A systemic approach to screening high-throughput RT-qPCR data for a suitable set of reference circulating miRNAs

被引:21
|
作者
Pagacz, Konrad [1 ,2 ]
Kucharski, Przemyslaw [1 ,3 ]
Smyczynska, Urszula [1 ]
Grabia, Szymon [1 ,3 ]
Chowdhury, Dipanjan [4 ]
Fendler, Wojciech [1 ,4 ]
机构
[1] Med Univ Lodz, Dept Biostat & Translat Med, Lodz, Poland
[2] Med Univ Warsaw, Postgrad Sch Mol Med, Warsaw, Poland
[3] Lodz Univ Technol, Inst Appl Comp Sci, Lodz, Poland
[4] Harvard Med Sch, Dana Farber Canc Inst, Boston, MA 02115 USA
关键词
REFERENCE GENES; POTENTIAL BIOMARKERS; HOUSEKEEPING GENES; DEOXYRIBONUCLEIC-ACID; EXPRESSION ANALYSIS; QUANTITATIVE PCR; DIAGNOSTIC-VALUE; MICRORNA; SERUM; IDENTIFICATION;
D O I
10.1186/s12864-020-6530-3
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 The consensus on how to choose a reference gene for serum or plasma miRNA expression qPCR studies has not been reached and none of the potential candidates have yet been convincingly validated. We proposed a new in silico approach of finding a suitable reference for human, circulating miRNAs and identified a new set of endogenous reference miRNA based on miRNA profiling experiments from Gene Expression Omnibus. We used 3 known normalization algorithms (NormFinder, BestKeeper, GeNorm) to calculate a new normalization score. We searched for a universal set of endogenous miRNAs and validated our findings on 2 new datasets using our approach. Results We discovered and validated a set of 13 miRNAs (miR-222, miR-92a, miR-27a, miR-17, miR-24, miR-320a, miR-25, miR-126, miR-19b, miR-199a-3p, miR-30b, miR-30c, miR-374a) that can be used to create a reliable reference combination of 3 miRNAs. We showed that on average the mean of 3 miRNAs (p = 0.0002) and 2 miRNAs (p = 0.0031) were a better reference than single miRNA. The arithmetic means of 3 miRNAs: miR-24, miR-222 and miR-27a was shown to be the most stable combination of 3 miRNAs in validation sets. Conclusions No single miRNA was suitable as a universal reference in serum miRNA qPCR profiling, but it was possible to designate a set of miRNAs, which consistently contributed to most stable combinations.
引用
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页数:15
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