Long-read transcriptome sequencing reveals abundant promoter diversity in distinct molecular subtypes of gastric cancer

被引:59
作者
Huang, Kie Kyon [1 ]
Huang, Jiawen [1 ]
Wu, Jeanie Kar Leng [1 ]
Lee, Minghui [1 ]
Tay, Su Ting [1 ]
Kumar, Vikrant [1 ]
Ramnarayanan, Kalpana [1 ]
Padmanabhan, Nisha [1 ]
Xu, Chang [1 ]
Tan, Angie Lay Keng [1 ]
Chan, Charlene [2 ]
Kappei, Dennis [2 ,3 ]
Goke, Jonathan [4 ]
Tan, Patrick [1 ,2 ,4 ,5 ]
机构
[1] Duke NUS Med Sch, Programme Canc & Stem Cell Biol, 8 Coll Rd, Singapore 169857, Singapore
[2] Natl Univ Singapore, Canc Sci Inst Singapore, Singapore 117599, Singapore
[3] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Biochem, Singapore 117596, Singapore
[4] Genome Inst Singapore, Singapore 138672, Singapore
[5] Natl Heart Ctr Singapore, SingHlth Duke NUS Inst Precis Med, Singapore 169609, Singapore
基金
新加坡国家研究基金会; 英国医学研究理事会;
关键词
Gastric cancer; Alternative splicing; Alternative promoter; Iso-seq; INTEGRATIVE ANALYSIS; CELL-ADHESION; BCL-X; ISOFORM; RNA; EXPRESSION; APOPTOSIS; GENE; FAS; IDENTIFICATION;
D O I
10.1186/s13059-021-02261-x
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background Deregulated gene expression is a hallmark of cancer; however, most studies to date have analyzed short-read RNA sequencing data with inherent limitations. Here, we combine PacBio long-read isoform sequencing (Iso-Seq) and Illumina paired-end short-read RNA sequencing to comprehensively survey the transcriptome of gastric cancer (GC), a leading cause of global cancer mortality. Results We performed full-length transcriptome analysis across 10 GC cell lines covering four major GC molecular subtypes (chromosomal unstable, Epstein-Barr positive, genome stable and microsatellite unstable). We identify 60,239 non-redundant full-length transcripts, of which > 66% are novel compared to current transcriptome databases. Novel isoforms are more likely to be cell line and subtype specific, expressed at lower levels with larger number of exons, with longer isoform/coding sequence lengths. Most novel isoforms utilize an alternate first exon, and compared to other alternative splicing categories, are expressed at higher levels and exhibit higher variability. Collectively, we observe alternate promoter usage in 25% of detected genes, with the majority (84.2%) of known/novel promoter pairs exhibiting potential changes in their coding sequences. Mapping these alternate promoters to TCGA GC samples, we identify several cancer-associated isoforms, including novel variants of oncogenes. Tumor-specific transcript isoforms tend to alter protein coding sequences to a larger extent than other isoforms. Analysis of outcome data suggests that novel isoforms may impart additional prognostic information. Conclusions Our results provide a rich resource of full-length transcriptome data for deeper studies of GC and other gastrointestinal malignancies.
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页数:24
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