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TxNova: recovery of recurrent unannotated intergenic splice loci from existing bulk RNA-seq alignments

Li, Z.; James, A.; Li, S.

2026-08-25 bioinformatics
10.64898/2026.08.24.746847 bioRxiv
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Background. Reference catalogs such as GENCODE capture most stably expressed mammalian genes but may not include condition-restricted or low-abundance transcripts. Reads supporting unannotated intergenic splice junctions are generally absent from annotation-restricted gene-count matrices; transcript assemblers may reconstruct a subset as novel models, but those models are typically handled separately from the annotated gene-count universe. TxNova is a lightweight command-line tool that directly indexes these unannotated splices from existing BAM files - without an external assembler, gffcompare, or workflow manager - yielding candidate leads for bench validation rather than standalone discovery claims. Methods. TxNova retains CIGAR N junctions from STAR/HISAT2 BAM files that recur in >= 2 samples and are absent from a comprehensive annotation, clusters them into residual loci, and counts each locus alongside annotated genes in a unified matrix. Structure gates - canonical splice motif, same-strand distance, coverage valley, bridging-junction absence, minimum length - remove likely artifacts to yield structure-pass models. An optional contrast filter retains loci detected in treatment but nearly silent in control. Results. A residual splice is a recurrent, unannotated CIGAR N junction that does not overlap any annotated gene body; intronic and antisense channels are out of scope. Across four published mouse treatment arms (GSE221720, GSE166522, GSE157460, GSE193335), harvest catalogs yielded 464, 657, 789, and 594 loci. On GSE221720, 45% of loci (209/464) shared an exact intron with another series, versus 0.074% for excluded junctions; a coordinate-placement control yielded 0/5,000 matches for length-matched intergenic decoys. Masked-gene recovery reached 87.6% (176/201) overall and 99.4% (176/177) among genes with a leak junction - sensitivity rather than precision estimates. An optional contrast provides a presence/absence screen on interval TPM. Residual models are partial reconstructions requiring cloning, RACE, or targeted proteomics for confirmation. Conclusions. TxNova produces a reproducible intergenic residual-locus catalog from existing BAM files, with four downloadable mouse injury/infection catalogs. Cross-series recurrence and coordinate-based null controls support reproducibility above simple placement backgrounds but do not by themselves establish biological validity. The optional contrast step offers a practical screen for candidate leads warranting experimental validation.

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