Black Gage S, Huang Xiaomeng, Qiao Yi, Moos Philip, Sampath Deepa, Stephens Deborah M, Woyach Jennifer A, Marth Gabor T
Department of Human Genetics, University of Utah, Salt Lake City, Utah 84112, USA.
Department of Pharmacology and Toxicology, University of Utah, Salt Lake City, Utah 84112, USA.
Genome Res. 2025 Apr 14;35(4):686-697. doi: 10.1101/gr.279049.124.
Bruton tyrosine kinase (BTK) inhibitors are effective for the treatment of chronic lymphocytic leukemia (CLL) due to BTK's role in B cell survival and proliferation. Treatment resistance is most commonly caused by the emergence of the hallmark mutation that inhibits drug binding. In this study, we aimed to investigate cancer subclones harboring a mutation and identify cells with co-occurring CLL driver mutations. In addition, we sought to determine whether -mutated subclones exhibit distinct transcriptomic behavior when compared to other cancer subclones. To achieve these goals, we use scBayes, which integrates bulk DNA sequencing and single-cell RNA sequencing (scRNA-seq) data to genotype individual cells for subclone-defining mutations. Although the most common approach for scRNA-seq includes short-read sequencing, transcript coverage is limited due to the vast majority of the reads being concentrated at the priming end of the transcript. Here, we utilized MAS-seq, a long-read scRNA-seq technology, to substantially increase transcript coverage and expand the set of informative mutations to link cells to cancer subclones in six CLL patients who acquired mutations during BTK inhibitor treatment. In two patients who developed two independent -mutated subclones, we find that most -mutated cells have an additional CLL driver gene mutation. When examining subclone-specific gene expression, we find that in one patient, -mutated subclones are transcriptionally distinct from the rest of the malignant B cell population with an overexpression of CLL-relevant genes.
布鲁顿酪氨酸激酶(BTK)抑制剂对慢性淋巴细胞白血病(CLL)的治疗有效,因为BTK在B细胞存活和增殖中发挥作用。治疗耐药性最常见的原因是出现了抑制药物结合的标志性突变。在本研究中,我们旨在研究携带该突变的癌症亚克隆,并鉴定同时存在CLL驱动基因突变的细胞。此外,我们试图确定与其他癌症亚克隆相比,该突变亚克隆是否表现出独特的转录组行为。为实现这些目标,我们使用了scBayes,它整合了大量DNA测序和单细胞RNA测序(scRNA-seq)数据,对单个细胞进行基因分型以确定亚克隆定义突变。虽然scRNA-seq最常见的方法包括短读长测序,但由于绝大多数读段集中在转录本的起始端,转录本覆盖范围有限。在这里,我们利用长读长scRNA-seq技术MAS-seq,大幅增加转录本覆盖范围,并扩大信息性突变集,以将细胞与6例在BTK抑制剂治疗期间获得该突变的CLL患者的癌症亚克隆联系起来。在两名出现两个独立的该突变亚克隆的患者中,我们发现大多数该突变细胞还有另一个CLL驱动基因突变。在检查亚克隆特异性基因表达时,我们发现,在一名患者中,该突变亚克隆在转录上与其余恶性B细胞群体不同,伴有CLL相关基因的过表达。