2007
DOI: 10.1093/nar/gkm623
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A systematic strategy for large-scale analysis of genotype–phenotype correlations: identification of candidate genes involved in African trypanosomiasis

Abstract: It is increasingly common to combine Microarray and Quantitative Trait Loci data to aid the search for candidate genes responsible for phenotypic variation. Workflows provide a means of systematically processing these large datasets and also represent a framework for the re-use and the explicit declaration of experimental methods. In this article, we highlight the issues facing the manual analysis of microarray and QTL data for the discovery of candidate genes underlying complex phenotypes. We show how automat… Show more

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Cited by 51 publications
(53 citation statements)
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“…This methodology has been effective in the past and allows for the identification of genes responsible for infectious diseases or immune systemrelated phenotypes (16,27). One of the three candidate genes on Qivr2, Hc, was previously shown to be involved in both the innate and adaptive immune responses to infectious agents including low-pathogenic mouse-adapted influenza viruses (20).…”
Section: Discussionmentioning
confidence: 99%
“…This methodology has been effective in the past and allows for the identification of genes responsible for infectious diseases or immune systemrelated phenotypes (16,27). One of the three candidate genes on Qivr2, Hc, was previously shown to be involved in both the innate and adaptive immune responses to infectious agents including low-pathogenic mouse-adapted influenza viruses (20).…”
Section: Discussionmentioning
confidence: 99%
“…A Taverna workflow (12)(13)(14) was used to identify KEGG pathways that responded to infection and contained genes in QTL regions as previously described (31).…”
Section: Methodsmentioning
confidence: 99%
“…To identify candidate genes in each QTL we used a Taverna workflow to obtain a list of all genes that were in the KEGG pathways that contained an excess of genes (P < 0.05) that either changed over time in response to infection or were differentially expressed between breeds. The workflow then obtained a list of all genes within the QTL region from Ensembl (Assembly Btau3) irrespective of whether they were differentially expressed (12)(13)(14). These two lists were then scanned for genes that were in a responding pathway and in a QTL region; such genes were considered as candidate QTG.…”
Section: Response Of the Transcriptomes Of N'dama And Boran To Infectmentioning
confidence: 99%
“…For example, Paul Fisher and colleagues have reported on the benefits of being able to "systematically analyse any results we obtain without the need to prematurely filter the data for human convenience" [2] -which enabled them to identify a candidate gene that had previously been missed. Workflows are systematic and unbiased, and they capture data analysis methodologies explicitly.…”
mentioning
confidence: 99%