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RNA 测序在孟德尔疾病诊断中的临床应用。

Clinical implementation of RNA sequencing for Mendelian disease diagnostics.

机构信息

Institute of Human Genetics, School of Medicine, Technical University of Munich, Munich, Germany.

Department of Informatics, Technical University of Munich, Garching, Germany.

出版信息

Genome Med. 2022 Apr 5;14(1):38. doi: 10.1186/s13073-022-01019-9.

Abstract

BACKGROUND

Lack of functional evidence hampers variant interpretation, leaving a large proportion of individuals with a suspected Mendelian disorder without genetic diagnosis after whole genome or whole exome sequencing (WES). Research studies advocate to further sequence transcriptomes to directly and systematically probe gene expression defects. However, collection of additional biopsies and establishment of lab workflows, analytical pipelines, and defined concepts in clinical interpretation of aberrant gene expression are still needed for adopting RNA sequencing (RNA-seq) in routine diagnostics.

METHODS

We implemented an automated RNA-seq protocol and a computational workflow with which we analyzed skin fibroblasts of 303 individuals with a suspected mitochondrial disease that previously underwent WES. We also assessed through simulations how aberrant expression and mono-allelic expression tests depend on RNA-seq coverage.

RESULTS

We detected on average 12,500 genes per sample including around 60% of all disease genes-a coverage substantially higher than with whole blood, supporting the use of skin biopsies. We prioritized genes demonstrating aberrant expression, aberrant splicing, or mono-allelic expression. The pipeline required less than 1 week from sample preparation to result reporting and provided a median of eight disease-associated genes per patient for inspection. A genetic diagnosis was established for 16% of the 205 WES-inconclusive cases. Detection of aberrant expression was a major contributor to diagnosis including instances of 50% reduction, which, together with mono-allelic expression, allowed for the diagnosis of dominant disorders caused by haploinsufficiency. Moreover, calling aberrant splicing and variants from RNA-seq data enabled detecting and validating splice-disrupting variants, of which the majority fell outside WES-covered regions.

CONCLUSION

Together, these results show that streamlined experimental and computational processes can accelerate the implementation of RNA-seq in routine diagnostics.

摘要

背景

缺乏功能证据会阻碍变异解释,使得很大一部分疑似孟德尔疾病的个体在进行全基因组或全外显子组测序(WES)后仍然没有基因诊断。研究表明,进一步对转录组进行测序可以直接系统地探测基因表达缺陷。然而,为了在常规诊断中采用 RNA 测序(RNA-seq),还需要收集额外的活检样本并建立实验室工作流程、分析管道以及对异常基因表达的临床解释的定义概念。

方法

我们实施了一个自动化的 RNA-seq 方案和计算工作流程,用该方案分析了之前接受过 WES 检测的 303 名疑似线粒体疾病患者的皮肤成纤维细胞。我们还通过模拟评估了异常表达和单等位基因表达测试如何依赖于 RNA-seq 覆盖度。

结果

我们平均每个样本检测到 12500 个基因,包括大约 60%的所有疾病基因——这一覆盖度远高于全血,支持使用皮肤活检。我们对表现出异常表达、异常剪接或单等位基因表达的基因进行了优先级排序。该管道从样本制备到结果报告的时间不到 1 周,为每个患者提供了中位数为 8 个疾病相关基因进行检查。对 205 例 WES 结果不确定的病例中的 16%建立了遗传诊断。异常表达的检测是诊断的主要贡献者,包括 50%的降低,与单等位基因表达一起,能够诊断由杂合不足引起的显性疾病。此外,从 RNA-seq 数据中调用异常剪接和变体能够检测和验证剪接破坏变体,其中大多数位于 WES 覆盖区域之外。

结论

总的来说,这些结果表明,简化的实验和计算过程可以加速 RNA-seq 在常规诊断中的实施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44f6/8981716/f44652936587/13073_2022_1019_Fig1_HTML.jpg

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