BMC GenomicsGenomicsPeer-reviewed journal article
Genome variants associated with RNA splicing variation in bovine are extensively shared between tissues
Ruidong XiangiD, Ben J. HayesiD, Christy J. Vander JagtiD, Iona M. MacLeod, Majid KhansefidiD, P.J. BowmaniD, Zehu YuaniD, Claire Prowse-WilkinsiD, Coralie M. ReichiD, Brett Mason, Josie B. Garner, Leah C. MarettiD, Yizhou CheniD, Sunduimijid BolormaaiD, Hans D. DaetwyleriD, Amanda Jane ChamberlainiD, Michael Edward GoddardiD
Abstract
BackgroundMammalian phenotypes are shaped by numerous genome variants, many of which may regulate gene transcription or RNA splicing. To identify variants with regulatory functions in cattle, an important economic and model species, we used sequence variants to map a type of expression quantitative trait loci (expression QTLs) that are associated with variations in the RNA splicing, i.e., sQTLs. To further the understanding of regulatory variants, sQTLs were compare with other two types of expression QTLs, 1) variants associated with variations in gene expression, i.e., geQTLs and 2) variants associated with variations in exon expression, i.e., eeQTLs, in different tissues.\n\nResultsUsing whole genome and RNA sequence data from four tissues of over 200 cattle, sQTLs identified using exon inclusion ratios were verified by matching their effects on adjacent intron excision ratios. sQTLs contained the highest percentage of variants that are within the intronic region of genes and contained the lowest percentage of variants that are within intergenic regions, compared to eeQTLs and geQTLs. Many geQTLs and sQTLs are also detected as eeQTLs. Many expression QTLs, including sQTLs, were significant in all four tissues and had a similar effect in each tissue. To verify such expression QTL sharing between tissues, variants surrounding ({+/-}1Mb) the exon or gene were used to build local genomic relationship matrices (LGRM) and estimated genetic correlations between tissues. For many exons, the splicing and expression level was determined by the same cis additive genetic variance in different tissues. Thus, an effective but simple-to-implement meta-analysis combining information from three tissues is introduced to increase power to detect and validate sQTLs. sQTLs and eeQTLs together were more enriched for variants associated with cattle complex traits, compared to geQTLs. Several putative causal mutations were identified, including an sQTL at Chr6:87392580 within the 5th exon of kappa casein (CSN3) associated with milk production traits.\n\nConclusionsUsing novel analytical approaches, we report the first identification of numerous bovine sQTLs which are extensively shared between multiple tissue types. The significant overlaps between bovine sQTLs and complex traits QTL highlight the contribution of regulatory mutations to phenotypic variations.
- assay: whole-genome sequencing
- assay: bulk RNA-seq
- research focus: differential expression
- approach: statistical model
- Citations
- 47
- FWCI
- 3.53
- Field percentile
- top 7%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Gene expression and RNA splicing explain large proportions of the heritability for complex traits in cattle
Ruidong Xiang, Lingzhao Fang, … Michael Edward Goddard·Cell GenomicsPeer-reviewed·Aug 23, 2023
- Identification and analysis of splicing quantitative trait loci across multiple tissues in the human genome
Diego Garrido-Martín, Beatrice Borsari, … Roderic Guigó·Nature CommunicationsPeer-reviewed·Feb 1, 2021
- Structural variants and short tandem repeats impact gene expression and splicing in bovine testis tissue
Meenu Bhati, Xena Marie Mapel, … Hubert Pausch·GeneticsPeer-reviewed·Sep 1, 2023
- RsQTL: correlation of expressed SNVs with splicing using RNA-sequencing data
Justin Sein, Liam Flinn Spurr, … Anélia Horvath·bioRxiv·Nov 17, 2019
- A comprehensive catalogue of regulatory variants in the cattle transcriptome
Shuli Liu, Yahui Gao, … Lingzhao Fang·Nature GeneticsPeer-reviewed·Aug 11, 2022
- RNA sequencing variants are enriched for eQTL in cattle tissues
Alexander S. Leonard, Xena Marie Mapel, Hubert Pausch·bioRxiv·Apr 29, 2024