A novel approach to characterise pathogen candidate genetic polymorphisms involved in clinical outcome

被引:11
作者
Szmaragd, C
Nichols, RA
Balloux, F
机构
[1] Univ Cambridge, Dept Genet, Theoret & Mol Populat Genet Grp, Cambridge CB2 3EH, England
[2] Univ London, Queen Mary, Sch Biol Sci, London E1 4NS, England
关键词
phylogenetics; generalised linear modelling; host-pathogen interaction; hepatitis B; HBV; gene mappings; clinical outcome;
D O I
10.1016/j.meegid.2005.01.001
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Understanding the key factors influencing the clinical outcome of an infection is crucial for early diagnosis and optimised treatment. Despite widespread recognition of the importance of the genetics composition of pathogens, most efforts so far have focused on characterising, disease and susceptibility genes in humans. Here, we propose a new flexible and powerful methodological framework to detect candidate genetic polyrnorphisnis influencing clinical outcome from pathogen genomes. The rationale is to use well-supported clades in a phylogeny as statistical predictors for clinical Outcomes rather than the individual polyrnorphisnis themselves. This greatly increases the statistical power to detect candidate polymorphisms when analysing a large number of variable sites. In a second step, the candidate polymorphisms are recovered by characterising the polyrnorphisnis that most strongly support the clades predicting the clinical Outcome. The modelling approach further allows including host factors and testing for possible interactions between factors. We illustrate the approach by an application on a dataset of hepatitis B polymerase genes. The statistical model retains age at infection as well as six candidate polymorphisms as predictors for clinical outcome (acute, chronic and fulminant). The method is straightforward to apply and computationally effective. While the approach is focused on detecting candidate polymorphisms from pathogen genomics, the method might be more broadly applied for characterising the link between genotype and phenotype while statistically controlling for environmental factors. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:38 / 45
页数:8
相关论文
共 42 条
[1]   Genotype H: a new Amerindian genotype of hepatitis B virus revealed in Central America [J].
Arauz-Ruiz, P ;
Norder, H ;
Robertson, BH ;
Magnius, LO .
JOURNAL OF GENERAL VIROLOGY, 2002, 83 :2059-2073
[2]   Two core promotor mutations identified in a hepatitis B virus strain associated with fulminant hepatitis result in enhanced viral replication [J].
Baumert, TF ;
Rogers, SA ;
Hasegawa, K ;
Liang, TJ .
JOURNAL OF CLINICAL INVESTIGATION, 1996, 98 (10) :2268-2276
[3]   Hepatitis B virus surface antigen (HBsAg) mutants in Singapore adults and vaccinated children with high anti-hepatitis B virus antibody levels but negative for HBsAg [J].
Chen, WN ;
Oon, CJ .
JOURNAL OF CLINICAL MICROBIOLOGY, 2000, 38 (07) :2793-2794
[4]  
CHEVENET F, 2000, 1 JOURN OUV BIOL INF, P87
[5]   PHYLOGENIES FROM MOLECULAR SEQUENCES - INFERENCE AND RELIABILITY [J].
FELSENSTEIN, J .
ANNUAL REVIEW OF GENETICS, 1988, 22 :521-565
[6]  
Günther S, 2000, EUR J CLIN INVEST, V30, P751
[7]   Ethnic differences and disease phenotypes [J].
Hardy, J ;
Singleton, A ;
Gwinn-Hardy, K .
SCIENCE, 2003, 300 (5620) :739-740
[8]   WHO warns of microbial threat [J].
Kapp, C .
LANCET, 1999, 353 (9171) :2222-2222
[9]   Genetic variability in hepatitis B viruses [J].
Kidd-Ljunggren, K ;
Miyakawa, Y ;
Kidd, AH .
JOURNAL OF GENERAL VIROLOGY, 2002, 83 :1267-1280
[10]   Performance of maximum parsimony and likelihood phylogenetics when evolution is heterogeneous [J].
Kolaczkowski, B ;
Thornton, JW .
NATURE, 2004, 431 (7011) :980-984