Does conservation account for splicing patterns?

被引:8
作者
Wainberg, Michael [1 ]
Alipanahi, Babak [1 ]
Frey, Brendan [1 ,2 ,3 ,4 ]
机构
[1] Univ Toronto, Dept Elect & Comp Engn, 10 Kings Coll Rd, Toronto, ON M5S 3G4, Canada
[2] Univ Toronto, Ctr Cellular & Biomol Res, 160 Coll St, Toronto, ON M5S 3E1, Canada
[3] Canadian Inst Adv Res, Program Genet Networks, 180 Dundas St West,Suite 1400, Toronto, ON M5G 1Z8, Canada
[4] Canadian Inst Adv Res, Program Neural Computat & Adapt Percept, 180 Dundas St West,Suite 1400, Toronto, ON M5G 1Z8, Canada
来源
BMC GENOMICS | 2016年 / 17卷
基金
加拿大自然科学与工程研究理事会; 加拿大健康研究院;
关键词
Alternative splicing; Conservation; Splicing regulation; MOTIFS; VERTEBRATE; SEQUENCE; GENE;
D O I
10.1186/s12864-016-3121-4
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Alternative mRNA splicing is critical to proteomic diversity and tissue and species differentiation. Exclusion of cassette exons, also called exon skipping, is the most common type of alternative splicing in mammals. Results: We present a computational model that predicts absolute (though not tissue-differential) percent-spliced-in of cassette exons more accurately than previous models, despite not using any 'hand-crafted' biological features such as motif counts. We achieve nearly identical performance using only the conservation score (mammalian phastCons) of each splice junction normalized by average conservation over 100 bp of the corresponding flanking intron, demonstrating that conservation is an unexpectedly powerful indicator of alternative splicing patterns. Using this method, we provide evidence that intronic splicing regulation occurs predominantly within 100 bp of the alternative splice sites and that conserved elements in this region are, as expected, functioning as splicing regulators. We show that among conserved cassette exons, increased conservation of flanking introns is associated with reduced inclusion. We also propose a new definition of intronic splicing regulatory elements (ISREs) that is independent of conservation, and show that most ISREs do not match known binding sites or splicing factors despite being predictive of percent-spliced-in. Conclusions: These findings suggest that one mechanism for the evolutionary transition from constitutive to alternative splicing is the emergence of cis-acting splicing inhibitors. The association of our ISREs with differences in splicing suggests the existence of novel RNA-binding proteins and/or novel splicing roles for known RNA-binding proteins.
引用
收藏
页数:10
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