Literature DB >> 26251155

A Framework for Inferring Unobserved Multistrain Epidemic Subpopulations Using Synchronization Dynamics.

Eric Forgoston1, Leah B Shaw, Ira B Schwartz.   

Abstract

A new method is proposed to infer unobserved epidemic subpopulations by exploiting the synchronization properties of multistrain epidemic models. A model for dengue fever is driven by simulated data from secondary infective populations. Primary infective populations in the driven system synchronize to the correct values from the driver system. Most hospital cases of dengue are secondary infections, so this method provides a way to deduce unobserved primary infection levels. We derive center manifold equations that relate the driven system to the driver system and thus motivate the use of synchronization to predict unobserved primary infectives. Synchronization stability between primary and secondary infections is demonstrated through numerical measurements of conditional Lyapunov exponents and through time series simulations.

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Year:  2015        PMID: 26251155      PMCID: PMC4550571          DOI: 10.1007/s11538-015-0091-7

Source DB:  PubMed          Journal:  Bull Math Biol        ISSN: 0092-8240            Impact factor:   1.758


  16 in total

1.  Dynamic effects of antibody-dependent enhancement on the fitness of viruses.

Authors:  Derek A T Cummings; Ira B Schwartz; Lora Billings; Leah B Shaw; Donald S Burke
Journal:  Proc Natl Acad Sci U S A       Date:  2005-10-10       Impact factor: 11.205

2.  Statistical inference in a stochastic epidemic SEIR model with control intervention: Ebola as a case study.

Authors:  Phenyo E Lekone; Bärbel F Finkenstädt
Journal:  Biometrics       Date:  2006-12       Impact factor: 2.571

3.  Instabilities in multiserotype disease models with antibody-dependent enhancement.

Authors:  Lora Billings; Ira B Schwartz; Leah B Shaw; Marie McCrary; Donald S Burke; Derek A T Cummings
Journal:  J Theor Biol       Date:  2006-12-28       Impact factor: 2.691

4.  Using dimension reduction to improve outbreak predictability of multistrain diseases.

Authors:  Leah B Shaw; Lora Billings; Ira B Schwartz
Journal:  J Math Biol       Date:  2007-02-22       Impact factor: 2.259

5.  Epidemics with multistrain interactions: the interplay between cross immunity and antibody-dependent enhancement.

Authors:  Simone Bianco; Leah B Shaw; Ira B Schwartz
Journal:  Chaos       Date:  2009-12       Impact factor: 3.642

6.  Serotype-specific dengue virus circulation and dengue disease in Bangkok, Thailand from 1973 to 1999.

Authors:  Ananda Nisalak; Timothy P Endy; Suchitra Nimmannitya; Siripen Kalayanarooj; Usa Thisayakorn; Robert M Scott; Donald S Burke; Charles H Hoke; Bruce L Innis; David W Vaughn
Journal:  Am J Trop Med Hyg       Date:  2003-02       Impact factor: 2.345

7.  Predicting unobserved exposures from seasonal epidemic data.

Authors:  Eric Forgoston; Ira B Schwartz
Journal:  Bull Math Biol       Date:  2013-06-01       Impact factor: 1.758

8.  Dengue and dengue haemorrhagic fever.

Authors:  J G Rigau-Pérez; G G Clark; D J Gubler; P Reiter; E J Sanders; A V Vorndam
Journal:  Lancet       Date:  1998-09-19       Impact factor: 79.321

9.  Decreases in dengue transmission may act to increase the incidence of dengue hemorrhagic fever.

Authors:  Yoshiro Nagao; Katia Koelle
Journal:  Proc Natl Acad Sci U S A       Date:  2008-02-04       Impact factor: 11.205

10.  Accurate noise projection for reduced stochastic epidemic models.

Authors:  Eric Forgoston; Lora Billings; Ira B Schwartz
Journal:  Chaos       Date:  2009-12       Impact factor: 3.642

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