Integrative analysis of next generation sequencing for small non-coding RNAs and transcriptional regulation in Myelodysplastic Syndromes

被引:38
作者
Beck, Dominik [2 ,3 ]
Ayers, Steve [4 ,5 ]
Wen, Jianguo [1 ]
Brandl, Miriam B. [2 ,3 ]
Pham, Tuan D. [2 ]
Webb, Paul [4 ,5 ]
Chang, Chung-Che [1 ]
Zhou, Xiaobo [2 ]
机构
[1] Methodist Hosp, Dept Pathol, Houston, TX 77030 USA
[2] Methodist Hosp, Res Inst, Weill Cornell Med Coll, Bioengn & Bioinformat Program, Houston, TX 77030 USA
[3] Univ New S Wales, Sch Engn & Informat Technol, Canberra, ACT 2600, Australia
[4] Methodist Hosp, Res Inst, Dept Genom Med, Houston, TX 77030 USA
[5] Weill Cornell Med Coll, Dept Radiol, Houston, TX 77030 USA
来源
BMC MEDICAL GENOMICS | 2011年 / 4卷
关键词
SYNDROMES MDS; STEM-CELLS; EXPRESSION; APOPTOSIS; TARGETS; GENES; CLASSIFICATION; BIOGENESIS; ACTIVATION; MECHANISMS;
D O I
10.1186/1755-8794-4-19
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: Myelodysplastic Syndromes (MDSS) are pre-leukemic disorders with increasing incident rates worldwide, but very limited treatment options. Little is known about small regulatory RNAs and how they contribute to pathogenesis, progression and transcriptome changes in MDS. Methods: Patients' primary marrow cells were screened for short RNAs (RNA-seq) using next generation sequencing. Exon arrays from the same cells were used to profile gene expression and additional measures on 98 patients obtained. Integrative bioinformatics algorithms were proposed, and pathway and ontology analysis performed. Results: In low-grade MDS, observations implied extensive post-transcriptional regulation via microRNAs (miRNA) and the recently discovered Piwi interacting RNAs (piRNA). Large expression differences were found for MDS-associated and novel miRNAs, including 48 sequences matching to miRNA star (miRNA*) motifs. The detected species were predicted to regulate disease stage specific molecular functions and pathways, including apoptosis and response to DNA damage. In high-grade MDS, results suggested extensive post-translation editing via transfer RNAs (tRNAs), providing a potential link for reduced apoptosis, a hallmark for this disease stage. Bioinformatics analysis confirmed important regulatory roles for MDS linked miRNAs and TFs, and strengthened the biological significance of miRNA*. The "RNA polymerase II promoters" were identified as the tightest controlled biological function. We suggest their control by a miRNA dominated feedback loop, which might be linked to the dramatically different miRNA amounts seen between low and high-grade MDS. Discussion: The presented results provide novel findings that build a basis of further investigations of diagnostic biomarkers, targeted therapies and studies on MDS pathogenesis.
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页数:16
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