Seasonal trends in sleep-disordered breathing: evidence from Internet search engine query data

被引:26
作者
Ingram, David G. [1 ,3 ]
Matthews, Camilla K. [1 ]
Plante, David T. [2 ]
机构
[1] Univ Wisconsin, Dept Pediat, Sch Med & Publ Hlth, Madison, WI USA
[2] Univ Wisconsin, Sch Med, Dept Psychiat, Madison, WI 53792 USA
[3] Amer Family Childrens Hosp, Madison, WI 53792 USA
关键词
Snoring; Sleep apnea; Seasonality; Google trends; Cosinor analysis; TOBACCO-SMOKE; APNEA; RISK; CHILDREN; OVERWEIGHT; CHILDHOOD; SCHOOL; SALES;
D O I
10.1007/s11325-014-0965-1
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
The primary aim of the current study was to test the hypothesis that there is a seasonal component to snoring and obstructive sleep apnea (OSA) through the use of Google search engine query data. Internet search engine query data were retrieved from Google Trends from January 2006 to December 2012. Monthly normalized search volume was obtained over that 7-year period in the USA and Australia for the following search terms: "snoring" and "sleep apnea". Seasonal effects were investigated by fitting cosinor regression models. In addition, the search terms "snoring children" and "sleep apnea children" were evaluated to examine seasonal effects in pediatric populations. Statistically significant seasonal effects were found using cosinor analysis in both USA and Australia for "snoring" (p < 0.00001 for both countries). Similarly, seasonal patterns were observed for "sleep apnea" in the USA (p = 0.001); however, cosinor analysis was not significant for this search term in Australia (p = 0.13). Seasonal patterns for "snoring children" and "sleep apnea children" were observed in the USA (p = 0.002 and p < 0.00001, respectively), with insufficient search volume to examine these search terms in Australia. All searches peaked in the winter or early spring in both countries, with the magnitude of seasonal effect ranging from 5 to 50 %. Our findings indicate that there are significant seasonal trends for both snoring and sleep apnea internet search engine queries, with a peak in the winter and early spring. Further research is indicated to determine the mechanisms underlying these findings, whether they have clinical impact, and if they are associated with other comorbid medical conditions that have similar patterns of seasonal exacerbation.
引用
收藏
页码:79 / 84
页数:6
相关论文
共 50 条
  • [41] Fire Loss Assessment Model Based on Internet Search Engine Query Data
    Hao, Yulu
    Liu, Chang
    Li, Linyao
    Wang, Jianyu
    Chen, Yanqiu
    Chen, Junmin
    FIRE TECHNOLOGY, 2023, 61 (4) : 1431 - 1461
  • [42] Preterm birth and risk of sleep-disordered breathing from childhood into mid-adulthood
    Crump, Casey
    Friberg, Danielle
    Li, Xinjun
    Sundquist, Jan
    Sundquist, Kristina
    INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2019, 48 (06) : 2039 - 2049
  • [43] An Internet of Medical Things System to Increase Continuous Positive Airway Pressure Usage in Patients with Sleep-Disordered Breathing
    Croatti A.
    Montagna S.
    Lombardi C.
    Parati G.
    Pengo M.F.
    Silvani A.
    SN Computer Science, 2021, 2 (2)
  • [44] Discovering business information from search engine query data
    Vaughan, Liwen
    ONLINE INFORMATION REVIEW, 2014, 38 (04) : 562 - 574
  • [45] Changes in sleep-disordered breathing from the acute to the stable phase of pulmonary embolism: The ESAET study
    Garcia-Ortega, Alberto
    Oscullo, Grace
    Manas-Baena, Eva
    Cano-Pumarega, Irene
    Gomez-Olivas, Jose Daniel
    Bekki, Amina
    Beauperthuy, Thais
    Barbero, Esther
    Garcia-Sanchez, Aldara
    Ingles, Marina
    Mompean, Sergio
    Calvillo, Pilar
    Jimenez-Aguilella, Juan Jose
    Navarrete, Javier
    Cervero, Alba
    Jimenez, David
    ESAET Investigators
    SLEEP MEDICINE, 2023, 112 : 88 - 95
  • [46] Caregivers’ absence from work before and after tonsil surgery in children with sleep-disordered breathing
    Johanna Gudmundsdottir
    Josefine Lindgren
    Malin Thorpö
    Helena Johansson
    Johan Hellgren
    Gunnhildur Gudnadottir
    European Archives of Oto-Rhino-Laryngology, 2021, 278 : 265 - 270
  • [47] Relationship between sleep-disordered breathing and markers of systemic inflammation in women from the general population
    Svensson, Malin
    Venge, Per
    Janson, Christer
    Lindberg, Eva
    JOURNAL OF SLEEP RESEARCH, 2012, 21 (02) : 147 - 154
  • [48] SLEEP-DISORDERED BREATHING AND BEHAVIOR IN 3 RISK GROUPS - PRELIMINARY FINDINGS FROM PARENTAL REPORTS
    CARSKADON, MA
    PUESCHEL, SM
    MILLMAN, RP
    CHILDS NERVOUS SYSTEM, 1993, 9 (08) : 452 - 457
  • [49] New Insights of Cardiac Arrhythmias Associated with Sleep-Disordered Breathing: From Mechanisms to Clinical Implications-A Narrative Review
    Birza, Mariela Romina
    Negru, Alina Gabriela
    Frent, Stefan Marian
    Florescu, Andreea-Roxana
    Popa, Alina Mirela
    Manzur, Andrei Raul
    Lascu, Ana
    Mihaicuta, Stefan
    JOURNAL OF CLINICAL MEDICINE, 2025, 14 (06)
  • [50] Nocturnal Intermittent Hypoxia Is Independently Associated with Pain in Subjects Suffering from Sleep-disordered Breathing
    Doufas, Anthony G.
    Tian, Lu
    Davies, Margaret Frances
    Warby, Simon C.
    ANESTHESIOLOGY, 2013, 119 (05) : 1149 - 1162