Cargando…

A plugin for the Ensembl Variant Effect Predictor that uses MaxEntScan to predict variant spliceogenicity

SUMMARY: Assessing the pathogenicity of genetic variants can be a complex and challenging task. Spliceogenic variants, which alter mRNA splicing, may yield mature transcripts that encode non-functional protein products, an important predictor of Mendelian disease risk. However, most variant annotati...

Descripción completa

Detalles Bibliográficos
Autores principales: Shamsani, Jannah, Kazakoff, Stephen H, Armean, Irina M, McLaren, Will, Parsons, Michael T, Thompson, Bryony A, O’Mara, Tracy A, Hunt, Sarah E, Waddell, Nicola, Spurdle, Amanda B
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6596880/
https://www.ncbi.nlm.nih.gov/pubmed/30475984
http://dx.doi.org/10.1093/bioinformatics/bty960
_version_ 1783430512460693504
author Shamsani, Jannah
Kazakoff, Stephen H
Armean, Irina M
McLaren, Will
Parsons, Michael T
Thompson, Bryony A
O’Mara, Tracy A
Hunt, Sarah E
Waddell, Nicola
Spurdle, Amanda B
author_facet Shamsani, Jannah
Kazakoff, Stephen H
Armean, Irina M
McLaren, Will
Parsons, Michael T
Thompson, Bryony A
O’Mara, Tracy A
Hunt, Sarah E
Waddell, Nicola
Spurdle, Amanda B
author_sort Shamsani, Jannah
collection PubMed
description SUMMARY: Assessing the pathogenicity of genetic variants can be a complex and challenging task. Spliceogenic variants, which alter mRNA splicing, may yield mature transcripts that encode non-functional protein products, an important predictor of Mendelian disease risk. However, most variant annotation tools do not adequately assess spliceogenicity outside the native splice site and thus the disease-causing potential of variants in other intronic and exonic regions is often overlooked. Here, we present a plugin for the Ensembl Variant Effect Predictor that packages MaxEntScan and extends its functionality to provide splice site predictions using a maximum entropy model. The plugin incorporates a sliding window algorithm to predict splice site loss or gain for any variant that overlaps a transcript feature. We also demonstrate the utility of the plugin by comparing our predictions to two mRNA splicing datasets containing several cancer-susceptibility genes. AVAILABILITY AND IMPLEMENTATION: Source code is freely available under the Apache License, Version 2.0: https://github.com/Ensembl/VEP_plugins. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
format Online
Article
Text
id pubmed-6596880
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-65968802019-07-03 A plugin for the Ensembl Variant Effect Predictor that uses MaxEntScan to predict variant spliceogenicity Shamsani, Jannah Kazakoff, Stephen H Armean, Irina M McLaren, Will Parsons, Michael T Thompson, Bryony A O’Mara, Tracy A Hunt, Sarah E Waddell, Nicola Spurdle, Amanda B Bioinformatics Applications Notes SUMMARY: Assessing the pathogenicity of genetic variants can be a complex and challenging task. Spliceogenic variants, which alter mRNA splicing, may yield mature transcripts that encode non-functional protein products, an important predictor of Mendelian disease risk. However, most variant annotation tools do not adequately assess spliceogenicity outside the native splice site and thus the disease-causing potential of variants in other intronic and exonic regions is often overlooked. Here, we present a plugin for the Ensembl Variant Effect Predictor that packages MaxEntScan and extends its functionality to provide splice site predictions using a maximum entropy model. The plugin incorporates a sliding window algorithm to predict splice site loss or gain for any variant that overlaps a transcript feature. We also demonstrate the utility of the plugin by comparing our predictions to two mRNA splicing datasets containing several cancer-susceptibility genes. AVAILABILITY AND IMPLEMENTATION: Source code is freely available under the Apache License, Version 2.0: https://github.com/Ensembl/VEP_plugins. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2019-07-01 2018-11-23 /pmc/articles/PMC6596880/ /pubmed/30475984 http://dx.doi.org/10.1093/bioinformatics/bty960 Text en © The Author(s) 2018. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Applications Notes
Shamsani, Jannah
Kazakoff, Stephen H
Armean, Irina M
McLaren, Will
Parsons, Michael T
Thompson, Bryony A
O’Mara, Tracy A
Hunt, Sarah E
Waddell, Nicola
Spurdle, Amanda B
A plugin for the Ensembl Variant Effect Predictor that uses MaxEntScan to predict variant spliceogenicity
title A plugin for the Ensembl Variant Effect Predictor that uses MaxEntScan to predict variant spliceogenicity
title_full A plugin for the Ensembl Variant Effect Predictor that uses MaxEntScan to predict variant spliceogenicity
title_fullStr A plugin for the Ensembl Variant Effect Predictor that uses MaxEntScan to predict variant spliceogenicity
title_full_unstemmed A plugin for the Ensembl Variant Effect Predictor that uses MaxEntScan to predict variant spliceogenicity
title_short A plugin for the Ensembl Variant Effect Predictor that uses MaxEntScan to predict variant spliceogenicity
title_sort plugin for the ensembl variant effect predictor that uses maxentscan to predict variant spliceogenicity
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6596880/
https://www.ncbi.nlm.nih.gov/pubmed/30475984
http://dx.doi.org/10.1093/bioinformatics/bty960
work_keys_str_mv AT shamsanijannah apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT kazakoffstephenh apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT armeanirinam apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT mclarenwill apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT parsonsmichaelt apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT thompsonbryonya apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT omaratracya apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT huntsarahe apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT waddellnicola apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT spurdleamandab apluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT shamsanijannah pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT kazakoffstephenh pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT armeanirinam pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT mclarenwill pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT parsonsmichaelt pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT thompsonbryonya pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT omaratracya pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT huntsarahe pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT waddellnicola pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity
AT spurdleamandab pluginfortheensemblvarianteffectpredictorthatusesmaxentscantopredictvariantspliceogenicity