临床和分析验证联合RNA和DNA外显子组测定跨大肿瘤队列。

IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL
Anastasiya Yudina, Cagdas Tazearslan, Artur Baisangurov, Ekaterina Nuzhdina, Kelley Lauziere, Vitaly Segodin, Svetlana Podsvirova, Sergey Starikov, Madison Chasse, Kirill Shaposhnikov, Leznath Kaneunyenye, Olesia Klimchuk, Natalia Kuzkina, Noel English, Gleb Khegai, Danielle Sookiasian, Daria Shafranskaya, Dawn Fernandez, Yaroslav Lozinsky, Andrew Sobolev, Mary Abdou, Polina Turova, Konstantin Chernyshov, Alexey Efremov, Samuel Andrewes, Aviva Feinberg, Brianna McKenna, Jessica H Brown, Anna Love, John Curran, Jochen Lennerz, Alexander Bagaev
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引用次数: 0

摘要

背景:将单个肿瘤样本的RNA测序(RNA-seq)与全外显子组测序(WES)相结合,可以大大提高对癌症临床相关改变的检测。然而,由于缺乏标准化的验证框架,这种综合方法的常规临床应用仍然有限,特别是对于RNA-seq。方法:我们开发并验证了一种整合RNA-seq和WES的检测方法,用于评估基因表达、基因融合、肿瘤微环境特征、体细胞单核苷酸变异(snv)、插入/缺失(INDELs)和拷贝数变异(cnv)。生成全外显子组体细胞参考标准,以支持使用不同纯度细胞系的多次测序运行的分析验证。结果:分析验证包括3个步骤:(1)使用包含3042个SNVs和47,466个CNVs的定制参考样品进行分析验证;(2)患者样本正交试验;(3)评估实际病例的临床效用。应用于2230个临床肿瘤样本,该综合检测能够将体细胞改变与基因表达直接关联,恢复仅dna检测遗漏的变异,提高基因融合的检测水平。除了在98%的病例中发现临床可操作的改变外,该分析还揭示了如果没有RNA数据可能无法检测到的复杂基因组重排。结论:本研究为临床肿瘤学整合RNA和DNA测序提供了实用的验证指南。联合检测增强了可操作改变的检测,从而促进了癌症患者的个性化治疗策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Clinical and analytical validation of a combined RNA and DNA exome assay across a large tumor cohort.

Background: Combining RNA sequencing (RNA-seq) with whole exome sequencing (WES) from a single tumor sample can substantially improve the detection of clinically relevant alterations in cancer. However, routine clinical adoption of this integrated approach remains limited, especially for RNA-seq, due to the absence of standardized validation frameworks.

Methods: We developed and validated an assay that integrates RNA-seq and WES for evaluating gene expression, gene fusions, tumor microenvironment signatures, somatic single nucleotide variants (SNVs), insertions/deletions (INDELs), and copy number variations (CNVs). Exome-wide somatic reference standards were generated to support analytical validation using multiple sequencing runs of cell lines at varying purities.

Results: Assay validation involves 3 steps: (1) analytical validation using custom reference samples containing 3042 SNVs and 47,466 CNVs; (2) orthogonal testing in patient samples; and (3) assessment of clinical utility in real-world cases. Applied to 2230 clinical tumor samples, the integrated assay enables direct correlation of somatic alterations with gene expression, recovery of variants missed by DNA-only testing, and improves detection of gene fusions. In addition to uncovering clinically actionable alterations in 98% of cases, the assay also reveals complex genomic rearrangements that would likely have remained undetected without RNA data.

Conclusions: This study provides practical validation guidelines for integrated RNA and DNA sequencing in clinical oncology. The combined assay enhances the detection of actionable alterations, thereby facilitating personalized treatment strategies for cancer patients.

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