Fusion Gene Detection Using Whole-Exome Sequencing Data in Cancer Patients

被引:4
|
作者
Deng, Wenjiang [1 ]
Murugan, Sarath [1 ]
Lindberg, Johan [1 ]
Chellappa, Venkatesh [1 ]
Shen, Xia [1 ,2 ,3 ]
Pawitan, Yudi [1 ]
Vu, Trung Nghia [1 ]
机构
[1] Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, Sweden
[2] Fudan Univ, Greater Bay Area Inst Precis Med, Biostat Grp, Guangzhou, Peoples R China
[3] Univ Edinburgh, Usher Inst, Ctr Global Hlth Res, Edinburgh, Midlothian, Scotland
基金
瑞典研究理事会;
关键词
fusion gene; acute myeloid leukemia; whole exome sequencing; prostate cancer; discordant read; split read; READ ALIGNMENT;
D O I
10.3389/fgene.2022.820493
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Several fusion genes are directly involved in the initiation and progression of cancers. Numerous bioinformatics tools have been developed to detect fusion events, but they are mainly based on RNA-seq data. The whole-exome sequencing (WES) represents a powerful technology that is widely used for disease-related DNA variant detection. In this study, we build a novel analysis pipeline called Fuseq-WES to detect fusion genes at DNA level based on the WES data. The same method applies also for targeted panel sequencing data. We assess the method to real datasets of acute myeloid leukemia (AML) and prostate cancer patients. The result shows that two of the main AML fusion genes discovered in RNA-seq data, PML-RARA and CBFB-MYH11, are detected in the WES data in 36 and 63% of the available samples, respectively. For the targeted deep-sequencing of prostate cancer patients, detection of the TMPRSS2-ERG fusion, which is the most frequent chimeric alteration in prostate cancer, is 91% concordant with a manually curated procedure based on four other methods. In summary, the overall results indicate that it is challenging to detect fusion genes in WES data with a standard coverage of similar to 15-30x, where fusion candidates discovered in the RNA-seq data are often not detected in the WES data and vice versa. A subsampling study of the prostate data suggests that a coverage of at least 75x is necessary to achieve high accuracy.
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页数:8
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