Web-accessible application for identifying pathogenic transcripts with RNA-seq: Increased sensitivity in diagnosis of neurodevelopmental disorders

RNA剪接 转录组 生物 RNA序列 遗传学 基因 计算生物学 选择性拼接 核糖核酸 基因表达 外显子
作者
Jordy Dekker,Rachel Schot,Michiel Bongaerts,Walter G. de Valk,Monique M. van Veghel-Plandsoen,Kathryn Monfils,Hannie Douben,Peter Elfferich,Esmee Kasteleijn,Leontine van Unen,Geert Geeven,Jasper J. Saris,Yvette van Ierland,Frans W. Verheijen,M.L.T. van der Sterre,Farah Sadeghi Niaraki,Daphne J. Smits,Hidde H. Huidekoper,Monique Williams,Martina Wilke,Virginie J.M. Verhoeven,Marieke Joosten,Anneke J.A. Kievit,Ingrid M.B.H. van de Laar,Lies H. Hoefsloot,Marianne Hoogeveen-Westerveld,Mark Nellist,Grazia M.S. Mancini,Tjakko J. van Ham
出处
期刊:American Journal of Human Genetics [Elsevier BV]
卷期号:110 (2): 251-272
标识
DOI:10.1016/j.ajhg.2022.12.015
摘要

For neurodevelopmental disorders (NDDs), a molecular diagnosis is key for management, predicting outcome, and counseling. Often, routine DNA-based tests fail to establish a genetic diagnosis in NDDs. Transcriptome analysis (RNA sequencing [RNA-seq]) promises to improve the diagnostic yield but has not been applied to NDDs in routine diagnostics. Here, we explored the diagnostic potential of RNA-seq in 96 individuals including 67 undiagnosed subjects with NDDs. We performed RNA-seq on single individuals' cultured skin fibroblasts, with and without cycloheximide treatment, and used modified OUTRIDER Z scores to detect gene expression outliers and mis-splicing by exonic and intronic outliers. Analysis was performed by a user-friendly web application, and candidate pathogenic transcriptional events were confirmed by secondary assays. We identified intragenic deletions, monoallelic expression, and pseudoexonic insertions but also synonymous and non-synonymous variants with deleterious effects on transcription, increasing the diagnostic yield for NDDs by 13%. We found that cycloheximide treatment and exonic/intronic Z score analysis increased detection and resolution of aberrant splicing. Importantly, in one individual mis-splicing was found in a candidate gene nearly matching the individual's specific phenotype. However, pathogenic splicing occurred in another neuronal-expressed gene and provided a molecular diagnosis, stressing the need to customize RNA-seq. Lastly, our web browser application allowed custom analysis settings that facilitate diagnostic application and ranked pathogenic transcripts as top candidates. Our results demonstrate that RNA-seq is a complementary method in the genomic diagnosis of NDDs and, by providing accessible analysis with improved sensitivity, our transcriptome analysis approach facilitates wider implementation of RNA-seq in routine genome diagnostics.
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