Browse
Submit Data
Databases
API
Help

Dataset Information

0 Views

0 Connections

0 Citations

0 Reanalyses

0 Downloads

Omics score: 0

Learning the Sequence Determinants of Alternative Splicing from Millions of Random Sequences

ABSTRACT: Most human transcripts are alternatively spliced, and many disease-causing mutations affect RNA splicing. Towards better modeling the sequence determinants of alternative splicing, we measured the splicing patterns of nearly 2 million (M) synthetic mini-genes, which include degenerate subsequences totaling to nearly 100M bases of variation. The massive size of these training data allowed us to improve upon current models of splicing as well as to gain new mechanistic insights. Our results show that a vast majority of hexamer sequence motifs measurably influence splice site selection when positioned within alternative exons, with multiple motifs acting additively rather than cooperatively. Intriguingly, motifs that enhance (suppress) exon inclusion in alternative 5’ splicing also enhance (suppress) exon inclusion in alternative 3’ or cassette exon splicing, suggesting a universal mechanism for alternative exon recognition. Finally, our empirically trained models are highly predictive of the effects of naturally occurring variants on alternative splicing in vivo.

ORGANISM(S): synthetic construct Homo sapiens

PROVIDER: GSE74070 | GEO | 2015/10/21

SECONDARY ACCESSION(S): PRJNA299151

REPOSITORIES: GEO

ACCESS DATA

Json Xml

Similar Datasets

RNAi profiling by array of human HeLa cells with hnRNP C siRNA knockdown using a splice-junction microarray to detect changes in alternative splicing.

Project description:poly(A)+ RNA samples from hnRNP C siRNA knockdown and control HeLa cells were compared on a splice-junction microarray to detect changes in alternative splicing. Using the ASPIRE3 algorithm, we detected changes in splicing at 1,340 alternative exons. We observed a similar incidence of increased or decreased exon inclusion in hnRNP C knockdown cells, indicating that hnRNP C can either silence or enhance exon inclusion, respectively. We validated changes at 26 exons by RT-PCR with a 92% success rate.

2010-10-01 | E-MTAB-367 | biostudies-arrayexpress

Quaking is a global regulator of muscle-specific alternative splicing in vertebrates [differentiation data]

Project description:This work provides the first evidence that Qk is a global regulator of splicing in vertebrates, defines a new splicing regulatory network in muscle, and suggests that overlapping splicing networks contribute to the complexity of changes in alternative splicing during differentiation. Alternative splicing contributes to muscle development and differentiation, but the complete set of muscle splicing factors and their combinatorial interactions are not known. Previously work identifies ACUAA (STAR motif) as an enriched sequence near muscle-specific alternative exons such as Capzb exon 9. We did mass spectrometry of proteins selected by wild type and mutant Capzb intron 9 RNA affinity chromatography, and identified Quaking (Qk), a protein known to regulate mRNA function through ACUAA motifs in 3' UTRs. We show that in myoblasts, Qk promotes inclusion of Capzb exon 9 in opposition to repression by PTB. Qk knockdown in myoblasts has little effect on transcript levels, but alters inclusion of 824 cassette exons whose adjacent intron sequences are enriched in ACUAA motifs. During differentiation to myotubes, Qk levels increase 2-3 fold, suggesting a mechanism for Qk-responsive exon regulation. We captured the PTB splicing regulatory network and intersected it with the Qk network, identifying overlap between the functions of Qk and PTB. Approximately 60% of exons whose inclusion is altered during myogenesis appear to be under control of one or both of these splicing factors in myoblasts. This series is the C2C12 differentiation data. It is 9 arrays, 3 timepoints, with 3 replicates. The time points are 0 hrs, 24 hrs, and 72hrs.

2013-06-05 | E-GEOD-40956 | biostudies-arrayexpress

Quaking is a global regulator of muscle-specific alternative splicing in vertebrates [siRNA data]

Project description:This work provides the first evidence that Qk is a global regulator of splicing in vertebrates, defines a new splicing regulatory network in muscle, and suggests that overlapping splicing networks contribute to the complexity of changes in alternative splicing during differentiation. Alternative splicing contributes to muscle development and differentiation, but the complete set of muscle splicing factors and their combinatorial interactions are not known. Previously work identifies ACUAA (STAR motif) as an enriched sequence near muscle-specific alternative exons such as Capzb exon 9. We did mass spectrometry of proteins selected by wild type and mutant Capzb intron 9 RNA affinity chromatography, and identified Quaking (Qk), a protein known to regulate mRNA function through ACUAA motifs in 3' UTRs. We show that in myoblasts, Qk promotes inclusion of Capzb exon 9 in opposition to repression by PTB. Qk knockdown in myoblasts has little effect on transcript levels, but alters inclusion of 824 cassette exons whose adjacent intron sequences are enriched in ACUAA motifs. During differentiation to myotubes, Qk levels increase 2-3 fold, suggesting a mechanism for Qk-responsive exon regulation. We captured the PTB splicing regulatory network and intersected it with the Qk network, identifying overlap between the functions of Qk and PTB. Approximately 60% of exons whose inclusion is altered during myogenesis appear to be under control of one or both of these splicing factors in myoblasts. This series is the C2C12 Qk and PTB siRNA data. It is 12 arrays: 3 PTB siRNA arrays , 3 Qk siRNA arrays, and 6 mock siRNA arrays.

2013-06-05 | E-GEOD-40961 | biostudies-arrayexpress

Quaking is a global regulator of muscle-specific alternative splicing in vertebrates [differentiation data]

2013-06-05 | GSE40956 | GEO

Quaking is a global regulator of muscle-specific alternative splicing in vertebrates [siRNA data]

2013-06-05 | GSE40961 | GEO

Widespread regulated alternative splicing of single codons accelerates proteome evolution

Project description:Thousands of human genes contain introns ending in NAGNAG motifs (N any nucleotide), where both NAGs can function as 3' splice sites, yielding isoforms differing by inclusion/exclusion of just three bases. However, the functional importance of NAGNAG alternative splicing is highly controversial. Using very deep RNA-Seq data from sixteen human and eight mouse tissues, we found that approximately half of alternatively spliced NAGNAGs undergo tissue-specific regulation and that regulated events have been selectively retained: alternative splicing of strongly tissue-specific NAGNAGs was ten times as likely to be conserved between species as for non-tissue-specific events. Further, alternative splicing of human NAGNAGs was associated with an order of magnitude increase in the frequency of exon length changes at orthologous mouse/rat exon boundaries, suggesting that NAGNAGs accelerate exon evolution. Together, our analyses show that NAGNAG alternative splicing constitutes a major generator of tissue-specific proteome diversity and accelerates evolution of proteins at exon-exon boundaries.

2012-01-05 | GSE30017 | GEO

Widespread regulated alternative splicing of single codons accelerates proteome evolution

2012-01-05 | E-GEOD-30017 | biostudies-arrayexpress

Systematic identification of RNA-binding proteins and tethered domains that activate exon splicing inclusion [RNA-seq]

Project description:RNA-binding proteins (RBPs) modulate alternative splicing outcomes to determine isoform expression and cellular survival. To identify RBPs that directly drive alternative exon inclusion, we evaluated 718 human RBPs with tethered function luciferase-based splicing reporter assays to identify 58 candidates, including known splicing factors such as RBFOX and serine-arginine proteins. We performed enhanced CLIP, RNA-seq, and affinity purification-mass spectrometry to investigate a subset of the 11 candidates with no prior association with splicing. Integrative analysis of these assays indicated the surprising roles of TRNAU1AP, SCAF8, and RTCA in modulating hundreds of endogenous splicing events. We also leveraged our tethering assays and top candidates to identify potent and compact exon inclusion activation domains for splicing modulation applications. Using identified domains, we engineered programmable fusion proteins which outperformed current artificial splicing factors at manipulating inclusion of reporter and endogenous exons. Altogether, our tethering approach characterized the ability of RBPs to induce exon inclusion and yielded new molecular parts for programmable splicing control.

2023-09-25 | GSE232598 | GEO

Systematic identification of RNA-binding proteins and tethered domains that activate exon splicing inclusion [eCLIP-seq]

2023-09-25 | GSE232597 | GEO

RNA G-quadruplex secondary structure promotes alternative splicing via the RNA binding protein hnRNPF

Project description:It is generally thought that splicing factors regulate alternative splicing through binding to RNA consensus sequences. In addition to these linear motifs, RNA secondary structure is emerging as an important layer in splicing regulation. Here we demonstrate that RNA elements with G-quadruplex forming capacity promote exon inclusion. Destroying G-quadruplex forming capacity while keeping G-tracts intact abrogates exon inclusion. Analysis of RNA binding protein footprints revealed that G-quadruplexes are enriched in hnRNPF-binding sites and near hnRNPF-regulated alternatively spliced exons in the human transcriptome. Moreover, hnRNPF regulates an EMT-associated CD44 isoform switch in a G-quadruplex-dependent manner, which results in inhibition of EMT. Mining breast cancer TCGA datasets, we demonstrate that hnRNPF negatively correlates with an EMT gene signature and positively correlates with patient survival. These data suggest a critical role for RNA G-quadruplexes in regulating alternative splicing. Modulation of G-quadruplex structural integrity may control cellular processes important for tumor progression.

2018-01-22 | GSE107542 | GEO

OmicsDI is part of the ELIXIR infrastructure

OmicsDI is an Elixir interoperability service. Learn more ›

OmicsDI Databases

PRIDE
PeptideAtlas
MassIVE
JPOST Repository
Physiome Model Repository

EGA
EVA
ENA
LINCS
PAXDB
Cell Collective

MetaboLights
Metabolomics Workbench
MetabolomeExpress
GNPS
BioModels
FAIRDOMHub

ArrayExpress
dbGaP
ExpressionAtlas
GEO
NODE

Information

Databases
Help
API
Contact us
Code on GitHub
Terms of use
Submit Data