Evidence map›Paper›PMID 28545391›Full record

ArticleBMC bioinformatics2017

A random effects model for the identification of differential splicing (REIDS) using exon and HTA arrays.

Marijke Van Moerbeke, Adetayo Kasim, Willem Talloen, Joke Reumers, Hinrick W H Göhlmann, Ziv Shkedy

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Article in BMC bioinformatics, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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2citing papers in PubMed
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2 citing papers in PubMed.

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5 · Who and what money

Authors and funding

6 authors.

Marijke Van MoerbekeInteruniversity Institute for Biostatistics and Statistical Bioinformatics, Hasselt University, Hasselt, 3500, Belgium. marijke.vanmoerbeke@uhasselt.be.ORCID http://orcid.org/0000-0002-3097-5621
Adetayo KasimWolfson Research Institute for Health and Wellbeing, Durham University, Durham, UK.
Willem TalloenJanssen Pharmaceutica, Beerse, 2340, Belgium.
Joke ReumersJanssen Pharmaceutica, Beerse, 2340, Belgium.
Hinrick W H GöhlmannJanssen Pharmaceutica, Beerse, 2340, Belgium.
Ziv ShkedyInteruniversity Institute for Biostatistics and Statistical Bioinformatics, Hasselt University, Hasselt, 3500, Belgium.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAlternative gene splicing is a common phenomenon in which a single gene gives rise to multiple transcript isoforms. The process is strictly guided and involves a multitude of proteins and regulatory complexes. Unfortunately, aberrant splicing events do occur which have been linked to genetic disorders, such as several types of cancer and neurodegenerative diseases (Fan et al., Theor Biol Med Model 3:19, 2006). Therefore, understanding the mechanism of alternative splicing and identifying the difference in splicing events between diseased and healthy tissue is crucial in biomedical research with the potential of applications in personalized medicine as well as in drug development.

resultsWe propose a linear mixed model, Random Effects for the Identification of Differential Splicing (REIDS), for the identification of alternative splicing events. Based on a set of scores, an exon score and an array score, a decision regarding alternative splicing can be made. The model enables the ability to distinguish a differential expressed gene from a differential spliced exon. The proposed model was applied to three case studies concerning both exon and HTA arrays.

conclusionThe REIDS model provides a work flow for the identification of alternative splicing events relying on the established linear mixed model. The model can be applied to different types of arrays.

Indexed as

Alternative SplicingModels, GeneticTranscriptomeArea Under CurveColonic NeoplasmsExonsHumansLIM Domain ProteinsMicrofilament ProteinsOligonucleotide Array Sequence AnalysisProtein IsoformsROC CurveABLIM1 protein, humanLIM Domain ProteinsMicrofilament ProteinsProtein IsoformsAlternative splicingExon arraysHTA arraysMixed effects models

Identifiers

PMID28545391
PMCPMC5445373

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.