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2017 | OriginalPaper | Buchkapitel

Estimating Disease Burden Using Google Trends and Wikipedia Data

verfasst von : Riyi Qiu, Mirsad Hadzikadic, Lixia Yao

Erschienen in: Advances in Artificial Intelligence: From Theory to Practice

Verlag: Springer International Publishing

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Abstract

Data on disease burden is often used for assessing population health, evaluating the effectiveness of interventions, formulating health policies, and planning future resource allocation. We investigated whether Internet usage data, particularly the search volume on Google and page view counts on Wikipedia, are correlated with the disease burden, measured by prevalence and treatment cost, for 1,633 diseases over an 11-year period. We also applied the method of least absolute shrinkage and selection operator (LASSO) to predict the burden of diseases, using those Internet data together with three other variables we quantified previously. We found a relatively strong correlation for 39 of 1,633 diseases, including viral hepatitis, diabetes mellitus, other headache syndromes, multiple sclerosis, sleep apnea, hemorrhoids, and disaccharidase deficiency. However, an accurate analysis must consider each condition’s characteristics, including acute/chronic nature, severity, familiarity to the public, and presence of stigma.

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Literatur
2.
Zurück zum Zitat Paez, K.A., Zhao, L., Hwang, W.: Rising out-of-pocket spending for chronic conditions: a ten-year trend. Health Aff. 28, 15–25 (2009)CrossRef Paez, K.A., Zhao, L., Hwang, W.: Rising out-of-pocket spending for chronic conditions: a ten-year trend. Health Aff. 28, 15–25 (2009)CrossRef
3.
Zurück zum Zitat Laing, S., et al.: Mortality from heart disease in a cohort of 23,000 patients with insulin-treated diabetes. Diabetologia 46, 760–765 (2003)CrossRef Laing, S., et al.: Mortality from heart disease in a cohort of 23,000 patients with insulin-treated diabetes. Diabetologia 46, 760–765 (2003)CrossRef
4.
Zurück zum Zitat Corbett, E.L., et al.: The growing burden of tuberculosis: global trends and interactions with the HIV epidemic. Arch. Intern. Med. 163, 1009–1021 (2003)CrossRef Corbett, E.L., et al.: The growing burden of tuberculosis: global trends and interactions with the HIV epidemic. Arch. Intern. Med. 163, 1009–1021 (2003)CrossRef
5.
Zurück zum Zitat Feigin, V.L., et al.: Global Burden of Diseases, Injuries, and Risk Factors Study 2010 (GBD 2010) and the GBD Stroke Experts Group. Global and Regional Burden of Stroke during 1990-2010: Findings from the Global Burden of Disease Study 2010. Lancet 383, 245–254 (2014)CrossRef Feigin, V.L., et al.: Global Burden of Diseases, Injuries, and Risk Factors Study 2010 (GBD 2010) and the GBD Stroke Experts Group. Global and Regional Burden of Stroke during 1990-2010: Findings from the Global Burden of Disease Study 2010. Lancet 383, 245–254 (2014)CrossRef
6.
Zurück zum Zitat Melse, J.M., et al.: A national burden of disease calculation: dutch disability-adjusted life-years. dutch burden of disease group. Am. J. Public Health 90, 1241 (2000)CrossRef Melse, J.M., et al.: A national burden of disease calculation: dutch disability-adjusted life-years. dutch burden of disease group. Am. J. Public Health 90, 1241 (2000)CrossRef
7.
Zurück zum Zitat Mathers, C., Vos, T., Stevenson, C.: The Burden of Disease and Injury in Australia. Australian Institute of Health and Welfare (1999) Mathers, C., Vos, T., Stevenson, C.: The Burden of Disease and Injury in Australia. Australian Institute of Health and Welfare (1999)
8.
Zurück zum Zitat Thacker, S.B., et al.: Measuring the public’s health. Public Health Rep. 121, 14–22 (2006) Thacker, S.B., et al.: Measuring the public’s health. Public Health Rep. 121, 14–22 (2006)
9.
Zurück zum Zitat Michaud, C.M., Murray, C.J., Bloom, B.R.: Burden of disease—implications for future research. JAMA 285, 535–539 (2001)CrossRef Michaud, C.M., Murray, C.J., Bloom, B.R.: Burden of disease—implications for future research. JAMA 285, 535–539 (2001)CrossRef
10.
Zurück zum Zitat McGinnis, J.M., Foege, W.H.: Actual causes of death in the United States. JAMA 270, 2207–2212 (1993)CrossRef McGinnis, J.M., Foege, W.H.: Actual causes of death in the United States. JAMA 270, 2207–2212 (1993)CrossRef
11.
Zurück zum Zitat Murray, C.J.: Quantifying the burden of disease: the technical basis for disability-adjusted life years. Bull. World Health Org. 72, 429 (1994) Murray, C.J.: Quantifying the burden of disease: the technical basis for disability-adjusted life years. Bull. World Health Org. 72, 429 (1994)
12.
Zurück zum Zitat Mason, V., Bridgwood, A.: Methods of Collecting Morbidity Statistics: Revised Report to the Eurostat Task Force on ‘Health and Health-related Survey Data’ (2003) Mason, V., Bridgwood, A.: Methods of Collecting Morbidity Statistics: Revised Report to the Eurostat Task Force on ‘Health and Health-related Survey Data’ (2003)
13.
Zurück zum Zitat Clavería, L.E., et al.: Prevalence of parkinson’s disease in cantalejo, Spain: a door-to-door survey. Mov. Disord. 17, 242–249 (2002)CrossRef Clavería, L.E., et al.: Prevalence of parkinson’s disease in cantalejo, Spain: a door-to-door survey. Mov. Disord. 17, 242–249 (2002)CrossRef
14.
Zurück zum Zitat Benito-León, J., et al.: Prevalence of PD and other types of parkinsonism in three elderly populations of central Spain. Mov. Disord. 18, 267–274 (2003)CrossRef Benito-León, J., et al.: Prevalence of PD and other types of parkinsonism in three elderly populations of central Spain. Mov. Disord. 18, 267–274 (2003)CrossRef
15.
Zurück zum Zitat Errea, J.M., et al.: Prevalence of Parkinson’s disease in lower aragon. Spain. Mov. Disord. 14, 596–604 (1999)CrossRef Errea, J.M., et al.: Prevalence of Parkinson’s disease in lower aragon. Spain. Mov. Disord. 14, 596–604 (1999)CrossRef
16.
Zurück zum Zitat Ginsberg, J., et al.: Detecting influenza epidemics using search engine query data. Nature 457, 1012–1014 (2009)CrossRef Ginsberg, J., et al.: Detecting influenza epidemics using search engine query data. Nature 457, 1012–1014 (2009)CrossRef
17.
Zurück zum Zitat Moat, H.S., et al.: Quantifying wikipedia usage patterns before stock market moves. Sci. Rep. 3, Article number 1801 (2013) Moat, H.S., et al.: Quantifying wikipedia usage patterns before stock market moves. Sci. Rep. 3, Article number 1801 (2013)
18.
Zurück zum Zitat Yao, L., et al.: Health ROI as a measure of misalignment of biomedical needs and resources. Nat. Biotechnol. 33, 807–811 (2015)CrossRef Yao, L., et al.: Health ROI as a measure of misalignment of biomedical needs and resources. Nat. Biotechnol. 33, 807–811 (2015)CrossRef
19.
Zurück zum Zitat Schuyler, P.L., et al.: The UMLS metathesaurus: representing different views of biomedical concepts. Bull. Med. Libr. Assoc. 81, 217 (1993) Schuyler, P.L., et al.: The UMLS metathesaurus: representing different views of biomedical concepts. Bull. Med. Libr. Assoc. 81, 217 (1993)
20.
Zurück zum Zitat Denny, J.C., et al.: PheWAS: demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations. Bioinformatics 26, 1205–1210 (2010)CrossRef Denny, J.C., et al.: PheWAS: demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations. Bioinformatics 26, 1205–1210 (2010)CrossRef
21.
Zurück zum Zitat Tibshirani, R.: Regression shrinkage and selection via the lasso. J. R. Stat. Soc. Ser. B Stat. Methodol. 58, 267–288 (1996) Tibshirani, R.: Regression shrinkage and selection via the lasso. J. R. Stat. Soc. Ser. B Stat. Methodol. 58, 267–288 (1996)
22.
Zurück zum Zitat Friedman, J., Hastie, T., Tibshirani, R.: glmnet: Lasso and Elastic-Net Regularized Generalized Linear Models. R Package Version 1 (2009) Friedman, J., Hastie, T., Tibshirani, R.: glmnet: Lasso and Elastic-Net Regularized Generalized Linear Models. R Package Version 1 (2009)
23.
Zurück zum Zitat Hartung, D.M., et al.: The cost of multiple sclerosis drugs in the US and the pharmaceutical industry: too big to fail? Neurology 84, 2185–2192 (2015)CrossRef Hartung, D.M., et al.: The cost of multiple sclerosis drugs in the US and the pharmaceutical industry: too big to fail? Neurology 84, 2185–2192 (2015)CrossRef
Metadaten
Titel
Estimating Disease Burden Using Google Trends and Wikipedia Data
verfasst von
Riyi Qiu
Mirsad Hadzikadic
Lixia Yao
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-60045-1_39

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