BMC Infectious Diseases | |
Comparative analysis of Streptococcus pneumoniae transmission in Portuguese and Finnish day-care centres | |
Kari Auranen1  M Gabriela M Gomes4  Tarja Kaijalainen1  Raquel Sá-Leão5  Ritva Syrjänen1  Fabian Hoti3  Delphine Pessoa2  | |
[1] Department of Vaccination and Immune Protection, National Institute for Health and Welfare (THL), Helsinki, Finland;Instituto Gulbenkian de Ciência, Oeiras, P-2781-901, Portugal;Department of Information and Computer Science, Aalto University School of Science, Espoo, Finland;Programa de Computação Científica, Fundação Oswaldo Cruz, Rio de Janeiro, 21045-900, Brazil;Laboratory of Molecular Microbiology of Human Pathogens, Instituto de Tecnologia Química e Biológica, Universidade Nova de Lisboa (ITQB/UNL), Oeiras, Portugal | |
关键词: Data augmentation; Bayesian inference; Statistical models; Finland; Portugal; Longitudinal studies; Prevalence; Carriage; Transmission; Child; Day care; Pneumococcus; Streptococcus pneumoniae; | |
Others : 1148863 DOI : 10.1186/1471-2334-13-180 |
|
received in 2012-08-01, accepted in 2013-03-25, 发布年份 2013 | |
【 摘 要 】
Background
Day-care centre (DCC) attendees play a central role in maintaining the circulation of Streptococcus pneumoniae (pneumococcus) in the population. The prevalence of pneumococcal carriage is highest in DCC attendees but varies across countries and is found to be consistently lower in Finland than in Portugal. We compared key parameters underlying pneumococcal transmission in DCCs to understand which of these contributed to the observed differences in carriage prevalence.
Methods
Longitudinal data about serotype-specific carriage in DCC attendees in Portugal (47 children in three rooms; mean age 2 years; range 1–3 years) and Finland (91 children in seven rooms; mean age 4 years; range 1–7 years) were analysed with a continuous-time event history model in a Bayesian framework. The monthly rates of within-room transmission, community acquisition and clearing carriage were estimated.
Results
The posterior mean of within-room transmission rate was 1.05 per month (Portugal) vs. 0.63 per month (Finland). The smaller rate of clearance in Portugal (0.57 vs. 0.73 per month) is in accordance with the children being younger. The overall community rate of acquisition was larger in the Portuguese setting (0.25 vs. 0.11 per month), in agreement with that the groups belonged to a larger DCC. The model adequately predicted the observed levels of carriage prevalence and longitudinal patterns in carriage acquisition and clearance.
Conclusions
The difference in prevalence of carriage (61% in Portuguese vs. 26% among Finnish DCC attendees) was assigned to the longer duration of carriage in younger attendees and a significantly higher rate of within-room transmission and community acquisition in the Portuguese setting.
【 授权许可】
2013 Pessoa et al.; licensee BioMed Central Ltd.
【 预 览 】
Files | Size | Format | View |
---|---|---|---|
20150404220705711.pdf | 1390KB | download | |
Figure 5. | 73KB | Image | download |
Figure 4. | 50KB | Image | download |
Figure 3. | 48KB | Image | download |
Figure 2. | 59KB | Image | download |
Figure 1. | 126KB | Image | download |
【 图 表 】
Figure 1.
Figure 2.
Figure 3.
Figure 4.
Figure 5.
【 参考文献 】
- [1]O’Brien KL, Wolfson LJ, Watt JP, Henkle E, Deloria-Knoll M, McCall N, Lee E, Mulholland K, Levine OS, Cherian T: Burden of disease caused by Streptococcus pneumoniae in children younger than 5 years: global estimates. Lancet 2009, 374:893-902.
- [2]Bentley SD, Aanensen DM, Mavroidi A, Saunders D, Rabbinowitsch E, Collins M, Donohoe K, Harris D, Murphy L, Quail MA, Samuel G, Skovsted IC, Kaltoft MS, Barrell B, Reeves PR, Parkhill J, Spratt BG: Genetic analysis of the capsular biosynthetic locus from all 90 pneumococcal serotypes. PLoS Genet 2006, 2:e31.
- [3]Bogaert D, De Groot R, Hermans PWM: Streptococcus pneumoniae colonisation: the key to pneumococcal disease. Lancet Infect Dis 2004, 4:144-154.
- [4]Syrjänen RK, Kilpi TM, Kaijalainen TH, Herva EE, Takala AK: Nasopharyngeal carriage of streptococcus pneumoniae in finnish children younger than 2 years old. J Infect Dis 2001, 184:451-459.
- [5]Melegaro A, Choi Y, Pebody R, Gay N: Pneumococcal carriage in United Kingdom families: estimating serotype-specific transmission parameters from longitudinal data. Am J Epidemiol 2007, 166:228-235.
- [6]Hoti F, Erästö P, Leino T, Auranen K: Outbreaks of Streptococcus pneumoniae carriage in day care cohorts in Finland - implications for elimination of transmission. BMC Infect Dis 2009, 9:102. BioMed Central Full Text
- [7]Erästö P, Hoti F, Granat SM, Mia Z, Mäkelä PH, Auranen K: Modelling multi-type transmission of pneumococcal carriage in Bangladeshi families. Epidemiol Infect 2010, 138:861-872.
- [8]Auranen K, Mehtälä J, Tanskanen AS, Kaltoft M: Between-strain competition in acquisition and clearance of pneumococcal carriage--epidemiologic evidence from a longitudinal study of day-care children. Am J Epidemiol 2010, 171:169-176.
- [9]Lipsitch M, Abdullahi O, D’amour A, Xie W, Weinberger DM, Tchetgen ET, Scott JAG: Estimating rates of carriage acquisition and clearance and competitive ability for pneumococcal serotypes in Kenya with a Markov transition mode. Epidemiology 2012, 23:1-10.
- [10]Cobey S, Lipsitch M: Niche and neutral effects of acquired immunity permit coexistence of pneumococcal serotypes. Science (New York, NY) 2012, 335:1376-1380.
- [11]Cauchemez S, Temime L, Valleron A-J, Varon E, Thomas G, Guillemot D, Boëlle P-Y: S. pneumoniae transmission according to inclusion in conjugate vaccines: Bayesian analysis of a longitudinal follow-up in schools. BMC Infect Dis 2006, 6:14. BioMed Central Full Text
- [12]Domenech De Cellès M, Opatowski L, Salomon J, Varon E, Carbon C, Boëlle P-Y, Guillemot D: Intrinsic epidemicity of Streptococcus pneumoniae depends on strain serotype and antibiotic susceptibility pattern. Antimicrob Agents Chemother 2011, 55:5255-5261.
- [13]Erästö P, Hoti F, Auranen K: Modeling transmission of multitype infectious agents: application to carriage of Streptococcus pneumoniae. Stat Med 2012, 31:1451-1463.
- [14]Sá-Leão R, Nunes S, Brito-Avô A, Alves CR, Carriço JA, Saldanha J, Almeida JS, Santos-Sanches I, de Lencastre H: High rates of transmission of and colonization by Streptococcus pneumoniae and Haemophilus influenzae within a day care center revealed in a longitudinal study. J Clin Microbiol 2008, 46:225-234.
- [15]Leino T, Hoti F, Syrjänen R, Tanskanen A, Auranen K: Clustering of serotypes in a longitudinal study of Streptococcus pneumoniae carriage in three day care centres. BMC Infect Dis 2008, 8:173. BioMed Central Full Text
- [16]Kaltoft MS, Sørensen UBS, Slotved H-C, Konradsen HB: An easy method for detection of nasopharyngeal carriage of multiple Streptococcus pneumoniae serotypes. J Microbiol Methods 2008, 75:540-544.
- [17]Sá-Leão R, Nunes S, Brito-Avô A, Frazão N, Simões AS, Crisóstomo MI, Paulo ACS, Saldanha J, Santos-Sanches I, de Lencastre H: Changes in pneumococcal serotypes and antibiotypes carried by vaccinated and unvaccinated day-care centre attendees in Portugal, a country with widespread use of the seven-valent pneumococcal conjugate vaccine. Clin Microbiol Infect 2009, 15:1002-1007.
- [18]Melegaro A, Gay NJ, Medley GF: Estimating the transmission parameters of pneumococcal carriage in households. Epidemiol Infect 2004, 132:433-441.
- [19]Ekdahl K, Ahlinder I, Hansson HB, Melander E, Mölstad S, Söderström M, Persson K: Duration of nasopharyngeal carriage of penicillin-resistant streptococcus pneumoniae: experiences from the south Swedish pneumococcal intervention project. Clin Infect Dis 1997, 25:1113-1117.
- [20]Mehtälä J, Antonio M, Kaltoft M, O’Brien KL, Auranen K: Epidemiologic evidence for strong competition between streptococcus pneumoniae strains - implications for vaccine-induced replacement in colonization and disease. EpidemiologyIn press
- [21]Mehtälä J, Auranen K, Kulathinal S: Optimal designs for epidemiologic longitudinal studies with binary outcomes. Stat Methods Med Res 2011. Dec 13 [Epub ahead of print]