Integrating Phylodynamics and Epidemiology to Estimate Transmission Diversity in Viral Epidemics

被引:43
作者
Magiorkinis, Gkikas [1 ,2 ]
Sypsa, Vana [1 ]
Magiorkinis, Emmanouil [1 ]
Paraskevis, Dimitrios [1 ]
Katsoulidou, Antigoni [1 ]
Belshaw, Robert [2 ]
Fraser, Christophe [3 ]
Pybus, Oliver George [2 ]
Hatzakis, Angelos [1 ]
机构
[1] Univ Athens, Sch Med, Dept Hyg Epidemiol & Med Stat, GR-11527 Athens, Greece
[2] Univ Oxford, Dept Zool, Oxford OX1 3PS, England
[3] Univ London Imperial Coll Sci Technol & Med, Sch Publ Hlth, London, England
基金
英国惠康基金;
关键词
HEPATITIS-C-VIRUS; SPONTANEOUS CLEARANCE; UNITED-STATES; RISK-FACTORS; LONG-TERM; NATURAL-HISTORY; LIVER-DISEASE; NON-A; INFECTION; PREVALENCE;
D O I
10.1371/journal.pcbi.1002876
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The epidemiology of chronic viral infections, such as those caused by Hepatitis C Virus (HCV) and Human Immunodeficiency Virus (HIV), is affected by the risk group structure of the infected population. Risk groups are defined by each of their members having acquired infection through a specific behavior. However, risk group definitions say little about the transmission potential of each infected individual. Variation in the number of secondary infections is extremely difficult to estimate for HCV and HIV but crucial in the design of efficient control interventions. Here we describe a novel method that combines epidemiological and population genetic approaches to estimate the variation in transmissibility of rapidly-evolving viral epidemics. We evaluate this method using a nationwide HCV epidemic and for the first time co-estimate viral generation times and superspreading events from a combination of molecular and epidemiological data. We anticipate that this integrated approach will form the basis of powerful tools for describing the transmission dynamics of chronic viral diseases, and for evaluating control strategies directed against them.
引用
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页数:11
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