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Volumn 124, Issue 9, 2016, Pages 1369-1375

Three-month real-time dengue forecast models: An early warning system for outbreak alerts and policy decision support in Singapore

Author keywords

[No Author keywords available]

Indexed keywords

AEDES AEGYPTI; ARTICLE; BREEDING; DENGUE; DISEASE TRANSMISSION; EPIDEMIC; HEALTH CARE POLICY; HUMAN; HUMIDITY; PRIORITY JOURNAL; PUBLIC HEALTH; SEASONAL VARIATION; SINGAPORE; DECISION SUPPORT SYSTEM; FORECASTING; INCIDENCE; PROCEDURES; STATISTICAL MODEL; TIME FACTOR; VIROLOGY;

EID: 84985021244     PISSN: 00916765     EISSN: 15529924     Source Type: Journal    
DOI: 10.1289/ehp.1509981     Document Type: Article
Times cited : (104)

References (49)
  • 1
    • 80052395153 scopus 로고    scopus 로고
    • Prediction of dengue incidence using search query surveillance
    • Althouse BM, Ng YY, Cummings DAT. 2011. Prediction of dengue incidence using search query surveillance. PLoS Negl Trop Dis 5:e1258, doi:10.1371/journal.pntd.0001258.
    • (2011) Plos Negl Trop Dis , vol.5
    • Althouse, B.M.1    Ng, Y.Y.2    Cummings, D.A.T.3
  • 3
    • 77249123297 scopus 로고    scopus 로고
    • Vaccination against pandemic influenza A/H1N1v in England: A real-time economic evaluation
    • Baguelin M, Hoek AJV, Jit M, Flasche S, White PJ, Edmunds WJ. 2010. Vaccination against pandemic influenza A/H1N1v in England: a real-time economic evaluation. Vaccine 28:2370–2384, doi:10.1016/j.vaccine.2010.01.002.
    • (2010) Vaccine , vol.28 , pp. 2370-2384
    • Baguelin, M.1    Hoek, A.2    Jit, M.3    Flasche, S.4    White, P.J.5    Edmunds, W.J.6
  • 5
    • 84855278509 scopus 로고    scopus 로고
    • Economic impact of dengue illness and the cost-effectiveness of future vaccination programs in Singapore
    • Carrasco LR, Lee LK, Lee VJ, Ooi EE, Shepard DS, Thein TL, et al. 2011. Economic impact of dengue illness and the cost-effectiveness of future vaccination programs in Singapore. PLoS Negl Trop Dis 5:e1426, doi:10.1371/journal.pntd.0001426.
    • (2011) Plos Negl Trop Dis , vol.5
    • Carrasco, L.R.1    Lee, L.K.2    Lee, V.J.3    Ooi, E.E.4    Shepard, D.S.5    Thein, T.L.6
  • 7
    • 84870860856 scopus 로고    scopus 로고
    • Transmission dynamics of the four dengue serotypes in southern Vietnam and the potential impact of vaccination
    • Coudeville L, Garnett GP. 2012. Transmission dynamics of the four dengue serotypes in southern Vietnam and the potential impact of vaccination. PLoS One 7:e51244, doi:10.1371/journal.pone.0051244.
    • (2012) Plos One , vol.7
    • Coudeville, L.1    Garnett, G.P.2
  • 8
    • 70349633618 scopus 로고    scopus 로고
    • The impact of the demographic transition on dengue in Thailand: Insights from a statistical analysis and mathematical modeling
    • Cummings DAT, Iamsirithaworn S, Lessler JT, McDermott A, Prasanthong R, Nisalak A, et al. 2009. The impact of the demographic transition on dengue in Thailand: insights from a statistical analysis and mathematical modeling. PLoS Med 6:e1000139, doi:10.1371/journal.pmed.1000139.
    • (2009) Plos Med , vol.6
    • Cummings, D.1    Iamsirithaworn, S.2    Lessler, J.T.3    McDermott, A.4    Prasanthong, R.5    Nisalak, A.6
  • 9
    • 84984940433 scopus 로고    scopus 로고
    • Department of Statistics, Singapore, Homepage, accessed 1 January 2015
    • Department of Statistics, Singapore. 2015. Homepage. Available: http://www.singstat.gov.sg/[accessed 1 January 2015].
    • (2015)
  • 10
    • 84875987524 scopus 로고    scopus 로고
    • Will dengue vaccines be used in the public sector and if so, how? Findings from an 8-country survey of policymakers and opinion leaders
    • Douglas DL, DeRoeck DA, Mahoney RT, Wichmann O. 2013. Will dengue vaccines be used in the public sector and if so, how? Findings from an 8-country survey of policymakers and opinion leaders. PLoS Negl Trop Dis 7:e2127, doi:10.1371/journal.pntd.0002127.
    • (2013) Plos Negl Trop Dis , vol.7
    • Douglas, D.L.1    Deroeck, D.A.2    Mahoney, R.T.3    Wichmann, O.4
  • 11
    • 84859773923 scopus 로고    scopus 로고
    • Comparing statistical models to predict dengue fever notifications
    • Earnest A, Tan SB, Wilder-Smith A, Machin D. 2012. Comparing statistical models to predict dengue fever notifications. Comput Math Methods Med 2012:e758674, doi:10.1155/2012/758674.
    • (2012) Comput Math Methods Med , vol.2012
    • Earnest, A.1    Tan, S.B.2    Wilder-Smith, A.3    Machin, D.4
  • 12
    • 41649097830 scopus 로고    scopus 로고
    • Reconstructing historical changes in the force of infection of dengue fever in Singapore: Implications for surveillance and control
    • Egger JR, Ooi EE, Kelly DW, Woolhouse ME, Davies CR, Coleman PG. 2008. Reconstructing historical changes in the force of infection of dengue fever in Singapore: implications for surveillance and control. Bull World Health Organ 86:187–196.
    • (2008) Bull World Health Organ , vol.86 , pp. 187-196
    • Egger, J.R.1    Ooi, E.E.2    Kelly, D.W.3    Woolhouse, M.E.4    Davies, C.R.5    Coleman, P.G.6
  • 13
    • 38249042989 scopus 로고
    • A pragmatic view of accuracy measurement in forecasting
    • Flores BE. 1986. A pragmatic view of accuracy measurement in forecasting. Omega 14:93–98, doi:10.1016/0305-0483(86)90013-7.
    • (1986) Omega , vol.14 , pp. 93-98
    • Flores, B.E.1
  • 14
    • 0028791263 scopus 로고
    • A simulation model of the epidemiology of urban dengue fever: Literature analysis, model devel-opment, preliminary validation, and samples of simulation results
    • Focks DA, Daniels E, Haile DG, Keesling JE. 1995. A simulation model of the epidemiology of urban dengue fever: literature analysis, model devel-opment, preliminary validation, and samples of simulation results. Am J Trop Med Hyg 53:489–506.
    • (1995) Am J Trop Med Hyg , vol.53 , pp. 489-506
    • Focks, D.A.1    Daniels, E.2    Haile, D.G.3    Keesling, J.E.4
  • 15
    • 77950537175 scopus 로고    scopus 로고
    • Regularization paths for generalized linear models via coordinate descent
    • Friedman J, Hastie T, Tibshirani R. 2010. Regularization paths for generalized linear models via coordinate descent. J Stat Softw 33:1–22.
    • (2010) J Stat Softw , vol.33 , pp. 1-22
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 16
    • 71249131688 scopus 로고    scopus 로고
    • Detecting single-nucleotide polymorphism by single-nucleotide polymorphism interactions in rheumatoid arthritis using a two-step approach with machine learning and a Bayesian threshold least absolute shrinkage and selection operator (LASSO) model
    • González-Recio O, de Maturana EL, Vega AT, Engelman CD, Broman KW. 2009. Detecting single-nucleotide polymorphism by single-nucleotide polymorphism interactions in rheumatoid arthritis using a two-step approach with machine learning and a Bayesian threshold least absolute shrinkage and selection operator (LASSO) model. BMC Proc 3(suppl 7):S63, doi: 10.1186/1753-6561-3-S7-S63.
    • (2009) BMC Proc , vol.3
    • González-Recio, O.1    de Maturana, E.L.2    Vega, A.T.3    Engelman, C.D.4    Broman, K.W.5
  • 17
    • 0343892908 scopus 로고
    • Conditional p-values for the F-statistic in a forward selection procedure
    • Grechanovsky E, Pinsker I. 1995. Conditional p-values for the F-statistic in a forward selection procedure. Comput Stat Data Anal 20:239–263, doi:10.1016/0167-9473(94)00047-M.
    • (1995) Comput Stat Data Anal , vol.20 , pp. 239-263
    • Grechanovsky, E.1    Pinsker, I.2
  • 18
    • 0033608863 scopus 로고    scopus 로고
    • Is there an inapparent dengue explosion?
    • Halstead SB. 1999. Is there an inapparent dengue explosion? Lancet 353:1100–1101, doi:10.1016/S0140-6736(05)76460-6.
    • (1999) Lancet , vol.353 , pp. 1100-1101
    • Halstead, S.B.1
  • 19
    • 84868215288 scopus 로고    scopus 로고
    • Dengue vaccine development: A 75% solution?
    • Halstead SB. 2012. Dengue vaccine development: a 75% solution? Lancet 380:1535–1536, doi:10.1016/S0140-6736(12)61510-4.
    • (2012) Lancet , vol.380 , pp. 1535-1536
    • Halstead, S.B.1
  • 21
    • 84870739971 scopus 로고    scopus 로고
    • Forecast of dengue incidence using temperature and rainfall
    • Hii YL, Zhu H, Ng N, Ng LC, Rocklöv J. 2012b. Forecast of dengue incidence using temperature and rainfall. PLoS Negl Trop Dis 6:e1908, doi:10.1371/journal.pntd.0001908.
    • (2012) Plos Negl Trop Dis , vol.6
    • Hii, Y.L.1    Zhu, H.2    Ng, N.3    Ng, L.C.4    Rocklöv, J.5
  • 22
    • 84942484786 scopus 로고
    • Ridge regression: Biased estimation for nonorthogonal problems
    • Hoerl AE, Kennard RW. 1970. Ridge regression: biased estimation for nonorthogonal problems. Technometrics 12:55–67, doi:10.1080/00401706.1970.10488634.
    • (1970) Technometrics , vol.12 , pp. 55-67
    • Hoerl, A.E.1    Kennard, R.W.2
  • 24
    • 84877058934 scopus 로고    scopus 로고
    • Modelling the use of Wolbachia to control dengue fever transmis-sion
    • Hughes H, Britton NF. 2013. Modelling the use of Wolbachia to control dengue fever transmis-sion. Bull Math Biol 75:796–818, doi:10.1007/s11538-013-9835-4.
    • (2013) Bull Math Biol , vol.75 , pp. 796-818
    • Hughes, H.1    Britton, N.F.2
  • 26
    • 77951169874 scopus 로고    scopus 로고
    • Dengue virus surveillance for early warning, Singapore
    • Lee KS, Lai YL, Lo S, Barkham T, Aw P, Ooi PL, et al. 2010. Dengue virus surveillance for early warning, Singapore. Emerg Infect Dis 16:847–849, doi:10.3201/eid1605.091006.
    • (2010) Emerg Infect Dis , vol.16 , pp. 847-849
    • Lee, K.S.1    Lai, Y.L.2    Lo, S.3    Barkham, T.4    Aw, P.5    Ooi, P.L.6
  • 27
    • 83555178397 scopus 로고    scopus 로고
    • Dengue virus surveillance in Singapore reveals high viral diversity through multiple introductions and in situ evolution
    • Lee KS, Lo S, Tan SSY, Chua R, Tan LK, Xu H, et al. 2012. Dengue virus surveillance in Singapore reveals high viral diversity through multiple introductions and in situ evolution. Infect Genet Evol 12:77–85, doi:10.1016/j.meegid.2011.10.012.
    • (2012) Infect Genet Evol , vol.12 , pp. 77-85
    • Lee, K.S.1    Lo, S.2    Tan, S.3    Chua, R.4    Tan, L.K.5    Xu, H.6
  • 28
    • 84885567750 scopus 로고    scopus 로고
    • Ten years of dengue drug discovery: Progress and prospects
    • Lim SP, Wang QY, Noble CG, Chen YL, Dong H, Zou B, et al. 2013. Ten years of dengue drug discovery: progress and prospects. Antiviral Res 100:500–519, doi:10.1016/j.antiviral.2013.09.013.
    • (2013) Antiviral Res , vol.100 , pp. 500-519
    • Lim, S.P.1    Wang, Q.Y.2    Noble, C.G.3    Chen, Y.L.4    Dong, H.5    Zou, B.6
  • 29
    • 84880754293 scopus 로고    scopus 로고
    • Call to action for dengue vaccine failure
    • Mahalingam S, Herring BL, Halstead SB. 2013. Call to action for dengue vaccine failure. Emerg Infect Dis 19:1335–1337, doi:10.3201/eid1908.121864.
    • (2013) Emerg Infect Dis , vol.19 , pp. 1335-1337
    • Mahalingam, S.1    Herring, B.L.2    Halstead, S.B.3
  • 30
    • 42349113071 scopus 로고    scopus 로고
    • MOH (Ministry of Health, Singapore), accessed 23 June 2014
    • MOH (Ministry of Health, Singapore). 2012. Communicable Diseases Surveillance in Singapore 2011. Available: http://www.moh.gov.sg/content/moh_web/home/Publications/Reports/2012/_communicable_diseasessurveillanceinsingapore2011.html [accessed 23 June 2014].
    • (2012) Communicable Diseases Surveillance in Singapore 2011
  • 31
    • 84888409452 scopus 로고    scopus 로고
    • Climate and dengue transmission: Evidence and implications
    • Morin CW, Comrie AC, Ernst K. 2013. Climate and dengue transmission: evidence and implications. Environ Health Perspect 121:1264–1272, doi:10.1289/ehp.1306556.
    • (2013) Environ Health Perspect , vol.121 , pp. 1264-1272
    • Morin, C.W.1    Comrie, A.C.2    Ernst, K.3
  • 32
    • 79953035293 scopus 로고    scopus 로고
    • Immune response to dengue virus and prospects for a vaccine
    • Murphy BR, Whitehead SS. 2011. Immune response to dengue virus and prospects for a vaccine. Annu Rev Immunol 29:587–619, doi:10.1146/annurev-immunol-031210-101315.
    • (2011) Annu Rev Immunol , vol.29 , pp. 587-619
    • Murphy, B.R.1    Whitehead, S.S.2
  • 33
    • 68049100317 scopus 로고    scopus 로고
    • Entomologic and virologic inves-tigation of Chikungunya, Singapore
    • Ng LC, Tan LK, Tan CH, Tan SSY, Hapuarachchi HC, Pok KY, et al. 2009. Entomologic and virologic inves-tigation of Chikungunya, Singapore. Emerg Infect Dis 15:1243–1249, doi:10.3201/eid1508.081486.
    • (2009) Emerg Infect Dis , vol.15 , pp. 1243-1249
    • Ng, L.C.1    Tan, L.K.2    Tan, C.H.3    Tan, S.4    Hapuarachchi, H.C.5    Pok, K.Y.6
  • 34
    • 77956312736 scopus 로고    scopus 로고
    • Real-time epidemic monitoring and fore-casting of H1N1-2009 using influenza-like illness from general practice and family doctor clinics in Singapore
    • Ong JBS, Chen MIC, Cook AR, Lee HC, Lee VJ, Lin RTP, et al. 2010. Real-time epidemic monitoring and fore-casting of H1N1-2009 using influenza-like illness from general practice and family doctor clinics in Singapore. PloS One 5:e10036, doi:10.1371/journal.pone.0010036.
    • (2010) Plos One , vol.5
    • Ong, J.1    Chen, M.2    Cook, A.R.3    Lee, H.C.4    Lee, V.J.5    Lin, R.6
  • 35
    • 35348859178 scopus 로고    scopus 로고
    • Updated world map of the Köppen-Geiger climate clas-sification
    • Peel MC, Finlayson BL, McMahon TA. 2007. Updated world map of the Köppen-Geiger climate clas-sification. Hydrol Earth Syst Sci 11:1633–1644, doi:10.5194/hess-11-1633-2007.
    • (2007) Hydrol Earth Syst Sci , vol.11 , pp. 1633-1644
    • Peel, M.C.1    Finlayson, B.L.2    McMahon, T.A.3
  • 36
    • 84978796834 scopus 로고    scopus 로고
    • R Core Team, Vienna, Austria:R Foundation for Statistical Computing
    • R Core Team. 2014. R: A Language and Environment for Statistical Computing. Vienna, Austria:R Foundation for Statistical Computing. Available: http://www.R-project.org [accessed 1 January 2014].
    • (2014) R: A Language and Environment for Statistical Computing
  • 37
    • 84858740484 scopus 로고    scopus 로고
    • Celgosivir treat-ment misfolds dengue virus NS1 protein, induces cellular pro-survival genes and protects against lethal challenge mouse model
    • Rathore APS, Paradkar PN, Watanabe S, Tan KH, Sung C, Connolly JE, et al. 2011. Celgosivir treat-ment misfolds dengue virus NS1 protein, induces cellular pro-survival genes and protects against lethal challenge mouse model. Antiviral Res 92:453–460, doi:10.1016/j.antiviral.2011.10.002.
    • (2011) Antiviral Res , vol.92 , pp. 453-460
    • Rathore, A.1    Paradkar, P.N.2    Watanabe, S.3    Tan, K.H.4    Sung, C.5    Connolly, J.E.6
  • 39
    • 0020503123 scopus 로고
    • Transovarial transmission of dengue viruses by mosquitoes: Aedes albopictus and Aedes aegypti
    • Rosen L, Shroyer DA, Tesh RB, Freier JE, Lien JC. 1983. Transovarial transmission of dengue viruses by mosquitoes: Aedes albopictus and Aedes aegypti. Am J Trop Med Hyg 32:1108–1119.
    • (1983) Am J Trop Med Hyg , vol.32 , pp. 1108-1119
    • Rosen, L.1    Shroyer, D.A.2    Tesh, R.B.3    Freier, J.E.4    Lien, J.C.5
  • 40
    • 84868211668 scopus 로고    scopus 로고
    • Protective efficacy of the recombinant, live-attenuated, CYD tetravalent dengue vaccine in Thai schoolchildren: A randomised, controlled phase 2b trial
    • Sabchareon A, Wallace D, Sirivichayakul C, Limkittikul K, Chanthavanich P, Suvannadabba S, et al. 2012. Protective efficacy of the recombinant, live-attenuated, CYD tetravalent dengue vaccine in Thai schoolchildren: a randomised, controlled phase 2b trial. Lancet 380:1559–1567, doi:10.1016/S0140-6736(12)61428-7.
    • (2012) Lancet , vol.380 , pp. 1559-1567
    • Sabchareon, A.1    Wallace, D.2    Sirivichayakul, C.3    Limkittikul, K.4    Chanthavanich, P.5    Suvannadabba, S.6
  • 41
    • 38049013701 scopus 로고    scopus 로고
    • Detecting disease-causing genes by LASSO-Patternsearch algorithm
    • Shi W, Lee KE, Wahba G. 2007. Detecting disease-causing genes by LASSO-Patternsearch algorithm. BMC Proc 1:S60–S64.
    • (2007) BMC Proc , vol.1 , pp. S60-S64
    • Shi, W.1    Lee, K.E.2    Wahba, G.3
  • 42
    • 0032082823 scopus 로고    scopus 로고
    • The effect of tempera-ture and humidity on dengue virus propagation in Aedes aegypti mosquitos
    • Thu HM, Aye KM, Thein S. 1998. The effect of tempera-ture and humidity on dengue virus propagation in Aedes aegypti mosquitos. Southeast Asian J Trop Med Public Health 29:280–284.
    • (1998) Southeast Asian J Trop Med Public Health , vol.29 , pp. 280-284
    • Thu, H.M.1    Aye, K.M.2    Thein, S.3
  • 43
    • 85194972808 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso
    • Tibshirani R. 1996. Regression shrinkage and selection via the lasso. J R Stat Soc Series B Stat Methodol 58:267–288.
    • (1996) J R Stat Soc Series B Stat Methodol , vol.58 , pp. 267-288
    • Tibshirani, R.1
  • 44
    • 79955040218 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso: A retrospective
    • Tibshirani R. 2011. Regression shrinkage and selection via the lasso: a retrospective. J R Stat Soc Series B Stat Methodol 73:273–282, doi:10.1111/j.1467-9868.2011.00771.x.
    • (2011) J R Stat Soc Series B Stat Methodol , vol.73 , pp. 273-282
    • Tibshirani, R.1
  • 45
    • 70350061503 scopus 로고    scopus 로고
    • Detecting trend and seasonal changes in satellite image time series
    • Verbesselt J, Hyndman R, Newnham G, Culvenor D. 2010. Detecting trend and seasonal changes in satellite image time series. Remote Sens Environ 114:106–115, doi:10.1016/j.rse.2009.08.014.
    • (2010) Remote Sens Environ , vol.114 , pp. 106-115
    • Verbesselt, J.1    Hyndman, R.2    Newnham, G.3    Culvenor, D.4
  • 46
    • 73449083353 scopus 로고    scopus 로고
    • Variable selection: Current practice in epidemiological studies
    • Walter S, Tiemeier H. 2009. Variable selection: current practice in epidemiological studies. Eur J Epidemiol 24:733–736, doi:10.1007/s10654-009-9411-2.
    • (2009) Eur J Epidemiol , vol.24 , pp. 733-736
    • Walter, S.1    Tiemeier, H.2
  • 47
    • 62549115747 scopus 로고    scopus 로고
    • Genome-wide association analysis by lasso penal-ized logistic regression
    • Wu TT, Chen YF, Hastie T, Sobel E, Lange K. 2009. Genome-wide association analysis by lasso penal-ized logistic regression. Bioinformatics 25:714–721, doi:10.1093/bioinformatics/btp041.
    • (2009) Bioinformatics , vol.25 , pp. 714-721
    • Wu, T.T.1    Chen, Y.F.2    Hastie, T.3    Sobel, E.4    Lange, K.5
  • 48
    • 84901812864 scopus 로고    scopus 로고
    • Statistical modeling reveals the effect of absolute humidity on dengue in Singapore
    • Xu HY, Fu X, Lee LKH, Ma S, Goh KT, Wong J, et al. 2014. Statistical modeling reveals the effect of absolute humidity on dengue in Singapore. PLoS Negl Trop Dis 8:e2805, doi:10.1371/journal.pntd.0002805.
    • (2014) Plos Negl Trop Dis , vol.8
    • Xu, H.Y.1    Fu, X.2    Lee, L.3    Ma, S.4    Goh, K.T.5    Wong, J.6
  • 49
    • 33845263263 scopus 로고    scopus 로고
    • On model selection consistency of lasso
    • Zhao P, Yu B. 2006. On model selection consistency of lasso. J Mach Learn Res 7: 2541–2563.
    • (2006) J Mach Learn Res , vol.7 , pp. 2541-2563
    • Zhao, P.1    Yu, B.2


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