brain-coX: investigating and visualising gene co-expression in seven human brain transcriptomic datasets

被引:12
作者
Freytag, Saskia [1 ,2 ]
Burgess, Rosemary [3 ]
Oliver, Karen L. [1 ,3 ]
Bahlo, Melanie [1 ,2 ,4 ]
机构
[1] Walter & Eliza Hall Inst Med Res, Populat Hlth & Immun Div, 1G Royale Parade, Parkville, Vic 3052, Australia
[2] Univ Melbourne, Dept Med Biol, 1G Royale Parade, Parkville, Vic 3052, Australia
[3] Univ Melbourne, Epilepsy Res Ctr, Dept Med, Austin Hlth, 245 Burgundy St, Heidelberg, Vic 3084, Australia
[4] Univ Melbourne, Sch Math & Stat, Parkville, Vic 3010, Australia
基金
澳大利亚国家健康与医学研究理事会;
关键词
ADULT HUMAN BRAIN; EXPRESSION; AUTISM; DISEASE; PRIORITIZATION; SCHIZOPHRENIA; NORMALIZATION; INTEGRATION; DISORDERS; LANDSCAPE;
D O I
10.1186/s13073-017-0444-y
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: The pathogenesis of neurological and mental health disorders often involves multiple genes, complex interactions, as well as brain- and development-specific biological mechanisms. These characteristics make identification of disease genes for such disorders challenging, as conventional prioritisation tools are not specifically tailored to deal with the complexity of the human brain. Thus, we developed a novel web-application-brain-coX-that offers gene prioritisation with accompanying visualisations based on seven gene expression datasets in the post-mortem human brain, the largest such resource ever assembled. Results: We tested whether our tool can correctly prioritise known genes from 37 brain-specific KEGG pathways and 17 psychiatric conditions. We achieved average sensitivity of nearly 50%, at the same time reaching a specificity of approximately 75%. We also compared brain-coX's performance to that of its main competitors, Endeavour and ToppGene, focusing on the ability to discover novel associations. Using a subset of the curated SFARI autism gene collection we show that brain-coX's prioritisations are most similar to SFARI's own curated gene classifications. Conclusions: brain-coX is the first prioritisation and visualisation web-tool targeted to the human brain and can be freely accessed via http://shiny.bioinf.wehi.edu.au/freytag.s/.
引用
收藏
页数:9
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