PO.BCS01.15 · 生物信息与计算
长读长RNA测序揭示SRSF2突变型慢性粒-单核细胞白血病的新型异构体图谱
Long-read RNA-Seq reveals a novel isoform landscape of SRSF2 -mutant chronic myelomonocytic leukemia
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
丝氨酸/精氨酸富集剪接因子2(SRSF2)的错义体细胞突变虽在髓系肿瘤克隆发展的早期即可出现,但其在慢性粒-单核细胞白血病(CMML,一种MDS/MPN重叠肿瘤)中呈独特富集,估计患病率约为50%。短读长RNA测序实验已证实,脯氨酸95残基热点(SRSF2 P95)的错义改变会全局性地失调外显子的包含,然而此类可变剪接事件所诱导的完整转录本结构仍未被表征。鉴于SRSF2突变在CMML中的显著富集,我们假设存在有助于该疾病生物学特性的独特剪接改变,并试图利用长读长RNA测序描绘SRSF2突变在CMML中诱导的可变转录图谱。我们对5例携带SRSF2 P95H(n=3)和SRSF2 P95L(n=2)突变(VAF范围为20-48%)的CMML患者以及5例剪接因子野生型CMML患者的骨髓单个核细胞进行了批量长读长RNA测序。文库采用PacBio Kinnex全长RNA试剂盒制备,并在Revio SPRQ测序仪上测序。测序读段使用IsoSeq流程进行处理和比对,异构体折叠、质量控制、参考比较和定量则通过IsoQuant和SQANTI3完成。差异转录本和基因表达使用DESeq2评估,差异转录本使用则通过DRIM-Seq和stageR软件包评估。经长读长折叠和质量控制后,我们鉴定出255,505个独特的转录本异构体,其中14,845个(约5.8%)为参考转录组注释(GENCODE v39)中的新型异构体。我们鉴定出23个在SRSF2突变样本中差异表达的转录本,包括9个新型转录本,其中大多数(n=7)在SRSF2突变病例中上调。更多数量的转录本(n=80)和基因(n=65)表现出转录本使用比例的显著变化。在SRSF2突变病例中表达和使用均增加的转录本中,我们鉴定出YBX1基因的一个新型转录本,该基因编码一种髓系肿瘤细胞存活和自我更新所需的RNA和DNA结合转录因子。我们将这一新型转录本命名为YBX1ΔEx4,它存在外显子4的框内缺失,预计编码一个缺失冷休克(DNA结合)结构域中30个氨基酸区域的全长蛋白。利用另外29例CMML患者的短读长RNA测序数据以及一个包含43例母细胞期CMML患者的独立数据集(GSE251806),我们证实SRSF2突变病例中YBX1外显子4的排除增加,且在母细胞期SRSF2突变病例中外显子4的缺失更为显著。我们推测该异构体在CMML疾病进展中发挥重要作用,目前正在开展功能研究以表征YBX1ΔEx4的效应。
查看英文原文 English abstract
While missense somatic mutations in the serine/arginine rich splicing factor 2 ( SRSF2 ) occur early in the clonal development of myeloid neoplasms, they are uniquely enriched in chronic myelomonocytic leukemia (CMML), an MDS/MPN overlap neoplasm, where their estimated prevalence is ~50%. Short-read RNA-sequencing experiments have demonstrated that missense alterations of the proline 95 residue hotspot ( SRSF2 P95 ) globally dysregulate exon inclusion, though the full transcript structures induced by such alternative splicing events remain uncharacterized. Given the striking enrichment of SRSF2 mutations in CMML, we hypothesized that there exist unique splicing alterations contributing to the biology of this disease, and sought to profile the landscape of alternative transcription induced by SRSF2 mutations in CMML using long-read RNA-Seq. We conducted bulk long-read RNA-Seq on bone marrow mononuclear cells from 5 CMML patients with SRSF2 P95H (n=3) and SRSF2 P95L (n=2) mutations, with VAFs ranging 20-48%, along with 5 CMML splicing factor wildtype patients. Libraries were prepared with the Pacbio Kinnex full-length RNA kit and sequenced on a Revio SPRQ sequencer. Reads were processed and aligned using the IsoSeq pipeline, and isoform collapsing, quality control, reference comparison, and quantification were performed with IsoQuant and SQANTI3. Differential transcript and gene expression was assessed with DESeq2, while differential transcript usage was assessed with the DRIM-Seq and stageR packages. After long-read collapsing and quality control, we identified 255,505 unique transcript isoforms, of which 14,845 (~5.8%) were novel to the reference transcriptome annotation (GENCODE v39). We identified 23 transcripts differentially expressed in SRSF2 -mutant samples, including 9 novel transcripts, the majority of which (n=7) were upregulated in SRSF2 -mutant cases. A higher number of transcripts (n=80) and genes (n=65) demonstrated significant changes in proportional transcript usage. Among transcripts with increased expression and usage in SRSF2 -mutant cases, we identified a novel transcript of the gene YBX1 , which encodes an RNA- and DNA-binding transcription factor required for cell survival and self-renewal in myeloid neoplasms. This novel transcript, which we termed YBX1ΔEx4 , has an in-frame loss of exon 4, and is predicted to encode a full-length protein missing a 30 amino acid region of the cold-shock (DNA-binding) domain. Using short read RNA-Seq data from an additional 29 CMML patients, as well as an independent dataset (GSE251806) comprising 43 blast-phase CMML patients, we confirmed increased exclusion of YBX1 exon 4 in SRSF2 -mutant cases, with an even greater loss of exon 4 in blast-phase SRSF2-mutant cases. We hypothesize an important role of this isoform in CMML disease progression and are currently performing functional studies to characterize the effect of YBX1ΔEx4 .
利益披露 Disclosure
N. Steinauer, None..
T. Lasho, None..
C. Finke, None..
P. Pradeep, None..
J. Fernandez, None..
A. Ferrer, None..
M. Binder, None.
A. Mangaonkar,
BMS ).
Sanofi ).
Novartis ).
Solu Therapeutics. ).
M. M. Patnaik,
Stem Line Pharmaceuticals ).
Kura Oncology ).
Epi Genetix ).
Solu Therapeutics ).
Polaris ).
AstraZeneca Independent Contractor.
GSK Independent Contractor.
SOBI Independent Contractor.