MS/MS in silico subtraction-based proteomic profiling as an approach to facilitate disease gene discovery: application to lens development and cataract

被引:14
作者
Aryal, Sandeep [1 ]
Anand, Deepti [1 ]
Hernandez, Francisco G. [1 ]
Weatherbee, Bailey A. T. [1 ]
Huang, Hongzhan [2 ]
Reddy, Ashok P. [3 ]
Wilmarth, Phillip A. [3 ]
David, Larry L. [3 ,4 ]
Lachke, Salil A. [1 ,2 ]
机构
[1] Univ Delaware, Dept Biol Sci, 105 Green,Delaware Ave,236 Wolf Hall, Newark, DE 19716 USA
[2] Univ Delaware, Ctr Bioinformat & Computat Biol, Newark, DE 19716 USA
[3] Oregon Hlth & Sci Univ, Prote Shared Resource, Portland, OR 97239 USA
[4] Oregon Hlth & Sci Univ, Dept Chem Physiol & Biochem, Portland, OR 97239 USA
基金
美国国家卫生研究院;
关键词
MURINE LENS; DIFFERENTIAL EXPRESSION; MISSENSE MUTATION; STRESS RESPONSES; ALPHA-CRYSTALLIN; GAMMA-CRYSTALLIN; UP-REGULATION; MOUSE; EYE; FAMILY;
D O I
10.1007/s00439-019-02095-5
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
While the bioinformatics resource-tool iSyTE (integrated Systems Tool for Eye gene discovery) effectively identifies human cataract-associated genes, it is currently based on just transcriptome data, and thus, it is necessary to include protein-level information to gain greater confidence in gene prioritization. Here, we expand iSyTE through development of a novel proteome-based resource on the lens and demonstrate its utility in cataract gene discovery. We applied high-throughput tandem mass spectrometry (MS/MS) to generate a global protein expression profile of mouse lens at embryonic day (E)14.5, which identified 2371 lens-expressed proteins. A major challenge of high-throughput expression profiling is identification of high-priority candidates among the thousands of expressed proteins. To address this problem, we generated new MS/MS proteome data on mouse whole embryonic body (WB). WB proteome was then used as a reference dataset for performing "in silico WB-subtraction" comparative analysis with the lens proteome, which effectively identified 422 proteins with lens-enriched expression at >= 2.5 average spectral counts, >= 2.0 fold enrichment (FDR < 0.01) cut-off. These top 20% candidates represent a rich pool of high-priority proteins in the lens including known human cataract-linked genes and many new potential regulators of lens development and homeostasis. This rich information is made publicly accessible through iSyTE (), which enables user-friendly visualization of promising candidates, thus making iSyTE a comprehensive tool for cataract gene discovery.
引用
收藏
页码:151 / 184
页数:34
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