Comprehensive and scalable quantification of splicing differences with MntJULiP

Abstract Tools for differential splicing detection have failed to provide a comprehensive and consistent view of splicing variation. We present MntJULiP, a novel method for comprehensive and accurate quantification of splicing differences between two or more conditions. MntJULiP detects both changes...

Full description

Bibliographic Details
Main Authors: Guangyu Yang, Sarven Sabunciyan, Liliana Florea
Format: Article
Language:English
Published: BMC 2022-09-01
Series:Genome Biology
Subjects:
Online Access:https://doi.org/10.1186/s13059-022-02767-y
_version_ 1811267495513817088
author Guangyu Yang
Sarven Sabunciyan
Liliana Florea
author_facet Guangyu Yang
Sarven Sabunciyan
Liliana Florea
author_sort Guangyu Yang
collection DOAJ
description Abstract Tools for differential splicing detection have failed to provide a comprehensive and consistent view of splicing variation. We present MntJULiP, a novel method for comprehensive and accurate quantification of splicing differences between two or more conditions. MntJULiP detects both changes in intron splicing ratios and changes in absolute splicing levels with high accuracy, and can find classes of variation overlooked by other tools. MntJULiP identifies over 29,000 differentially spliced introns in 1398 GTEx brain samples, including 11,242 novel introns discovered in this dataset. Highly scalable, MntJULiP can process thousands of samples within hours to reveal splicing constituents of phenotypic differentiation.
first_indexed 2024-04-12T21:04:42Z
format Article
id doaj.art-4f20c300f9d94008974eaa0194b61e20
institution Directory Open Access Journal
issn 1474-760X
language English
last_indexed 2024-04-12T21:04:42Z
publishDate 2022-09-01
publisher BMC
record_format Article
series Genome Biology
spelling doaj.art-4f20c300f9d94008974eaa0194b61e202022-12-22T03:16:45ZengBMCGenome Biology1474-760X2022-09-0123111610.1186/s13059-022-02767-yComprehensive and scalable quantification of splicing differences with MntJULiPGuangyu Yang0Sarven Sabunciyan1Liliana Florea2Department of Computer Science, Johns Hopkins UniversityDepartment of Pediatrics, Johns Hopkins School of MedicineMcKusick-Nathans Department of Genetic Medicine, Johns Hopkins School of MedicineAbstract Tools for differential splicing detection have failed to provide a comprehensive and consistent view of splicing variation. We present MntJULiP, a novel method for comprehensive and accurate quantification of splicing differences between two or more conditions. MntJULiP detects both changes in intron splicing ratios and changes in absolute splicing levels with high accuracy, and can find classes of variation overlooked by other tools. MntJULiP identifies over 29,000 differentially spliced introns in 1398 GTEx brain samples, including 11,242 novel introns discovered in this dataset. Highly scalable, MntJULiP can process thousands of samples within hours to reveal splicing constituents of phenotypic differentiation.https://doi.org/10.1186/s13059-022-02767-yAlternative splicingDifferential splicingTranscriptomicsRNA-seq
spellingShingle Guangyu Yang
Sarven Sabunciyan
Liliana Florea
Comprehensive and scalable quantification of splicing differences with MntJULiP
Genome Biology
Alternative splicing
Differential splicing
Transcriptomics
RNA-seq
title Comprehensive and scalable quantification of splicing differences with MntJULiP
title_full Comprehensive and scalable quantification of splicing differences with MntJULiP
title_fullStr Comprehensive and scalable quantification of splicing differences with MntJULiP
title_full_unstemmed Comprehensive and scalable quantification of splicing differences with MntJULiP
title_short Comprehensive and scalable quantification of splicing differences with MntJULiP
title_sort comprehensive and scalable quantification of splicing differences with mntjulip
topic Alternative splicing
Differential splicing
Transcriptomics
RNA-seq
url https://doi.org/10.1186/s13059-022-02767-y
work_keys_str_mv AT guangyuyang comprehensiveandscalablequantificationofsplicingdifferenceswithmntjulip
AT sarvensabunciyan comprehensiveandscalablequantificationofsplicingdifferenceswithmntjulip
AT lilianaflorea comprehensiveandscalablequantificationofsplicingdifferenceswithmntjulip