Experimental Medicine Program, Department of Medicine, University of British Columbia, Vancouver, BC, Canada.
Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.
Nat Commun. 2021 Apr 30;12(1):2474. doi: 10.1038/s41467-021-22625-y.
As more clinically-relevant genomic features of myeloid malignancies are revealed, it has become clear that targeted clinical genetic testing is inadequate for risk stratification. Here, we develop and validate a clinical transcriptome-based assay for stratification of acute myeloid leukemia (AML). Comparison of ribonucleic acid sequencing (RNA-Seq) to whole genome and exome sequencing reveals that a standalone RNA-Seq assay offers the greatest diagnostic return, enabling identification of expressed gene fusions, single nucleotide and short insertion/deletion variants, and whole-transcriptome expression information. Expression data from 154 AML patients are used to develop a novel AML prognostic score, which is strongly associated with patient outcomes across 620 patients from three independent cohorts, and 42 patients from a prospective cohort. When combined with molecular risk guidelines, the risk score allows for the re-stratification of 22.1 to 25.3% of AML patients from three independent cohorts into correct risk groups. Within the adverse-risk subgroup, we identify a subset of patients characterized by dysregulated integrin signaling and RUNX1 or TP53 mutation. We show that these patients may benefit from therapy with inhibitors of focal adhesion kinase, encoded by PTK2, demonstrating additional utility of transcriptome-based testing for therapy selection in myeloid malignancy.
随着更多与临床相关的髓系恶性肿瘤基因特征被揭示,靶向临床基因检测在风险分层方面已明显不足。在这里,我们开发并验证了一种基于临床转录组的急性髓系白血病(AML)分层检测方法。比较 RNA 测序(RNA-Seq)与全基因组和外显子组测序的结果表明,独立的 RNA-Seq 检测方法具有最大的诊断回报,能够识别表达基因融合、单核苷酸和短插入/缺失变异以及全转录组表达信息。对 154 名 AML 患者的表达数据进行分析,建立了一种新的 AML 预后评分,该评分与来自三个独立队列的 620 名患者和 42 名前瞻性队列患者的患者预后密切相关。当与分子风险指南相结合时,该风险评分可将三个独立队列中 22.1%至 25.3%的 AML 患者重新分层到正确的风险组。在不良风险亚组中,我们发现了一组以整合素信号失调和 RUNX1 或 TP53 突变为特征的患者。我们表明,这些患者可能受益于粘着斑激酶(PTK2 编码)抑制剂的治疗,这为转录组检测在髓系恶性肿瘤的治疗选择方面提供了更多的应用。