Expression and splicing mediate distinct biological signals

Abstract Background Through alternative splicing, most human genes produce multiple isoforms in a cell-, tissue-, and disease-specific manner. Numerous studies show that alternative splicing is essential for development, diseases, and their treatments. Despite these important examples, the extent an...

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Main Authors: Søren Helweg Dam, Lars Rønn Olsen, Kristoffer Vitting-Seerup
Format: Article
Language:English
Published: BMC 2023-10-01
Series:BMC Biology
Subjects:
Online Access:https://doi.org/10.1186/s12915-023-01724-w
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author Søren Helweg Dam
Lars Rønn Olsen
Kristoffer Vitting-Seerup
author_facet Søren Helweg Dam
Lars Rønn Olsen
Kristoffer Vitting-Seerup
author_sort Søren Helweg Dam
collection DOAJ
description Abstract Background Through alternative splicing, most human genes produce multiple isoforms in a cell-, tissue-, and disease-specific manner. Numerous studies show that alternative splicing is essential for development, diseases, and their treatments. Despite these important examples, the extent and biological relevance of splicing are currently unknown. Results To solve this problem, we developed pairedGSEA and used it to profile transcriptional changes in 100 representative RNA-seq datasets. Our systematic analysis demonstrates that changes in splicing, on average, contribute to 48.1% of the biological signal in expression analyses. Gene-set enrichment analysis furthermore indicates that expression and splicing both convey shared and distinct biological signals. Conclusions These findings establish alternative splicing as a major regulator of the human condition and suggest that most contemporary RNA-seq studies likely miss out on critical biological insights. We anticipate our results will contribute to the transition from a gene-centric to an isoform-centric research paradigm.
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spelling doaj.art-672214d891ac4b0d9ea1b70e8924af382023-11-26T14:14:09ZengBMCBMC Biology1741-70072023-10-0121111010.1186/s12915-023-01724-wExpression and splicing mediate distinct biological signalsSøren Helweg Dam0Lars Rønn Olsen1Kristoffer Vitting-Seerup2Section for Bioinformatics, Department of Health Technology, Technical University of DenmarkSection for Bioinformatics, Department of Health Technology, Technical University of DenmarkSection for Bioinformatics, Department of Health Technology, Technical University of DenmarkAbstract Background Through alternative splicing, most human genes produce multiple isoforms in a cell-, tissue-, and disease-specific manner. Numerous studies show that alternative splicing is essential for development, diseases, and their treatments. Despite these important examples, the extent and biological relevance of splicing are currently unknown. Results To solve this problem, we developed pairedGSEA and used it to profile transcriptional changes in 100 representative RNA-seq datasets. Our systematic analysis demonstrates that changes in splicing, on average, contribute to 48.1% of the biological signal in expression analyses. Gene-set enrichment analysis furthermore indicates that expression and splicing both convey shared and distinct biological signals. Conclusions These findings establish alternative splicing as a major regulator of the human condition and suggest that most contemporary RNA-seq studies likely miss out on critical biological insights. We anticipate our results will contribute to the transition from a gene-centric to an isoform-centric research paradigm.https://doi.org/10.1186/s12915-023-01724-wAlternative splicingIsoformIsoform expressionGene expressionRNA-sequencingRNA-seq
spellingShingle Søren Helweg Dam
Lars Rønn Olsen
Kristoffer Vitting-Seerup
Expression and splicing mediate distinct biological signals
BMC Biology
Alternative splicing
Isoform
Isoform expression
Gene expression
RNA-sequencing
RNA-seq
title Expression and splicing mediate distinct biological signals
title_full Expression and splicing mediate distinct biological signals
title_fullStr Expression and splicing mediate distinct biological signals
title_full_unstemmed Expression and splicing mediate distinct biological signals
title_short Expression and splicing mediate distinct biological signals
title_sort expression and splicing mediate distinct biological signals
topic Alternative splicing
Isoform
Isoform expression
Gene expression
RNA-sequencing
RNA-seq
url https://doi.org/10.1186/s12915-023-01724-w
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