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PMID: 33452016 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Allele-specific alternative splicing and its functional genetic variants in human tissues.

Genome research ·Vol. 31 ·No. 3 ·2021-00-00 ·Pages 359-371

Amoah K, Hsiao YE, Bahn JH, Sun Y, Burghard C, Tan BX, Yang EW, Xiao X

Abstract

Alternative splicing is an RNA processing mechanism that affects most genes in human, contributing to disease mechanisms and phenotypic diversity. The regulation of splicing involves an intricate network of cis-regulatory elements and trans-acting factors. Due to their high sequence specificity, cis-regulation of splicing can be altered by genetic variants, significantly affecting splicing outcomes. Recently, multiple methods have been applied to understanding the regulatory effects of genetic variants on splicing. However, it is still challenging to go beyond apparent association to pinpoint functional variants. To fill in this gap, we utilized large-scale data sets of the Genotype-Tissue Expression (GTEx) project to study genetically modulated alternative splicing (GMAS) via identification of allele-specific splicing events. We demonstrate that GMAS events are shared across tissues and individuals more often than expected by chance, consistent with their genetically driven nature. Moreover, although the allelic bias of GMAS exons varies across samples, the degree of variation is similar across tissues versus individuals. Thus, genetic background drives the GMAS pattern to a similar degree as tissue-specific splicing mechanisms. Leveraging the genetically driven nature of GMAS, we developed a new method to predict functional splicing-altering variants, built upon a genotype-phenotype concordance model across samples. Complemented by experimental validations, this method predicted >1000 functional variants, many of which may alter RNA-protein interactions. Lastly, 72% of GMAS-associated SNPs were in linkage disequilibrium with GWAS-reported SNPs, and such association was enriched in tissues of relevance for specific traits/diseases. Our study enables a comprehensive view of genetically driven splicing variations in human tissues.

Authors & Affiliations
8 authors, click to expand affiliations / ORCID
Amoah Kofi
Bioinformatics Interdepartmental Program, University of California, Los Angeles, California 90095, USA.
Hsiao Yun-Hua Esther
Department of Bioengineering, University of California, Los Angeles, California 90095, USA.
Bahn Jae Hoon
Department of Integrative Biology and Physiology, University of California, Los Angeles, California 90095, USA.
Sun Yiwei
Department of Integrative Biology and Physiology, University of California, Los Angeles, California 90095, USA.
Burghard Christina
Bioinformatics Interdepartmental Program, University of California, Los Angeles, California 90095, USA.
Tan Boon Xin
Department of Integrative Biology and Physiology, University of California, Los Angeles, California 90095, USA.
Yang Ei-Wen
Department of Integrative Biology and Physiology, University of California, Los Angeles, California 90095, USA.
Xiao Xinshu ORCID
Bioinformatics Interdepartmental Program, University of California, Los Angeles, California 90095, USA. | Department of Bioengineering, University of California, Los Angeles, California 90095, USA. | Department of Integrative Biology and Physiology, University of California, Los Angeles, California 90095, USA. | Molecular Biology Institute, University of California, Los Angeles, California 90095, USA. | Institute for Quantitative and Computational Biosciences, University of California, Los Angeles, California 90095, USA.
References (42)
42 references, click to expand
  1. IDP-ASE: haplotyping and quantifying allele-specific expression at the gene and gene isoform level by hybrid sequencing.
    Nucleic Acids Res. 2017 Mar 17;45(5):e32 PMID: 27899656
  2. MMSplice: modular modeling improves the predictions of genetic variant effects on splicing.
    Genome Biol. 2019 Mar 1;20(1):48 PMID: 30823901
  3. Allele-specific binding of RNA-binding proteins reveals functional genetic variants in the RNA.
    Nat Commun. 2019 Mar 22;10(1):1338 PMID: 30902979
  4. Pathogenic variants that alter protein code often disrupt splicing.
    Nat Genet. 2017 Jun;49(6):848-855 PMID: 28416821
  5. The NHGRI-EBI GWAS Catalog of published genome-wide association studies, targeted arrays and summary statistics 2019.
    Nucleic Acids Res. 2019 Jan 8;47(D1):D1005-D1012 PMID: 30445434
  6. RNA splicing. The human splicing code reveals new insights into the genetic determinants of disease.
    Science. 2015 Jan 9;347(6218):1254806 PMID: 25525159
  7. Splicing in disease: disruption of the splicing code and the decoding machinery.
    Nat Rev Genet. 2007 Oct;8(10):749-61 PMID: 17726481
  8. Differential Effects of Environmental and Genetic Factors on T and B Cell Immune Traits.
    Cell Rep. 2016 Nov 22;17(9):2474-2487 PMID: 27818087
  9. Human genomics. The human transcriptome across tissues and individuals.
    Science. 2015 May 8;348(6235):660-5 PMID: 25954002
  10. HISAT: a fast spliced aligner with low memory requirements.
    Nat Methods. 2015 Apr;12(4):357-60 PMID: 25751142
  11. Alternative Splicing Signatures in RNA-seq Data: Percent Spliced in (PSI).
    Curr Protoc Hum Genet. 2015 Oct 06;87:11.16.1-11.16.14 PMID: 26439713
  12. Human genomics. The Genotype-Tissue Expression (GTEx) pilot analysis: multitissue gene regulation in humans.
    Science. 2015 May 8;348(6235):648-60 PMID: 25954001
  13. Deciphering the splicing code.
    Nature. 2010 May 6;465(7294):53-9 PMID: 20445623
  14. Learning the sequence determinants of alternative splicing from millions of random sequences.
    Cell. 2015 Oct 22;163(3):698-711 PMID: 26496609
  15. A large-scale binding and functional map of human RNA-binding proteins.
    Nature. 2020 Jul;583(7818):711-719 PMID: 32728246
  16. Vex-seq: high-throughput identification of the impact of genetic variation on pre-mRNA splicing efficiency.
    Genome Biol. 2018 Jun 1;19(1):71 PMID: 29859120
  17. High-throughput sequencing technologies.
    Mol Cell. 2015 May 21;58(4):586-97 PMID: 26000844
  18. Function of alternative splicing.
    Gene. 2013 Feb 1;514(1):1-30 PMID: 22909801
  19. RNA splicing is a primary link between genetic variation and disease.
    Science. 2016 Apr 29;352(6285):600-4 PMID: 27126046
  20. The evolutionary landscape of alternative splicing in vertebrate species.
    Science. 2012 Dec 21;338(6114):1587-93 PMID: 23258890
  21. Identification of allele-specific alternative mRNA processing via transcriptome sequencing.
    Nucleic Acids Res. 2012 Jul;40(13):e104 PMID: 22467206
  22. Consequences of regulated pre-mRNA splicing in the immune system.
    Nat Rev Immunol. 2004 Dec;4(12):931-40 PMID: 15573128
  23. Alternative splicing modulated by genetic variants demonstrates accelerated evolution regulated by highly conserved proteins.
    Genome Res. 2016 Apr;26(4):440-50 PMID: 26888265
  24. Future directions for high-throughput splicing assays in precision medicine.
    Hum Mutat. 2019 Sep;40(9):1225-1234 PMID: 31297895
  25. The roles of RNA processing in translating genotype to phenotype.
    Nat Rev Mol Cell Biol. 2017 Feb;18(2):102-114 PMID: 27847391
  26. Evolutionary dynamics of gene and isoform regulation in Mammalian tissues.
    Science. 2012 Dec 21;338(6114):1593-9 PMID: 23258891
  27. Modeling RNA-Binding Protein Specificity In Vivo by Precisely Registering Protein-RNA Crosslink Sites.
    Mol Cell. 2019 Jun 20;74(6):1189-1204.e6 PMID: 31226278
  28. Linking the Human Gut Microbiome to Inflammatory Cytokine Production Capacity.
    Cell. 2016 Nov 3;167(4):1125-1136.e8 PMID: 27814509
  29. Reproducibility of high-throughput mRNA and small RNA sequencing across laboratories.
    Nat Biotechnol. 2013 Nov;31(11):1015-22 PMID: 24037425
  30. Transcriptomic signatures across human tissues identify functional rare genetic variation.
    Science. 2020 Sep 11;369(6509): PMID: 32913073
  31. Alternative isoform regulation in human tissue transcriptomes.
    Nature. 2008 Nov 27;456(7221):470-6 PMID: 18978772
  32. Predicting Splicing from Primary Sequence with Deep Learning.
    Cell. 2019 Jan 24;176(3):535-548.e24 PMID: 30661751
  33. A compendium of RNA-binding motifs for decoding gene regulation.
    Nature. 2013 Jul 11;499(7457):172-7 PMID: 23846655
  34. Host and Environmental Factors Influencing Individual Human Cytokine Responses.
    Cell. 2016 Nov 3;167(4):1111-1124.e13 PMID: 27814508
  35. Splice site strength-dependent activity and genetic buffering by poly-G runs.
    Nat Struct Mol Biol. 2009 Oct;16(10):1094-100 PMID: 19749754
  36. A Multiplexed Assay for Exon Recognition Reveals that an Unappreciated Fraction of Rare Genetic Variants Cause Large-Effect Splicing Disruptions.
    Mol Cell. 2019 Jan 3;73(1):183-194.e8 PMID: 30503770
  37. Transcriptome and genome sequencing uncovers functional variation in humans.
    Nature. 2013 Sep 26;501(7468):506-11 PMID: 24037378
  38. Quantitative evaluation of all hexamers as exonic splicing elements.
    Genome Res. 2011 Aug;21(8):1360-74 PMID: 21659425
  39. Exon identity crisis: disease-causing mutations that disrupt the splicing code.
    Genome Biol. 2014 Jan 23;15(1):201 PMID: 24456648
  40. RBPDB: a database of RNA-binding specificities.
    Nucleic Acids Res. 2011 Jan;39(Database issue):D301-8 PMID: 21036867
  41. Machine Learning Approaches for the Prioritization of Genomic Variants Impacting Pre-mRNA Splicing.
    Cells. 2019 Nov 26;8(12): PMID: 31779139
  42. COSSMO: predicting competitive alternative splice site selection using deep learning.
    Bioinformatics. 2018 Jul 1;34(13):i429-i437 PMID: 29949959
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Article Info
Journal
Genome research
Abbr.
Genome Res
ISSN
1549-5469
Published
2021-00-00
Epub
2021-00-15
Pages
359-371
Language
English
Region
United States
NLM ID
9518021
PMCID
PMC7919445
Subset
IM
Grants
NIA NIH HHS · R01 AG056476 · United States
NHGRI NIH HHS · U01 HG009417 · United States
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