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
收藏
页数:15
相关论文
共 50 条
  • [31] High-Throughput Sequencing Reveals Circulating miRNAs as Potential Biomarkers of Kidney Damage in Patients with Systemic Lupus Erythematosus
    Navarro-Quiroz, Elkin
    Pacheco-Lugo, Lisandro
    Lorenzi, Hernan
    Diaz-Olmos, Yirys
    Almendrales, Lisneth
    Rico, Edwin
    Navarro, Roberto
    Espana-Puccini, Pierine
    Iglesias, Antonio
    Egea, Eduardo
    Aroca, Gustavo
    PLOS ONE, 2016, 11 (11):
  • [32] SIV: A synergistic approach to the analysis of high-throughput screening data.
    Leach, AR
    Green, DVS
    Hann, MM
    Harper, G
    Whittington, AR
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2001, 221 : U290 - U290
  • [33] Microfluidic high-throughput RT-qPCR measurements of the immune response of primary bovine mammary epithelial cells cultured from milk to mastitis pathogens
    Sorg, D.
    Danowski, K.
    Korenkova, V.
    Rusnakova, V.
    Kueffner, R.
    Zimmer, R.
    Meyer, H. H. D.
    Kliem, H.
    ANIMAL, 2013, 7 (05) : 799 - 805
  • [34] Long non-coding RNA expression profiling in the NCI60 cancer cell line panel using high-throughput RT-qPCR
    Pieter Mestdagh
    Steve Lefever
    Pieter-Jan Volders
    Stefaan Derveaux
    Jan Hellemans
    Jo Vandesompele
    Scientific Data, 3
  • [35] Long non-coding RNA expression profiling in the NCI60 cancer cell line panel using high-throughput RT-qPCR
    Mestdagh, Pieter
    Lefever, Steve
    Volders, Pieter-Jan
    Derveaux, Stefaan
    Hellemans, Jan
    Vandesompele, Jo
    SCIENTIFIC DATA, 2016, 3
  • [36] A decision tree learning approach for the classification and analysis of high-throughput screening data
    Engels, MFM
    De Winter, H
    Tollenaere, JP
    MOLECULAR MODELING AND PREDICTION OF BIOACTIVITY, 2000, : 429 - 430
  • [37] Brush and Spray: A High-Throughput Systemic Acquired Resistance Assay Suitable for Large-Scale Genetic Screening
    Jing, Beibei
    Xu, Shaohua
    Xu, Mo
    Li, Yan
    Li, Shuxin
    Ding, Jinmei
    Zhang, Yuelin
    PLANT PHYSIOLOGY, 2011, 157 (03) : 973 - 980
  • [38] A high-throughput newborn screening approach for SCID, SMA, and SCD combining multiplex qPCR and tandem mass spectrometry
    Tesorero, Rafael
    Janda, Joachim
    Hoerster, Friederike
    Feyh, Patrik
    Muetze, Ulrike B.
    Hauke, Jana F.
    Schwarz, Kathrin
    Kunz, Joachim
    Hoffmann, Georg
    Okun, Juergen G.
    PLOS BIOLOGY, 2023, 21 (03)
  • [39] A high-throughput newborn screening approach for SCID, SMA, and SCD combining multiplex qPCR and tandem mass spectrometry
    Tesorero, Rafael
    Janda, Joachim
    Hoerster, Friederike
    Feyh, Patrik
    Muetze, Ulrike B.
    Hauke, Jana F.
    Schwarz, Kathrin
    Kunz, Joachim
    Hoffmann, Georg
    Okun, Juergen G.
    PLOS ONE, 2023, 18 (03):
  • [40] Evaluation of high-resolution melting and RT-qPCR probe assays for high-throughput detection of target-site mutations conferring glyphosate resistance in Lolium perenne
    Ghanizadeh, Hossein
    Anderson, Craig B.
    Franzmayr, Benjamin K.
    Cook, Mike
    Buddenhagen, Christopher E.
    Ngow, Zachary
    James, Trevor K.
    Griffiths, Andrew G.
    NEW ZEALAND JOURNAL OF AGRICULTURAL RESEARCH, 2024, 67 (01) : 54 - 65