DeFuse
DeFuse is a software package for gene fusion discovery using RNA-Seq data. The software uses clusters of discordant paired end alignments to inform a split read alignment analysis for finding fusion boundaries. The software also employs a number of heuristic filters in an attempt to reduce the number of false positives and produces a fully annotated output for each predicted fusion.
Journal reference: http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1001138
Inputs
DeFuse requires 2 fastq files for paried reads, one with the left mate of the paired reads, and a second fastq with the the right mate of the paired reads (with reads in the same order as in the first fastq dataset).
If your fastq files have reads in different orders or include unpaired reads, you can preprocess them with FASTQ interlacer to create a single interlaced fastq dataset with only the paired reads and input that to FASTQ de-interlacer to separate the reads into a left fastq and right fastq.
Outputs
The galaxy history will contain 5 outputs: the config.txt file that provides DeFuse with its parameters, the defuse.log which details what DeFuse has done and can be useful in determining any errors, and the 3 results files that defuse generates.
DeFuse generates 3 results files: results.txt, results.filtered.txt, and results.classify.txt. All three files have the same format, though results.classify.txt has a probability column from the application of the classifier to results.txt, and results.filtered.txt has been filtered according to the threshold probability as set in config.txt.
The file format is tab delimited with one prediction per line, and the following fields per prediction (not necessarily in this order):
- Identification
- cluster_id : random identifier assigned to each prediction
- library_name : library name given on the command line of defuse
- gene1 : ensembl id of gene 1
- gene2 : ensembl id of gene 2
- gene_name1 : name of gene 1
- gene_name2 : name of gene 2
- Evidence
- break_predict : breakpoint prediction method, denovo or splitr, that is considered most reliable
- concordant_ratio : proportion of spanning reads considered concordant by blat
- denovo_min_count : minimum kmer count across denovo assembled sequence
- denovo_sequence : fusion sequence predicted by debruijn based denovo sequence assembly
- denovo_span_pvalue : p-value, lower values are evidence the prediction is a false positive
- gene_align_strand1 : alignment strand for spanning read alignments to gene 1
- gene_align_strand2 : alignment strand for spanning read alignments to gene 2
- min_map_count : minimum of the number of genomic mappings for each spanning read
- max_map_count : maximum of the number of genomic mappings for each spanning read
- mean_map_count : average of the number of genomic mappings for each spanning read
- num_multi_map : number of spanning reads that map to more than one genomic location
- span_count : number of spanning reads supporting the fusion
- span_coverage1 : coverage of spanning reads aligned to gene 1 as a proportion of expected coverage
- span_coverage2 : coverage of spanning reads aligned to gene 2 as a proportion of expected coverage
- span_coverage_min : minimum of span_coverage1 and span_coverage2
- span_coverage_max : maximum of span_coverage1 and span_coverage2
- splitr_count : number of split reads supporting the prediction
- splitr_min_pvalue : p-value, lower values are evidence the prediction is a false positive
- splitr_pos_pvalue : p-value, lower values are evidence the prediction is a false positive
- splitr_sequence : fusion sequence predicted by split reads
- splitr_span_pvalue : p-value, lower values are evidence the prediction is a false positive
- Annotation
- adjacent : fusion between adjacent genes
- altsplice : fusion likely the product of alternative splicing between adjacent genes
- break_adj_entropy1 : di-nucleotide entropy of the 40 nucleotides adjacent to the fusion splice in gene 1
- break_adj_entropy2 : di-nucleotide entropy of the 40 nucleotides adjacent to the fusion splice in gene 2
- break_adj_entropy_min : minimum of break_adj_entropy1 and break_adj_entropy2
- breakpoint_homology : number of nucleotides at the fusion splice that align equally well to gene 1 or gene 2
- breakseqs_estislands_percident : maximum percent identity of fusion sequence alignments to est islands
- cdna_breakseqs_percident : maximum percent identity of fusion sequence alignments to cdna
- deletion : fusion produced by a genomic deletion
- est_breakseqs_percident : maximum percent identity of fusion sequence alignments to est
- eversion : fusion produced by a genomic eversion
- exonboundaries : fusion splice at exon boundaries
- expression1 : expression of gene 1 as number of concordant pairs aligned to exons
- expression2 : expression of gene 2 as number of concordant pairs aligned to exons
- gene_chromosome1 : chromosome of gene 1
- gene_chromosome2 : chromosome of gene 2
- gene_end1 : end position for gene 1
- gene_end2 : end position for gene 2
- gene_location1 : location of breakpoint in gene 1
- gene_location2 : location of breakpoint in gene 2
- gene_start1 : start of gene 1
- gene_start2 : start of gene 2
- gene_strand1 : strand of gene 1
- gene_strand2 : strand of gene 2
- genome_breakseqs_percident : maximum percent identity of fusion sequence alignments to genome
- genomic_break_pos1 : genomic position in gene 1 of fusion splice / breakpoint
- genomic_break_pos2 : genomic position in gene 2 of fusion splice / breakpoint
- genomic_strand1 : genomic strand in gene 1 of fusion splice / breakpoint, retained sequence upstream on this strand, breakpoint is downstream
- genomic_strand2 : genomic strand in gene 2 of fusion splice / breakpoint, retained sequence upstream on this strand, breakpoint is downstream
- interchromosomal : fusion produced by an interchromosomal translocation
- interrupted_index1 : ratio of coverage before and after the fusion splice / breakpoint in gene 1
- interrupted_index2 : ratio of coverage before and after the fusion splice / breakpoint in gene 2
- inversion : fusion produced by genomic inversion
- orf : fusion combines genes in a way that preserves a reading frame
- probability : probability produced by classification using adaboost and example positives/negatives (only given in results.classified.txt)
- read_through : fusion involving adjacent potentially resulting from co-transcription rather than genome rearrangement
- repeat_proportion1 : proportion of the spanning reads in gene 1 that span a repeat region
- repeat_proportion2 : proportion of the spanning reads in gene 2 that span a repeat region
- max_repeat_proportion : max of repeat_proportion1 and repeat_proportion2
- splice_score : number of nucleotides similar to GTAG at fusion splice
- num_splice_variants : number of potential splice variants for this gene pair
- splicing_index1 : number of concordant pairs in gene 1 spanning the fusion splice / breakpoint, divided by number of spanning reads supporting the fusion with gene 2
- splicing_index2 : number of concordant pairs in gene 2 spanning the fusion splice / breakpoint, divided by number of spanning reads supporting the fusion with gene 1
Example
results.tsv:
cluster_id splitr_sequence splitr_count splitr_span_pvalue splitr_pos_pvalue splitr_min_pvalue adjacent altsplice break_adj_entropy1 break_adj_entropy2 break_adj_entropy_min break_predict breakpoint_homology breakseqs_estislands_percident cdna_breakseqs_percident concordant_ratio deletion est_breakseqs_percident eversion exonboundaries expression1 expression2 gene1 gene2 gene_align_strand1 gene_align_strand2 gene_chromosome1 gene_chromosome2 gene_end1 gene_end2 gene_location1 gene_location2 gene_name1 gene_name2 gene_start1 gene_start2 gene_strand1 gene_strand2 genome_breakseqs_percident genomic_break_pos1 genomic_break_pos2 genomic_strand1 genomic_strand2 interchromosomal interrupted_index1 interrupted_index2 inversion library_name max_map_count max_repeat_proportion mean_map_count min_map_count num_multi_map num_splice_variants orf read_through repeat_proportion1 repeat_proportion2 span_count span_coverage1 span_coverage2 span_coverage_max span_coverage_min splice_score splicing_index1 splicing_index2 1169 GCTTACTGTATGCCAGGCCCCAGAGGGGCAACCACCCTCTAAAGAGAGCGGCTCCTGCCTCCCAGAAAGCTCACAGACTGTGGGAGGGAAACAGGCAGCAGGTGAAGATGCCAAATGCCAGGATATCTGCCCTGTCCTTGCTTGATGCAGCTGCTGGCTCCCACGTTCTCCCCAGAATCCCCTCACACTCCTGCTGTTTTCTCTGCAGGTTGGCAGAGCCCCATGAGGGCAGGGCAGCCACTTTGTTCTTGGGCGGCAAACCTCCCTGGGCGGCACGGAAACCACGGTGAGAAGGGGGCAGGTCGGGCACGTGCAGGGACCACGCTGCAGG|TGTACCCAACAGCTCCGAAGAGACAGCGACCATCGAGAACGGGCCATGATGACGATGGCGGTTTTGTCGAAAAGAAAAGGGGGAAATGTGGGGAAAAGCAAGAGAGATCAGATTGTTACTGTGTCTGTGTAGAAAGAAGTAGACATGGGAGACTCCATTTTGTTCTGTACTAAGAAAAATTCTTCTGCCTTGAGATTCGGTGACCCCACCCCCAACCCCGTGCTCTCTGAAACATGTGCTGTGTCCACTCAGGGTTGAATGGATTAAGGGCGGTGCGAGACGTGCTTT 2 0.000436307890680442 0.110748295953850 0.0880671602973091 N Y 3.19872427442695 3.48337348351473 3.19872427442695 splitr 0 0 0 0 Y 0 N N 0 0 ENSG00000105549 ENSG00000213753 + - 19 19 376013 59111168 intron upstream THEG AC016629.2 361750 59084870 - + 0 375099 386594 + - N 8.34107429512245 - N output_dir 82 0.677852348993289 40.6666666666667 1 11 1 N N 0.361271676300578 0.677852348993289 12 0.758602776578432 0.569678713445872 0.758602776578432 0.569678713445872 2 0.416666666666667 - 3596 TGGGGGTTGAGGCTTCTGTTCCCAGGTTCCATGACCTCAGAGGTGGCTGGTGAGGTTATGACCTTTGCCCTCCAGCCCTGGCTTAAAACCTCAGCCCTAGGACCTGGTTAAAGGAAGGGGAGATGGAGCTTTGCCCCGACCCCCCCCCGTTCCCCTCACCTGTCAGCCCGAGCTGGGCCAGGGCCCCTAGGTGGGGAACTGGGCCGGGGGGCGGGCACAAGCGGAGGTGGTGCCCCCAAAAGGGCTCCCGGTGGGGTCTTGCTGAGAAGGTGAGGGGTTCCCGGGGCCGCAGCAGGTGGTGGTGGAGGAGCCAAGCGGCTGTAGAGCAAGGGGTGAGCAGGTTCCAGACCGTAGAGGCGGGCAGCGGCCACGGCCCCGGGTCCAGTTAGCTCCTCACCCGCCTCATAGAAGCGGGGTGGCCTTGCCAGGCGTGGGGGTGCTGCC|TTCCTTGGATGTGGTAGCCGTTTCTCAGGCTCCCTCTCCGGAATCGAACCCTGATTCCCCGTCACCCGTGGTCACCATGGTAGGCACGGCGACTACCATCGAAAGTTGATAGGGCAGACGTTCGAATGGGTCGTCGCCGCCACGGGGGGCGTGCGATCAGCCCGAGGTTATCTAGAGTCACCAAAGCCGCCGGCGCCCGCCCCCCGGCCGGGGCCGGAGAGGGGCTGACCGGGTTGGTTTTGATCTGATAAATGCACGCATCCCCCCCGCGAAGGGGGTCAGCGCCCGTCGGCATGTATTAGCTCTAGAATTACCACAGTTATCCAAGTAGGAGAGGAGCGAGCGACCAAAGGAACCATAACTGATTTAATGAGCCATTCGCAGTTTCACTGTACCGGCCGTGCGTACTTAGACATGCATGGCTTAATCTTTGAGACAAGCATATGCTACTGGCAGG 250 7.00711162298275e-72 0.00912124762512338 0.00684237452309549 N N 3.31745197152461 3.47233119514066 3.31745197152461 splitr 7 0.0157657657657656 0 0 N 0.0135135135135136 N N 0 0 ENSG00000156860 ENSG00000212932 - + 16 21 30682131 48111157 coding upstream FBRS RPL23AP4 30670289 48110676 + + 0.0157657657657656 30680678 9827473 - + Y - - N output_dir 2 1 1.11111111111111 1 1 1 N N 0 1 9 0.325530693397641 0.296465452915709 0.325530693397641 0.296465452915709 2 - -