Skip to main content
Erschienen in: Sleep and Breathing 2/2019

21.02.2019 | Dentistry • Original Article

Seasonality of bruxism: evidence from Google Trends

verfasst von: Sinan Kardeş, Elif Kardeş

Erschienen in: Sleep and Breathing | Ausgabe 2/2019

Einloggen, um Zugang zu erhalten

Abstract

Objective

Seasonality of bruxism and its symptoms has not been tested and reflects a major niche in our understanding and the epidemiology of bruxism. Our aim is to use the Google Trends data to examine whether there was a seasonal pattern in the Google search volumes of bruxism and its symptoms on a population basis.

Methods

In the observational, ecological research, we interrogated Google Trends for the following query terms: [bruxism] and [teeth grinding + teeth clenching] to obtain the internet search query volume. These queries were searched within the USA, the UK, Canada, and Australia from January 2004 to December 2017.

Results

The cosinor analysis showed statistically significant seasonal patterns in [bruxism] in the USA (amplitude {A} = 1.91, p = 0.003), Canada (A = 1.91, p < 0.001), and Australia (A = 2.25, p < 0.001), and a trend towards a seasonal variation in the UK (A = 1.11, p = 0.032), with a peak in the winter months and trough in the summer months. Similarly, a statistically significant seasonal variation was found in [teeth grinding + teeth clenching] in the USA (A = 5.54, p < 0.001), the UK (A = 4.36, p < 0.001), and Australia (A = 3.11, p < 0.001), and a trend towards a seasonal variation in Canada (A = 1.53, p = 0.034). The peaks in winter and troughs in summer were reversed by 6 months in countries of northern hemisphere compared to Australia. Time series plots emphasized the consistency of seasonal trend that was ascertained in the cosinor analysis, by repeating in nearly all years.

Conclusion

The preliminary evidence showed a seasonal variation in bruxism and its symptoms, with a peak in the winter months. This novel finding in bruxism epidemiology requires to be verified with clinical studies, and further researches are necessary to elucidate the potential mechanism behind seasonal variation in bruxism.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Lobbezoo F, Ahlberg J, Glaros AG, Kato T, Koyano K, Lavigne GJ, de Leeuw R, Manfredini D, Svensson P, Winocur E (2013) Bruxism defined and graded: an international consensus. J Oral Rehabil 40:2–4CrossRefPubMed Lobbezoo F, Ahlberg J, Glaros AG, Kato T, Koyano K, Lavigne GJ, de Leeuw R, Manfredini D, Svensson P, Winocur E (2013) Bruxism defined and graded: an international consensus. J Oral Rehabil 40:2–4CrossRefPubMed
2.
Zurück zum Zitat Castrillon EE, Ou KL, Wang K, Zhang J, Zhou X, Svensson P (2016) Sleep bruxism: an updated review of an old problem. Acta Odontol Scand 74:328–334CrossRefPubMed Castrillon EE, Ou KL, Wang K, Zhang J, Zhou X, Svensson P (2016) Sleep bruxism: an updated review of an old problem. Acta Odontol Scand 74:328–334CrossRefPubMed
3.
Zurück zum Zitat Manfredini D, Winocur E, Guarda-Nardini L, Paesani D, Lobbezoo F (2013) Epidemiology of bruxism in adults: a systematic review of the literature. J Orofac Pain 27:99–110CrossRefPubMed Manfredini D, Winocur E, Guarda-Nardini L, Paesani D, Lobbezoo F (2013) Epidemiology of bruxism in adults: a systematic review of the literature. J Orofac Pain 27:99–110CrossRefPubMed
4.
Zurück zum Zitat Liao F, Singh GD (2015) Resolution of sleep bruxism using biomimetic oral appliance therapy: a case report. J Sleep Disord Ther 4:204 Liao F, Singh GD (2015) Resolution of sleep bruxism using biomimetic oral appliance therapy: a case report. J Sleep Disord Ther 4:204
5.
Zurück zum Zitat Williams DE, Lynch JE, Doshi V, Singh GD, Hargens AR (2011) Bruxism and temporal bone hypermobility in patients with multiple sclerosis. Cranio 29:178–186CrossRefPubMed Williams DE, Lynch JE, Doshi V, Singh GD, Hargens AR (2011) Bruxism and temporal bone hypermobility in patients with multiple sclerosis. Cranio 29:178–186CrossRefPubMed
6.
Zurück zum Zitat Lobbezoo F, Van Der Zaag J, Naeije M (2006) Bruxism: its multiple causes and its effects on dental implants - an updated review. J Oral Rehabil 33:293–300CrossRefPubMed Lobbezoo F, Van Der Zaag J, Naeije M (2006) Bruxism: its multiple causes and its effects on dental implants - an updated review. J Oral Rehabil 33:293–300CrossRefPubMed
7.
Zurück zum Zitat Ohayon MM, Li KK, Guilleminault C (2001) Risk factors for sleep bruxism in the general population. Chest 119:53–61CrossRefPubMed Ohayon MM, Li KK, Guilleminault C (2001) Risk factors for sleep bruxism in the general population. Chest 119:53–61CrossRefPubMed
8.
Zurück zum Zitat Guo H, Wang T, Li X, Ma Q, Niu X, Qiu J (2017) What sleep behaviors are associated with bruxism in children? A systematic review and meta-analysis. Sleep Breath 21:1013–1023CrossRefPubMed Guo H, Wang T, Li X, Ma Q, Niu X, Qiu J (2017) What sleep behaviors are associated with bruxism in children? A systematic review and meta-analysis. Sleep Breath 21:1013–1023CrossRefPubMed
9.
Zurück zum Zitat Guo H, Wang T, Niu X, Wang H, Yang W, Qiu J, Yang L (2018) The risk factors related to bruxism in children: a systematic review and meta-analysis. Arch Oral Biol 86:18–34CrossRefPubMed Guo H, Wang T, Niu X, Wang H, Yang W, Qiu J, Yang L (2018) The risk factors related to bruxism in children: a systematic review and meta-analysis. Arch Oral Biol 86:18–34CrossRefPubMed
10.
Zurück zum Zitat Cervellin G, Comelli I, Lippi G (2017) Is Google Trends a reliable tool for digital epidemiology? Insights from different clinical settings. J Epidemiol Glob Health 7:185–189CrossRefPubMed Cervellin G, Comelli I, Lippi G (2017) Is Google Trends a reliable tool for digital epidemiology? Insights from different clinical settings. J Epidemiol Glob Health 7:185–189CrossRefPubMed
11.
Zurück zum Zitat Brownstein JS, Freifeld CC, Madoff LC (2009) Digital disease detection--harnessing the Web for public health surveillance. N Engl J Med 360:2153–5,2157CrossRefPubMedPubMedCentral Brownstein JS, Freifeld CC, Madoff LC (2009) Digital disease detection--harnessing the Web for public health surveillance. N Engl J Med 360:2153–5,2157CrossRefPubMedPubMedCentral
12.
Zurück zum Zitat Fox S (2005) Health information online. Pew Internet & American Life Project, Washington, DC Fox S (2005) Health information online. Pew Internet & American Life Project, Washington, DC
13.
Zurück zum Zitat Nuti SV, Wayda B, Ranasinghe I, Wang S, Dreyer RP, Chen SI, Murugiah K (2014) The use of Google Trends in health care research: a systematic review. PLoS One 9:e109583CrossRefPubMedPubMedCentral Nuti SV, Wayda B, Ranasinghe I, Wang S, Dreyer RP, Chen SI, Murugiah K (2014) The use of Google Trends in health care research: a systematic review. PLoS One 9:e109583CrossRefPubMedPubMedCentral
16.
Zurück zum Zitat Yang AC, Huang NE, Peng CK, Tsai SJ (2010) Do seasons have an influence on the incidence of depression? The use of an internet search engine query data as a proxy of human affect. PLoS One 5:e13728CrossRefPubMedPubMedCentral Yang AC, Huang NE, Peng CK, Tsai SJ (2010) Do seasons have an influence on the incidence of depression? The use of an internet search engine query data as a proxy of human affect. PLoS One 5:e13728CrossRefPubMedPubMedCentral
17.
Zurück zum Zitat Ayers JW, Althouse BM, Allem JP, Rosenquist JN, Ford DE (2013) Seasonality in seeking mental health information on Google. Am J Prev Med 44:520–525CrossRefPubMed Ayers JW, Althouse BM, Allem JP, Rosenquist JN, Ford DE (2013) Seasonality in seeking mental health information on Google. Am J Prev Med 44:520–525CrossRefPubMed
18.
Zurück zum Zitat Ingram DG, Plante DT (2013) Seasonal trends in restless legs symptomatology: evidence from Internet search query data. Sleep Med 14:1364–1368CrossRefPubMed Ingram DG, Plante DT (2013) Seasonal trends in restless legs symptomatology: evidence from Internet search query data. Sleep Med 14:1364–1368CrossRefPubMed
19.
Zurück zum Zitat O’Keeffe ST (2017) Summertime blues? A re-examination of the seasonality of web searches for restless legs and leg cramps. Sleep Med 37:119–123CrossRefPubMed O’Keeffe ST (2017) Summertime blues? A re-examination of the seasonality of web searches for restless legs and leg cramps. Sleep Med 37:119–123CrossRefPubMed
20.
Zurück zum Zitat Ingram DG, Matthews CK, Plante DT (2015) Seasonal trends in sleep-disordered breathing: evidence from Internet search engine query data. Sleep Breath 19:79–84CrossRefPubMed Ingram DG, Matthews CK, Plante DT (2015) Seasonal trends in sleep-disordered breathing: evidence from Internet search engine query data. Sleep Breath 19:79–84CrossRefPubMed
21.
Zurück zum Zitat Moccia M, Palladino R, Falco A, Saccà F, Lanzillo R, Brescia Morra V (2016) Google Trends: new evidence for seasonality of multiple sclerosis. J Neurol Neurosurg Psychiatry 87:1028–1029CrossRefPubMed Moccia M, Palladino R, Falco A, Saccà F, Lanzillo R, Brescia Morra V (2016) Google Trends: new evidence for seasonality of multiple sclerosis. J Neurol Neurosurg Psychiatry 87:1028–1029CrossRefPubMed
22.
Zurück zum Zitat Garrison SR, Dormuth CR, Morrow RL, Carney GA, Khan KM (2015) Seasonal effects on the occurrence of nocturnal leg cramps: a prospective cohort study. CMAJ 187:248–253CrossRefPubMedPubMedCentral Garrison SR, Dormuth CR, Morrow RL, Carney GA, Khan KM (2015) Seasonal effects on the occurrence of nocturnal leg cramps: a prospective cohort study. CMAJ 187:248–253CrossRefPubMedPubMedCentral
23.
Zurück zum Zitat Ku JC, Alotaibi NM, Wang J, Ibrahim GM, Schweizer TA, Macdonald RL (2017) Internet search volumes in brain aneurysms and subarachnoid hemorrhage: is there evidence of seasonality? Clin Neurol Neurosurg 158:1–4CrossRefPubMed Ku JC, Alotaibi NM, Wang J, Ibrahim GM, Schweizer TA, Macdonald RL (2017) Internet search volumes in brain aneurysms and subarachnoid hemorrhage: is there evidence of seasonality? Clin Neurol Neurosurg 158:1–4CrossRefPubMed
24.
Zurück zum Zitat Plante DT, Ingram DG (2015) Seasonal trends in tinnitus symptomatology: evidence from Internet search engine query data. Eur Arch Otorhinolaryngol 272:2807–2813CrossRefPubMed Plante DT, Ingram DG (2015) Seasonal trends in tinnitus symptomatology: evidence from Internet search engine query data. Eur Arch Otorhinolaryngol 272:2807–2813CrossRefPubMed
25.
Zurück zum Zitat Telfer S, Woodburn J (2015) Let me Google that for you: a time series analysis of seasonality in internet search trends for terms related to foot and ankle pain. J Foot Ankle Res 8:27CrossRefPubMedPubMedCentral Telfer S, Woodburn J (2015) Let me Google that for you: a time series analysis of seasonality in internet search trends for terms related to foot and ankle pain. J Foot Ankle Res 8:27CrossRefPubMedPubMedCentral
26.
Zurück zum Zitat Liu F, Allan GM, Korownyk C, Kolber M, Flook N, Sternberg H, Garrison S (2016) Seasonality of ankle swelling: population symptom reporting using Google Trends. Ann Fam Med 14:356–358CrossRefPubMedPubMedCentral Liu F, Allan GM, Korownyk C, Kolber M, Flook N, Sternberg H, Garrison S (2016) Seasonality of ankle swelling: population symptom reporting using Google Trends. Ann Fam Med 14:356–358CrossRefPubMedPubMedCentral
27.
28.
Zurück zum Zitat Radin M, Sciascia S (2017) Infodemiology of systemic lupus erythematous using Google Trends. Lupus 26:886–889CrossRefPubMed Radin M, Sciascia S (2017) Infodemiology of systemic lupus erythematous using Google Trends. Lupus 26:886–889CrossRefPubMed
30.
Zurück zum Zitat Bousquet J, Agache I, Anto JM, Bergmann KC, Bachert C, Annesi-Maesano I, Bousquet PJ, D’Amato G, Demoly P, de Vries G, Eller E, Fokkens WJ, Fonseca J, Haahtela T, Hellings PW, Just J, Keil T, Klimek L, Kuna P, Lodrup Carlsen KC, Mösges R, Murray R, Nekam K, Onorato G, Papadopoulos NG, Samolinski B, Schmid-Grendelmeier P, Thibaudon M, Tomazic P, Triggiani M, Valiulis A, Valovirta E, van Eerd M, Wickman M, Zuberbier T, Sheikh A (2017) Google Trends terms reporting rhinitis and related topics differ in European countries. Allergy 72:1261–1266CrossRefPubMed Bousquet J, Agache I, Anto JM, Bergmann KC, Bachert C, Annesi-Maesano I, Bousquet PJ, D’Amato G, Demoly P, de Vries G, Eller E, Fokkens WJ, Fonseca J, Haahtela T, Hellings PW, Just J, Keil T, Klimek L, Kuna P, Lodrup Carlsen KC, Mösges R, Murray R, Nekam K, Onorato G, Papadopoulos NG, Samolinski B, Schmid-Grendelmeier P, Thibaudon M, Tomazic P, Triggiani M, Valiulis A, Valovirta E, van Eerd M, Wickman M, Zuberbier T, Sheikh A (2017) Google Trends terms reporting rhinitis and related topics differ in European countries. Allergy 72:1261–1266CrossRefPubMed
31.
Zurück zum Zitat Toosi B, Seasonal KS (2016) Geographic patterns in tanning using real-time data from Google Trends. JAMA Dermatol 152:215–217CrossRefPubMed Toosi B, Seasonal KS (2016) Geographic patterns in tanning using real-time data from Google Trends. JAMA Dermatol 152:215–217CrossRefPubMed
32.
Zurück zum Zitat Zhang X, Dang S, Ji F, Shi J, Li Y, Li M, Jia X, Wan Y, Bao X, Wang W (2018) Seasonality of cellulitis: evidence from Google Trends. Infect Drug Resist 11:689–693CrossRefPubMedPubMedCentral Zhang X, Dang S, Ji F, Shi J, Li Y, Li M, Jia X, Wan Y, Bao X, Wang W (2018) Seasonality of cellulitis: evidence from Google Trends. Infect Drug Resist 11:689–693CrossRefPubMedPubMedCentral
37.
Zurück zum Zitat Lavigne GJ, Khoury S, Abe S et al (2008) Bruxism physiology and pathology: an overview for clinicians. J Oral Rehabil 35:476–494CrossRefPubMed Lavigne GJ, Khoury S, Abe S et al (2008) Bruxism physiology and pathology: an overview for clinicians. J Oral Rehabil 35:476–494CrossRefPubMed
38.
Zurück zum Zitat Lobbezoo F, Naeije M (2001) Bruxism is mainly regulated centrally, not peripherally. J Oral Rehabil 28:1085–1091CrossRefPubMed Lobbezoo F, Naeije M (2001) Bruxism is mainly regulated centrally, not peripherally. J Oral Rehabil 28:1085–1091CrossRefPubMed
39.
Zurück zum Zitat Gómez FM, Ortega JE, Horrillo I, Meana JJ (2010) Relationship between non-functional masticatory activity and central dopamine in stressed rats. J Oral Rehabil 37:827–833CrossRefPubMed Gómez FM, Ortega JE, Horrillo I, Meana JJ (2010) Relationship between non-functional masticatory activity and central dopamine in stressed rats. J Oral Rehabil 37:827–833CrossRefPubMed
40.
Zurück zum Zitat Chen WH, Lu YC, Lui CC, Liu JS (2005) A proposed mechanism for diurnal/nocturnal bruxism: hypersensitivity of presynaptic dopamine receptors in the frontal lobe. J Clin Neurosci 12:161–163CrossRefPubMed Chen WH, Lu YC, Lui CC, Liu JS (2005) A proposed mechanism for diurnal/nocturnal bruxism: hypersensitivity of presynaptic dopamine receptors in the frontal lobe. J Clin Neurosci 12:161–163CrossRefPubMed
41.
Zurück zum Zitat Eisenberg DP, Kohn PD, Baller EB, Bronstein JA, Masdeu JC, Berman KF (2010) Seasonal effects on human striatal presynaptic dopamine synthesis. J Neurosci 30:14691–14694CrossRefPubMedPubMedCentral Eisenberg DP, Kohn PD, Baller EB, Bronstein JA, Masdeu JC, Berman KF (2010) Seasonal effects on human striatal presynaptic dopamine synthesis. J Neurosci 30:14691–14694CrossRefPubMedPubMedCentral
42.
Zurück zum Zitat Karson CN, Berman KF, Kleinman J, Karoum F (1984) Seasonal variation in human central dopamine activity. Psychiatry Res 11:111–117CrossRefPubMed Karson CN, Berman KF, Kleinman J, Karoum F (1984) Seasonal variation in human central dopamine activity. Psychiatry Res 11:111–117CrossRefPubMed
43.
Zurück zum Zitat Kohsaka M, Fukuda N, Honma K, Honma S, Morita N (1992) Seasonality in human sleep. Experientia 48:231–233CrossRefPubMed Kohsaka M, Fukuda N, Honma K, Honma S, Morita N (1992) Seasonality in human sleep. Experientia 48:231–233CrossRefPubMed
44.
Zurück zum Zitat Greenfeld M, Sivan Y, Tauman R (2013) The effect of seasonality on sleep-disordered breathing severity in children. Sleep Med 14:991–994CrossRefPubMed Greenfeld M, Sivan Y, Tauman R (2013) The effect of seasonality on sleep-disordered breathing severity in children. Sleep Med 14:991–994CrossRefPubMed
45.
Zurück zum Zitat Phillips K, Bentley MC (2001) Seasonal assessment of environmental tobacco smoke and respirable suspended particle exposures for nonsmokers in Bremen using personal monitoring. Environ Int 27:69–85CrossRefPubMed Phillips K, Bentley MC (2001) Seasonal assessment of environmental tobacco smoke and respirable suspended particle exposures for nonsmokers in Bremen using personal monitoring. Environ Int 27:69–85CrossRefPubMed
46.
Zurück zum Zitat Winthorst WH, Roest AM, Bos EH, Meesters Y, Penninx BWJH, Nolen WA, de Jonge P (2014) Self-attributed seasonality of mood and behavior: a report from the Netherlands study of depression and anxiety. Depress Anxiety 31:517–523CrossRefPubMed Winthorst WH, Roest AM, Bos EH, Meesters Y, Penninx BWJH, Nolen WA, de Jonge P (2014) Self-attributed seasonality of mood and behavior: a report from the Netherlands study of depression and anxiety. Depress Anxiety 31:517–523CrossRefPubMed
47.
Zurück zum Zitat Oyane NM, Bjelland I, Pallesen S et al (2008) Seasonality is associated with anxiety and depression: the Hordaland health study. J Affect Disord 105:147–155CrossRefPubMed Oyane NM, Bjelland I, Pallesen S et al (2008) Seasonality is associated with anxiety and depression: the Hordaland health study. J Affect Disord 105:147–155CrossRefPubMed
Metadaten
Titel
Seasonality of bruxism: evidence from Google Trends
verfasst von
Sinan Kardeş
Elif Kardeş
Publikationsdatum
21.02.2019
Verlag
Springer International Publishing
Erschienen in
Sleep and Breathing / Ausgabe 2/2019
Print ISSN: 1520-9512
Elektronische ISSN: 1522-1709
DOI
https://doi.org/10.1007/s11325-019-01787-6

Weitere Artikel der Ausgabe 2/2019

Sleep and Breathing 2/2019 Zur Ausgabe

Leitlinien kompakt für die Innere Medizin

Mit medbee Pocketcards sicher entscheiden.

Seit 2022 gehört die medbee GmbH zum Springer Medizin Verlag

Update Innere Medizin

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.