Proteomic profiling of retina and retinal pigment epithelium combined embryonic tissue to facilitate ocular disease gene discovery

被引:6
作者
Aryal, Sandeep [1 ]
Anand, Deepti [1 ]
Huang, Hongzhan [2 ]
Reddy, Ashok P. P. [3 ]
Wilmarth, Phillip A. [3 ]
David, Larry L. L. [3 ,4 ]
Lachke, Salil A. A. [1 ,2 ]
机构
[1] Univ Delaware, Dept Biol Sci, Newark, DE 19716 USA
[2] Univ Delaware, Ctr Bioinformat & Computat Biol, Newark, DE 19713 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
FUNCTIONAL TYROSINASE GENE; CELL FATE DETERMINATION; RNA-BINDING PROTEINS; MASS-SPECTROMETRY; DIFFERENTIAL EXPRESSION; LENS; DATABASE; DEGENERATION; CATARACT; KNOCKOUT;
D O I
10.1007/s00439-023-02570-0
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
To expedite gene discovery in eye development and its associated defects, we previously developed a bioinformatics resource tool iSyTE (integrated Systems Tool for Eye gene discovery). However, iSyTE is presently limited to lens tissue and is predominantly based on transcriptomics datasets. Therefore, to extend iSyTE to other eye tissues on the proteome level, we performed high-throughput tandem mass spectrometry (MS/MS) on mouse embryonic day (E)14.5 retina and retinal pigment epithelium combined tissue and identified an average of 3300 proteins per sample (n = 5). High-throughput expression profiling-based gene discovery approaches-involving either transcriptomics or proteomics-pose a key challenge of prioritizing candidates from thousands of RNA/proteins expressed. To address this, we used MS/MS proteome data from mouse whole embryonic body (WB) as a reference dataset and performed comparative analysis-termed "in silico WB-subtraction"-with the retina proteome dataset. In silico WB-subtraction identified 90 high-priority proteins with retina-enriched expression at stringency criteria of = 2.5 average spectral counts, = 2.0 fold-enrichment, false discovery rate < 0.01. These top candidates represent a pool of retina-enriched proteins, several of which are associated with retinal biology and/or defects (e.g., Aldh1a1, Ank2, Ank3, Dcn, Dync2h1, Egfr, Ephb2, Fbln5, Fbn2, Hras, Igf2bp1, Msi1, Rbp1, Rlbp1, Tenm3, Yap1, etc.), indicating the effectiveness of this approach. Importantly, in silico WB-subtraction also identified several new high-priority candidates with potential regulatory function in retina development. Finally, proteins exhibiting expression or enriched-expression in the retina are made accessible in a user-friendly manner at iSyTE (https://research.bioinformatics.udel.edu/iSyTE/), to allow effective visualization of this information and facilitate eye gene discovery.
引用
收藏
页码:927 / 947
页数:21
相关论文
共 114 条
[1]   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
[2]   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
[3]   The Human Eye Proteome Project: Updates on an Emerging Proteome [J].
Ahmad, Meleha T. ;
Zhang, Pingbo ;
Dufresne, Craig ;
Ferrucci, Luigi ;
Semba, Richard D. .
PROTEOMICS, 2018, 18 (5-6)
[4]   The inherited blindness associated protein AIPL1 interacts with the cell cycle regulator protein NUB1 [J].
Akey, DT ;
Zhu, XM ;
Dyer, M ;
Li, AM ;
Sorensen, A ;
Blackshaw, S ;
Fukuda-Kamitani, T ;
Daiger, SP ;
Craft, CM ;
Kamitani, T ;
Sohocki, MM .
HUMAN MOLECULAR GENETICS, 2002, 11 (22) :2723-2733
[5]   Bioinformatics analysis of GNAQ, GNA11, BAP1, SF3B1,SRSF2, EIF1AX, PLCB4, and CYSLTR2 genes and their role in the pathogenesis of Uveal Melanoma [J].
Akin-Bali, Dilara Fatma .
OPHTHALMIC GENETICS, 2021, 42 (06) :732-743
[6]   Genome-Wide Analysis of Differentially Expressed miRNAs and Their Associated Regulatory Networks in Lenses Deficient for the Congenital Cataract-Linked Tudor Domain Containing Protein TDRD7 [J].
Anand, Deepti ;
Al Saai, Salma ;
Shrestha, Sanjaya K. ;
Barnum, Carrie E. ;
Chuma, Shinichiro ;
Lachke, Salil A. .
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2021, 9
[7]   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
[8]   Teneurin-3 Specifies Morphological and Functional Connectivity of Retinal Ganglion Cells in the Vertebrate Visual System [J].
Antinucci, Paride ;
Nikolaou, Nikolas ;
Meyer, Martin P. ;
Hindges, Robert .
CELL REPORTS, 2013, 5 (03) :582-592
[9]   The cataract-linked RNA-binding protein Celf1 post-transcriptionally controls the spatiotemporal expression of the key homeodomain transcription factors Pax6 and Prox1 in lens development [J].
Aryal, Sandeep ;
Viet, Justine ;
Weatherbee, Bailey A. T. ;
Siddam, Archana D. ;
Hernandez, Francisco G. ;
Gautier-Courteille, Carole ;
Paillard, Luc ;
Lachke, Salil A. .
HUMAN GENETICS, 2020, 139 (12) :1541-1554
[10]   MS/MS in silico subtraction-based proteomic profiling as an approach to facilitate disease gene discovery: application to lens development and cataract [J].
Aryal, Sandeep ;
Anand, Deepti ;
Hernandez, Francisco G. ;
Weatherbee, Bailey A. T. ;
Huang, Hongzhan ;
Reddy, Ashok P. ;
Wilmarth, Phillip A. ;
David, Larry L. ;
Lachke, Salil A. .
HUMAN GENETICS, 2020, 139 (02) :151-184