Limitations of high throughput methods for miRNA expression profiles in non-functioning pituitary adenomas

被引:11
作者
Darvasi, O. [1 ,2 ]
Szabo, P. M. [2 ,3 ]
Nemeth, K. [4 ]
Szabo, K. [4 ]
Spisak, S. [2 ,3 ]
Liko, I. [1 ,2 ]
Czirjak, S. [5 ]
Racz, K. [2 ,3 ,4 ]
Igaz, P. [2 ,3 ,4 ]
Patocs, A. [1 ,2 ,6 ]
Butz, Henriett [2 ,3 ,6 ]
机构
[1] Hungarian Acad Sci, Hereditary Endocrine Tumors Res Grp, Budapest, Hungary
[2] Semmelweis Univ, Budapest, Hungary
[3] Hungarian Acad Sci, Mol Med Res Grp, Budapest, Hungary
[4] Semmelweis Univ, Dept Med 2, Fac Med, Budapest, Hungary
[5] Natl Inst Neurosurg, Budapest, Hungary
[6] Semmelweis Univ, Dept Lab Med, 46 Szentkiralyi Str, H-1088 Budapest, Hungary
关键词
miRNA; miRNA profiling; Non-functioning pituitary adenoma; DOWN-REGULATION; TGF-BETA; MICRORNA; GENES; IDENTIFICATION; MICROARRAY; BIOMARKERS; PLATFORMS; REVEALS; PATHWAY;
D O I
10.1007/s12253-017-0330-3
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Microarray, RT-qPCR based arrays and next-generation-sequencing (NGS) are available high-throughput methods for miRNA profiling (miRNome). Analytical and biological performance of these methods were tested in identification of biologically relevant miRNAs in non-functioning pituitary adenomas (NFPA). miRNome of 4 normal pituitary (NP) and 8 NFPA samples was determined by these platforms and expression of 21 individual miRNAs was measured on 30 (20 NFPA and 10 NP) independent samples. Complex bioinformatics was used. 132 and 137 miRNAs were detected by all three platforms in NP and NFPA, respectively, of which 25 were differentially expressed (fold change > 2). The strongest correlation was observed between microarray and TaqMan-array, while the data obtained by NGS were the most discordant despite of various bioinformatics settings. As a technical validation we measured the expression of 21 selected miRNAs by individual RT-qPCR and we were able to validate 35.1%, 76.2% and 71.4% of the miRNAs revealed by SOLiD, TLDA and microarray result, respectively. We performed biological validation using an extended number of samples (20 NFPAs and 8 NPs). Technical and biological validation showed high correlation (p < 0.001; R = 0.96). Pathway and network analysis revealed several common pathways but no pathway showed the same activation score. Using the 25 platform-independent miRNAs developmental pathways were the top functional categories relevant for NFPA genesis. The difference among high-throughput platforms is of great importance and selection of screening method can influence experimental results. Validation by another platform is essential in order to avoid or to minimalize the platform specific errors.
引用
收藏
页码:169 / 182
页数:14
相关论文
共 34 条
[1]   Identification of differentially expressed microRNAs by microarray: A possible role for microRNA genes in pituitary adenomas [J].
Bottoni, Arianna ;
Zatelli, Maria Chiara ;
Ferracin, Manuela ;
Tagliati, Federico ;
Piccin, Daniela ;
Vignali, Cristina ;
Calin, George A. ;
Negrini, Massimo ;
Croce, Carlo M. ;
Degli Uberti, Ettore .
JOURNAL OF CELLULAR PHYSIOLOGY, 2007, 210 (02) :370-377
[2]   Systematic Investigation of Expression of G2/M Transition Genes Reveals CDC25 Alteration in Nonfunctioning Pituitary Adenomas [J].
Butz, Henriett ;
Nemeth, Kinga ;
Czenke, Dora ;
Liko, Istvan ;
Czirjak, Sandor ;
Zivkovic, Vladimir ;
Baghy, Kornelia ;
Korbonits, Marta ;
Kovalszky, Ilona ;
Igaz, Peter ;
Racz, Karoly ;
Patocs, Attila .
PATHOLOGY & ONCOLOGY RESEARCH, 2017, 23 (03) :633-641
[3]   miRNA-target network reveals miR-124as a key miRNA contributing to clear cell renal cell carcinoma aggressive behaviour by targeting CAV1 and FLOT1 [J].
Butz, Henriett ;
Szabo, Peter M. ;
Khella, Heba W. Z. ;
Nofech-Mozes, Roy ;
Patocs, Attila ;
Yousef, George M. .
ONCOTARGET, 2015, 6 (14) :12543-12557
[4]   Integrative Bioinformatics Analysis Reveals New Prognostic Biomarkers of Clear Cell Renal Cell Carcinoma [J].
Butz, Henriett ;
Szabo, Peter M. ;
Nofech-Mozes, Roy ;
Rotondo, Fabio ;
Kovacs, Kalman ;
Mirham, Lorna ;
Girgis, Hala ;
Boles, Dina ;
Patocs, Attila ;
Yousef, George M. .
CLINICAL CHEMISTRY, 2014, 60 (10) :1314-1326
[5]   Down-Regulation of Wee1 Kinase by a Specific Subset of microRNA in Human Sporadic Pituitary Adenomas [J].
Butz, Henriett ;
Liko, Istvan ;
Czirjak, Sandor ;
Igaz, Peter ;
Khan, Mohammed Munayem ;
Zivkovic, Vladimir ;
Balint, Katalin ;
Korbonits, Marta ;
Racz, Karly ;
Patocs, Attila .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2010, 95 (10) :E181-E191
[6]   Wnt signalling in pituitary development and tumorigenesis [J].
Chambers, T. J. G. ;
Giles, A. ;
Brabant, G. ;
Davis, J. R. E. .
ENDOCRINE-RELATED CANCER, 2013, 20 (03) :R101-R111
[7]   Natural selection on human microRNA binding sites inferred from SNP data [J].
Chen, Kevin ;
Rajewsky, Nikolaus .
NATURE GENETICS, 2006, 38 (12) :1452-1456
[8]   Issues and Prospects of microRNA-Based Biomarkers in Blood and Other Body Fluids [J].
Chevillet, John R. ;
Lee, Inyoul ;
Briggs, Hilary A. ;
He, Yuqing ;
Wang, Kai .
MOLECULES, 2014, 19 (05) :6080-6105
[9]   Components of the Canonical and Non-Canonical Wnt Pathways Are Not Mis-Expressed in Pituitary Tumors [J].
Colli, Leandro Machado ;
Saggioro, Fabiano ;
Serafini, Luciano Neder ;
Camargo, Renata Costa ;
Machado, Helio Rubens ;
Moreira, Ayrton Custodio ;
Antonini, Sonir R. ;
de Castro, Margaret .
PLOS ONE, 2013, 8 (04)
[10]   CBTRUS Statistical Report: Primary Brain and Central Nervous System Tumors Diagnosed in the United States in 20052009 [J].
Dolecek, Therese A. ;
Propp, Jennifer M. ;
Stroup, Nancy E. ;
Kruchko, Carol .
NEURO-ONCOLOGY, 2012, 14 :v1-v49