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
相关论文
共 113 条
[1]   Mutation of IGFBP7 Causes Upregulation of BRAF/MEK/ERK Pathway and Familial Retinal Arterial Macroaneurysms [J].
Abu-Safieh, Leen ;
Abboud, Emad B. ;
Alkuraya, Hisham ;
Shamseldin, Hanan ;
Al-Enzi, Shamsa ;
Al-Abdi, Lama ;
Hashem, Mais ;
Colak, Dilek ;
Jarallah, Abdullah ;
Ahmad, Hala ;
Bobis, Steve ;
Nemer, Georges ;
Bitar, Fadi ;
Alkuraya, Fowzan S. .
AMERICAN JOURNAL OF HUMAN GENETICS, 2011, 89 (02) :313-319
[2]   Compound mouse mutants of bZIP transcription factors Mafg and Mafk reveal a regulatory network of non-crystallin genes associated with cataract [J].
Agrawal, Smriti A. ;
Anand, Deepti ;
Siddam, Archana D. ;
Kakrana, Atul ;
Dash, Soma ;
Scheiblin, David A. ;
Dang, Christine A. ;
Terrell, Anne M. ;
Waters, Stephanie M. ;
Singh, Abhyudai ;
Motohashi, Hozumi ;
Yamamoto, Masayuki ;
Lachke, Salil A. .
HUMAN GENETICS, 2015, 134 (07) :717-735
[3]   Systems biology of lens development: A paradigm for disease gene discovery in the eye [J].
Ahand, Deepti ;
Lachke, Salil A. .
EXPERIMENTAL EYE RESEARCH, 2017, 156 :22-33
[4]  
AlFadhli S, 2012, MOL VIS, V18, P2931
[5]   RNA sequencing-based transcriptomic profiles of embryonic lens development for cataract gene discovery [J].
Anand, Deepti ;
Kakrana, Atul ;
Siddam, Archana D. ;
Huang, Hongzhan ;
Saadi, Irfan ;
Lachke, Salil A. .
HUMAN GENETICS, 2018, 137 (11-12) :941-954
[6]   Spatial and temporal expression of Wnt and Dickkopf genes during murine lens development [J].
Ang, SJ ;
Stump, RJW ;
Lovicu, FJ ;
McAvoy, JW .
GENE EXPRESSION PATTERNS, 2004, 4 (03) :289-295
[7]   Cx43, ZO-1, alpha-catenin and beta-catenin in cataractous lens epithelial cells [J].
Arora, Anshul I. ;
Johar, Kaid ;
Gajjar, Devarshi U. ;
Ganatra, Darshini A. ;
Kayastha, Forum B. ;
Pal, Anuradha K. ;
Patel, Alpesh R. ;
Rajkumar, S. ;
Vasavada, Abhay R. .
JOURNAL OF BIOSCIENCES, 2012, 37 (06) :979-987
[8]   Prox1 and fibroblast growth factor receptors form a novel regulatory loop controlling lens fiber differentiation and gene expression [J].
Audette, Dylan S. ;
Anand, Deepti ;
So, Tammy ;
Rubenstein, Troy B. ;
Lachke, Salil A. ;
Lovicu, Frank J. ;
Duncan, Melinda K. .
DEVELOPMENT, 2016, 143 (02) :318-328
[9]  
Bassnett S, 2009, MOL VIS, V15, P2448
[10]   TRANSLATIONAL REGULATION OF DELTA-CRYSTALLIN SYNTHESIS DURING LENS DEVELOPMENT IN THE CHICKEN-EMBRYO [J].
BEEBE, DC ;
PIATIGORSKY, J .
DEVELOPMENTAL BIOLOGY, 1981, 84 (01) :96-101