Literature DB >> 27247405

Digital epidemiology reveals global childhood disease seasonality and the effects of immunization.

Kevin M Bakker1, Micaela Elvira Martinez-Bakker2, Barbara Helm3, Tyler J Stevenson4.   

Abstract

Public health surveillance systems are important for tracking disease dynamics. In recent years, social and real-time digital data sources have provided new means of studying disease transmission. Such affordable and accessible data have the potential to offer new insights into disease epidemiology at national and international scales. We used the extensive information repository Google Trends to examine the digital epidemiology of a common childhood disease, chicken pox, caused by varicella zoster virus (VZV), over an 11-y period. We (i) report robust seasonal information-seeking behavior for chicken pox using Google data from 36 countries, (ii) validate Google data using clinical chicken pox cases, (iii) demonstrate that Google data can be used to identify recurrent seasonal outbreaks and forecast their magnitude and seasonal timing, and (iv) reveal that VZV immunization significantly dampened seasonal cycles in information-seeking behavior. Our findings provide strong evidence that VZV transmission is seasonal and that seasonal peaks show remarkable latitudinal variation. We attribute the dampened seasonal cycles in chicken pox information-seeking behavior to VZV vaccine-induced reduction of seasonal transmission. These data and the methodological approaches provide a way to track the global burden of childhood disease and illustrate population-level effects of immunization. The global latitudinal patterns in outbreak seasonality could direct future studies of environmental and physiological drivers of disease transmission.

Entities:  

Keywords:  Internet search; chicken pox; disease dynamics; forecast modeling; vaccination

Mesh:

Substances:

Year:  2016        PMID: 27247405      PMCID: PMC4914188          DOI: 10.1073/pnas.1523941113

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  28 in total

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Authors:  Paul Roche; Charlie Blumer; Jenean Spencer
Journal:  Commun Dis Intell Q Rep       Date:  2002

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Authors:  A Siedler; U Arndt
Journal:  Euro Surveill       Date:  2010-04-01

3.  A decline in varicella but an uncertain impact on zoster following varicella vaccination in Victoria, Australia.

Authors:  Kylie S Carville; Michaela A Riddell; Heath A Kelly
Journal:  Vaccine       Date:  2010-01-29       Impact factor: 3.641

4.  Evaluation of varicella reporting to the National Notifiable Disease Surveillance System--United States, 1972-1997.

Authors: 
Journal:  MMWR Morb Mortal Wkly Rep       Date:  1999-01-29       Impact factor: 17.586

Review 5.  Photoperiodic time measurement and seasonal immunological plasticity.

Authors:  Tyler J Stevenson; Brian J Prendergast
Journal:  Front Neuroendocrinol       Date:  2014-10-27       Impact factor: 8.606

6.  Forecasting seasonal outbreaks of influenza.

Authors:  Jeffrey Shaman; Alicia Karspeck
Journal:  Proc Natl Acad Sci U S A       Date:  2012-11-26       Impact factor: 11.205

7.  Partial uptake of varicella vaccine and the epidemiological effect on varicella disease in 11 day-care centers in North Carolina.

Authors:  D A Clements; J I Zaref; C L Bland; E B Walter; P M Coplan
Journal:  Arch Pediatr Adolesc Med       Date:  2001-04

8.  Contagious diseases in the United States from 1888 to the present.

Authors:  Willem G van Panhuis; John Grefenstette; Su Yon Jung; Nian Shong Chok; Anne Cross; Heather Eng; Bruce Y Lee; Vladimir Zadorozhny; Shawn Brown; Derek Cummings; Donald S Burke
Journal:  N Engl J Med       Date:  2013-11-28       Impact factor: 91.245

9.  Widespread seasonal gene expression reveals annual differences in human immunity and physiology.

Authors:  Xaquin Castro Dopico; Marina Evangelou; Ricardo C Ferreira; Hui Guo; Marcin L Pekalski; Deborah J Smyth; Nicholas Cooper; Oliver S Burren; Anthony J Fulford; Branwen J Hennig; Andrew M Prentice; Anette-G Ziegler; Ezio Bonifacio; Chris Wallace; John A Todd
Journal:  Nat Commun       Date:  2015-05-12       Impact factor: 14.919

10.  Impact of universal varicella vaccination on 1-year-olds in Uruguay: 1997-2005.

Authors:  J Quian; R Rüttimann; C Romero; P Dall'Orso; A Cerisola; T Breuer; M Greenberg; T Verstraeten
Journal:  Arch Dis Child       Date:  2008-05-02       Impact factor: 3.791

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  30 in total

Review 1.  Infectious Disease Surveillance in the Big Data Era: Towards Faster and Locally Relevant Systems.

Authors:  Lone Simonsen; Julia R Gog; Don Olson; Cécile Viboud
Journal:  J Infect Dis       Date:  2016-12-01       Impact factor: 5.226

Review 2.  Public Health and Epidemiology Informatics.

Authors:  R Thiébaut; F Thiessard
Journal:  Yearb Med Inform       Date:  2017-09-11

3.  Chemical Risk Assessment: Traditional vs Public Health Perspectives.

Authors:  Maureen R Gwinn; Daniel A Axelrad; Tina Bahadori; David Bussard; Wayne E Cascio; Kacee Deener; David Dix; Russell S Thomas; Robert J Kavlock; Thomas A Burke
Journal:  Am J Public Health       Date:  2017-05-18       Impact factor: 9.308

4.  Inference on high-dimensional implicit dynamic models using a guided intermediate resampling filter.

Authors:  Joonha Park; Edward L Ionides
Journal:  Stat Comput       Date:  2020-06-26       Impact factor: 2.324

5.  Public awareness for "classic" childhood diseases and inflammatory syndromes in children during the COVID-19 pandemic.

Authors:  Michael Zieger; Artur Strzelecki; Steffen Springer
Journal:  J Pediatr Nurs       Date:  2022-07-11       Impact factor: 2.523

6.  Modeling and inference for infectious disease dynamics: a likelihood-based approach.

Authors:  Carles Bretó
Journal:  Stat Sci       Date:  2018-02-02       Impact factor: 2.901

7.  Exploring the Seasonal Drivers of Varicella Zoster Virus Transmission and Reactivation.

Authors:  Kevin M Bakker; Marisa C Eisenberg; Robert Woods; Micaela E Martinez
Journal:  Am J Epidemiol       Date:  2021-09-01       Impact factor: 5.363

8.  Dynamic Forecasting of Zika Epidemics Using Google Trends.

Authors:  Yue Teng; Dehua Bi; Guigang Xie; Yuan Jin; Yong Huang; Baihan Lin; Xiaoping An; Dan Feng; Yigang Tong
Journal:  PLoS One       Date:  2017-01-06       Impact factor: 3.240

9.  Critical dynamics in population vaccinating behavior.

Authors:  A Demetri Pananos; Thomas M Bury; Clara Wang; Justin Schonfeld; Sharada P Mohanty; Brendan Nyhan; Marcel Salathé; Chris T Bauch
Journal:  Proc Natl Acad Sci U S A       Date:  2017-12-11       Impact factor: 11.205

10.  Worldwide antipsychotic drug search intensities: pharmacoepidemological estimations based on Google Trends data.

Authors:  Richard Ågren
Journal:  Sci Rep       Date:  2021-06-23       Impact factor: 4.379

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