1 Overview of protein annotation

In this vignette, we describe a maser workflow for annotation and visualization of protein features affected by splicing.

Integration of protein features to splicing events may reveal the impact of alternative splicing on protein function. We developed maser to enable systematic mapping of protein annotation from UniprotKB to splicing events.

Protein features can be annotated and visualized along with transcripts affected by the splice event. In this manner, maser can identify whether the splicing is affecting regions of interest containing known domains or motifs, mutations, post-translational modification and other described protein structural features.

2 Annotation of protein features

2.1 Creating the maser object

We illustrate the workflow using the hypoxia dataset from the previous vignette.


# Creating maser object using hypoxia dataset
path <- system.file("extdata", file.path("MATS_output"),
                    package = "maser")
hypoxia <- maser(path, c("Hypoxia 0h", "Hypoxia 24h"))

# Remove low coverage events
hypoxia_filt <- filterByCoverage(hypoxia, avg_reads = 5)

2.2 Query available protein features at Uniprot

Available UniprotKB protein annotation can be queried using availableFeaturesUniprotKB(). Currently there are 30 distinct features grouped into broader categories, including Domain and Sites, PTM (Post-translational modifications), Molecule Processing, Topology, Mutagenesis and Structural Features.

Name Description Category
DNA-bind UniProtKB DNA binding site sequence annotations Domain_and_Sites
Zn-fing UniProtKB Zinc finger sequence annotations Domain_and_Sites
act-site UniProtKB active site sequence annotations Domain_and_Sites
binding UniProtKB binding site sequence annotations Domain_and_Sites
coiled UniProtKB coiled coil sequence annotations Domain_and_Sites
domain UniProtKB domain sequence annotations Domain_and_Sites
motif UniProtKB motif of interest sequence annotations Domain_and_Sites
region UniProtKB region of interest sequence annotations Domain_and_Sites
repeat UniProtKB repeated motifs or domains sequence annotations Domain_and_Sites
site UniProtKB single amino acid site sequence annotations Domain_and_Sites

2.3 Steps for annotation

Protein feature annotation of splicing events is performed in two steps.

  1. Use mapTranscriptsToEvents() to add both transcript and protein IDs to all events in the maser object.
  2. Use mapProteinFeaturesToEvents() for annotation specifying UniprotKB features or categories.

mapTranscriptsToEvents() identifies transcripts compatible with the splicing event by overlapping exons involved in splicing to the gene models provided in the Ensembl GTF. Each type of splice event applies a specific overlapping rule (described in the Introduction vignette). The function also maps transcripts to their corresponding protein identifiers in Uniprot when available.

mapTranscriptsToEvents() requires an Ensembl or Gencode GTF using the hg38 build of the human genome. Ensembl GTFs can be retrieved using AnnotationHub or imported using import.gff() from the rtracklayer package. Several GTF releases are available, and maser is compatible with any version using the hg38 build.

We are using reduced GTF extracted from Ensembl Release 85 for running examples.

## Ensembl GTF annotation
gtf_path <- system.file("extdata", file.path("GTF","Ensembl85_examples.gtf.gz"),
                        package = "maser")
ens_gtf <- rtracklayer::import.gff(gtf_path)

In the second step, mapProteinFeaturesToEvents() retrieves data from UniprotKB and overlaps splicing events to genomic coordinates of protein features.

2.4 SRSF6 example

The splicing factor SRSF6 undergoes splicing during hypoxia by expressing an alternative exon. We will annotate the exon skipping event with domain, sites and topology information. The first step is to obtain a maser object containing SRSF6 splicing information, and then map transcripts to splicing events.

# Retrieve gene specific splicing events
srsf6_events <- geneEvents(hypoxia_filt, "SRSF6")
#> A Maser object with 1 splicing events.
#> Samples description: 
#> Label=Hypoxia 0h     n=3 replicates
#> Label=Hypoxia 24h     n=3 replicates
#> Splicing events: 
#> A3SS.......... 0 events
#> A5SS.......... 0 events
#> SE.......... 1 events
#> RI.......... 0 events
#> MXE.......... 0 events
# Map transcripts to splicing events
srsf6_mapped <- mapTranscriptsToEvents(srsf6_events, ens_gtf)

If transcript mapping worked correctly, Ensembl and Uniprot identifiers will be added to splicing events. Possible NA values indicates non-protein coding transcripts. In this case, the splicing involves two Ensembl transcripts coding for the Q13247 isoform of SRSF6.

head(annotation(srsf6_mapped, "SE"))
ID GeneID geneSymbol txn_3exons txn_2exons list_ptn_a list_ptn_b
33209 ENSG00000124193.14 SRSF6 ENST00000483871 ENST00000244020 Q13247 Q13247

Now we are ready to call mapProteinFeaturesToEvents() for annotation. Feature annotation can be interactively displayed in a web browser using display() or retrieved as a data.frame using annotation().

mapProteinFeaturesToEvents() will add extra columns describing the feature name, feature description and protein identifiers for which the annotation has been assigned. Possible NA values indicate the particular feature is not annotated for the splice event.

# Annotate splicing events with protein features
srsf6_annot <- mapProteinFeaturesToEvents(srsf6_mapped, c("Domain_and_Sites", "Topology"), by="category")
head(annotation(srsf6_annot, "SE"))
ID GeneID geneSymbol txn_3exons txn_2exons list_ptn_a list_ptn_b DNA-bind Zn-fing act-site binding coiled domain motif region repeat site intramem topo-dom transmem
33209 ENSG00000124193.14 SRSF6 ENST00000483871 ENST00000244020 Q13247 Q13247 NA NA NA NA NA Q13247:M1-G72;RRM1,A0A590UJK4:P2-G72;RRM,A0A590UJP7:P2-G72;RRM,A0A590UK01:P2-G72;RRM,A0A590UK80:X1-G66;RRM,A0A590UJK4:Y110-P183;RRM,A0A590UJP7:Y110-P183;RRM,A0A590UK01:Y110-P183;RRM,Q13247:Y110-P183;RRM2,A0A590UK80:Y104-P177;RRM NA A0A590UJK4:R75-G103;Disordered,A0A590UJP7:R75-G103;Disordered,A0A590UK01:R75-G103;Disordered,Q13247:R75-G103;Disordered,A0A590UK80:R69-G97;Disordered NA NA NA NA NA

By inspecting the results, we see that the SRSF6 exon skipping event is annotated with the Uniprot features domain, chain and mod-res (modidifed residue). Visualization of the splice event, transcripts and protein features is performed with plotUniprotKBFeatures(). In this example, exons in the splice event overlap the Serine/arginine-rich splicing factor 6 region of the protein, while the upstream exon and downstream exons are overlapping the RRM1 and RRM2 domains of SRSF6, respectively.

# Plot splice event, transcripts and protein features
plotUniprotKBFeatures(srsf6_mapped, "SE", event_id = 33209, gtf = ens_gtf, 
   features = c("domain", "chain"), show_transcripts = TRUE)