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Transcriptome-based variant calling and aberrant mRNA discovery enhance diagnostic efficiency for neuromuscular diseases

BACKGROUND: Whole-exome sequencing-based diagnosis of rare diseases typically yields 40%–50% of success rate. Precise diagnosis of the patients with neuromuscular disorders (NMDs) has been hampered by locus heterogeneity or phenotypic heterogeneity. We evaluated the utility of transcriptome sequenci...

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Autores principales: Hong, Sung Eun, Kneissl, Jana, Cho, Anna, Kim, Man Jin, Park, Soojin, Lee, Jeongeun, Woo, Sijae, Kim, Sora, Kim, Jun-Soon, Kim, Soo Yeon, Jung, Sungwon, Kim, Jinkuk, Shin, Je-Young, Chae, Jong-Hee, Choi, Murim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9613860/
https://www.ncbi.nlm.nih.gov/pubmed/35387801
http://dx.doi.org/10.1136/jmedgenet-2021-108307
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author Hong, Sung Eun
Kneissl, Jana
Cho, Anna
Kim, Man Jin
Park, Soojin
Lee, Jeongeun
Woo, Sijae
Kim, Sora
Kim, Jun-Soon
Kim, Soo Yeon
Jung, Sungwon
Kim, Jinkuk
Shin, Je-Young
Chae, Jong-Hee
Choi, Murim
author_facet Hong, Sung Eun
Kneissl, Jana
Cho, Anna
Kim, Man Jin
Park, Soojin
Lee, Jeongeun
Woo, Sijae
Kim, Sora
Kim, Jun-Soon
Kim, Soo Yeon
Jung, Sungwon
Kim, Jinkuk
Shin, Je-Young
Chae, Jong-Hee
Choi, Murim
author_sort Hong, Sung Eun
collection PubMed
description BACKGROUND: Whole-exome sequencing-based diagnosis of rare diseases typically yields 40%–50% of success rate. Precise diagnosis of the patients with neuromuscular disorders (NMDs) has been hampered by locus heterogeneity or phenotypic heterogeneity. We evaluated the utility of transcriptome sequencing as an independent approach in diagnosing NMDs. METHODS: The RNA sequencing (RNA-Seq) of muscle tissues from 117 Korean patients with suspected Mendelian NMD was performed to evaluate the ability to detect pathogenic variants. Aberrant splicing and CNVs were inspected to identify additional causal genetic factors for NMD. Aberrant splicing events in Dystrophin (DMD) were investigated by using antisense oligonucleotides (ASOs). A non-negative matrix factorisation analysis of the transcriptome data followed by cell type deconvolution was performed to cluster samples by expression-based signatures and identify cluster-specific gene ontologies. RESULTS: Our pipeline called 38.1% of pathogenic variants exclusively from the muscle transcriptomes, demonstrating a higher diagnostic rate than that achieved via exome analysis (34.9%). The discovery of variants causing aberrant splicing allowed the application of ASOs to the patient-derived cells, providing a therapeutic approach tailored to individual patients. RNA-Seq data further enabled sample clustering by distinct gene expression profiles that corresponded to clinical parameters, conferring additional advantages over exome sequencing. CONCLUSION: The RNA-Seq-based diagnosis of NMDs achieves an increased diagnostic rate and provided pathogenic status information, which is not easily accessible through exome analysis.
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spelling pubmed-96138602022-10-29 Transcriptome-based variant calling and aberrant mRNA discovery enhance diagnostic efficiency for neuromuscular diseases Hong, Sung Eun Kneissl, Jana Cho, Anna Kim, Man Jin Park, Soojin Lee, Jeongeun Woo, Sijae Kim, Sora Kim, Jun-Soon Kim, Soo Yeon Jung, Sungwon Kim, Jinkuk Shin, Je-Young Chae, Jong-Hee Choi, Murim J Med Genet Diagnostics BACKGROUND: Whole-exome sequencing-based diagnosis of rare diseases typically yields 40%–50% of success rate. Precise diagnosis of the patients with neuromuscular disorders (NMDs) has been hampered by locus heterogeneity or phenotypic heterogeneity. We evaluated the utility of transcriptome sequencing as an independent approach in diagnosing NMDs. METHODS: The RNA sequencing (RNA-Seq) of muscle tissues from 117 Korean patients with suspected Mendelian NMD was performed to evaluate the ability to detect pathogenic variants. Aberrant splicing and CNVs were inspected to identify additional causal genetic factors for NMD. Aberrant splicing events in Dystrophin (DMD) were investigated by using antisense oligonucleotides (ASOs). A non-negative matrix factorisation analysis of the transcriptome data followed by cell type deconvolution was performed to cluster samples by expression-based signatures and identify cluster-specific gene ontologies. RESULTS: Our pipeline called 38.1% of pathogenic variants exclusively from the muscle transcriptomes, demonstrating a higher diagnostic rate than that achieved via exome analysis (34.9%). The discovery of variants causing aberrant splicing allowed the application of ASOs to the patient-derived cells, providing a therapeutic approach tailored to individual patients. RNA-Seq data further enabled sample clustering by distinct gene expression profiles that corresponded to clinical parameters, conferring additional advantages over exome sequencing. CONCLUSION: The RNA-Seq-based diagnosis of NMDs achieves an increased diagnostic rate and provided pathogenic status information, which is not easily accessible through exome analysis. BMJ Publishing Group 2022-11 2022-04-06 /pmc/articles/PMC9613860/ /pubmed/35387801 http://dx.doi.org/10.1136/jmedgenet-2021-108307 Text en © Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) .
spellingShingle Diagnostics
Hong, Sung Eun
Kneissl, Jana
Cho, Anna
Kim, Man Jin
Park, Soojin
Lee, Jeongeun
Woo, Sijae
Kim, Sora
Kim, Jun-Soon
Kim, Soo Yeon
Jung, Sungwon
Kim, Jinkuk
Shin, Je-Young
Chae, Jong-Hee
Choi, Murim
Transcriptome-based variant calling and aberrant mRNA discovery enhance diagnostic efficiency for neuromuscular diseases
title Transcriptome-based variant calling and aberrant mRNA discovery enhance diagnostic efficiency for neuromuscular diseases
title_full Transcriptome-based variant calling and aberrant mRNA discovery enhance diagnostic efficiency for neuromuscular diseases
title_fullStr Transcriptome-based variant calling and aberrant mRNA discovery enhance diagnostic efficiency for neuromuscular diseases
title_full_unstemmed Transcriptome-based variant calling and aberrant mRNA discovery enhance diagnostic efficiency for neuromuscular diseases
title_short Transcriptome-based variant calling and aberrant mRNA discovery enhance diagnostic efficiency for neuromuscular diseases
title_sort transcriptome-based variant calling and aberrant mrna discovery enhance diagnostic efficiency for neuromuscular diseases
topic Diagnostics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9613860/
https://www.ncbi.nlm.nih.gov/pubmed/35387801
http://dx.doi.org/10.1136/jmedgenet-2021-108307
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