SL, Colomer, CME, Fonda, CJ, Tatham, J, Chapman, DW, and Haff, GG. Acute performance, daily well-being and hormone responses to water immersion after resistance exercise in junior international and subelite male volleyball athletes. J Strength Cond Res XX(X): 000-000, 2023-Athletes use postexercise hydrotherapy strategies to improve recovery and competition performance and to enhance adaptative responses to training. Using a randomized cross-over design, the acute effects of 3 postresistance exercise water immersion strategies on perceived recovery, neuromuscular performance, and hormone concentrations in junior international and subelite male volleyball athletes (n = 18) were investigated. After resistance exercise, subjects randomly completed either 15-minute passive control (CON), contrast water therapy (CWT), cold (CWI), or hot water immersion (HWI) interventions. A treatment effect occurred after HWI; reducing perceptions of fatigue (HWI > CWT: p = 0.05, g = 0.43); improved sleep quality, compared with CON (p < 0.001, g = 1.15), CWI (p = 0.017, g = 0.70), and CWT (p = 0.018, g = 0.51); as well as increasing testosterone concentration (HWI > CWT: p = 0.038, g = 0.24). There were trivial to small (p < 0.001-0.039, g = 0.02-0.34) improvements (treatment effect) in jump performance (i.e., squat jump and countermovement jump) after all water immersion strategies, as compared with CON, with high variability in the individual responses. There were no significant differences (interaction effect, p > 0.05) observed between the water immersion intervention strategies and CON in performance (p = 0.153-0.99), hormone (p = 0.207-0.938), nor perceptual (p = 0.368-0.955) measures. To optimize recovery and performance responses, e.g., during an in-season competition phase, postresistance exercise HWI may assist with providing small-to-large improvements for up to 38 hours in perceived recovery (i.e., increased sleep quality and reduced fatigue) and increases in circulating testosterone concentration. Practitioners should consider individual athlete neuromuscular performance responses when prescribing postexercise hydrotherapy. These findings apply to athletes who aim to improve their recovery status, where postresistance exercise HWI optimizes sleep quality and next-day perceptions of fatigue.
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Affiliation(s)
- Barry G Horgan
- Australian Institute of Sport, Bruce, Australian Capital Territory, Australia
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Brumbies Rugby, Bruce, Australian Capital Territory, Australia
| | - Nicolin Tee
- Australian Institute of Sport, Bruce, Australian Capital Territory, Australia
- Australian Catholic University, Watson, Australian Capital Territory, Australia
| | - Nicholas P West
- School of Medical Science and Menzies Health Institute QLD, Griffith University, Queensland, Australia
| | - Eric J Drinkwater
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Center for Sport Research, School of Exercise & Nutrition Sciences, Deakin University, Geelong, Victoria, Australia
| | - Shona L Halson
- Australian Institute of Sport, Bruce, Australian Capital Territory, Australia
- Australian Catholic University, McAuley at Banyo, Queensland, Australia
| | - Carmen M E Colomer
- Australian Institute of Sport, Bruce, Australian Capital Territory, Australia
| | - Christopher J Fonda
- Australian Institute of Sport, Bruce, Australian Capital Territory, Australia
| | - James Tatham
- Australian Institute of Sport, Bruce, Australian Capital Territory, Australia
- Volleyball Australia, Australian Institute of Sport, Bruce, Australian Capital Territory, Australia
| | - Dale W Chapman
- Australian Institute of Sport, Bruce, Australian Capital Territory, Australia
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Curtin University, Perth, Western Australia, Australia; and
| | - G Gregory Haff
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Directorate of Psychology and Sport, University of Salford, Salford, Greater Manchester, United Kingdom
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Ichiba T, Kawamura A, Nagao K, Kurumai Y, Fujii A, Yoshimura A, Yoshiike T, Kuriyama K. Periocular Skin Warming Promotes Sleep Onset Through Heat Dissipation From Distal Skin in Patients With Insomnia Disorder. Front Psychiatry 2022; 13:844958. [PMID: 35599781 PMCID: PMC9114477 DOI: 10.3389/fpsyt.2022.844958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Accepted: 04/13/2022] [Indexed: 11/13/2022] Open
Abstract
STUDY OBJECTIVES Periocular skin warming before bedtime has been demonstrated to improve subjective sleep initiation in healthy adults with sleep difficulties scored six or higher in the Pittsburgh Sleep Questionnaire Index. This study aimed to investigate the effects of periocular skin warming on sleep initiation and thermoregulation processes in patients with insomnia disorder. METHODS Participants included those with sleep difficulty (n = 22) and those with insomnia disorder (n = 16). Individuals from both groups were assessed at baseline (habitual sleep-wake schedule) and after two intervention conditions (use of a warming eye mask or a sham eye mask before habitual bedtime). The subjective and electroencephalographic sleep onset latency, along with proximal and distal skin temperature after periocular skin warming, were evaluated. RESULTS Periocular skin warming reduced objective sleep onset latency in independently of the group. Foot temperature and foot-proximal temperature gradient after getting into bed increased with periocular skin warming in independently of the group. However, the increase in hand temperature was observed only in the insomnia disorder group. Periocular skin warming also increased the normalized high frequency component of heart rate variability in independently of the group. The reduction of objective sleep onset latency was strongly associated with heat dissipation from the foot skin region. CONCLUSION These results suggest that periocular skin warming promotes sleep initiation by enhancing heat dissipation from the distal skin regions in individuals with sleep difficulty and insomnia disorder. Periocular skin warming could thus be a novel non-pharmacological therapy for insomnia disorder.
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Affiliation(s)
- Tomohisa Ichiba
- Personal Health Care Laboratory, Kao Corporation, Tokyo, Japan
| | - Aoi Kawamura
- Department of Psychiatry, Shiga University of Medical Science, Otsu, Japan.,Department of Sleep-Wake Disorders, National Center of Neurology and Psychiatry, National Institute of Mental Health, Kodaira, Japan
| | - Kentaro Nagao
- Department of Psychiatry, Shiga University of Medical Science, Otsu, Japan.,Department of Sleep-Wake Disorders, National Center of Neurology and Psychiatry, National Institute of Mental Health, Kodaira, Japan
| | - Yuichi Kurumai
- Department of Psychiatry, Shiga University of Medical Science, Otsu, Japan
| | - Akio Fujii
- Department of Psychiatry, Shiga University of Medical Science, Otsu, Japan
| | - Atsushi Yoshimura
- Department of Psychiatry, Shiga University of Medical Science, Otsu, Japan
| | - Takuya Yoshiike
- Department of Psychiatry, Shiga University of Medical Science, Otsu, Japan.,Department of Sleep-Wake Disorders, National Center of Neurology and Psychiatry, National Institute of Mental Health, Kodaira, Japan
| | - Kenichi Kuriyama
- Department of Psychiatry, Shiga University of Medical Science, Otsu, Japan.,Department of Sleep-Wake Disorders, National Center of Neurology and Psychiatry, National Institute of Mental Health, Kodaira, Japan
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Martínez-Cayuelas E, Rodríguez-Morilla B, Soriano-Guillén L, Merino-Andreu M, Moreno-Vinués B, Gavela-Pérez T. Sleep Problems and Circadian Functioning in Children and Adolescents With Autism Spectrum Disorder. Pediatr Neurol 2022; 126:57-64. [PMID: 34740134 DOI: 10.1016/j.pediatrneurol.2021.09.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Revised: 07/30/2021] [Accepted: 09/12/2021] [Indexed: 01/02/2023]
Abstract
BACKGROUND Sleep problems are a prevalent comorbidity in autism spectrum disorder (ASD) with a multifactorial basis in which circadian misalignment has been described. METHODS A cross-sectional study was conducted including 52 children and adolescents with ASD (9.85 ± 3.07) and 27 children and adolescent controls with normal intellectual functioning (8.81 ± 2.14). They were matched for age, sex, and body mass index, and all were drug-naïve. An ambulatory circadian monitoring device was used to record temperature and motor, body position, sleep, and light intensity. RESULTS Individuals with ASD presented longer sleep-onset latency, lower sleep efficiency, and decreased total sleep time and tended to be more sedentary and have less exposure to light. They also showed lower amplitude, low interdaily stability, and a different pattern of wrist temperature across the day, with a midpoint of sleep that did not concur with sleep midpoint indicated by the rest of circadian parameters. CONCLUSIONS The sleep problems observed in this sample resemble those reported previously, with the exception of nocturnal awakenings which did not show differences. The ambulatory circadian monitoring device enabled measurement of circadian parameters such as temperature which, until now, were scarcely described in children with ASD and could be used to better understand sleep and circadian system in ASD.
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Affiliation(s)
- Elena Martínez-Cayuelas
- Department of Pediatrics, IIS-Fundación Jiménez Díaz, Universidad Autónoma de Madrid, Madrid, Spain.
| | | | - Leandro Soriano-Guillén
- Department of Pediatrics, IIS-Fundación Jiménez Díaz, Universidad Autónoma de Madrid, Madrid, Spain
| | | | - Beatriz Moreno-Vinués
- Department of Pediatrics, IIS-Fundación Jiménez Díaz, Universidad Autónoma de Madrid, Madrid, Spain
| | - Teresa Gavela-Pérez
- Department of Pediatrics, IIS-Fundación Jiménez Díaz, Universidad Autónoma de Madrid, Madrid, Spain
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