fusion_filtering_QC: Filters standardized fusion calls to remove artifacts and...

In d3b-center/annoFuse: annoFuse: an R Package to annotate, prioritize, and interactively explore putative oncogenic RNA fusions

Filters standardized fusion calls to remove artifacts and false positives.

Description

Events such as polymerase read-throughs, mis-mapping due to gene homology, and fusions occurring in healthy normal tissue require stringent filtering, making it difficult for researchers and clinicians to discern true underlying oncogenic drivers of a tumor and in some cases, appropriate therapy

Usage

fusion_filtering_QC(
  standardFusioncalls,
  readingFrameFilter = "in-frame|frameshift|other",
  artifactFilter,
  junctionReadCountFilter,
  spanningFragCountFilter = 100,
  readthroughFilter = TRUE
)

Arguments

standardFusioncalls	A dataframe from star fusion or arriba standardized to run through the filtering steps
readingFrameFilter	A regex to capture readingframe (eg. in-frame|frameshift|other)
artifactFilter	A red flag filter from Annotation ; in OpenPBTA annotation is from FusionAnnotator column "annots"
junctionReadCountFilter	An integer threshold for JunctionReadCount
spanningFragCountFilter	An integer threshold for (SpanningFragCount - JunctionReadCount)
readthroughFilter	Boolean for filtering readthroughs

Value

Standardized fusion calls filtered to pass QC and remove calls with insufficient read-support and annotation red-flags

Examples

# standardize
fusionfileArriba <- read_arriba_calls(
  system.file("extdata", "arriba_example.tsv", package = "annoFuseData")
)
fusionfileStarFusion <- read_starfusion_calls(
  system.file("extdata", "starfusion_example.tsv", package = "annoFuseData")
)
formattedArriba <- fusion_standardization(fusionfileArriba,
  caller = "ARRIBA",
  tumorID = "tumorID"
)
formattedStarFusion <- fusion_standardization(fusionfileStarFusion,
  caller = "STARFUSION",
  tumorID = "tumorID"
)
# merge standardized fusion calls
standardFusioncalls <- as.data.frame(rbind(formattedStarFusion, formattedArriba))
fusionQCFiltered <- fusion_filtering_QC(
  standardFusioncalls = standardFusioncalls,
  readingFrameFilter = "in-frame|frameshift|other",
  artifactFilter = "GTEx_Recurrent|DGD_PARALOGS|Normal|BodyMap|ConjoinG",
  junctionReadCountFilter = 1,
  spanningFragCountFilter = 100,
  readthroughFilter = TRUE
)

d3b-center/annoFuse documentation built on Oct. 2, 2024, 4:17 a.m.